From 52c85115c84d1b67ef4e0f156a78b229d71d55f8 Mon Sep 17 00:00:00 2001 From: Enrico Deusebio Date: Sat, 28 Sep 2024 00:39:15 +0200 Subject: [PATCH 1/5] [MISC] Splitting images for chapters --- .github/workflows/ci.yaml | 29 +++- Chapter01/01_Introduction_Networkx.ipynb | 5 + Chapter01/02_Graph_metrics.ipynb | 5 + Chapter01/03_Graphs_Benchmarks.ipynb | 5 + Chapter02/01_embedding_examples.ipynb | 2 +- Chapter03/01_Shallow_Embeddings.ipynb | 2 +- ...03_Structural_deep_neural_embeddings.ipynb | 2 +- Chapter03/04_Graph_Neural_Network.ipynb | 2 +- .../02_community_detection_algorithms.ipynb | 161 ++++++++++-------- docker/Dockerfile | 24 ++- Chapter01/utils.py => utils.py | 0 11 files changed, 153 insertions(+), 84 deletions(-) rename Chapter01/utils.py => utils.py (100%) diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml index 18dd20b..cf44259 100644 --- a/.github/workflows/ci.yaml +++ b/.github/workflows/ci.yaml @@ -10,16 +10,36 @@ on: jobs: build: - runs-on: ubuntu-latest + strategy: + fail-fast: false + max-parallel: 5 + matrix: + - name: chap1 + folder: Chapter01 + - name: chap2 + folder: Chapter02 + - name: chap3 + folder: Chapter03 + - name: chap6 + folder: Chapter06 + runs-on: ubuntu-latest + name: Build and Test image ${{ matrix.name }} steps: - name: Checkout repository uses: actions/checkout@v3 + - name: Extract branch name + shell: bash + run: echo "branch=${GITHUB_HEAD_REF:-${GITHUB_REF#refs/heads/}}" >> $GITHUB_OUTPUT + id: extract_branch + - name: Build Image id: build run: | cd docker - docker build . -t graph-machine-learning:latest --no-cache + docker build . --target ${{ matrix.name }} \ + --build-arg branch=${{ steps.extract_branch.outputs.branch }} \ + -t graph-machine-learning:latest --no-cache - name: Test Image id: tests @@ -32,10 +52,7 @@ jobs: --name graph-machine-learning-box \ graph-machine-learning:latest - # Run the tests only for chapters managed by poetry - CHAPTERS=$(find Ch* -name poetry.lock -print0 | sed -e 's/\/poetry.lock//g' | xargs -0) - # Run tests cd docker - ./tests.sh $CHAPTERS \ No newline at end of file + ./tests.sh ${{ matrix.folder }} \ No newline at end of file diff --git a/Chapter01/01_Introduction_Networkx.ipynb b/Chapter01/01_Introduction_Networkx.ipynb index adf86d8..62e72bf 100644 --- a/Chapter01/01_Introduction_Networkx.ipynb +++ b/Chapter01/01_Introduction_Networkx.ipynb @@ -19,6 +19,11 @@ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "\n", + "import os\n", + "import sys\n", + "\n", + "sys.path.append(f\"{os.getcwd()}/..\")\n", + "\n", "from utils import draw_graph" ] }, diff --git a/Chapter01/02_Graph_metrics.ipynb b/Chapter01/02_Graph_metrics.ipynb index d331bc1..9be3d4b 100644 --- a/Chapter01/02_Graph_metrics.ipynb +++ b/Chapter01/02_Graph_metrics.ipynb @@ -23,6 +23,11 @@ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "\n", + "import os\n", + "import sys\n", + "\n", + "sys.path.append(f\"{os.getcwd()}/..\")\n", + "\n", "from utils import draw_graph, draw_enhanced_path" ] }, diff --git a/Chapter01/03_Graphs_Benchmarks.ipynb b/Chapter01/03_Graphs_Benchmarks.ipynb index a01b63e..0d644af 100644 --- a/Chapter01/03_Graphs_Benchmarks.ipynb +++ b/Chapter01/03_Graphs_Benchmarks.ipynb @@ -19,6 +19,11 @@ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "\n", + "import os\n", + "import sys\n", + "\n", + "sys.path.append(f\"{os.getcwd()}/..\")\n", + "\n", "from utils import draw_graph, FIGURES_DIR, DATA_DIR" ] }, diff --git a/Chapter02/01_embedding_examples.ipynb b/Chapter02/01_embedding_examples.ipynb index fd79ec8..7c3e93c 100644 --- a/Chapter02/01_embedding_examples.ipynb +++ b/Chapter02/01_embedding_examples.ipynb @@ -18,7 +18,7 @@ "\n", "sys.path.append(f\"{os.getcwd()}/..\")\n", "\n", - "from Chapter01.utils import draw_graph" + "from utils import draw_graph" ] }, { diff --git a/Chapter03/01_Shallow_Embeddings.ipynb b/Chapter03/01_Shallow_Embeddings.ipynb index 70731fb..78d3554 100644 --- a/Chapter03/01_Shallow_Embeddings.ipynb +++ b/Chapter03/01_Shallow_Embeddings.ipynb @@ -18,7 +18,7 @@ "\n", "sys.path.append(f\"{os.getcwd()}/..\")\n", "\n", - "from Chapter01.utils import draw_graph" + "from utils import draw_graph" ] }, { diff --git a/Chapter03/03_Structural_deep_neural_embeddings.ipynb b/Chapter03/03_Structural_deep_neural_embeddings.ipynb index 7cea7e5..7be79cb 100644 --- a/Chapter03/03_Structural_deep_neural_embeddings.ipynb +++ b/Chapter03/03_Structural_deep_neural_embeddings.ipynb @@ -18,7 +18,7 @@ "\n", "sys.path.append(f\"{os.getcwd()}/..\")\n", "\n", - "from Chapter01.utils import DATA_DIR" + "from utils import DATA_DIR" ] }, { diff --git a/Chapter03/04_Graph_Neural_Network.ipynb b/Chapter03/04_Graph_Neural_Network.ipynb index a9aa713..4f1183f 100644 --- a/Chapter03/04_Graph_Neural_Network.ipynb +++ b/Chapter03/04_Graph_Neural_Network.ipynb @@ -31,7 +31,7 @@ "\n", "sys.path.append(f\"{os.getcwd()}/..\")\n", "\n", - "from Chapter01.utils import draw_graph, FIGURES_DIR\n", + "from utils import draw_graph, FIGURES_DIR\n", "\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt" diff --git a/Chapter05/02_community_detection_algorithms.ipynb b/Chapter05/02_community_detection_algorithms.ipynb index 8d67ec1..1bce05d 100644 --- a/Chapter05/02_community_detection_algorithms.ipynb +++ b/Chapter05/02_community_detection_algorithms.ipynb @@ -80,7 +80,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -89,21 +89,9 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 8, "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'embeddings' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[5], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m tsne \u001b[38;5;241m=\u001b[39m TSNE(n_components\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m2\u001b[39m) \n\u001b[0;32m----> 3\u001b[0m emb2d \u001b[38;5;241m=\u001b[39m tsne\u001b[38;5;241m.\u001b[39mfit_transform(\u001b[43membeddings\u001b[49m)\n", - "\u001b[0;31mNameError\u001b[0m: name 'embeddings' is not defined" - ] - } - ], + "outputs": [], "source": [ "tsne = TSNE(n_components=2) \n", "\n", @@ -112,29 +100,27 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 7, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -151,7 +137,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -160,7 +146,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -169,7 +155,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -178,7 +164,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -187,14 +173,14 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" + "
" ] }, "metadata": {}, @@ -221,7 +207,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -230,7 +216,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -248,14 +234,14 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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dO8yeNp4YUkGN3E54OBQs6N6uT4GB5rTimy0ZMgyDixcv/ie8uf45Li6OUqVK/SfEKV26NEWKFMHHxyfV9Vy6ZO5A5epj8vc3X9DddZdrx4uIiKSnu++GzZvdHcVJ8eIzKVjwU2JiYoiOjiY6Ojr5z1arlcDAQPz8/IiKiiImZg5wL+DamiuLJZJixYbw0ksleOKJJwgODmb//v3s3LmTHTt2sGPHDnbu3Mm5c0eBFG5HdQsBAWafm5Il3RpGREQ8yTDMhmeuNli7PgyQLjm8zQYNGpgzazxAQY3c0RNPmMufXLlaZbNBz54wcaJr9x0eHp4c3Pw7xLl06RIlSpS4Iby5/udixYrh6+t70zE/+ACGDUv5kqd/8/U1GxCOHOna8SIiIunpgQdg3jx3R4nF13cItWqtpXr16lSvXp1q1apRpUoVfH19GTNmDOPGjePMmTOEhYXRqNE7zJ37BLGxrrVDtFqvEhpalqioayQlJWG1WgkKCiJHjhwEBgYSFBREQEAO1q79E1fDoOty5IDffzd70YmISAaSL9//b8nronQLasC8or97t7ltoZsU1Mgd7d8PtWu71qgvKMicAeaBf6v/ERMTw7Fjx24a4pw+fZoiRYr8J8QpVao0LVpU4uJF9/67hoaazxl2u4cejIiISBpwOs0tqKdOdW/2uMUSz5gxv1CjRn527NjB9u3bWb9+PQcOHMDpdGK1WqlYsSKvvPIKbdq0IX/+glSvbr6GSO3ukTZbPKNH23nxRTOAOXfuHFOnTmXq1KlYLBY6d+7MvffeS2yshQceaI7T6X5QM3++2etGREQykLfewvj4YyzXt+V1QbzNBklJbra3TyG7Hfr2NZufuUlBjaTI/Pnw0ENJJCSk/MpYQIC5S1KrVmlX160kJiZy4sSJ/4Q4Bw+e5+DB1cDNZ9ukVGCg+eIzLMwz9YqIiHhaXBx06QJLl7rXaw4McubcQGRkI/z8/ChXrhznzp3jr7/+okSJEnTv3p1SpUqxc+dOtm/fzvbt27Hb7VSo0Iz16ycSFxdEys+7BiEh+2jQYBg//TQZp9PJkSNHOHLkCIcOHWLNmjVs3ryZCxcu/B08JeDuJqZBQdCjh/l7unLF/F7OnObvrk8fcwm4iIikUEKC+Sbwf/+DY8fMZQyBgVCpErzyCrRunaKtCA3D4PcpU7ind2/8XIwsIoFxJUvyRnw81gsXsKT2yoErQkI8suWxghpJkRUrVtChw0QSE2fidFq5Xajp728ueZo7F1q0SLcSU+TkSahQwSAmxv0ZNWvWQOXKHipMRETEg5xO6NjR3O3J1aW+1wUGOvnsszN8910vFi9ejPPvfgFhYWG88sor9OvXD/s/ppgahsGZM2eYP38+r7wyGlhGXFweDOMmzepuwscnDofDidXaDT+/RcmbC9hsNqKiojh79ix//fUXhQsX5uTJ70hKutu9B4j52uXfveuu97Bs2dJ8v+HBzTxEJKP46y/44gtYvRquXjUDhZIlzZS2Xj11GU8Nh8PsL/HJJ+ZJKDLyv7cJDjbT8SFDoF+/W/5+ly1bxhtvvEF8XBzL4uPJefAgFhdiiwi7ncq5c3Nfw4a88ccfFIyLw/82YY1HlklZLBAf7/bSC/fmikq2cOjQIR555BFmz+7JoUNWXn3VvNIUEvL///7sdvPr3LnhjTfg0KGMF9KA+dzrcLj/hOt0mmOJiIhkRJMmwbJl7oc0VmscMTHTeeqpuzh48CATJkzA4XCwe/duatSowWuvvUZgYCCtWrVi48aNAFgsFux2O6NGjWLixLe5ciWMESOS8PFxYr4Mvj2Hwx8IBGaRkPAIJ06c4NixY+TNm5dHH32UH374gX379lGnTh3gI8D9K5c322AgLs58rf3rr+YS8LVr3b4bEckotmyBdu2gRAmz8eSff8LWrWZgM3063Huvmc5++aXbzWyzhdhYc6bMqFHmbjQ3C2kAoqLg/Hl47TV4+un/NEHdsmULrVu3pnfPnnxaoQJbL10i+Ngxl9buJvn5EbpqFXsPH+aCYVA+KoqfWrfGUaUKTj8/YgHDYgEfHxLsdpKsVnO2gbtsNvdPvmhGjdzBlStXqF+/PgMGDKB3797J309MNF+4HD5szuzKkQPKloU2bTzz7zutJCWZQa4byxwB8PMze9T8YzdSERGRDMEwzPceJ064O1I0FssSatb8gGPHDjF58mQ6d+58wy0cDgdfffUVo0aN4uDBg4SGhlK7dm127dpF3rx5sdlsHD58jMTE1TgcFTCM1C09tlji8PfvwMcfd6Jnz578+uuvDB48mD179lCoUCFefPEVRo58mStX0v6qd3AwrFun2bQimd5335nrHWNj7xwABAaaAcSsWeYbAPkvh8MMvZYvT922uoGB8OST8NlnHDx4kCFDhrBq1Sreee01Hvr2W4K2b8cvKSnV5TiBGGDlgAHc9/HHnD17lho1ajB16lS+//57fv/9d+6/6y5Ct26lXcOGXAoPZ+/Fi6w6f55fDIPQVN/jv1it5pvlFCzvuh0FNXJLiYmJtG7dmurVqzNmzBhvl+MxTz0FM2a4tosVmLPZOnQwl3aJiIhkNMuXO2ndOomEBHf6sRm0arWFhQtrYrNZ2bx5M507d+aBBx6gdevWHD169IY+cMePHydXrlwAnD9/HsMwKFGiBH379uWuu/rSs2cwUVGuVRISspfIyErJXxcoUIBu3brRsWNHqlWrxi+/5KB3b4PY2LQPa4oVM1suaDWESCY1dy507Zq6GQ8BAWbTzTlz3H7znSVNmWJuievCzjPOgADG3nMPIzZsoEePHgT6+tLy44+pGRuLfypjinjAarXibNGC3teuMXP7dvr06cO8efOw22zUSUig3F9/UdhuJyI+njOGQWSrVliKFePUqVOs/P13LmLO53RLmTJw8KC7oyiokZszDINevXpx7tw55s6di4+Pj7dL8pgdO8wt7l1trBgUBIsWQcOGnq1LRETEXadPn6Z27YOcP98Md1a4+/sn0aHDn+TOPfeGHRWtVis5c+akffv2VKhQIXl3xZIlS+Lv78/zzz/PwYMHef755xk+fDhbt27FMJZjGO5sqRRDYGBj7PYjtGjRgpYtWyY3Lt61axf58uXj0qV+REc/j2EEuHE/dxYcDL/8As2bp+ndiEhaOHPGXALgypuAwED44AN44QXP15WZGYYZTBw54tLhTmBn3ry8Wq0aW7duZUqpUnTcvRuf1MzM+VsCcG+uXGyMjaVYsWKcOHECv8RE+gUFMdjPD7/oaKyxscm9bq5HdZt8fTn20EPMOH+eTw2DsitXmsswXBEcbPbo6dHDteP/QZGg3NSYMWPYuHEjM2fOzFIhDUC1alChArjysCwWKFLEDHpEREQyku+++46aNWtis5XD3Zd4cXFWTp50UqlSJV555RUWLVpEVFQU165do3Xr1mzevJmHHnqIjh07UqlSJQICAhgyZAgLFiygfPnyfPTRR+zdu5eSJVsA7jX79fHx5/HHt3Ds2DGuXLnC4sWLGT16NOvWrePKlStUrlyZ0qVn0rLlr1it8ZiT3m8lZX1ybiUqymzBICKZ0MSJrk+pj4mBDz9Uv5p/W78ezp1z+XArUOHKFfq1b8/p48fpfOyYSyENmM/uX7RtS3R0NPv37+fXiRPZ5nAwOCKCwIsX8YmJuaEhccDfH40TEnho5kwG7NzJ5zYbSe5MmYyONmddudtnA82okZuYN28e/fr1Y/369YRl0f2nT52C6tXN5u4p/x9gEBpqYcsWKF06DYsTERFJhWvXrvHcc8+xZcsWZsyYwdNP12b3bk+MPApf38H4+Phgs9mw2WzY7XZsNhuxsbFERESQM2dOnE4nEREROBwO8uXLR5EiRShatCjFixfn7NlmLFzYjvh493o7lCpl9sVLSEigV69e7Nmzh3nz5jF06FCOHDnCwoULCQgI4PJlmDoVRo92EBlpYBhJJCYm4XBcf3MVBLh3AcrXFy5eNHeAFJFMIjER8ueHa9dcHyM42Fz+dO+9Hisr0+vZ03zSdSNScNhsLGvRgr2JifRYsYIgV8M0INrfn+mjR7Pt998ZvmABuYCUtk+N9/FhocOBHbjXYkn10qtkwcGQLx+sWAFuvJfOwG1fxRu2bdtGz549WbhwYZYNacD8P7N6NTRrBleu3Hl2m8XixGqNZMmSQEqXdm+rNRERkX8yDNi0CfbsMRv0BwWZu8M2a3bndgjLli3jqaeeol27dmzdupXAwEBy5vREVYnUq1eWdu3eJmfOnJw9e5YDBw5w9OhRTp8+TUREBP7+/ly9epUcOXIAUKpUKQAuXrzImTNnWLlyJbGxNhIT27pdzZEj5wkIKJ4cGsXHx1OkSBFsNhuFChWiatWqyUGSr68vJUr4kphYAcPIQ2KiwaFDG2nevCyLF3+K0+l+UHPhgoIakUxl0SLXZ9NcFxUFY8dmi6DGMAwcDgcOh4OkpKQbPv/zz/n27SPQzXkfPklJBFy8yIPR0W6FNACOuDii5s5lyIYNqQppAPwcDloBX+bMybGoKMpYLNhus5X3LUVFmT2QatY0dxJz8T21ghpJdvbsWTp06MDEiRP/3vIya6tQwexXM3gwzJxpvhj+dw+swEBzhmOXLhb++utlZs7Mwd13/887BYuISJYSHQ3ffgsfffT/M8eTkszdE61Ws3/lyy+bFyzz5r3x2Pj4eAYPHsy3337LlClTuO+++5J/1rAhbNzoJCHB9eVPFks8ly8vYdSo6YSHh2Oz2ShcuDDVqlXj6aef5qGHHqJQoUL89ttvtG/fng4dOvDDDz9g+3vrx8uXL3Po0CEmTTKYMcOGK691/yk0NJDXXhtMXFwc8fHxLF26lIMHDxIfH0+ZMmXImzcvCQkJJCQkkJiYSGJiIhbLXmJjY0lIiCU+/iBbtkThdCYC7jRZNv9uPLDzqoikp+PHcfuJCIjdvZuta9bcNMC4WZCR2s8Z5Rin04nVasVms+Hj45Mckv/780/nz7u5uNV05tAhSiYkuD2OD9A9b16CIyNdCjqCgT5xcWz9+Wc2PfggVf7+Xqo5HObSjWbNYN8+M+FPJS19EgCio6Np2rQpnTt3ZtCgQd4uJ91FRpovlmfMMLfdNgzInRsee8zcNS5HDnOr8po1a/K///2PTp06ebtkERHJxHbtgnvuMd/w326jjIAAs6fa7NnmpiPmsbvo3r07JUuWZNKkSeTLlw8Ap9PJ5MmTGTFiOidPLgH83agwkoCAGCyWXFgsNgIDkyhf/ihFi/7E8eO/snPnTvLkycPFixcpX748586dw+l0UrRoUY4dO0ZSUhJly5YlMPAR1q9/noQEd2qBGjVg82YnV69e5d1332XBggW89dZb7Nq1iylTplCzZk1y587NhQsXuHDhAufPnychIYGQkPokJPQjMrIOkAPICbi3ZVNgIOzf79aMdhFJbyNHmldnXW0S+7e/fH15sFatm4YWtws0bvfZlWPS+v58fHywpKRXS8eOZod1N42y2Xg8KYmCbo4TD5yx2SiRlOTyM32Mjw+X3n+f2qNGMblLF1p+/jlBrhYUHAxffgkPP5zqQxXUCE6nky5duhAcHMzXX3+dsv+U2dSGDRto3749GzZsoESJEt4uR0REMqHt26FxY1K1XXVAAMya5eTIkU/44IMPGDlyJE8//TQWi4UTJ07w6quvMn/+fJxOJ61ateLy5e9Yv96l64CYzXaTgBuX+lqtDiyWJPz9j2O3v0R4+CJCQkIoUKAAcXFxnD17FoB69erRokULatWqRYUKNalSpQDx8e4sG44iIGAIiYkTsNvtJCUlUatWLYoWLUr+/PmxWq3MnDmT0qVLU7VqVc6fP8/u3Xk4fvwloCyGYceTk8hz5jR71Ng0L10k85g4EWPAACwuNqpNVqkSHmoCljWMGwdvvun6drpAgp8fcV9+ScjQoVhc3D3qumjMM5d78yZhf0AAq8eNo2fNmhiNG2Nx4/FRsyZs2ZLqwxTUCG+++SarV69myZIl+Pm51+wvO/jkk0/49ttvWb16tX5fIiKSKpcuQblyZn+01LJa46hSpSdz5rxH8eLF+eqrrxg5ciSHDh0iLCyMF154gZdffhkfHx/Wr4d77jGIjU3txReDlMw4sVrjaNRoEsuX90++wGMYBiNHjmTEiBHUqVOHHTt2cOnSJeAToA/g2jnTYonFMPLj75+EzWbjvffeIzo6mr1797Jnzx4OHTpE/vz5iYyMJG/evDRoMIlZsxoTH+/5zU39/GDgQBg2zONDi4iHXbt2jZUrV7J8+XIiFizgf4cOEeLOgD4+0LUrfPONp0rM/MLDoWBBcCMAi/D1pZifH78EB9Pw3DmsbsQTsZiXGdz6ewZirFb8ExOxPvkkzJrlXn+jgADYvBkqVkzVYQpqsrmvvvqK4cOHs2HDBvL+ewG83JRhGHTu3JmwsDDGjRvn7XJERCQTGT4c3n/ftde0FouTtm1jCQnpwbx580hKSqJly5aMGjWKypUrc/HiRTZs2MD69etZt24da9aUJiHhEwwjwPMPBLDZEmjefAw+Pis4f/48Fy5cSF4CZRgGVquVsmXLUrp0a3777SMcjtRf4/TxSaJYseXExj7BX3/9hcViwTAMChQoQNeuXenatSsVKlQgKCiI+Ph4WreeyKpVfXA63VtqdSv+/nDkCBQunCbDi4gbwsPDWbVqFcuWLWP58uUcPHiQevXq0bx5c5o1bUr9Rx/Fcvq063cQGAirVpkzJOT/PfGE2fDThTAj3molbsAArG+/zeqPP6bZsGEEuLEFekzOnCReu0YOl0cwJQG+FguHgZLuxiXBwebW8N27p+owz19qkExjxYoVvP766yxcuFAhTSpYLBamTp3KggULmD17trfLERGRTMLhMDcMcfXCo2FY+fVXKytW7GbIkCGsXr2adu3aMXLkSEqXLk2ZMmX46KOPOHHiBBUqVODpp63UqDEWiyUWuNOdpv6FaFKSLytXvsAzz/SlXr16xMXF4XQ6qVmzJt9++y1Vq1albt26/Pjjh3z4oS+Bgam+B4KDw7nnnt9JTExk27ZtOBwOfv/9d4oVK8bYsWNp0aIFr7zyCpcvXyY21o9Nm15Ms5AmMNDsXaeQRiRjCA8PZ+HChQwcOJDatWtTtGhRPvnkE3LlysW4ceO4fPkyf/zxB4MGDaJBw4ZYXnvN3FbPVSVKKKS5mSFDzFkjqeQEogyDGpMm8d1339Hm7bcJ+Hv3QFdEAX/kyYPVx72d/QASgaZNm5LjTlsvpkRSkkvbwmtGTTZ16NAhGjduzIwZM2jZsqW3y8mUNm3axP3338+6deuStyQVERG5lfnzoVs3s4G9q3x84ilceDKXLr1G7ty5yZMnDz4+PkRERHD69GlCQ0MpWLAgefLkISgoCF9fX6Kjc3Po0L2cPHkfTicYhg2wY7EkYrHwd7Dhan+6SKAXNttPdOnShU8++YT8+fMD5kYFTz/9NCdPnuTDDz9k3Lj8zJ9fhqSklPSrMbBYovDxqQacol27drRs2ZIaNWpQrVo1goKCiIiIYNiwYXz11VdcvnyZHDmGEhHxGoaR6kTojgICoFYtWLoU7O602xERl0VERLB69WqWL1/O8uXL2bdvH3Xq1KFZs2Y0b96cu++++/ZtCSIizLDFlbWngYHmziMPPOBy/Vna0qXQvn3Ke9VYLBAczKK33+axESMIDQ2ldOnSzOzcmfwDB6a6540TMPLl45tu3Xjkk09w9yxw1GIhX3g4IRUrgjuzsMAMB8eOhR49UnWYgpps6OrVq9SrV48BAwbQu3dvb5eTqY0bN45p06axZs0a/P3T5gqeiIhkDW+/7ZneJhbL7+TM2RVfX1+cTiexsbHExsaSK1cuChYsSIECBcifP3/y5+t/zpWrAHv23EVERC4SE33JkQN+/x1+/dW95fd5856hadMXWb58Oe3bt6dWrVpcvHiRPXv2sGfPHg4fPgxApUr92b37IxyOlHXh9fNLAhYyceI14uNj2bp1K9u2bWPPnj0UL16cmjVrUqhQIY4dO8bixX8QFbUPw/DsdBeLxXx/1qqV2aZArelE0k9kZOQNwcyePXuSg5lmzZpRt27d1PeLdKWbe2AgDBig5lR3smYN3HefeUK53XaGwcFmeLFsGVSowL59+3jwwQcJCgri6NGjLKpVi1qrV2OJjU3R3RqAw98f29atUKECEaVKEXr0qOuPIyiI/+XPz5nOnek7fTqlLlxwfSyA0FD4/nto0yZVhymoyWYSExNp06YN1apVY8yYMd4uJ9MzDIMuXbpQsGBBJkyY4O1yREQkA+vbFz7/3P1xfH23UqJEV4KCgggKCiJHjhyEhIQQFBSEv78/gYGBBAQEEBgYiK+vL3a7HZvNht1uv+HPNpuNxx5rR1yce9sXWa3xlCjRllOn1hAcHExUVBSlSpXi4YcfpnPnzpQrV47PPlvFgAH1IZWbnPr7O3j2WR/+2RLu2rVrjB07lunTp3Pu3Dly5crFxYvFSUj4HcNwY1lD8n2as2YSE82AZuBAaNjQDG1EJO1ERUWxZs2a5B4zu3fvpnbt2maPmb+DGY9cGN26FVq2hNjY269FtVrNJ4TBg+GNN/QkkBKRkTB9OowaZXbPt1jM4MbHx/xcsqT5u3zooRuS76ioKHr27MnOnTspYrUyZ/9+gh2OFM31NIC4HDkwNm8mPk8eprVpwzMbNxLq4kOIs1h4xGbjWV9fmvj6EnLtGhZ3IpOcOeHChVRPx1RQk40YhkGvXr04d+4cc+fOxccD6/fEXB9bs2ZNPvjgAx5++GFvlyMiIhnUwIEwerQnRlqGj8+92Gw2rFYr1r/X0BuGgdPpxOl04nA4cDgcWK3W5FDGZrPh4+ODj48PVqsVi8WXc+eO437LwmtYLG2w27cl1+RwOIiPj8dqtRISEkJ09CISEmq5dF9Wazz33vsaTuc+jh8/zokTJyhQoADly5enZMmS+Pr6cvRoFRYv7kZionsT3v38zL+jPHngnnugQAG3hhOR24iOjmbNmjUsX76cZcuWsWvXLmrVqpW8lKlu3boEuND7JEUuXYIvvoBPPoH4eHOGzfW3xYGB4HRCx47mE3etWmlTQ1ZmGLBpExw9av5uQ0OhQgWoUuU2hxh8PmYMLV5/nZJOJ7ZUxBSJwHGLhbo2GwnASYeDXE5nqhf1OqxWDH9/LIaBJTbW/Ya+fn7w6qvmTgKppKAmG/n444/55ptvWL16NSEh7m5aJv+0ZcsW2rRpw9q1aylTpoy3yxERkQzk/PnzrFy5knHjYM2a9hiG61eELRZ46imDMWPCuXDhQoo+wsPDyZkzJ7ly5SJHjhyEhoYSHByMr28uZs/+EsNw78KNj08U1aoNJkeOnTeERU6nkytXrnD6tD9RUWsBV99wJWC1TsVq7U9wcDBBQUH4+Pgk35dhGMTEtOPatdG4uymrn59bu8yKZDwxMea6vT//NMMJf38oXhyeeirdG+NGR0ezdu3a5KVMO3bsoGbNmsnBTL169dIumLkVhwN++82cZXPpkrks56674OGHIXfu9K1FYOxYHK+/jk98fKoPjQFGBwfzQ7Fi5Dp2jEWxsQSmIupwYHZr8+huSwEBcOgQFCmS6kMV1GQT8+bNo1+/fqxfv56wsDBvl5Mlffrpp0yZMoV169apX42ISDZ25swZVqxYwYoVK1i5ciXnzp2jUaNG1KjRlg8/7ENiousvA4OCYMkSqFcv5cckJiZy+fLl/wQ4589fYOTI4RiGuy9LIyhc+GGqVIGyZctSrly55M9FixblxRetfP65k6Qk1+/Hzy+JCxcs+Ps7OHr0KAcPHuTQoUMcOnSIgwcPsmtXYS5dmgDkdOuR5MrlWp9RkQznxAkYORK++cZMeP/Zk+X6kp4SJcxlKF27mt/zsJiYGNatW5e8lGn79u3UqFEjucdM/fr1CUz9dnCSVRmGGZK50bzXKFAAy9mzfP/jj0x+6inmxMURCNxpga/h44PhcHg2pAkMNNc7P/64S4crqMkGtm3bRqtWrVi4cCF16tTxdjlZlmEYPPLII+TJk4eJEyd6uxwREUknx48fvyGYuXbtGk2aNKFp06Y0bdqUKlWqJC837tjR3P3J1VdfpUvDwYOea5VQo4bZW9M9kdx1V22CgsxlVQ6Hg5iYGK5evUpcXBwOxwkcjoJu3YPNFkXevP24evUHwsLCKFOmDGXLlk3+nCtXORo1CiM+3r1fTOvWZoNlkUxt7Vpo29bswZKYePvbBgWZ/Vq+/97tbtmxsbE3BDPbtm2jWrVqyT1m6tevT5A722NL1rZsGXTokLpGz/8S4+PDq8WL8825c+RLSGB83brUPXWK3CdPkmQY/PtfeCRg8/XF3+nEkpTkVvk3CAgw19H26+fyEApqsrizZ89Sr149Pv74Y7p06eLtcrK88PBwatWqxbBhw3jssce8XY6IiHiYYRgcPnz4hmAmPj4+OZRp2rQpFSpUSO4b829r1pgNalO58yhgvp8aNw6eecbNB/EP330HvXq5vmW43W7Qo0c8L7104qbLrs6cOcP8+TNxOt27ah4QkMiIERd57rl82G/RkNHdECw4GObOhRYtXK9TxOs2b4amTVP3JBMQAE2awMKFZtPXFIqNjWX9+vXJPWa2bt1K1apVk5cyNWjQQMGMpNyLL8L48a4/iWNu032uZk0K5s1L0pIlWOx27A4HhmGQ4HBgB+Lsdo4nJbEbSHr8cZrPm0eh8HD367fZzIbBFSvCRx+Zjc7coKAmC4uOjqZp06Z06tSJt956y9vlZBvXZzCtWbOGsmXLerscERFxg2EY7Nu374ZgxsfH54ZgpkyZMlhSMcXljTdgwoTb7176b/7+ZsDz88+eXaGQkAD58kFEhGvH+/vDnj3mRh63EhLi1gXS5DEmT4ZHHrn1bVavNnc/Tc3v9Z+KFIFTp7Sxi2RiMTFQtChcvZr6YwMDzSenIUNueZO4uLjkYGb58uVs3ryZKlWqJC9latiwIcHBwW48AMnWHnkEfvjB7WGSAB+4ZSNhA4i1WjlUpAjfFCnCe+vXp3I/wpsoU8YMSF9+2QxqPEBBTRbldDrp0qULwcHBfP3116l6ASnu+/zzz5k4cSLr169P/6ZoIiLiMqfTya5du5KDmVWrVhEcHHxDMFO8eHG3zquGYV44/PLLlF30Dgw0X//NmWMGI542YQK8/nrqZ/kEBEDnzjBjxu1vV6QInD3ren1gbhjy009w7723vo1hQOPG5oSC1PahDAw0g6CuXd2rU8SrvvzSfHJxNa381zbC8fHxbNiwIXkp06ZNm6hcufINwYw2KBGP8VBQk1JGQACWkBCcFy9idScSCQyEMWOgd2/PFYeCmizrzTffZPXq1SxZsgQ/N9ebSuoZhsFjjz1GaGgokyZN8nY5IiJyC0lJSWzfvj05mFm9ejX58uVLDmWaNGmSZk34Z8wwL15fvGiGJP9+RRYSYraMGDjQ3N0zDXp9Jnv+efjqq5SHNQEB5oYxS5eCr+/tb9u/v7kL7p1aZdxOYKD5e7pT39HwcKhdG06eNGcLpXTsV1+Fd991vT4RrzMMKFsWDh92fYjgYPYPHMiPwPLly9m4cSMVK1ZM7jHTsGFDQkNDPVezyD+99JK5vjcd4wkH5uwbt73xBnzwgSdGSqagJgv6+uuvGTZsGBs2bCBv3rzeLifbioiIoHbt2gwdOpRu3bp5uxwREcHcAWnz5s3JwczatWsJCwtLDmYaN25MoUKF0q0ewzD71nz8MezaZfaKCQyEUqXMC+P33ZeqlhFu1TF8OIwYAU7nrUOO65vFtG0L336bst6jhw9DlSqub3ttt0PPnvDZZym7/bVrZn27d99+yZWvr/l4PvjAfH8gkqlt22ZOKXN1Ns3fdgUF8U3fvjRv3pxGjRopmJH0s2IFtGvn/lpZb+jXDz791KNDKqjJYlasWEGXLl1YsWIFFSpU8HY52d6OHTto2bIlq1atonz58t4uR0Qk24mLi2Pjxo3JwcyGDRsoXbp0cjDTqFEj8uXL5+0yM4xjx8xejlOmmL1aDMP8sFrN8KZTJ3jlFahVK3XjNmxobkTjioAA8z1ouXIpP8bphD//NPs5rl5thj0Oh/k4rFbzMfXuDc89B8WLu1aXSIby449moulqw6nr8ueH8+c9U5NIahiG+YR88qS3K0m9t9/2+LRMBTVZyKFDh2jcuDEzZsygZcuW3i5H/jZp0iTGjx/Phg0bCLzTnG0REXFLTEwM69atSw5mtmzZQsWKFZODmYYNG5IrVy5vl5nhxcXBqlVw6ZIZcOTKBQ0amJ9dsWsX1K+f+ov9QUHw9NNmeOSqU6dg/Xqzv6qvLxQoYG7GoZXhkqV89ZW5ztDNGTUEB7u+DZyIu1xtmuZNISEwbZp5JcODFNRkEVevXqVevXoMGDCA3h5uZCTuMQyD7t27ExAQwJQpU7xdjohIlhIZGcmaNWuSg5mdO3dSrVq15GCmQYMGanaZQSxdCu3bp/z1d2CgufTr++/Ttj+PSJbw00/Qo4dm1EjmFhsLdevC/v3uNTZLT7lymU24bTaPDqugJgtITEykTZs2VKtWjTFjxni7HLmJqKgoateuzVtvvcXjjz/u7XJERDKtq1evsnr16uStsvfu3Uvt2rWTG//Wr19fsxczsC1bzIuOV6/eug1BYKC5dOnll+H997VdtkiK7NoF9eq5PxOhUSNzOp2It1y8aE7BPH069Vv4pTc/P3jtNXjvPY8PraAmkzMMg169enHu3Dnmzp2LT3p0HBSX7Ny5kxYtWrBixQoqVqzo7XJERDKFS5cusXLlyuQZM0eOHKFevXrJwUydOnXwT4s9qyXNGAYsW2b2j1m61OwfY7WaF0/z5DF3YHr6aXOnYBFJhcqVYc8e148PCYHp06FjR8/VJOKK8HB47DHzZHGrDvf/PHk4nelfI0COHObsn4IFPT60gppM7uOPP+abb75h9erVmtqdCXz55ZeMGTOGjRs3EhQU5O1yREQynHPnziWHMitWrOD06dM0bNgwOZipVasWvnfaD1oyjZgYuHzZvGiaM6cZ1GgGjYiLpk83d59xddecPHng3DmPL+EQcdmxY+aW3VOmmIGMzQZJSebnHj2gTx+oXv3WWxWmlM1mfqRme8LAQFiyxJz9kwYU1GRi8+bNo1+/fqxbt4677rrL2+VIChiGwZNPPomPjw9fffWVt8sREfG6U6dOJYcyK1eu5OLFizRu3Dg5mKlevTo2vWkQEbmzuDgcYWFYLl0i1W2dgoLgnXfMKW0iGY3DYa6ZjYgwZ37lyvX/gWLXrmYzM1dn1Vit5prcLl3gmWfMIOh2wU9AgNmZftEis59OGlFQk0lt27aNVq1asXDhQurUqePtciQVoqKiuPvuu3n99dd56qmnvF2OiEi6MQyDY8eO3TBjJjo6miZNmiQHM1WqVMGqzrEiIqm2fft2Xm3Thl+vXsWekECKJ6cFBkLbtuYW35rSJpnN5s3QtKnr/ZmCguCPP8yZMcePmztPTZpk/iw21gxufH3NfjQBATBgAPTsac5AS0MKajKhs2fPUq9ePT7++GO6dOni7XLEBbt376Z58+YsX76cSpUqebscEZE0YRgGBw8evGHGjMPhSA5lmjZtSoUKFbDojYGIiFvmz5/PM888w2effUaXMmWgRQtzq+47NWMNCoLOnWHqVC15ksyrShXYuzf1s2qsVihTBvbtuzGkjI+H+fPNpVfR0RAaCpUqwb33pts2hApqMpmYmBiaNGlCp06deOutt7xdjrjh66+/5qOPPmLjxo0EBwd7uxwREbc5nU727t17QzDj5+d3QzBTunRpBTMiIh5iGAZjx47lo48+Ys6cOdSrV8/8wfnzMH48fPqpuWwkMvL/D7LbwccHataE11+H9u01k0Yyt6NHoVYtuHYtdcflyGHOyCldOk3KcoeCmkzE6XTSpUsXgoKCmDZtml7oZgFPPfUUTqdTf58ikik5HA527tyZHMysWrWKnDlz3hDMFC9e3NtliohkSUlJSbz44ossX76chQsX3vz5NjER5s0zt9y+cMFculGsmNnXo0yZdK9ZJM3s2gXNm5thjcNx+9v6+JizZJYuNZsRZ0AKajKRN998k9WrV7NkyRL8/Py8XY54QHR0NHXq1OGVV17hmWee8XY5IiK3lZSUxNatW5ODmTVr1lCwYMEbgpkiRYp4u0wRkSwvIiKCRx55BIfDwY8//kiOHDm8XZKI9505A2++afZbslr/27cmMNBcHvXgg/DBBxAW5p06U0BBTSbx9ddfM2zYMDZs2EDevHm9XY540N69e2natClLly6lSpUq3i5HRLzIMGDdOvj6azhxwtwlMk8eaNUKuneH9F4lmZCQwKZNm5KDmXXr1lG8ePEbmv8WKFAgfYsSEcnmTpw4Qbt27WjYsCHjx4/Hbrd7uySRjCU8HKZNg2+/hcuXze/lzg2PPQZPPWXuGpXBKajJBFasWEGXLl1YsWIFFSpU8HY5kga++eYbRowYwebNm9WvRiQbcjjMPo4jR8K5c+YFoH+enYOCzAtA3bvDoEGQVquJYmNj2bBhQ3Iws2nTJsqWLZsczDRu3Jg8abzLgYiI3NqmTZt44IEHePXVV3nppZe0dF4ki1JQk8EdPnyYRo0aMWPGDFq2bOntciQN9ejRg/j4eKZPn66Trkg2EhMDHTuaM2mio29/W5vNnLW7cCE0auT+fUdHR7N27drkYGbbtm1Urlw5OZhp1KiRptOLiGQQs2fPpk+fPkyZMoWOHTt6uxwRSUMKarzkzBlYvBiuXDG/zpMH2rSBggX//zZXr16lfv36vPTSS/Tp08c7hUq6iYmJoW7durzwwgs8++yz3i5HRNJBYqK5g+qmTeYyp5QKCoLly6F27dTdX3h4OGvWrEkOZnbv3k2NGjWSg5kGDRpoVp+ISAZjGAajRo1i3Lhx/PLLL9SsWdPbJYlIGlNQk44MA5Ytg48+ghUrzGbTCQnmbni+vuYL9nvvhYEDoV69RNq2bUPVqlX53//+5+3SJZ3s37+fxo0bs2TJEqpVq+btckQkjb3xBowbB7GxqT82d244fdrcwONWrly5wqpVq5KDmQMHDlCnTp3kYKZevXoE3G4AERHxqsTERPr27cvmzZtZsGABRYsW9XZJIpIOFNSkk7g46NLFDGpuN7XdYoHAQIP8+bdQvvxw5s+fjY+PT/oVKl737bff8t5777F582ZCQkK8XY6IpJG4OMiXD6KiXDs+OBjGjzd74l134cIFVq5cmRzMHD9+nHr16tG0aVOaNm3K3XffrV0DRUQyiatXr/LQQw8RGBjIrFmzNONRJBtRUJMOEhKgWTPYvj3lV00tllgaN7bz5582bLa0rE4yol69ehEZGcnMmTPVr0Yki5o+Hfr1cz2oAShdOpH33vuJFStWsHLlSs6ePUvDhg2Tg5maNWtqNxARkUzoyJEj3H///bRt25bRo0frwq1INqOgJh08+aS5lXtqp7YHBppXSj/9NE3KkgwsNjaWevXq0a9fP3r37u3tckQkDdSsCdu2uTtKNM2aDaJDh+I0bdqUatWq6cW8iEgmt2bNGh566CGGDBlCv379vF2OiHiBgpo0duYMlCoF8fGuHe/vD6dOQd68nq1LMr6DBw/SsGFDFi9eTI0aNbxdjoh4WO7ccPWqe2OEhhpMm2bhgQc8UpKIiHjZzJkzeemll/jmm29o06aNt8sRES+xeruArG7iRPeOt1jgyy89U4tkLmXLlmX8+PE8/PDDREREeLscEfGw1OzydCtOp4XISPfHERER7zIMg/fee49Bgwbx559/KqQRyeY0oyYNJSWZjSKvXXNvnPz54dw5M7SR7Kdv375cuXKF7777Tv1qRLKQvHnh8mX3xggNhW++gY4dPVOTiIikv/j4eHr27MmBAwf45ZdfKFiwoLdLEhEv04yaNHT+vOtLnv7p2jX3wx7JvP73v/9x8OBBJro7PUtEMpRy5dwfIzERypd3fxwREfGOS5cu0bJlS2JjY1m+fLlCGhEBFNSkqfBwPLJjk91ujiXZk7+/Pz/++CPvvPMOW7Zs8XY5IuIhr7wCwcHuTWqtWNEzgY+IiKS/AwcOUL9+fRo2bMgPP/xAYGCgt0sSkQxCQU0aCggAp9P9cRwOcyzJvkqXLs2ECRN4+OGHCVdqJ5LpxcXFcfjwGKKjr7k8RkgIvP6652oSEZH0s3z5cpo0acIbb7zBhx9+iNWqt2Ui8v/0jJCG8uc3p6W7yzDM3UEke3v44Ydp06YNPXr0QK2lRDInh8PBV199RdmyZVm7diUvvxxPUFDqx7FYzP402u1JRCTz+eqrr3jkkUeYNWsWPXr08HY5IpIBKahJQ0FB0KaNe02AfXzgwQfN5U8iY8aM4dixY0yYMMHbpYhIKhiGwS+//EK1atWYOnUqs2bNYu7cuYweXZC2bSE1s90tFnM2zbJlOjeIiGQmTqeTQYMGMXz4cFasWME999zj7ZJEJIPSrk9pbNUqaNsWoqNdOz4w0ByjZk3P1iWZ15EjR6hfvz6//vortWvX9nY5InIHq1ev5o033iA8PJwPPviA+++//4Yd3JKSoEcPmD37zucKf39zJs2yZWZ/GhERyRxiY2N58sknOXPmDHPnziVfvnzeLklEMjDNqEljjRpB4cKuzaqxWqF0aYU0cqNSpUoxceJEHn74Ya79vR3Ypk3w6KPmcrvAQPNq+113weDBcOaMd+sVya52795N+/bt6datG88++yzbt2+nXbt2N4Q0YDad//pr+OEHaNLEDGP+PVMmJMTcznvwYNi7VyGNiEhmcv78eZo3b47NZuPPP/9USCMid6QZNengwAGoUwciIlJ3XM6csHUrlCiRJmVJJvfCCy+wdWtuLl0ayunTFmJj/9u82s/P/Ny8OUyaBGFh6V+nSHZz4sQJhg4dyq+//sqbb75J37598ff3T/Hxx47Bd9/BqVMQG2sGsI0bm7MzfXzSsHAREfG4PXv20K5dO5544gneeeed/4T1IiI3o6AmnWzeDPfea4Y1d9oJysfHDGmWLoWqVdOlPMmEPv88kX79HBjGnd8A+vhAjhywfDlUqZL2tYlkR5cuXWLEiBFMmzaNvn37MnDgQHLkyOHtskRExEsWL15M9+7dGTNmDN27d/d2OSKSiWjpUzqpXRu2bYNOnZKAOPz9/5vWBAaaU94ffRS2b1dII7c2dy4MGGBPUUgD5hbvV65As2Zw8mSaliaS7URHR/P+++9Tvnx54uLi2L17N8OHD1dIIyKSjX3xxRc88cQTzJ49WyGNiKSazdsFZCfFi0Pr1l8RFbWcFi2+5fvvzTfPAHnyQLdu8NRT5mwakVuJjDT/rcTGpv7Y8HB48kmzEamIuCcxMZEpU6YwbNgwmjRpwvr16yldurS3yxIREQ8zjP9v9h4UdPvekw6Hg9dee40FCxawevVqnRdExCUKatKRYRiMHTuWsWPH0qIFDBzo7YokM5o+3fUt3x0OWL/e7IGh3kcirnE6nfz000+89dZbFC9enPnz51OrVi1vlyUiIh7kdMKff8JHH5kXuP752uvee83X8c2a3fj9qKgounXrRkREBOvWrSN37tzpXreIZA1a+pSO/vzzTywWC/fcc4+3S5FMyjBg1CjXt3sH84XHhAmeq0kkO1myZAl16tTho48+YuLEifzxxx8KaUREspjffzc3YOjcGZYsMS90JSX9/8fvv0OHDlCs2P/PUj5z5gxNmjQhd+7cLFq0SCGNiLhFzYTTUfv27enYsSM9e/b0dimSSe3eDfXquRfUgLnU7tIlz9Qkkh1s3bqVN954g2PHjjF8+HC6dOmC1aprHSIiWc2XX0L//ilfYh4QAG+/fZxPP21Mv379eOONN7Szk4i4TUFNOjl8+DANGjTgxIkTBAQEeLscyaSWLIGHHjJ7zbjDxwcSE11fQiWSXRw+fJjBgwezcuVKhgwZQs+ePbHb7d4uS0RE0sCCBfDww670AYxlyJCNvPde07QoS0SyIV0OTCfjx4+nZ8+eCmnELQkJnhnH6TSXUYnIzZ07d47nnnuOevXqUblyZQ4ePEjfvn0V0oiIZFGJifD4465t1gABfPFFUxwOT1clItmVgpp0EBERwfTp0+nXr5+3S5FMLlcuzwQs/v6gVRsi/xUREcGQIUOoVKkSfn5+7N+/n8GDBxMcHOzt0kREJA3NnWv2n3FVTAwsWuSxckQkm9NbtXQwdepUWrVqRdGiRb1dimRyVaqYV3zcVbeu+2OIZCXx8fF88sknlClThpMnT7J161bGjBlD3rx5vV2aiIikg5EjISrK9eOjoswdokREPEFBTRpzOByMHz+eF1980dulSBYQHAxdu5o9ZtwZ47XXPFeTSGbmcDj45ptvKFeuHH/++SdLlixh2rRpFCtWzNuliYhIOrlyBXbtcn+c1ashLs79cUREFNSksYULF5I3b17q1avn7VIki3j5ZfD1df34wEBo3dpz9YhkRoZhsHDhQqpXr87nn3/O9OnTmT9/PlWqVPF2aSIiks4uXXLvtdV1vr5m6CMi4i6btwvI6saOHcuLL76obfrEYypVgrZt4bffUt/wLjAQPv5Y/Wkke1u3bh2vv/46ly9fZsSIEXTo0EHP0SIi2ZjT6ZmdMC0W1FBYRDxCb9fS0K5du9i/fz8PPfSQt0uRLObbb81+NanZRCwwEAYOhO7d064ukYxs7969PPDAAzzyyCM8/fTT7Ny5k44dOyqkERHJ5nLl8szOmgkJ5lgiIu5SUJOGxo0bR9++ffH1xFxKkX/w94cVK6BVKzOAud0MGZstEX9/+PBDeOeddCtRJMM4deoUPXr0oFmzZjRq1IgDBw7w9NNP4+NOsycREcky8ueHwoXdH6d8ebMXoIiIuxTUpJFLly7x008/0bt3b2+XIlmUv7+5leTKlfDoo+bXOXJASAiEhl7/cODnN479+xPo39/bFYukrytXrjBw4ECqV69OgQIFOHjwIK+++ioBqZmKJiIiWZ7FYm60EBTk+hjBwfD6656rSUSyN4thGIa3i8iKRowYweHDh5k6daq3S5Fs4upV2LjR/Gy3m1eH6teHNm1a8vTTT9OtWzdvlyiSLmJiYhg3bhyjR4/mwQcfZOjQoRT2xKVSERHJsqKioEABiIlx7fiQELhwwbxwJiLiLgU1aSAxMZESJUqwcOFCqlWr5u1yJJubN28eH3zwAevXr/d2KSJpKikpialTp/Lee+9Rv359hg8fTrly5bxdloiIZBJjx8KgQakPawIDzWN79kybukQk+9HSpzQwe/ZsypQpo5BGMoR27dpx/vx5Nm3a5O1SRNKEYRjMnj2bSpUq8d133zFnzhx+/PFHhTQiIpIqL74IvXqZwUtKBQbCgAEKaUTEszSjJg3Ur1+f119/nQceeMDbpYgAMGrUKHbt2sU333zj7VJEPGrZsmW88cYbJCQk8OGHH9KqVSvt4iQiIm75+GMYPBisVoOYmJufU4KCzG29R4+Gfv3SuUARyfIU1HjYhg0beOyxxzh06JB2FJEM48qVK5QqVYoDBw6QP39+b5cj2dj58/DHH3D5svl1njxw771mX4DU2L59O2+88QaHDh1i+PDhPPLII1hvt/2ZiIhIKly9Cm++eYCpU3Njt+fDbgfDgKQk89w1cCA88YS5kYOIiKcpqPGwrl27Urt2bQYMGODtUkRu8Oyzz1KsWDEGDx7s7VIkmzEMWLMGRo2CxYvBZoPERPNndrv5ordVK/NFb8OG5u4bt3L06FGGDBnC0qVLeeutt+jVqxe+vr7p80BERCRb6devH0WL3sXDD7/BlSvm9/LkgZIlb3+uEhFxl4IaDzpz5gxVqlTh6NGj5MyZ09vliNxg586d3HfffRw7dgy73e7tciSbSEiA7t3h11/N5oy3OuNYLOY6/7Zt4dtv4d/Zy4ULFxg2bBgzZ87kxRdf5OWXXyYkJCTtH4CIiGRLTqeTIkWKsGLFCsqWLevtckQkm9E8cQ+aOHEi3bp1U0gjGVLVqlUpVaoUP//8s7dLkWwiKQnatIEFCyA6+tYhDZg/i46GhQuhdWvzWIDIyEjeeecdKlSogNVqZd++fbz99tsKaUREJE2tXbuWvHnzKqQREa9QUOMhcXFxTJ48mf79+3u7FJFb6t+/P+PHj/d2GZJN9O8PGzZAbGzKj4mNhY0boU+fJMaNG0eZMmU4cuQImzdvZuzYseqxJCIi6WLOnDk8+OCD3i5DRLIpLX3ykKlTpzJ79mwWLlzo7VJEbikpKYkSJUowf/58qlev7u1yJAu7cAGKFYO4OFdHiOeee55izJg3qFatmidLExERuS3DMJJfL1WpUsXb5YhINqQZNR5gGAaffPIJL774ordLEbktm81Gnz59NKtG0tykSe4d7+tro3nzWQppREQk3W3duhW73U7lypW9XYqIZFOaUeMBy5Yt47nnnmPPnj1Y1AJeMrgLFy5QtmxZjhw5Qp48ebxdjmRBTqe53falS+6NkzevuZ23dt0WEZH0NGjQIJxOJx9++KG3SxGRbEovfz1g7NixvPDCCwppJFPInz8/HTt2ZMqUKd4uRbKoy5chMtL9caKizLFERETSi2EYzJ49W/1pRMSrFNS46ejRo6xZs4bHH3/c26WIpFj//v357LPPSLq+tY6IB4WHgyd2gLfZ4No198cRERFJqb179xIbG0vt2rW9XYqIZGMKatw0YcIEnnnmGYKCgrxdikiK1a5dm8KFCzN//nxvlyJZkL+/ufzJXU4nBAS4P46IiEhKzZ49m86dO2umvIh4lYIaN0RGRjJt2jSee+45b5cikmraqlvSSt684InJWklJoDZKIiKSnubMmUPnzp29XYaIZHMKatzw9ddfc88993DXXXd5uxSRVHvooYfYt28fu3fv9nYpksX4+0O7du41AbZazTE0o0ZERNLLkSNHOHfuHA0bNvR2KSKSzSmocZHT6WT8+PHaklsyLV9fX3r37s2ECRO8XYpkQa++6l7IEhBgjiEiIpJeZs+ezQMPPICPj4+3SxGRbE5BjYt+++03QkJClLhLpta7d2++//57rl696u1SJIupVw+KFgVXlvhbLOax9ep5vi4REZFb0bInEckoFNS4aOzYsbz00ktqNCaZWqFChWjbti1fffWVt0uRLMZigXnzICQk9ceGhJjH6ulVRETSy+nTpzl06BDNmzf3dikiIgpqXLFnzx527drFww8/7O1SRNzWv39/Pv30UxwOh7dLkSymXDlYuhRy5kxZvxqr1bztn3+ax4qIiKSXn3/+mXbt2mG3271dioiIghpXjBs3jj59+uDn5+ftUkTcVq9ePXLlysXvv//u7VIkC6pVC7Ztg86dwc/v5n1rrNZ4/PzM22zbBrVrp3+dIiKSvc2ePZsHH3zQ22WIiABgMQzD8HYRmcmVK1coVaoU+/fvp0CBAt4uR8Qjpk2bxqxZsxTWSJq6dAm+/BJmzYIrV8zvhYQkcvToCI4de4uCBW3eLVBERLKlCxcuULZsWc6dO4e/v7+3yxER0Yya1Jo8eTIdOnRQSCNZyiOPPMK2bds4cOCAt0uRLCxvXnj9ddi+HU6eND/27LFTrtzPHDmywdvliYhINjVv3jxat26tkEZEMgwFNamQlJTEp59+qi25Jcvx9/enZ8+efPrpp94uRbKh1q1bs3jxYm+XISIi2ZSWPYlIRqOgJhV+/vlnihcvTs2aNb1diojH9e3blxkzZhAZGentUiSbad26NYsWLfJ2GSIikg1du3aNtWvX0rZtW2+XIiKSTEFNKowdO1azaSTLKlq0KC1atGDatGneLkWymYYNG7J3716uXG9cIyIikk7mz59P8+bNCQkJ8XYpIiLJFNSk0ObNmzl16hQdO3b0dikiaaZ///5MmDABp9Pp7VIkG/Hz86Nx48YsWbLE26WIiEg2o2VPIpIRKahJobFjx/L8889js2lXEsm6GjdujJ+fn94wS7pTnxoREUlvUVFRLF26lPbt23u7FBGRGyioSYG//vqLBQsW0LNnT2+XIpKmLBYL/fv3Z/z48d4uRbKZ631qDMPwdikiIpJN/Pbbb9SvX59cuXJ5uxQRkRsoqEmBzz//nMcee0xP4pItdO3alfXr13P06FFvlyLZSNmyZbFarezbt8/bpYiISDYxZ84cOnfu7O0yRET+w2Lo8uVtxcXFUbx4cZYvX0758uW9XY5IunjttddwOBx8/PHH3i5FspFevXpRoUIFXn75ZW+XIiIiWVxcXBwFCxbkwIEDFChQwNvliIjcQDNq7uC7776jevXqCmkkW+nXrx/Tpk0jOjra26VINqI+NSIikl7++OMPqlWrppBGRDIkBTW3YRiGtuSWbKl48eI0atSIGTNmeLsUyUZatGjB6tWriYuL83YpIiKSxWnZk4hkZApqbmPVqlXExMTQunVrb5ciku6uNxXW6khJLzlz5qRKlSqsWrXK26WIiEgWlpiYyC+//KKgRkQyLAU1tzF27FheeOEFrFb9miT7ueeeezAMg+XLl3u7FMlGru/+JCIiklaWL19OqVKlCAsL83YpIiI3pQTiFo4fP86KFSt48sknvV2KiFdYLBaef/55bdUt6Up9akREJK3NmTOHBx980NtliIjcknZ9uoWBAwdiGAajR4/2dikiXhMVFUWxYsXYunUrxYoV83Y5kg04HA7y5cvH7t27KVy4sLfLERGRLMbhcFCkSBFWrVpFmTJlvF2OiMhNaUbNTURFRfHVV1/x/PPPe7sUEa8KDg7miSeeYOLEid4uRbIJHx8fWrRooVk1IiKSJtatW0f+/PkV0ohIhqag5ia++eYbmjRpQvHixb1diojXPffcc0ydOpXY2FhvlyLZhPrUiIhIWpk9e7aWPYlIhqeg5l+cTifjxo3TltwifytdujR33303s2bN8nYpkk20bt2aJUuW4HQ6vV2KiIhkIYZhaFtuEckUFNT8y+LFi/H396dJkybeLkUkw7jeVFgtrSQ9hIWFkS9fPrZu3ertUkREJAvZsmULfn5+VK5c2duliIjcloKafxk7diwvvfQSFovF26WIZBitW7cmOjqaNWvWeLsUySZatWql5U8iIuJR15c96XW+iGR0Cmr+Yf/+/Wzbto1HH33U26WIZChWq5XnnntOW3VLulGfGhER8STDMJg9e7aWPYlIpqDtuf+hX79+5M2bl/fee8/bpYhkOOHh4RQvXpzdu3dTpEgRb5cjWVxMTAz58+fn7NmzhIaGerscERHJ5Hbv3s19993HiRMnNKNGRDI8BTV/u3r1KiVLlmTv3r0UKlTI2+WIZEjPPfccuXPnZtiwYd4uRbKBli1b0r9/fzp27OjtUkREJBOJiIClS+HSJXA6IXdu2LhxFAkJZ/jkk0+8XZ6IyB0pqPnb6NGj2b59OzNmzPB2KSIZ1r59+2jevDknTpzAz8/P2+VIFjdq1CiOHTvGZ5995u1SREQkE9i5E/73P/juO/D1haQk8/s+PhAVFU+TJhF8+GE+6tYFTaoRkYxMQQ2QlJRE6dKl+fHHH7n77ru9XY5Ihnbvvffy5JNP0r17d2+XIlnczp076dSpE0eOHPF2KSIikoE5ndC/P3z1FSQkgMNx89tZrQYBARZatYJZs0DXnEQko1IzYeCXX36hSJEiCmlEUqB///5qKizpokqVKsTExCioERGRWzIMePRR+PpriI29dUgD4HRaiI6G33+Hli0hMTHdyhQRSRUFNcAnn3zCiy++6O0yRDKF+++/nwsXLrBx40ZvlyJZnMVi0TbdIiJyW++8AwsXQkxMyo+JjYWtW+HZZ9OsLBERt2T7pU/btm2jQ4cOHD16FLvd7u1yRDKF0aNHs2PHDqZPn+7tUiSLmzlzJhsmTWLs44/DtWvg7w9Fi0Lr1uafRUQk24qKgvz5zeDFFf7+cOiQeVoREclIsn1Q89RTT1G+fHneeOMNb5cikmlcuXKFUqVKsX//fgoUKODtciQrio+HH38k6f33Sdi/n4DAQCyJiWZHSLvdnOvesye88AKUKOHtakVExAs+/xxefRWio1073s8PXn4ZPvjAs3WJiLgrWwc158+fp3z58hw+fJg8efJ4uxyRTKVXr16EhYUxZMgQb5ciWc3Jk9C0qbmvalTUrW/n62sGN598Ar16pVt5IiKSMZQsCceOuTdGjhxw8aJ5DUBEJKPI1j1qvvjiC7p06aKQRsQF/fv35/PPPydRnfjEk06ehJo14dSp24c0YG7tERtrXg4dPTp96hMRkQwhPh5OnHB/nKQk89QjIpKRZNugJj4+nokTJ6qJsIiLqlSpQpkyZZgzZ463S5GsIiEBmjUze9HcbtuOf4uJgbffht9+S6vKREQkg7l2zZxY6S4fH3MsEZGMJNsGNT/88AOVK1emUqVK3i5FJNPSVt3iUbNnm/PPUxPSXBcbC6+/7vmaREQkQ/L3B6fT/XEMQ73pRSTjyZZBjWEYjB07VrNpRNzUsWNHTp48ybZt27xdimQFI0feebnT7Rw5Atu3e6wcERHJuEJDwWJxf5yEBChY0P1xREQ8KVsGNWvXriU8PJz77rvP26WIZGo2m42+fftqVo24b9cuc49Ud8THw5gxnqlHREQyNIsFHn7YXLrkjnr1QO0qRSSjyZZBzdixY+nfvz9Wa7Z8+CIe9eyzz/Lzzz9z6dIlb5cimdnWre5fGnU4YP16z9QjIiIZ3oAB5hbbrgoJgdde81w9IiKeku2SipMnT7JkyRKeeuopb5cikiXkzZuXBx54gClTpni7FMnMwsPNrTfcFRHh/hgiIpIpVK8OZcuCq9deg4KgdWuPliQi4hHZLqj59NNPefLJJwkNDfV2KSJZRv/+/fnss89I8sQbbcme/P3dn79+fRwREck2fvrJnBmTWoGBMH++Z049IiKelq2CmujoaKZOnUr//v29XYpIllKzZk3CwsL45ZdfvF2KZFZFi4LN5v44RYq4P4aIiGQapUrBsmWQK1fKQ5egIDOkqV07bWsTEXFVtgpqZsyYQYMGDShZsqS3SxHJcrRVt7ilZUv3e9SEhMDzz3umHhERyTRq1IBt26B9e3Ni5c0mV/r6mt9v0cJsZ3bPPelfp4hISlkMwzC8XUR6MAyDypUrM378eO7RM7OIxyUmJlK8eHF+//13qlSp4u1yJDN680343//M3ZtcEOvrS9yJE+TSPqsiItnWhQsweTJMnw6XLiVx7Vo4JUrkoXNneO45uOsub1coInJn2WZGzZIlS7BarTRv3tzbpYhkSXa7nd69ezNhwgRvlyKZ1XPPudwR0vD3Z3mFCpSrWpWxY8eSkJDg4eJERCQzyJ8f3noL9u+Hbdv+omDBahw6BCNHKqQRkcwj2wQ1Y8eO5cUXX8Ti7tR6EbmlXr168cMPP3D16lVvlyKZUdGiMHGi2eExNXx9sVSqRNsNG1i6dCm///47FStWZPbs2WSTSaMiInITAQEBxMXFebsMEZFUyxZLnw4ePEijRo04ceIEAQEB3i5HJEvr3r07NWrU4JVXXvF2KZJZffYZvPoqxMbe+bYBAVCxIvzxh9lJ8m+LFy/m1VdfJTQ0lI8//pi6deumYcEiIpIRRUVFUaBAAaKjo71diohIqmStoObSJbPt+5UrZlPKPHmgRQv6DxlCaGgo77//vrcrFMnyNmzYwGOPPcahQ4fw0Z6X4qo//4TXX4e9eyExEf699XtIiLlM6rnn4O23wc/vP0M4HA6mTZvGkCFDaNKkCSNGjKBEiRLp9ABERMTbHA4Hdrsdh8OhWfUikqlk/qDGMGDDBhg9GhYsMFu6JyWZQY2PD0ZiIj84HDSfP5/8rVt7u1qRbKFOnToMGTKE9u3be7sUyez27oVPPoHVqyEiwgxkihY1A5oHHjCf8+8gKiqKjz/+mHHjxtGjRw8GDRpEzpw507pyERHJAHx9fYmMjMTvJoG+iEhGlbmDmoQE6N4dFi6EuDhwOm96M4fFgk9AAHTrZvY/0FV+kTQ1ffp0pk+fzuLFi71dikiys2fP8vbbbzN//nwGDx5Mnz59sNvt3i5LRETSUI4cOThx4oQCehHJVDJvM+HERGjVypxFExNzy5AGwMcwzNt8+y08+OBtbysi7nv44YfZuXMn+/fv93YpIskKFy7MlClT+OOPP1iwYAGVKlVi7ty5ajgsIpKF+fv7q6GwiGQ6mTeo6dcPNm1KWbPJ62JizIaTgwalXV0igp+fH88++6y26pYMqWrVqixatIjx48czZMgQmjVrxqZNm7xdloiIpIGAgABiU/N+QUQkA8icS5/OnoWSJSE+3rXj/f3h3DnIkcOzdYlIstOnT1O1alWOHz9OaGiot8sRuSmHw8FXX33F22+/TfPmzRkxYgTFihXzdlkiIuIhFSpUYPbs2VSsWNHbpYiIpFjmnFHz+edms2BX+fjAN994rh4R+Y+iRYvSsmVLpk2b5u1SRG7Jx8eHnj17cvDgQUqXLk3NmjV54403CA8P93ZpIiLiAZpRIyKZUeYLapKSYMIEs3mwq6KjYdQoc8coEUkz/fv3Z8KECTjVF0oyuODgYN5991127tzJhQsXKFu2LBMmTCAxMdHbpYmIiBsCAgLUo0ZEMp3MF9ScPev6kqd/+usvM7ARkTTTqFEjAgIC+OOPP7xdikiKFClShKlTp7J48WLmzZtH5cqVmTdvnhoOi4hkUv7+/ppRIyKZTuYLasLDwWZzfxxfX7h2zf1xROSWLBYL/fv3Z/z48d4uRSRVqlWrxuLFi/nkk08YNGgQzZs3Z/Pmzd4uS0REUklLn0QkM8p8QY2fn2e213Y4zKbCIpKmunbtyoYNGzhy5Ii3SxFJFYvFQtu2bdmxYwddu3alffv2PP7445w8edLbpYmISAopqBGRzCjzBTUFCkBCgvvjGAbkzOn+OCJyWwEBATzzzDN8+umn3i5FxCU2m41evXpx8OBBihcvTo0aNRg0aBARERHeLk1ERO5APWpEJDPyflATHg7jxkH79tCwIdxzDzzzDKxeffNmvzlyQJMm7t2n1QoPPuiZJVQickf9+vVj2rRpREVFebsUEZeFhIQwbNgwduzYwV9//UXZsmWZOHEiSUlJ3i5NRERuQTNqRCQz8l5Qc/gwPPEEFCwIb74JCxbA2rWwbBl8/TW0aQOlSsEXX5jLlP7ptddwBgW5ft/+/vDKK26VLyIpV6xYMZo0acKMGTO8XYqI24oWLcpXX33Fb7/9xk8//USVKlVYsGCBGg6LiGRAaiYsIpmRd4KaZcugRg2YOdPcZjsm5safG4a5I9OxYzBggBna/H0bh8PBJ7t2cSY6Gpc61VgsUKIE1Krl9sMQkZS7vlW33sxKVlGjRg2WLFnC6NGjee2112jRogVbt271dlkiIvIPmlEjIplR+gc1a9dCu3YQFfXfmTI3ExNjLoO67z727tzJ3XffzdvvvMOQqlUhICD19x8SAj//nPrjRMQtzZs3B2D27NV88AE88gi0bg0PPwzvvgunT3u5QBEXWCwW7r//fnbu3MnDDz/MfffdxxNPPMGpU6e8XZqIiKCgRkQyp/QNaqKi4L77/juD5k7i4khYu5YFd9/NoUOHePvtt5m6bRvW338nwc8vZTNrrFazefDSpVCmjAvFi4g7Nm+24OOzgEceqct778EPP8DixfDjj/DBB+Z/y9atYeVKb1cqkno2m40+ffpw8OBBwsLCqF69Om+99RaRkZHeLk1EJFtTM2ERyYzSN6j59ltwsemib2IifRMTWbF4Ma+++ipWq5UdOXLQNCCAuMaNSbBauelTsL+/+dGuHWzdqiVPIl7wxRfQrBns2lUMp9OXf79eio83V0EuXgxt28KHH968l7hIRhcaGsr777/P9u3bOXXqFGXLluXzzz9Xw2ERES9RjxoRyYzSL6gxDBg50uw946LgoCBqHj8OQGxsLF27dqXv2LHEzZ1LBZuN74sU4bDVygUgOjgYypWDt96C48dh3jyzN42IpKvJk81WUzExYBiWO94+JgaGDYOPPkqH4kTSSFhYGN988w0LFy7k+++/p2rVqixcuFA9mkRE0pmWPolIZpR+Qc3WrXDhgltDWKKiYMwYAF5//XWqVKnC448/zvTp0zlns/F5WBidK1WiZFAQk957D/bvh8GDoUABTzwCEUml7dvhpZdSv9oxJgbee0/LoCTzq1mzJkuXLmXkyJG88sor3HvvvWzfvt3bZYmIZBsKakQkM0q/oOboUfDxcX+c48f57bffmDdvHhMnTgRg3Lhx5MmTh5MnT1K5cmX8/Pzcvx8RcdtHH/GfZU4pFRMDw4d7th4Rb7BYLLRv355du3bRuXNn2rRpw9NPP82ZM2e8XZqISJanHjUikhmlXVCzfz+MHg2vvWZ+/PgjJCa6PawzNpYePXowbdo0cuXKxYYNG7h8+TJPP/0058+f5+6778bX1xeL5c5LLEQk7Vy9am6w5kxRt++bW7VKu0FJ1mG32+nXrx8HDhygUKFCVK1albffflsNh0VE0pBm1IhIZuTZoMbhgDlzoE4dqFnT7A8zapT5MWcOeOBJMjwxkSeeeIJmzZoBMGnSJAzDoF69ejgcDsqUKYOvr6/b9yMi7pkxA9zNSw0DJk3yTD0iGUWOHDkYMWIE27Zt49ixY5QrV47Jkyer4bCISBpQM2ERyYw8F9RERcG998ITT8CmTWYok5Dw/z93ODxyN0d8fXnvvfcAiIiI4Mcff6RQoULs3LmT0NBQoqOjNaNGJAPYu9f9bDY+Hnbv9kw9IhnNXXfdxfTp0/nll1+YMWMG1atX57ffflPDYRERD9KMGhHJjDwT1MTFmXvvrlvn1q5OdxIJFBg1KnnGzKxZs8ifPz/du3dn+fLllCpVivDwcAU1IhnAtWueGSc83DPjiGRUtWvXZvny5bz//vu89NJLtGrVih07dni7LBGRLEFBjYhkRp4Janr2NC+fp3GjLltwMGHPPpv89eTJk7ly5QqPPPIIu3fvpk6dOslBjYh4V65cnhknZ87U3X7XLrM91htvwKBB8MknZi9zkYzMYrHQsWNHdu/eTceOHWnVqhXPPPMMZ8+eTf1gTidcvAiHDsHJk6nfdk1EJAtRM2ERyYzcD2r++gt++skj/WduJ87HB//hw5N3jtq2bRunTp2iePHilClThnPnznHfffcRHh6On5+fZtSIeFnVqhAY6N4Y/v5Qvfqdb5eYCLNmmbetV89sjzVyJHzwgRnYVKoETZrAggXuNTcWSWt2u53nn3+egwcPki9fPqpUqcLQoUOJioq688GXL5tbrRUpAmFhZq+4ChXM1LR9e3O/ey2rEpFsRjNqRCQzcj+omTjR/Y6hdxADGA88gOWFF5K/N2XKFMLCwnj00Uc5duwYSUlJtGrVivDwcOx2e5rWIyJ39thj7ociCQmJ1K17+yY1V69Cgwbw7LOwY4c5eeCf7bHi483JfqtWwaOPQseOaT75T8RtOXLkYOTIkWzZsoVDhw5RtmxZpkyZguNm/d6cThgwAIoWhXfegXPnzH/4UVH//x9i4UK4/34oXdqcdiYikk2ombCIZEbuBTVOJ0yYkGbvepxAtMXCd76+nBo2LDkQit26lZpffsnE7dt5ecoUApo25VubDf+dOwm/dk0zakQygBw5oEuX5ElwqWaxGJQufYIePdrStGlTZs+e/Z9dcSIjoW5d2LkzZe2xoqPhzz/NvueJia7VJZKeihcvzsyZM5k7dy7ffPMN1atXZ9GiRf9/g6Qk6NABvvjCPBff6s2IYZjBzdGjZrK5enX6PAARES/TjBoRyYzcC2quXfNI82Dj74/r4gGnry9LrVb+16QJSePH88CDDxI9Zw7cfTf2evV4Mj6eux0OfA8fpuCpUzySlAT33MMHP/9Mq4sXNb1bJAN4/XXw83PtWH9/+Prr0hw9epR+/foxZswYSpcuzahRo7h69SoADz1ktuD45wyaO4mNha1boX9/1+oS8YY6deqwYsUKhg0bRv/+/WnTpg27du2CXr1g2bLU9aGJioL77oMDB9KuYBGRDEI9akQkM7IY7uwDevw4VK7sdljj9PdnptVKxQoVWL9jBzkqV2Z7uXJMX76cBg0aMGf2bObVqUPrbdvwT8E233E+Phy9+24qrl7t+uV8EfGImTPNZUmpeR/p4xNPWNgEtmx5mty5cyd/f9OmTYwbN44FCxbQuvVLzJ07hPh41/Jmf384cwb+MbxIppCQkMAXX3zBz0OH8ltkJH7/mmmWIhaLObXsn7NzRESyKLvdTkxMjNojiEim4d6MmqAgSEFwcidO4LcaNdjYsycvWSwcfuABxs+dy9y5c1m9ejXnBw6kw969KQppAPwdDsps2QJ9+2pmjYiXde0KkyaZjYXvnJs6sNkS+OQTOw8++BdNmjThzJkzyT+9++67mT59Onv37uXw4fuIj3f9+cdigS+/dPlwEa/x9fWlf//+/N6qFTZXz8GGAStWwOnTni1ORCQD0vInEcls3AtqcuXySCNhZ0IC1gIFyJkzJ0lJScyZM4fQ0FDq1avHBw8+SM5PPsGSyu1F7YmJ5qX82bPdrk9E3NOtG2zYYDYY9vf/725QPj7xQBz58q3Gam3O/fefYNSoUTz++OM0atSIgwcP3nD7nDkLsW/f3YDrV8ZiY+F//3P5cBHvunYN33nz8HH3YsSnn3qmHhGRDEwNhUUks3EvqLHZzMvlNpvLQzitVv4MCWHx6tX07dsXwzBISEggLi6Oixcv8vjZs65fMYyOhvffd7k2EfGcypVh+nT46y9z6+xevcDX9xeCgmbSosUySpduTv36Y7DZtvP0008D8PrrrzN48GCaNm3Kli1bksc6eRKs7u9Zx/nz5uY4IpnOihXg6+veGPHx8OOPnqlHRCQDU58aEcls3H+r8/LL4MZ6T6u/P/NKl2bGjBm8+OKLAOTMmZOYmBgeaNQI66+/4laXmQMHtBWpSAaSMyc8/7y5SU3u3L0JCxvG/fcf5Ny53axYsYLnn3+erVu3MmfOHACeeqoHffr8SLNm3/Lcc4eYOtXcsMYT7ad8fSE83P1xRNLd5cseWXrMtWvujyEiksFp6ZOIZDauT4W5rlIlqF4dNm9O9X63ho8PltKlmf/XX7xQpAhTpkzBz8+PsWPHMn/+fIotWIDT3WndCQlmg4zx490bR0Q8zm634+/vz5kzZ2jQoAGJiYmEhoYSEBBA795vsXt3Oz77zI/Y2EYkJtbns8+S8PNLwmq14YkLY0lJZqstERERyboU1IhIZuOBxQPAnDlmv5pUrEVwAFFWK1enT+fatWuMHj2au+++G7vdztWrV2nWrBnB58/j6+4VQ4dDW5CKZFA2mw1fX1+OHj1Ku3btCAwM5Ouvv+aJJ2Zw+fJmhg+3cOECREZCfLwP4Ed8vI3YWM/0Cffz+2+/HJFMIU8ez0wry5nT/TFERDI49agRkczGM0FNwYKwbh0ULpyiNfMJFgvW/Pl5pX59Hnr5ZfLly8fKlSsZOnQohmFw9epV6tatS/yFCx4pz93tw0Ukbfj6+uLj48ORI0e4//772bx5MwkJrRg//h4gmKQkN3tw3IbdDj17eqQfukj6a9rUnDHqhjhgZmIiEyZM4LR2fxKRLEwzakQks/FMUANQsiRs3w4vvAAhIRAc/J+bJPr7EwX8kDs3ll27GL94MefPn+fUqVN8/fXX5MuXLzmoCQ4Oxsib1zO15crlmXFExKPsdjsWi4UjR45QokQJgoLqcPbs//6ePZO2fHygf/80vxuRtJEzJ3Tp4tasGj8/P3IPGcKmTZuoVq0adevWZeTIkf/ZZU1EJLNTM2ERyWw8F9SAORV71Ci4eBE+/5w9xYtzpnBhttlsHClbli+rVaN87tw8efUqx6KjsdvtREVFkStXLkaPHo2Pjw8Oh4OrV6+a49WoQby7u1r4+0Pduu4/NhHxOD8/PxISErBYLFy5cgW7/T0cjrQPaex2qF8fSpVK87sSSTsDBpjr91xhsWBp2pQ2PXsybdo0zp07x/vvv8+JEydo1qwZlStXZsiQIWzbtg3DE+sMRUS8SDNqRCSz8WxQc52fH3TrxpAaNVg2ciQN7Xb++vJL3j56lD4vv0zhwoV59tln+d///kdUVBSjRo3CYrHQo0cPkpKSkoOa4O7dcTid7tfz7LPujyEiHufr60tcXBylSpVi69YTHDtWBcNI26DGxwfy5YPvv0/TuxFJe9WrwyOPuNZoKTgYxo1L/tJut9OyZUs+++wzTp8+zeTJk4mPj6dLly6ULFmSAQMGsGrVKhye2GlKRCSdKagRkcwmbYKav504cYLSpUsTFxdHiRIluHjxIl27duXjjz9m2bJlDB8+nHz58lGtWjV++OEH/P39cTgcXLx4EYD6zZoxxceHeFcLsFigVSuzh46IZDh+fn7ExsZSqlQpvv7ags2Wpk9J+PpC0aKwdq0Z1ohkepMmQfPmqQtrgoPht9+gXLmb/thqtVK/fn0++ugjDh06xC+//EKOHDno378/RYoUoVevXvz+++8kuNkjR0QkvaiZsIhkNmn6rujkyZMUL16coKAgZs2aRe7cuTl16hTt2rXDYrFQpEgRTpw4QdmyZbHb7Xz33XdYLBZ+++034uLi2LZtG6Pi40l0tdunvz+8/bZnH5SIeIy/vz9xcXGULFmSLVuCiIlxv7Ovj89/Z+EFBTmBCHr1imP7dihWzO27EckYbDb45Rfo08c85wUE3Px2FosZ0JQsaTb/b9gwRcNbLBaqVKnC0KFD2b59O2vXrqVcuXIMGzaMAgUK0K1bN3766SeioqI8+KBERDxLPWpEJLNJs6AmOjqaqKgo8ufPT1BQEJMnT+aee+5h7dq1vP7669SqVYv9+/cTEhJC8N+Nh+12O8HBwSQlJVGyZEn69+/PRT8/ZjzyCDGpvP8kux2++AJq1fL8gxMRj/Dz80te+nT1qqe2X9qI1fongYEHKVHiMnb7H0yaZOHRR1/grrvGazdiyXqsVvj4Yzh9Gt5915xF6udnBjOBgeZUsnbt4Ndf4fBhqFzZ5bsqWbIkr7zyCmvWrGHv3r00btyYyZMnU7hwYTp27Mi0adO4cuWKBx+ciIj7tPRJRDKbNAtqTp48SVhYGFarFR8fH5KSknjkkUeYO3cuv/zyC7/++ivBwcEkJibecJzFYiE8PJzQ0FBy5MhB/vz5mXnmDMMaNMAICeFOT7FJPj7E22yseOYZePzxtHp4IuIB/v7+xMfHU6pUKRISwj0yZuHCZ3A6W1K+/GNMnrydkJBHadnyIq++2p9x48aRmJjI0aOwaBH89BP8/rv53lUk08uTBwYOhDNnzNBm2zbYvx+uXTNn3TRu7NH96AsVKkSfPn1YtGgRJ06coEuXLsybN48SJUok97s5e/asx+5PRMRVCmpEJLOxeXS0q1fNK3YXL2LZvZteNhscOUJMTAzdu3enXLlybNq0iT///JM8efLQpk0bfvjhBw4dOkRISAjPPfccMTEx5MqVi927d1OiRAnsdjtbtmyh96RJvDBvHgXnzWNQcDBRV6/iZxj4Ak6rlWinE5vNxpHmzfkmRw7K3X23Rx+aiHje9anIJUuWJCFhNVZrbdzpH+7vDxbLSXLmzMnOnTvZs2cPFStWZM+ePTRu3JzQ0KeoUCGcM2fy4ucHhmG+b01IgIoV4fXX4YEHzF2hRDItqxXy5jU/0kmuXLno3r073bt3JyYmhkWLFvHzzz8zePBgypUrR6dOnejUqRNlypRJt5pERK4LCAjQbD8RyVQ8M6Nm82Z47DEoXNhcJ//665T5+mueP3QIo1Il5l+7xsMBAQx+801CQ0MpVKgQADlz5iQgIIAHH3yQatWqUb58ecqWLUtcXBwXL14kMjKSqlWrEhMTQ9GiRZk4Zw75xo/Hcv48j1ssfJInD1MLFmR/1658UqkSrWvU4GCfPlwMDsbiwauGIpI2/Pz8SEpKonDhwiQmTsTf391tgA0uXhxPzZo1KVOmDG+//TaBgYEsW3aGEiXg2LG3OXIkL3FxEB4OERHm59hY2LIFevSAu+6CvXs98vBEsqXAwEA6derEN998w7lz53j33Xc5duwYTZo0uaHfjbb9FpH0ombCIpLZuBfUOJ3Qvz80bQo//ABxcRAVBQkJ+Dgc+CclYYmPpxFQacQIhi1fzoMtW7JmzRoAdu3aRZ48edi1axefT5zI+y1bMuLiRX6IiiKmcWN+y5uXF/LnJ8TPj/vvv598+fLx7LPPcuqvv5jndFL8s88YEBvLrnbtcHbpwonz58mRIweAghqRTMBut+Pr60t8fDzFi1+kQAF3dpFxYrevwGq9QMWKFQkICGDcuHGsWRPOiBGdOHMGYmNvP1UmMhLOn4d69WD7djdKEREAfH19adWqFRMnTuTMmTN88cUXREdH8+CDD1KqVKnkfjdOd6bSiYjcgsMBf/wBmzbVYOPGRnz5Jaxfb86oFRHJyFwPagzD7AEzdSrExHCn9Qr+iYlUTkxk9KpVbFm+nC+++IL169fzcMeODPT3p1G3btChA+0vXqQtUOrIEeofOUK9qVP5y+FgcHQ0ZXLmJCYmhrlz5xIUFESXLl2wWCxs2rSJpk2bcvnyZXLkyKGrdCKZxPWgJioqilKlStGx4z6CglwbKzDQQps2u0hISOCXX37hypUrFC1aA4tlOQ5HQIpflBmGGdi0aAF//eVaLSLyX1arlQYNGjB69GgOHz7Mzz//TEhICH379qVw4cLJ/W607beIuOvCBRg+3Oyt/uCD8OOPDdi0qRMvvAAtW0KpUjBxonm+FxHJiFwPakaOhLlzzZAmpXeWkEDo1as8NHMmkyZNooCvL6PWr+d9h4N8f8/G+XdBgQ4HQUlJvATMP36cvs2a8fvvv1O8eHEsFgvVq1dn7ty51KlTh5iYGOx/N5fQjBqRjM9ms+Hr60t0dDQlS5akWLGVtGp16x2GbyUw0OD55y0UL36KsLAwunXrxtmzZ3n00bXExdlw5akuKgrGjEn1YSKSAhaLhWrVqvHOO++wc+dOVq9eTalSpXj33XcpWLAg3bt3Z86cOURHR3u7VBHJZH77DUqWhPffh0uXzDAmIcGG02knJgaio+HYMbP3esmSsHOntysWEfkv14Ka+HgYMSJVIc11PomJ1HU6+fSJJ1hhGFh27sT+r52fbsYfCI2PZ+LOnRxZsoTq1asDUL58eSLCw9k/dSqzgQoNGzJl+nS69+oFhQrBa6/ByZOprlNE0p7dbsdutxMdHU2pUqU4duwIs2bBvfeCn19Sisaw2eJ55hkLH34IW7ZsITIykp49exIWVpKoqCdJSnKtZ3pCAnzxhfl0JyJpq3Tp0gwcOJC1a9eye/duGjZsyMSJEylUqFByv5urV696u0wRyeDmzjVn0ERHmx0Zbic62gxyGjY0N8kTEclIXAtqfvrJrcWdfhYLpYcO5a7ERPPdUApZDIPApCTmJySwedMmIiMjqX7uHDtjY6nw0kt0MAx8o6OxOZ3YEhPh3DkYOxbKlTPXMZw44XLNIuJ5NpsNm82WvPTpyJEj+PnBzz9DvXoLgfP4+98syHUAUcAxBg06yfjxAAZbt24lPDycu+66i/Dwplitvm7VZxgwe7ZbQ4hIKhUuXJi+ffvyxx9/cPz4cTp16sScOXMoVqwY9957LxMnTuQvrUsUkX/ZuRO6dTM3CEiNqChzOdTFi2lTl4iIK1wLaj76yHxWc5HNMMgTHo6fC80DLU4nBYGeJUsysXp1nl6wgILR0QQ4HPjc7ICEBDNSX7ECatRQh1CRDMIwIDw8Hw5Hfdas8SU+viKHDp0C4MSJY+za9QzNmnUFHiE0dD0+Piew2y+TJ88VLJZfqFfvHQIDq3Dx4v8AOHr0KH5+fpQoUQKbzUZMTH2io93rlx4VBYsXu/tIRcRVuXPn5oknnmDu3Ln89ddf9OnThzVr1lCxYkUaNGjAqFGjOHz4sLfLFJEM4N13Ux/SXBcTY86iFRHJKCyGK5137XZIStmyhFsxAFe7yDgBS9WqJO7Zg6/DkbqDc+Y05zcWL+7ivYuIO2Ji4LvvzDZXx44l4nDE4u/vj4+PncjIKF54IZhDh/pTp05eZs2axYULF3j33XdZv34969atY/LkyTz44IOEhoYSGxtLQkIC27dvZ8uWLYwePZr8+fMzf/58/Px+ISGhg9v13ncfLFzogQcuIh6TkJDAsmXLmDNnDvPmzSN//vx07tyZTp06UbVqVfWpE8lmLl6Eu+6683Kn28mb15yM73PTK78iIukr9ZebExLuuMNTSrjzEsoKWHbuTH1IAxARAU884ca9i4ir5s+HAgXgxRfh4EFITLTjdIYSE+NLZKQFCOGzz5z89ttovvuuDYUK3UVERARNmjShXr16nDlzhuLFiycHNKNHjyZHjhy88847bNmyhRw5clC2bFkADMMzzWX8/DwyjIh4kK+vL61bt+aLL77gzJkzfPbZZ0RGRvLAAw9QunRpXn31VdauXattv0WyicmTwd18Nj4efv3VM/WIiLgr9UGNzbXGnBmG0wmbNsGRI96uRCRbmTYNHnnEXE50u5WTSUk+gD8HD1YlOvpnLBZfwsPD8fPzIywsjEWLFgEQFBTE448/Tq5cuZg3bx4rV67EYrFQpkwZIiIicDqPY7G4EOb+g9VqXqETkYzLx8eHRo0a8fHHH3P06FFmz55NYGAgvXv3pkiRIvTt25fFixeTmIKNC0Qkc1q50vVlT9dFRsLmzZ6pR0TEXa4tfcqbFy5fToNy0ondDv36wSefeLsSkWxh6VJo1y71L6J8fZPw9/+d3r1XUrRoUZYuXcrevXs58Xdj8IiICFavXk2XLl2IjIykYMGChIaGcvLkSaKjS2KzbSYx0e5y3YGB5ou/WrVcHkJEvOjQoUP8/PPPzJkzh4MHD9KuXTs6depE69atCQwM9HZ5IuIhdevCxo3uj9OnD0yc6P44IiLucq3TZs+emXs9QGIizJjh7SpEso1+/Vy70pWQYCMmphWzZ+8nLi6O0qVLc/78ecqXL09oaCgDBw5kzJgxhIeHk5SUxOXLl3nrrbe4cOECFstuKlZ0bwZgsWIKaUQyszJlyvDaa6+xfv16du3aRd26dfn0008pVKgQnTt3ZsaMGVy7ds3bZYqImwICPDNOSIhnxhERcZdrQc1zz7l1p65v7O1B4eHerkAkW9i0CU6fdv14w7Bz9uwjHDx4kF27dhEdHc3evXu5du0aGzZs4Omnn+bdd9/Fx8eH+Ph4Hn30Ufz8/HA6nbzxBgQFuXa/QUHw+uuu1y0iGUuRIkV47rnnWLJkCUePHqVjx478+OOP3HXXXbRu3ZrPP/+cc+fOebtMEXFByZLmcmV3BARAWJhn6hERcZdrT2lhYdC8ubmEyAUJPj4kungseCjocTjM/YFFJE2NHu3eunGHw0JcXCemTZvDjh07qF69Ov7+/uTOnZu8efPy0EMPER0dTZkyZQBYs2YNSUlJ2Gw2Hn7Ywj33OLFaU9dY2N8fGjWC7t1dr1tEMq48efLw5JNPMm/ePM6ePcuzzz7LypUrqVChAg0bNkzudyMimcOzz7o/q8YwzF56IiIZgevZ8zffQL58qY6v46xWBlWqhNXbW2cGBLjfHl5E7mjJEvc3ivP3t5I7d2vi4+P54osvaNWqFVevXmXNmjU4HA62bNlCy5YtsVgsDBgwgISEBOx2O+AkNLQXVus6fHxStmdnYCDUqQNz5miLTpHsIDg4mIceeoiZM2dy7tw5Bg8ezIEDB6hfvz7Vq1fn3XffZdeuXbjS0k9E0ke9elCokOvHWyzQti3kz++5mkRE3OF6UJMvH6xZA4ULp2hmjRMwgoL4uEkTPj1wgPAHHnBpVk2SxeKZGTX16nliFBG5g+ho98ew2/24dCmJnDlzUqtWLXr37o2PTy0SEydz111JLFkyi6++eh9//73s2lWPuXP/wG638/zzz7Ns2W80bvw+ffrEAZH4+t58dk1wsPnRrx/8+acZ2IhI9uLn50fbtm2ZNGkSZ8+eZfz48Vy7do327dtTtmzZ5H432vZbJGOxWODNN11f7myxJFGpUiIREZ6tS0TEVa7t+vRPly/DW2/B9Onms+S/3pU57HYcDgd/Am137uRakSLkzZuX5g0b8tPFi/jt24d/Cu8qCXDmzMkSq5X7IiIgKcm1moOD4aefoHVr144XkRQLCIC4lE1muaXQUIiJeYh77onk1VcXMWCAwe7dsYAv8O+GwVFYLFas1hkULToeuz2OTZs2ERUVRVhYGUaOPMqQIdewWEqRkGAlKMhG8eLwyivmlGdPNSQUkazDMAy2bduWvIPU1atX6dSpE506daJp06Z/z+ATEW9yOqFTJ/j110SSklLzf9IAHFitcdjtgTz2mJUBA6BKlbSqVETkztwPaq6LjoZvv4WvvoILF8Dh4Fx8PLuLFydgwAAaPfwwCQkJ7Nq1i6eeeopatWpx+sABXl+3jia+vvgmJNx2+ES7nbNJSRTYt48G1auz0eHAlpjoWq2FCpndTd3tOiYid1SoELjbnzMw0EFCwj0UK9aBs2dfSWHPmzh8fM6wcqWVBg1KMHDgQGbMmMEXX3zB448/zmeffcaCBQuYNWuWe8WJSLZz4MABfv75Z37++WcOHz5Mu3bt6Ny5M61atSIgLdJepxP++APWrYOLF81EuWhR6NIFihTx/P1lBE6nOXP7+HGIiTET+6pVoVIlb1cmGdikSdN46aWiQHNiY117nW+1OvDz82HAABg2TJ0SRMQ7PBfU3MQff/zBsGHDWLlyJVarla+//hq73c6cOXP4/vvv6dKlC/PmzGFAkSI8feEC5e12iIvD8o8pxY7AQM7HxDCrUCFm587NonXrKFWqFJMjI2lnGPjEp65JKIGB8OWX8OijHn60InIzr74K48fDHbLY2/L1jSJ37mGcOzcUSPmaJB8fJyVLWvnzz2tUr16Ke++9l7x587Jv3z66du3K2rVr+fLLL10vTESyvdOnTzN37lzmzJnDli1buPfee+nUqRP3338/OXPmdG/wa9dg8mQYMwaiosyLYtdftvn7m39u3hxee838nBVcuQJTp/7/YzYMM7Tx8TE3gihb1tySr3Nn8PX1drWSgSxYsICePXuybNkKfv21HCNGJHL1ajyGEezSeIGBBs88Y2H8eA8XKiKSAmk6paROnTps3bqVpKQkgoOD+fDDD9m/fz/lypXDarVSuHBhcubJw6gzZzjwww9Y1q4lol8/vvX1ZfXfaxF8fv6ZTrVr8/qFC+QpUYJq1apRsGBBtg8YgE+tWjj9/FJeUGAgDBqkkEYkHT3/vLuT12JJSprEhQvvkZqQBsDhsHLyJHTufIz777+funXrsnHjRurWrUtsbGzaXPkWkWylaNGiPP/88yxdupQjR45w//338/3333PXXXfRpk0bJk2axPnz51M/8P79UL48DB1qTku8HlpcFxcH8fGwaBG0awf9+7vfud3bFi2CYsXMx/zXXxAZaT7umBjzzzExsH079OoFpUvDkSPerlgyiPXr1/P0008zd+5cKlQoxyuvwEMPvUiHDjPx9V2OzeYgtfvGxsRY+PJLJ5Mm3fznW7eau0MWKwZ58kDBglCtGnz+ufnPVkTEHWk6owagYsWKfPvtt3Ts2JHg4GDy5cvHs88+y4MPPkhYWBjBwcGcOXOGGjVqsHjxYpKSkihRogTt27dn5syZAKxcuZKmTZsSFBTEzJkzcTgcTJ48mV9//pmIDh2wLV6MHbjlatSAAPPFzdix5sldRNJV8+awcqWr7yFi8fObQnx8T8DVYCWW9euPce3aKbp27crUqVM5cOAAly5d4qOPPnJxTBGRW4uMjOT3339nzpw5/Pbbb1SpUiW5r02JEiVuf/Dhw1C7NkRE3BjO3E5goLkU6quvMudajblzoWtXUri21bwCEBoKGzdCmTJpWppkbPv376dZs2Z8+eWX3H///QBER0cTFhbG0KFDmTPnChs2DCY+3rVeUqGhcVy54p+8E+SiRWZfu2PHzKzU4bjx9kFB5uudxx+HUaPMf6YiIqmV5k1a6tWrx4YNGwgODqZHjx5s3ryZsmXLMnv2bEqXLs3Jkyfx9fWlQYMGtGjRgtjYWBISEpK3wdyzZw99+/YFoEiRInTo0IEGDRqwbt06nHY7G159lQYWCz/6+uLw9SXi+ok7NBRCQszdqd56C06cUEgj4iVffmn+d0ytwECDgID3cTiewPWQxpwxv3Vrxf9r777joyqzx49/7tRk0kgHAgkBAkuERToCEqUrEnBXXNEVBVlFULHhoi66ig2UYocvNlRUZHV1f4oVRQXpHZLQQgKhBEiAlMn0+/vjEUQFTeZOEpTzfr3mJZqZe5/ByZ3nnuc855CZmcnRo0fp2rUrTqdTMmqEELUmKiqK4cOH8/bbb1NcXMy9995Lbm4u3bp1o0OHDkyZMoUtW7b8su23x6Oi2+Xl1Q/SgMo2+c9/4IUXQvtG6sKGDXDNNdUP0oC6Ey4rg6ws9Xclzkn79+9n0KBBPP744yeDNAALFy6kR48e5Obmcvjw9bjd5qDPUV7uY+jQF3G73Tz3nCpYvHWr+pX7eZAG1A7FqiqYNw86dVLJYUIIUVO1Hqi5oFMnjn3wAUPdboaUl9Pb6eTY7t3MnTuXffv20bFjR1JSUhg9ejR9+vQhOzsbj8dDIBBg1qxZXHTRRWRmZmK329m1axfr1q0jOTmZhIQEtm7dyqxZs8iPjGQUsPDZZ5nes6daTXrzTVV478ABFahJSqrttyqEOIPmzeHLLyEmpvrboMLDdS6+eCPt2vlwOIwtR/n94bz4IlT9cBNgs9moqqrCIT24hRB1wG63c+mllzJ37lwOHDjA008/TUlJCYMHD6Z169b885//ZOXKlart9wcfqNo0waQgVlbCww/XzhaoLVvghhvUHg+bTT3i4tTej/XrjR178uSaBWlOOBGsmTfP2PnF79KxY8cYNGgQN910E6NGjfrJz+bOncuYMWNYsiSPXbvSMHLLo+uRrFzZm9atH2HixEC1P6put6qF3bs30vZbCFFjtReoKSqCe+9l9KRJjP/iC/5VWEj61Km8A2SNGMEty5eTVFTEm2++Sc+ePVm+fDnTpk3jkksuAWDx4sW8++67rFixAqfTSevWrWnSpAkTJkwAoFevXsyfP59169ZhsVjQdZ2Nu3dj6ttXFZgbMgS6deNknqIQol517gxr1qh/hoeD5eddtX9gMlUCR7j33iL27r2Oiy66hkDAeBr/wYOwatUqYmNjycnJwel0SqBGCFHnzGYzvXv3ZtasWRQUFPD2229jsVgYNWoUTZs2Zc/48cYKXFRVqb0ZobJ+PXTsCF27qoBIaSl4vepx9Ci88w706gVt26quVDV18KCK5Ae7E7+yUu0vqd2d/KKOlJerpLCBA9V8oXt3Na3/4APw+X58nsvlYtiwYWRlZTFp0qSfHGPr1q3s3r2bHj16UFgYQ3i48TmE253J/v0P4nLV7NbJ54O9e+HOOw0PQQhxjqmdQM1TT6n9wjNnYq6oICoQIMLvx+pyEQPYdZ3LvV6Wmkz86b776NWlC99//z2apnHeD20Xy8vLWbhwIS1atGDz5s10796dJ598kuXLl1NQUECPHj147bXXmDRpEh6Ph5iYGDZv3kz79u1r5S0JIYxr2RJWroS1a2H0aIiI8AMBNC2A2ewnIWEHNtsNxMe35fvvb8Tr9ZKR0TYk82+3W2fVqlW0aNGCrVu3SjFhIUS90zSNTp068eijj5KTk8N3c+fS6PhxYwctL1eBi1D4/HMVhFm/XgWATrfPw+9Xe0C2boV+/eC//63ZOWbPNj7O0lJVCE38bu3ZoxK2kpNVE7PPP1dzhZUr1Udq5Ej1s4cegrIyP9deey1JSUnMmjUL7Wc1mV566SWuv/561qxZQ4sWHdF144GaykoNs/kMK0y/we2Gt96SHXpCiJoJfTHhSZNUL16ns3rPDw/H2aoVHY4do+MFF7Bx40aKiopo1KgRJpOJr776itTUVN577z2GDBlCw4YN6datG0OHDmXs2LEcPXqUuLg4UlNT8Xg8LFmyhObNm4f0LQkhakdubi49elzIvfdO5tJL+3LJJZeQlJRERkYGCxcuZNq0aaSl3cUNNxhPG3Y4SklNvRe3+2ZKSxvj8ViIjrbSpUsUt98Offr8PutvCiH+QN57T0WxjV7wkpNVpooRq1fDRRdVfz53Qng4fPqp2u9RHb17w3ff1Xh4P2GxwGOPwcSJ6t/37IE5c1Ttm+PHVZG0du1g7Fi1F1ecVdasgf79VSLZqVkzpxMWphMefpA2bcazePFbhIWFAWoX3Gefwf/+5+OVVz6mf/8+HDmygaioClavvgSj8U/VMSr4SUJEBEybBuPGGR2HEOJcEVxo+ExefrlmQRqAqirseXk87HbzZf/+rF27lvT0dNLT0+nduzc9evTA5/MxcOBANE1jypQpjBs3joKCApLsdqq+/JL+Xi+NAwE2lpTQLC0tpG9JCFF7LBYLgYAXh8NMZmYmR44cITs7m8jISDRNIz8/nyuuULU1jQngdNrJy5uOpkWcXF2rqoKPPoIlS1T9nPvvV/N4CdgIIepFWdnps1ZqqOLQIVqnpJzMNNA07Vf//Iuf6TpLCgtJ+a275tOpqqK0Tx/6t22L/kNRsjOeB5i/eTMtDb1b1N19SYnKqnnoIfj+e3XnfuqXx+LFao7apYuqidO/v9GzihDYulUtlFQ328Tl0nC5Ejh4cCEejxmPB158EWbOVLvgKioswFA+/higJ1ZrAJ/PWJBFMXaMyko1TgnUCCGqK3SBGp9P5SrWdOUFMLvdDNU04tq3Jzw8HLvdjs/n47777mPZsmUUFhZy6NAhmjZtypgxY3htwgRu37aNoT4f2jXXMB8wFxZiAUytWqlxXHMNREaG7O0JIULParUSCASw2WyYTCbCw8OJj49n7dq1pKWlsWDBAu688066d2/BkiVGzqQBEcDpyxhUVKjH3Xeref4bb5y5ho4QQtSaiIiQ1NZz6jrFxcVERUXRqFEjmjVrRvPmzWnSpAnJyckkJyeTlJREgwYNTgZMdF0/2YEqbMUKGo4d+9vpDWcQY7fz7vXXc7x375PHPXHsE3/2er3s3bsXx8SJsG+fsTesabBu3a8vFp6oq/PddzBsmMq+efBBiczXI79f1aKpeUkmK/v2wYgRKtBTXAwu1+meZ8LrNV7lwWoN4PV6gDBDxykuNjwUIcQ5JHS3Ih99pL4Ag2TVNCJefhluuQWbzYbvh8mBrus0atSIrKwsvv7oI5recQdfulzY+GHwTic2+LHDQX4+3HWXerz7Llx6qcE3JoSoLRaLBb/fj91up6qqioqKCkpLS1m6dCmNGzfm9ttv5/7772fixHdYsqQcCKLHN1DdVTCnE/73P7VP/rXXZP4uhKhj6ekh6dh0NCqKts2bU1RUxPbt28nLy0PXdcxmMzabDbPZjNfrxefzkZSURJMmTUhLS6Nx48akpKRw9VtvYQqmC9MPzE4nLf7zH7j9dpxOJ3l5eeTm5pKTk0Nubi65ubns3r2btLQ0Xg0EaIjBoolWK3zzTfXTL51OVcfHbFbZNaJefPKJSiILpgiD2w2LFqlOkrXR5OxUgQCYzZrhZDfj2cFCiHNJ6GrUXHABrFhh6BBVJhPh5eWc16ULsbGxLF26lKZNm3LZZZfRvkULsu67j5a6jrW6Kzzh4Wo71ogRhsYlhKgdxcXFaqL+6qskJSVx66234vF4aN++PZ999hkHDx6kdevWTJ36FNdemwm0ARWarVUREfD666rThBBC1BldVzVUCgqCPkQ5MMFu5x2TiYEDB3LFFVfQuXNnioqKWLlyJWvWrGHbtm0UFRVRWVmJxWLB5/NhMpmIiooiLjKS3D17DK/keTWNzk2asP3wYTIyMsjMzKRNmza0adOGzMxM/H4/H374IUWvvMKMPXuINDAdDXpTisOhFhovvjjoc4vgGS9PFIotTb/FRXR0HpWVLfH7jWXqp6SoprhCCFEdocuoWbvW8CE8gQCmDRuw2+34fwhbHzx4kMsGD2bwzJn4dB1LTdJwq6rU0njTpqprgRDirFFaCps2heHzXczu3Q1ZvnwVgwYNYtasWbz66qt8++23VFZWMnbsWEaPvg6IweHIw+uNw+ut3YlZZaWqSymBGiFEndI0tX174kR1IQrqEBrJ48YxID+fzz77jOXLl1NWVka3bt0YNmwY06dPJz09HYDKykq2bdtGbm4u69atY/369RzNy8OL8Qmi12Ri+MUXk9SzJ02bNiUlJYWKigq++OILpkyZQmlpKVdccQXXvfEGEVdeGXTx4xPJFEF9Kzid8OijEqipB/v3q3rVxtR2kMYLFFFVNRowthhtMkHPniEZlBDiHBGajBqvF+z24HIXT1FuNrNnxgzGvP02Pp+PBQsW0KJFCzxffol16NCgJy106qRKygsh6pWuw/Ll8NRTKmXZbg9QVlaGwxFBVVWA1NRiDhy4g2+/vZfbbhvP3XffzYQJEzh06BB+v5/i4gD9+mnk5weorDxzorzZ7MPvN2NkEhceri4bmZlBH0IIIWquvByaNAmu85PDQUF2Nn/Lz8ftdjN58mTKysqYN28ea9eupXHjxidr/g0dOpTs7Gw6deqEyXTK9bSoCL11a7Qgag6eqsJk4rqMDDYHApSWlnL8+HH8fj+aphEfH096ejppaWmkpKTQ5dtvGbZuHY4gzmM4pyIsDLZtg9TUn/53jweOHFFzz+hoSEgISf0goaxYAYMGEYJuTLXDZAoQGeln3DiNqqoveO65SPz+C4M+XkQEfPUVdO0awkEKIf7QQhOoCQTU/mCDm0QrrVb+c911vLpjB2VlZVx11VU8+uijqhjdxx+jBTtUueMSot4dOqRKRuXlqUXMM/06m81OIiMDdOw4ifXr56NpGoMHD2b+/Pl4PB40zcIDD6zghRciOXasBRERNlwuH7ruR9N0zGaNZs3K2LEjHl23Bj1eiwUmTFBBJSGEqFNLl6oqqzUIlrhNJqwXXIDp66/RLRY+/PBD7rvvPhITE3n88cdp2rQpb731Fq+//jqlpaWkp6dTXFyMy+ViyJAhZGdn06dPH8J8PoiNDbqQ8AlVwJ8sFg5oGsnJyTRu3JioqCiOHz/OoUOHKCkpwel0YjabMfn9LAY663qNyrXqNhtaIGBsrDYbTJqkukUBbNwIM2aoOoeapoIzPp9akBw7FsaPV5nawpDFi+Gvf63PQI0OuPllgeATkxMV/rNYAui6i0DAi66HAfagztaqlZr/SO07IUR1GS+FDiqfLyrYIp8/Mvt8HHvpJUYtXcq9mzeT9Oij3Gy1Evj88+CDNKAyfmbMMDw+IURw9u+H88+HTZvU4uSv/Tr7/Q6OH3fw9ddPUFHRmlmzZjF9+nTMZjOvvfYaZjOYTB9zxRVPEx7elVGjVpCd/Q2pqU9hNl/Nhg0HSEg4bihIA2penp9v6BBCCBGcXr3gww/VMrzpt6dqeng4ebGx3JSaim6xoGkaw4YNY/PmzYwaNYoRI0Zwyy23MHjwYLZs2cKiRYvo3r07TqeT+Ph4Dh48yJQpU0hOTuav111HWVyc4bfgNpmYaLPxfz4fkw8eZOCmTRR88w3bt28nPj6erKws4uLi6Nu3L9eNGcP1iYkcbd4cr7V61+5KYKvHYzighMejWgft2wedO0OPHjB/vmojVFWlWhK5XCqiMGsWZGTAlVeqn4mgRUcbTsQ3zGx+kbZt/cTHg6bpqI10GqfmaPl8Jvx+B7oeg6bZ+DGQUzNxcSqjuL7fsxDi9yN0xYRvvRXmzDHU+UnXNLy6/pNSoVWoWLfhAHRqKhQWGj2KEKKGqqpUkCY/v+bzaYulnPz8KDStiA4dOmCz2di+fTtXXnklSUlJ7N69m5SUFEaOHMnIkSOx2+3s2bOHTp12sm5dS8NjHzAAPvvM8GGEECI427bBww/D+++rgM2pGTaaBhERlOg6y3r2pO+77zJgwACuaNeOO667Tj0/IQFatcLldjN79mwef/xxBg0axEMPPUSzZs3w+Xx8+eWXvPHGG3z88cd07dqVjIwM/rR0Kddv2hR0n70A4NM0bKdMMf0WCzqQFxfHQy4X75WVYTKbMZlMeL1eIiMjad28OQ/qOgN37CDg9xP28zmlpqE7HAQaNGB6bCw9S0vpuX9/kKM8RY8esH07HDtWvS+q8HAVsFm6NCQLleeio0ehUSPVvak+WCwBzj9/AKNHf8ndd9coeY1gNtxpmqpd3aiR+nVu165GLxdCnINCk1EDcNtthvfuaj8L0gCEE6JSYeXloTiKEKKG3nhDdTkIZtHT5wvnkUfA7XYTFRXFhRdeyIwZM1i7di0FBQVcffXVfPrpp2RkZHD48GFsNhsLFiyguHhrSMaekBCSwwghRHBat1bZHfv3w5QpcMkl0K2bapdzzTXw0Uc4c3K4Z9UqAo88wnc7dvCPV17BPWAADB4MHTtCWhphc+dy+6hR7Nixg/T0dDp16sRtt91GSUkJgwYNYv78+ezdu5cRI0awZMkS7tu8GbOBPRom+EmQBlTWtMXno+2hQ7xeWUn51Vdz05gxpKam8tRTTzFixAhMdjuj9u8nxu3mBp+PFcABTeO4ycSR8HBy0tN5ffhwJl97Lav/9CdygyxA/Avr1kFJSfW/qKqqVBBt8GDjGT3nqNhYuOyyaiWM1QqfT6N166u4666aBmlA3ZnUbJ1b11VG8c6dqlGusW5XQohzQegyakCl6i5fbrhWTa1ISIDDh+t7FEKcU3RdLTru2hX8McLD4Ztvchk58i989NFHdO7cGU3TcLlcPPzww0ydOhWbzcb+/fsxmUwMGzaMHTu6kZNzC35/MKUplYgImDYNxo0LfuxCCFGrdB0eeADv44+jA7YfOmb+gsOhnvvss3DDDRw6dIjHHnuMN954g/Hjx3PXXXfx9ddf869//YsGDRpwxx13EPfKK3T75BMctbRXw22x8FVMDN22bSMuPh5d1zly5Ag7d+5k/fr1TJgwgY4dO1JQUEBJSQmBQABd19E0DV3XMZvN3BQIMFXXMdI0WTeZ0DQNzvR392siIuC11+CKKwyM4Ny1YgX06xd8rxBjijGbd+D3B9cV1mqFqKjjlJY6UD3SahbYjIqClSuhTZugTi+EOAeENlBTUKBWb44eDdkhQ6Z1a1XFSwhRZ5Yvh/79jU3CwsMDXHbZ1yxdei29evVi0aJFVFZW4nA4GDFiBEVFRSxfvpz09HS2b9/Ovn37eO65l5gy5Va83pqUpfz5eaG4WLLahRBnKV2HUaNg4cLqpwQ4HHDffXD//QAUFBQwduxYFi9eTGJiIs8//zzDhg1D0zRyc3KoHDmSzHXrajVY83a7djxnMrFz505MJhMZGRmEhYWxZ88epkyZQlpaGsePH2fNmjV8/fXXrFq1iuTkZNxuN+7Dhyny+4PqFnWC4a5RnTuHos/0OUnXVYLYxo2qVFANX03w/+eqgOeB8ajc/eDYbBX4/WH4/TVvZq9pcOGF8M03QZ9eCPEHF9qEw2bN4OuvVT7j2dTCMDwcbrihvkchxDnnq6+M11usqjLx2Wcq4DJs2DCGDx+O2WxmxIgRvPTSS/Tt2xePx0P//v1p0KABu3btAlx06LAW28/3UlaT2QwjRkiQRghxFvv3v2sWpAH13McegzffZM2aNdx4443s3LmTRx55hC5dujBu3Dguv/xy2rZtS7/+/XmjRw8OjxqFHhaG+1e2QgUbxrH7fPwlN5cZTz5Jfn4+paWlLFu2jNjYWNq0acO8efO49NJL+fe//83evXtJSUmhUaNG2O12xo4dy4qcHOwjRxJsdURd09CN7r3ZuhVyc40d4xylabBoESQmqgyV6jMaXtMAB0ZvgzweGxDc/Y6uw6pVsHu3oSEIIf7AQr8ztH17WL9eLaPb7erxi7PW8YZUXYfRo+v2nEIIiotDsxOyceN2ZGRkcPXVV3P48GHi4uLYtm0buq7z/vvvY7fbady4MSaTiV27duH1eunZcxVhYcHdPoSFqW6tQghxVjpyRO3NrHlxDXA6KR89mr9mZ/OXv/yF999/H7fbTX5+Pj6fj9WrV1NeXs7TTz/NrKefJu3ll/n25ZeZl5CAHhMD0dHo0dG4w8KoMJnwY+yW2eL18nx2NsOHD6dPnz7ExcWxaNEiEhMTueqqq7jnnnsIBAJ8+umnNGrUiIULF5KXl8eDDz5Iq1atME+ahBZkVN6v65iMfkn5fPDxx8aOcQ5LSIA1a6BFC7WTrHqC/8RpmouUlJWkpg4h2FbbP7Li9wc/lkBA7UYUQojTqZ2ISVoafPKJKkwxcaLquBQdra7AyckQH18rpz0tiwWys+v2nEIIgKAzWn7OZPJj/yHou2bNGiorK8nPz2f27NkcOXKEYcOGceTIEZxOJ7t27cLn8xEf76Rfv5moJq7V53CojgwZGaEZuxBChNzLL6t0hCBZgSd69uT555/nkksuoaSkhBdffJHi4mKKioqYM2cOjz76KB06dGDmzJnc/MgjfNilC1f16cO1iYkMd7sZY7czvXlzvAYX3xx+P7f7fBw+fJhVq1bx5z//mYiICAoLC5k4cSKFhYVMnz6dPXv2MH36dDp16qRqyvxgwaZN3Giz4bHUbPuJz2ajIjbW0NgB1e300CHjxzmHNWyo1nifeUZ990ZEGPp4n5HJ5MViKSQs7FYsllDcFxgbpMejkuKEEOJ0QlujprqSk+vmS03TIClJbX5NTq798wkhfmL6dFUOoeZ7z3+qR4/9xMXdxJw5c2jTpg3nn38+o0aN4s477+Sxxx4jMTGRuXPn8tVXXzFixAgSExNZtmwZZWVluFztKSl5C5fLh9t95ol8eLiK6/6//wdZWcbGK4QQtSYQUD1+Dc6jCpOSKFy4kLS0NPLz89m5cyc7duxg586dJx82m42qqip8Ph9jxoyhb9++tGzZkpYtWxIdHa3uMseMgbIyQ2Opio5mwt/+xtKlS8nLy0PTNCIjIznvvPNo2LAhbrcbl8tFVVUVLpcLl8uF2+2mpKSE8vJyIiMjyfZ4mO1yYYVfdBA9lR9wA+PNZm4JBOgUimnwxIkqw0kYpuswdSpMnhzqhlqVdOkSwdChLzB58i1kZpazdWu1U3jOwHCFIyIjpTGtEOL0al79KhSCSdWtKYsF4uLg228lSCNEPbn8cvjXv4wdw2x20qvXLvLzw1i7di2xsbH069ePDh06UF5eTlxcHP3792fUqFE0bdqUTZs24fV6qaysZNy4cezYsYOpU3Xat3+ayspxeDzhBAJqEdRqVfVoIiLgzjvVDklJvhNCnNV27w5Jm5ymhw6ROXAgMbGxNGvWjJSUFJKTk2nbti0XXHABDocDj8fDq6++itPp5M033+TTTz8lIyMDs9mM0+mk/9693FVejtHbXW9ZGS+99BI2mw2TyUR0dDQWi4UNGzbg9XpJTEykSZMmxMTEkJCQQFhYGBs3bsRqtTJu3DgaNWpEZGQkH5SUEJg6lRFeL+ZA4LS30CbAajIx0W6n0uVSkQEjrFa1KChCZs6cUAVpAmhaFYmJGmVlD/LOO3fw9NPbSExMJCfnA+Aqgq0xI4QQta1+AjXh4VBRUTvHtttVJs1FF8Grr6p8SiFEvWjeHLp0ge++C/4Yuu4iM7OQffvsrF27lqqqKvr168f06dP5+9//zuTJk7n88svp2rUrTqeTtWvXkpCQwJ133sn69eu5+OKL2bTpW8LC5pCffzvLlsH27WoBOCoKWrZUl4u6Lp0lhBBBOXpULUYZ5AVsLhcHDhzgwIED/Bmo0DT2axoVZjN5VivHzGYqKipITk4mMTERp9PJkiVLiI+Pp2XLlthiY9H37jUc7LBFR3P7DTfw3//+l8LCQq666iouv/xysrKy2LlzJ8888wwLFixgyJAhjB49mkceeYSMjAzeeecdIiNPac5dVsax//wHb07OGSe4GmANBMh0OvGZzbgxWKnEYoHBg40cQZxi2TJVgil4Og0aeMnKsrJ8+fs0a7aCjRufx+Nx07nzK0RFRdG9e3fS0iw8+6wLDIcZjYmOrtfTCyHOYvUTqGneHA4fNnYMux0yM2HbNtVWxmJR3aZuuAHGjYMmTUIzViGEIf/8J6xbF+wCsJNAYAYlJXHY7XaWL19+8qbh448/ZufOnQwfPpyXX36Ziy/O5rHHCvF4bicQOI/XXotk794Ehg3ryZNP3s7dd9+NxWImK0u2NgkhfsfMZuNZIKjMkv49e3Kpz0d2Xh6RP8ylTJqGZjJh8nrZ3LQpX/z5z9y1YMHJoiFHjx5l2rRpzJ49m+SoKLQQjGVLZSXbtm2jc+fOxMbG0rBhQx544AHy8vIYOHAg2dnZ3HPPPcydO5cBAwYQHx/PtGnTyM3NZdu2bWzevJm8TZuY/NVXtPV4CKvmeS1+v/F8ivPOgzZtjB5F/ODJJ40mjGmUlcGSJZlo2kFcrlTGjlVbpwOBACUlJURFRbFv30Ks1h54vcEFajQtgMmk4fcHP1KrFYYNC/71Qog/tvqpUbNgAfzjH8Y2ZWZkqCCNpqkJS21UHRNCGKbrMHy4asFZk1bdViuYTEfweJajabHExIRTUZFL27ZrufBCHZvNypNPPsn//reFv/1tIx7PXwkEfMApq6v4CAsz4fVuY+7cFlx/vU0uFUKI37eiIjUHcrkMHcYP+C0WMJmwnaGQmB9waxp5UVHMyMoipmlTGjZsSElJCa+//joJ8fF8tmsX6UamkmYzvvR0iuPieLmggIVhYeQfOUK7du04//zz0TSNLVu2sHr1anw+H8nJyfj9fg4fPozJZKJNmzZcdtlljNy9m1YffIApiL+XoCuNRETAa6/BFVcE82pxGqEoY2k2l5Oa+i8OHy6mouIyrNY0fL4AsbE+SktfonnzDdx6600UF1/GzJnNfrV+3ZmYTB7M5kX4fJeh68Gte4eHw4YN0KpVUC8XQvzB1U+gxuNR+3mPHw/u9ZGRMGuWyp4RQpz1PB647DKV0lydElWaFgBMWCwevN5Ty0IGsFq9+P2HeOihKLp1a8Bf/qJTUeFD9TE5s4gIGDQI3nordN2ohBCiXmRmQm5u0C/XUUGY6t5e+m02nPHxzBs/ntc//JCcnBzOO+88Dh8+zICCAp7S9Z+EyINVCditVnLatWNWZCSf7dxJcXExgUAAXddJTEwkNjaW4uJimjZtSrdu3SguLmb5t99S6HIREWTl+qACNXY7dO0KX30Vkq1oQomIMF7K0mLxY7Op/6tOp/lnP6vCYjEBs7nlFjfff38N33/fgJptgdIxmQJkZurs2GHB7Q5unN27w/Llwb1WCPHHVz+BGoCHHlIV8oO5GsfGqhUlhyP04xJC1Aq/H+69F55/XiXAnS612W4Ht1tHTZt/vWiM3a7j9UIgUP3pdXg49O0LH34oNWmEEL9j8+bBLbcEXe8vmMBEwGZjg9nM1MGDubhvX2bOnElSUhL3T5hAn+uuwxbCRhF+TcNvs7Fj+nTeLy1lzpw5zJgxg9LSUpYtW8bSpUspKSkhKSmJsrIyLq2q4jmnk8hAIPiTapr6YqjOXpawMJUGsXSpKnYmQqZBg+DXcX/0259wq1VH00rweLJISnqB8vILqaqq2cTAZAKzWcfnc6Pr1d1wpzgc6uPToUONXiaEOIfUX6DG74dLL1VVRmuyH8LhgG++gc6da29sQohaU1kJ8+fDU0+p5iUn5tVxcWpy5vXW7vkdDnjgAVU7RwghfpeqqlRmcm01ZjgDp9nM2MREdqanM3jwYLZu3cqiRYu44bzzmLpmDZYgM1rOpBIYZLHgOv980tLSaNiw4cmHzWajsLCQJUuW8MA335BlpFgIqGzthg1h/35wu08fsDnRsGLIEBUsCw83dk7xCxkZsHNnXZ3Nj9lcQVLSIFJTx5CXdx3Hj5upaRhT0/zY7SZcruq9zuGA99+HgQODGLIQ4pxRf4EaUPurr7xSpY3+VuUwi0Vd2RYtgp4962Z8Qohad2Jen5oKxcV1c874eHUus3TlFEL8Xr33Hlx7bc0WuwwKAF9rGgM0jfj4eAYMGMCtt95Kp06dOPD22zS88UZMbjfmEE4tfZGRrFi4kP1lZRw8eJB9+/axbt06cnJyKC4uxmw2k+Px0MLoicLD1QpCz54wYwa8+64KypjNqle03Q4336waVjRtGoq3Jk7jqafgwQeNb3+qLrNZp1WrAFlZDzN79iSg5sE3k0mnUSONkhL1kTnTr2RkpHp88AF062Zo2EKIc0D9BmpALae/+SY88QQUFqrgzampqxERqhrpyJFqCbxZs3obqhCidixcqEpOGakvXhNRUeqyk51dN+cTQoha8eKLcNdd1Q/WWCxqjmVgi5DXbOb/7r6bJbt2sW7dOvbu3YvP58PhcNA7JYX7gO4FBZjMZkwhCCJ57XaWXX45b0dHs3r1anJzc2nQoAGpqakkJCTg9Xp5c8kSkoymY1qt8NhjcPfd6t/dbigpUQuJ0dGQkCDR/TpQWgopKYZrZddIeLifJk2+YceO7kBwZRXCwtQmgc8/h5kz1cfGalW/ah4P9OgB99yjsmhk67UQojrqP1BzqrVrVfX8EwGb+Hjo0weuvloFbIQQf0idO6tf/7qUlQVLltTtOYUQIuQ++ghuvFFFuk+3FcpkUtkiKSnq5/v3GzpdOTC9dWt2d+tGs2bNaNy4Mbqus2XLFjZu3EheXh6migpujoqiTyBAM5eLFKfTUJbNbuCCpCT+3L49Xbp0ISYmhmPHjnHkyBEOHjzI059/TnqwFV1PcDjg6adhzBhjxxGGXX21ShgL8U66X+FH0/zoevCdBmw2GD9eJWP5/XDwIBw9qhKxEhNV7R0hhKiJsytQI4Q45+zaBe3a1Wn2PqDuWYqK6vacQghRKwIBWLxYNWn45ht1p6jr6u5xyBCVJdK1q6prc+SIoVM5gQcjIngvKYmoqCiio6OJjIz8yQOguLiYffv28czq1XQymO3itlqZmZ3NJ4cPk5OTg8/n47zzziMzM5PMzEyu+PRTUr78Es1InRqHQ6VEdOxoaKzCuKNH4fzzYd++6tV2Do2gm7SflJRUd1u4hRB/fNJPUAhRr3bvVvcSdR2oqav970IIUetMJujfXz1AZSWbTOrieqpQtJE2mbBFRlJVVUVxcTFut/tkwCYmJobo6OiTj7Zt29JqwwbDVeIDQPuoKLrcfDOZmZk0bNgQTTvlprpvX1X0w8gXSVqaBGnOErGxKmbWuzccOFCXmTXGGO9WJYQQP5JAjRCiXlVUqIXfuia7KYUQf1hhZ2gVnJio9mQY4IiM5NG5c3l0yBAAfD4fZWVlP3kcP3785J9t8+YZOh9AuM3GJb16qYDM6bRrB61bw4YNwZ0gMlJaAZ5lUlNh/Xq44w5YsEDFHX++wGI2q1iky1U/84ifM9IdXgghfk62Pgkh6tXixfDXv9b9StSAAfDZZ3V7TiGEqFfPPguTJhlLKYyMhEOHqt+aumFD4/tBoqPhpZdg+PAzP+fzz2HYsJpn1ZhM0LgxbN8u7bbPUsePw+uvw5w5cPiwyrCJioKLLlJNuHr2PDuCJA0aqG1bQggRClJ3XAhRr1q3Vs016lJkpGqUIoQQ55SRI43d0VqtMGpUzQIamZnBn+8Enw/atPn15wwYoLo2OWrQtcdkgpgYVddHgjRnrZgYuPVW2LJFxfyOHoU9e1Twpnt31ZCrvmmaChwJIUSoSKBGCFGvmjRRE626FBkJ/frV7TmFEKLexcTAlVeqgEswLBa47baaveauu1T6gxEtW0Lbtr/9vNtvV52bwsN/+z1GRqpMmjVroHlzY+MT9WrCBGNxNrMZMjKMlXByOGDixOBfL4QQPyeBGiFEvbvnHjVnrgsOB0yerBZShRDinDNjBiQn1/wieOLi2bJlzV43aNCZa+ZUR1RUzerHjBmjUi/Gj1dfLFFR6vwWi3oPERHwpz+pbWDbt0uQ5g/gH/8wVqPGbocnngg+fgnqV+qCC4J/vRBC/JzUqBFC1LtAAFq1goKC2m3F6XCoejjz5qk0ZSGEOCft3g29eqmCH9XpyORwqGIg06YFd/F85hm47z6orKzZ6zRN3QEXFKi76ZpyueCTT6CoSNWuadBAdXbq3LnmxxJnteuvh3ffrXmJIpsNunSBpUvh6qvhww9rXsIpPBzef1/FJIUQIlQkUCOEOCsUFqr587Fj1S+hYLerwI7Z/Nt1biIi4Jpr4IUX1POFEOKcduSIyj45UVXd5frlc6Ki1F3oE0+o2jTB0nW49lr4739rdhccFQUrV/52fRpxznO5VOxxy5bq172zWlWt6w0bIC5OFSkeMABWrap+wCc8HGbOhJtuCnroQghxWpL8L4Q4K6SlqclRo0bV22seEQHZ2bBrF9x5pyq98PPtU1arynjPyoKFC2H2bAnSCCEEoCqwfvCByq65915ISVEXTLNZXUyzsuCdd2D/fmNBGlCZMfPmwd//ri7evyUsTI1v2TIJ0ohqCQuDJUtUzbvqfMQcDrWLb/VqFaQBlV3zxRcq8zYs7Ne3QkVEqGO8/roEaYQQtUMyaoQQZ5Xjx+H//k+VUaioUI8TrFZ1D9Gxo6prk539Yxa+16vuOZYtU9n8Dgekp8OIEeqfQggh6pmuqzvhqVPh++9V+qTH8+PPo6JUquRtt8HNN58d7XzE74rPp7ZATZsGO3ao7JoTW6o1Tc0NEhNV2aPrrjvzwtCOHWrH3quvqnnHibmGz/fj66+5xnidbCGEOBMJ1AghzkqBgJrPL1mi2nHa7apD1JVXqu4MQgghfscKC1XGzp49ajtUUhL07AmDB0vqowiJTZvUbrv9+1WwJjkZLr0UevSofqklpxO2blUtwW029TFt00bq3Akhap8EaoQQQgghhBBCCCHOElKjRgghhBBCCCGEEOIsIYEaIYQQQgghhBBCiLOEBGqEEEIIIYQQQgghzhISqBFCCCGEEEIIIYQ4S0igRgghhBBCCCGEEOIsIYEaIYQQQgghhBBCiLOEBGqEEEIIIYQQQgghzhISqBFCCCGEEEIIIYQ4S0igRgghhBBCCCGEEOIs8f8B9/QvZDYID2EAAAAASUVORK5CYII=\n", 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", 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" ] }, "metadata": {}, @@ -281,18 +267,18 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[{14, 15, 16, 17, 18, 19, 20, 21, 22, 23},\n", - " {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11},\n", - " {12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23}]" + "[{15, 16, 17, 18, 19, 20, 21, 22, 23},\n", + " {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13},\n", + " {13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23}]" ] }, - "execution_count": 16, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -317,7 +303,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -326,7 +312,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -335,14 +321,14 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/Users/deusebio/.pyenv/versions/3.8.6/envs/ml-book-5/lib/python3.8/site-packages/sklearn/decomposition/_nmf.py:312: FutureWarning: The 'init' value, when 'init=None' and n_components is less than n_samples and n_features, will be changed from 'nndsvd' to 'nndsvda' in 1.1 (renaming of 0.26).\n", + "/home/deusebio/.pyenv/versions/graph-machine-learning/lib/python3.8/site-packages/sklearn/decomposition/_nmf.py:312: FutureWarning: The 'init' value, when 'init=None' and n_components is less than n_samples and n_features, will be changed from 'nndsvd' to 'nndsvda' in 1.1 (renaming of 0.26).\n", " warnings.warn((\"The 'init' value, when 'init=None' and \"\n" ] } @@ -353,29 +339,27 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 20, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { 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", 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\n", 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", 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" + "
" ] }, "metadata": {}, @@ -450,7 +434,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -460,14 +444,14 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" + "
" ] }, "metadata": {}, @@ -481,9 +465,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[{0, 1, 2, 3, 4, 5, 6, 7, 8, 9},\n", + " {10, 11, 12, 13},\n", + " {14, 15, 16, 17, 18, 19, 20, 21, 22, 23}]" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "communities" ] @@ -506,7 +503,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -516,9 +513,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "c = pd.Series({node: colors[ith] for ith, nodes in enumerate(communities) for node in nodes}).values\n", "nx.draw_spring(G, node_color=c)" @@ -526,12 +534,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[{0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11},\n", + " {12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23}]" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "communities" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/docker/Dockerfile b/docker/Dockerfile index c360fe6..d4c438b 100644 --- a/docker/Dockerfile +++ b/docker/Dockerfile @@ -1,6 +1,7 @@ -FROM jupyter/scipy-notebook +FROM jupyter/scipy-notebook as base ARG user=euler +ARG branch=chap6 USER root @@ -16,29 +17,38 @@ ENV NB_USER=${user} ENV XDG_CACHE_HOME=/home/${user}/.cache/ RUN git clone https://github.com/deusebio/Graph-Machine-Learning.git /home/${user}/Graph-Machine-Learning - WORKDIR /home/${user}/Graph-Machine-Learning +RUN git checkout ${branch} RUN ln -s /data data +EXPOSE 8888 -RUN git checkout chap6 +ENTRYPOINT jupyter notebook --no-browser --port 8888 --NotebookApp.token='' --NotebookApp.password='' +FROM base as chap1 +RUN ls -d -1 * | grep -v -e Chapter01 | xargs rm -rf RUN conda create -n chap1 python=3.9 RUN conda run -n chap1 pip install -r Chapter01/requirements.txt RUN conda run -n chap1 python -m ipykernel install --name chap1 --user +WORKDIR /home/${user}/Graph-Machine-Learning/Chapter01 +FROM base as chap2 +RUN ls -d -1 * | grep -v -e Chapter02 | xargs rm -rf RUN conda create -n chap2 python=3.11 RUN conda run -n chap2 pip install -r Chapter02/requirements.txt RUN conda run -n chap2 python -m ipykernel install --name chap2 --user +WORKDIR /home/${user}/Graph-Machine-Learning/Chapter02 +FROM base as chap3 +RUN ls -d -1 * | grep -v -e Chapter03 | xargs rm -rf RUN conda create -n chap3 python=3.8 RUN conda run -n chap3 pip install -r Chapter03/requirements.txt RUN conda run -n chap3 python -m ipykernel install --name chap3 --user +WORKDIR /home/${user}/Graph-Machine-Learning/Chapter03 +FROM base as chap6 +RUN ls -d -1 * | grep -v -e Chapter06 | xargs rm -rf RUN conda create -n chap6 python=3.8 RUN conda run -n chap6 pip install -r Chapter06/requirements.txt RUN conda run -n chap6 python -m ipykernel install --name chap6 --user - -EXPOSE 8888 - -ENTRYPOINT jupyter notebook --no-browser --port 8888 --NotebookApp.token='' --NotebookApp.password='' \ No newline at end of file +WORKDIR /home/${user}/Graph-Machine-Learning/Chapter06 \ No newline at end of file diff --git a/Chapter01/utils.py b/utils.py similarity index 100% rename from Chapter01/utils.py rename to utils.py From 66fd40a2c96ea408ed41a6c210f759d4d56d781d Mon Sep 17 00:00:00 2001 From: Enrico Deusebio Date: Sat, 28 Sep 2024 00:41:13 +0200 Subject: [PATCH 2/5] fix typo --- .github/workflows/ci.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml index cf44259..2c9f739 100644 --- a/.github/workflows/ci.yaml +++ b/.github/workflows/ci.yaml @@ -22,7 +22,7 @@ jobs: folder: Chapter03 - name: chap6 folder: Chapter06 - runs-on: ubuntu-latest + runs-on: ubuntu-latest name: Build and Test image ${{ matrix.name }} steps: - name: Checkout repository From ba1534de04ca5192411487ec867bf900c19da281 Mon Sep 17 00:00:00 2001 From: Enrico Deusebio Date: Sat, 28 Sep 2024 00:44:55 +0200 Subject: [PATCH 3/5] fix matrix --- .github/workflows/ci.yaml | 23 ++++++++++++----------- 1 file changed, 12 insertions(+), 11 deletions(-) diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml index 2c9f739..4c8a2f6 100644 --- a/.github/workflows/ci.yaml +++ b/.github/workflows/ci.yaml @@ -14,16 +14,17 @@ jobs: fail-fast: false max-parallel: 5 matrix: - - name: chap1 - folder: Chapter01 - - name: chap2 - folder: Chapter02 - - name: chap3 - folder: Chapter03 - - name: chap6 - folder: Chapter06 + chapter: + - name: chap1 + folder: Chapter01 + - name: chap2 + folder: Chapter02 + - name: chap3 + folder: Chapter03 + - name: chap6 + folder: Chapter06 runs-on: ubuntu-latest - name: Build and Test image ${{ matrix.name }} + name: Build and Test image ${{ matrix.chapter.name }} steps: - name: Checkout repository uses: actions/checkout@v3 @@ -37,7 +38,7 @@ jobs: id: build run: | cd docker - docker build . --target ${{ matrix.name }} \ + docker build . --target ${{ matrix.chapter.name }} \ --build-arg branch=${{ steps.extract_branch.outputs.branch }} \ -t graph-machine-learning:latest --no-cache @@ -55,4 +56,4 @@ jobs: # Run tests cd docker - ./tests.sh ${{ matrix.folder }} \ No newline at end of file + ./tests.sh ${{ matrix.chapter.folder }} \ No newline at end of file From ac603e77b2cc30efd8772e520b48d685e051c9f5 Mon Sep 17 00:00:00 2001 From: Enrico Deusebio Date: Sat, 28 Sep 2024 00:50:39 +0200 Subject: [PATCH 4/5] rollback re-workdir --- .github/workflows/ci.yaml | 2 +- docker/Dockerfile | 4 ---- 2 files changed, 1 insertion(+), 5 deletions(-) diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml index 4c8a2f6..46b0c88 100644 --- a/.github/workflows/ci.yaml +++ b/.github/workflows/ci.yaml @@ -24,7 +24,7 @@ jobs: - name: chap6 folder: Chapter06 runs-on: ubuntu-latest - name: Build and Test image ${{ matrix.chapter.name }} + name: Image ${{ matrix.chapter.name }} steps: - name: Checkout repository uses: actions/checkout@v3 diff --git a/docker/Dockerfile b/docker/Dockerfile index d4c438b..e9b35c1 100644 --- a/docker/Dockerfile +++ b/docker/Dockerfile @@ -30,25 +30,21 @@ RUN ls -d -1 * | grep -v -e Chapter01 | xargs rm -rf RUN conda create -n chap1 python=3.9 RUN conda run -n chap1 pip install -r Chapter01/requirements.txt RUN conda run -n chap1 python -m ipykernel install --name chap1 --user -WORKDIR /home/${user}/Graph-Machine-Learning/Chapter01 FROM base as chap2 RUN ls -d -1 * | grep -v -e Chapter02 | xargs rm -rf RUN conda create -n chap2 python=3.11 RUN conda run -n chap2 pip install -r Chapter02/requirements.txt RUN conda run -n chap2 python -m ipykernel install --name chap2 --user -WORKDIR /home/${user}/Graph-Machine-Learning/Chapter02 FROM base as chap3 RUN ls -d -1 * | grep -v -e Chapter03 | xargs rm -rf RUN conda create -n chap3 python=3.8 RUN conda run -n chap3 pip install -r Chapter03/requirements.txt RUN conda run -n chap3 python -m ipykernel install --name chap3 --user -WORKDIR /home/${user}/Graph-Machine-Learning/Chapter03 FROM base as chap6 RUN ls -d -1 * | grep -v -e Chapter06 | xargs rm -rf RUN conda create -n chap6 python=3.8 RUN conda run -n chap6 pip install -r Chapter06/requirements.txt RUN conda run -n chap6 python -m ipykernel install --name chap6 --user -WORKDIR /home/${user}/Graph-Machine-Learning/Chapter06 \ No newline at end of file From 6e4ecb3817b91dc2b4934c855a65dcd47b2bab84 Mon Sep 17 00:00:00 2001 From: Enrico Deusebio Date: Sat, 28 Sep 2024 01:04:01 +0200 Subject: [PATCH 5/5] fix --- docker/Dockerfile | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/docker/Dockerfile b/docker/Dockerfile index e9b35c1..28f7f20 100644 --- a/docker/Dockerfile +++ b/docker/Dockerfile @@ -26,25 +26,25 @@ EXPOSE 8888 ENTRYPOINT jupyter notebook --no-browser --port 8888 --NotebookApp.token='' --NotebookApp.password='' FROM base as chap1 -RUN ls -d -1 * | grep -v -e Chapter01 | xargs rm -rf +RUN ls -d -1 */ | grep -v -e Chapter01 | xargs rm -rf RUN conda create -n chap1 python=3.9 RUN conda run -n chap1 pip install -r Chapter01/requirements.txt RUN conda run -n chap1 python -m ipykernel install --name chap1 --user FROM base as chap2 -RUN ls -d -1 * | grep -v -e Chapter02 | xargs rm -rf +RUN ls -d -1 */ | grep -v -e Chapter02 | xargs rm -rf RUN conda create -n chap2 python=3.11 RUN conda run -n chap2 pip install -r Chapter02/requirements.txt RUN conda run -n chap2 python -m ipykernel install --name chap2 --user FROM base as chap3 -RUN ls -d -1 * | grep -v -e Chapter03 | xargs rm -rf +RUN ls -d -1 */ | grep -v -e Chapter03 | xargs rm -rf RUN conda create -n chap3 python=3.8 RUN conda run -n chap3 pip install -r Chapter03/requirements.txt RUN conda run -n chap3 python -m ipykernel install --name chap3 --user FROM base as chap6 -RUN ls -d -1 * | grep -v -e Chapter06 | xargs rm -rf +RUN ls -d -1 */ | grep -v -e Chapter06 | xargs rm -rf RUN conda create -n chap6 python=3.8 RUN conda run -n chap6 pip install -r Chapter06/requirements.txt RUN conda run -n chap6 python -m ipykernel install --name chap6 --user