diff --git a/data/random_preds_txt.txt b/data/random_preds_txt.txt new file mode 100644 index 0000000..82c91f5 --- /dev/null +++ b/data/random_preds_txt.txt @@ -0,0 +1,70 @@ +-5.695889739056666512e-01 +-1.192275944641891794e+00 +-4.215370488507216296e-01 +4.368600042569423803e-01 +-1.286308862363126693e+00 +-1.286292762393139277e+00 +4.919554116336015692e-01 +-3.041088235741442602e-01 +-1.517074688599887367e+00 +-5.246305370726538353e-01 +-1.511135236846397278e+00 +-1.513402542295812836e+00 +-8.194095407321640989e-01 +-2.932932330032656409e+00 +-2.748216110062621453e+00 +-1.608091217852280153e+00 +-2.049913490836058116e+00 +-7.485237250240777129e-01 +-1.947135229909732868e+00 +-2.441653351798571236e+00 +3.805896610521375401e-01 +-1.278093945863539194e+00 +-9.904670309227316949e-01 +-2.453856944755335334e+00 +-1.590533002236201643e+00 +-9.479126450561019546e-01 +-2.185401492526285239e+00 +-6.882625600860521331e-01 +-1.645700002700650977e+00 +-1.342735409770094979e+00 +-1.646747252893447255e+00 +7.597349659107215381e-01 +-1.069924024887592751e+00 +-2.093924546476854331e+00 +-2.500654262714528953e-01 +-2.253899454613944364e+00 +-8.518675154989738818e-01 +-2.978424225348610399e+00 +-2.359163991984318365e+00 +-8.636375410842952460e-01 +-3.325162268929594545e-01 +-8.886370203890171515e-01 +-1.170097711454125555e+00 +-1.351963204199837287e+00 +-2.506589831978591754e+00 +-1.762598021374962354e+00 +-1.508410107483413309e+00 +-2.002890114520172737e-02 +-7.197213111708289368e-01 +-2.785600486770762885e+00 +-7.388774991866784436e-01 +-1.434316188380989399e+00 +-1.720506672359810585e+00 +-4.568521973463838259e-01 +-4.564593923767823469e-02 +-1.434350418523682169e-01 +-1.879660588313006864e+00 +-1.359914922113586666e+00 +-7.318370123476212186e-01 +-1.000268859323998338e-01 +-1.526586777337473055e+00 +-1.238753186061890332e+00 +-2.141607360149942352e+00 +-2.229739335607440864e+00 +-2.598905732183031114e-01 +2.732987810981362120e-01 +-1.127304268648317453e+00 +-7.258088349966862474e-02 +-7.020523508287043191e-01 +-1.689320033021694201e+00 diff --git a/data/random_test_preds.py b/data/random_test_preds.py new file mode 100644 index 0000000..1fb6d00 --- /dev/null +++ b/data/random_test_preds.py @@ -0,0 +1,21 @@ +# Generate random numbers +import numpy as np +import pandas as pd + +# Set random seed +np.random.seed(42) + +# Load data +train_set = pd.read_csv('Train.csv') +test_set = pd.read_csv('Test_Input.csv') +len_test = test_set.shape[0] +energies = train_set['Energy'].astype(np.float32).values + +# Random predictions sampled from standard distribution of train set +mean = np.mean(energies) +std = np.std(energies) +random_preds = np.random.normal(loc=mean,scale=std,size=len_test) + +# Save values +np.savetxt('task_1_predictions.csv',random_preds) + diff --git a/data/task_1_predictions.csv b/data/task_1_predictions.csv new file mode 100644 index 0000000..82c91f5 --- /dev/null +++ b/data/task_1_predictions.csv @@ -0,0 +1,70 @@ +-5.695889739056666512e-01 +-1.192275944641891794e+00 +-4.215370488507216296e-01 +4.368600042569423803e-01 +-1.286308862363126693e+00 +-1.286292762393139277e+00 +4.919554116336015692e-01 +-3.041088235741442602e-01 +-1.517074688599887367e+00 +-5.246305370726538353e-01 +-1.511135236846397278e+00 +-1.513402542295812836e+00 +-8.194095407321640989e-01 +-2.932932330032656409e+00 +-2.748216110062621453e+00 +-1.608091217852280153e+00 +-2.049913490836058116e+00 +-7.485237250240777129e-01 +-1.947135229909732868e+00 +-2.441653351798571236e+00 +3.805896610521375401e-01 +-1.278093945863539194e+00 +-9.904670309227316949e-01 +-2.453856944755335334e+00 +-1.590533002236201643e+00 +-9.479126450561019546e-01 +-2.185401492526285239e+00 +-6.882625600860521331e-01 +-1.645700002700650977e+00 +-1.342735409770094979e+00 +-1.646747252893447255e+00 +7.597349659107215381e-01 +-1.069924024887592751e+00 +-2.093924546476854331e+00 +-2.500654262714528953e-01 +-2.253899454613944364e+00 +-8.518675154989738818e-01 +-2.978424225348610399e+00 +-2.359163991984318365e+00 +-8.636375410842952460e-01 +-3.325162268929594545e-01 +-8.886370203890171515e-01 +-1.170097711454125555e+00 +-1.351963204199837287e+00 +-2.506589831978591754e+00 +-1.762598021374962354e+00 +-1.508410107483413309e+00 +-2.002890114520172737e-02 +-7.197213111708289368e-01 +-2.785600486770762885e+00 +-7.388774991866784436e-01 +-1.434316188380989399e+00 +-1.720506672359810585e+00 +-4.568521973463838259e-01 +-4.564593923767823469e-02 +-1.434350418523682169e-01 +-1.879660588313006864e+00 +-1.359914922113586666e+00 +-7.318370123476212186e-01 +-1.000268859323998338e-01 +-1.526586777337473055e+00 +-1.238753186061890332e+00 +-2.141607360149942352e+00 +-2.229739335607440864e+00 +-2.598905732183031114e-01 +2.732987810981362120e-01 +-1.127304268648317453e+00 +-7.258088349966862474e-02 +-7.020523508287043191e-01 +-1.689320033021694201e+00