ribesstefano commited on
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d8a186f
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1 Parent(s): 9e3ebaa

Added results with FP normalization removed

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  1. logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random_best_model_n0/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random_best_model_n0/metrics.csv +38 -38
  2. logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random_best_model_n1/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random_best_model_n1/metrics.csv +38 -42
  3. logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random_best_model_n2/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random_best_model_n2/metrics.csv +38 -42
  4. logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random_random_cv_model_fold0/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random_random_cv_model_fold0/metrics.csv +40 -42
  5. logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random_random_cv_model_fold1/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random_random_cv_model_fold1/metrics.csv +42 -50
  6. logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random_random_cv_model_fold2/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random_random_cv_model_fold2/metrics.csv +40 -42
  7. logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random_random_cv_model_fold3/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random_random_cv_model_fold3/metrics.csv +48 -48
  8. logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random_random_cv_model_fold4/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random_random_cv_model_fold4/metrics.csv +50 -52
  9. logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto_best_model_n0/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto_best_model_n0/metrics.csv +42 -42
  10. logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto_best_model_n1/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto_best_model_n1/metrics.csv +50 -38
  11. logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto_best_model_n2/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto_best_model_n2/metrics.csv +42 -38
  12. logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto_tanimoto_cv_model_fold0/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto_tanimoto_cv_model_fold0/metrics.csv +34 -34
  13. logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto_tanimoto_cv_model_fold1/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto_tanimoto_cv_model_fold1/metrics.csv +38 -40
  14. logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto_tanimoto_cv_model_fold2/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto_tanimoto_cv_model_fold2/metrics.csv +50 -40
  15. logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto_tanimoto_cv_model_fold3/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto_tanimoto_cv_model_fold3/metrics.csv +38 -40
  16. logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto_tanimoto_cv_model_fold4/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto_tanimoto_cv_model_fold4/metrics.csv +36 -38
  17. logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot_best_model_n0/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot_best_model_n0/metrics.csv +48 -60
  18. logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot_best_model_n1/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot_best_model_n1/metrics.csv +28 -28
  19. logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot_best_model_n2/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot_best_model_n2/metrics.csv +43 -21
  20. logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot_uniprot_cv_model_fold0/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot_uniprot_cv_model_fold0/metrics.csv +17 -55
  21. logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot_uniprot_cv_model_fold1/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot_uniprot_cv_model_fold1/metrics.csv +52 -44
  22. logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot_uniprot_cv_model_fold2/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot_uniprot_cv_model_fold2/metrics.csv +18 -18
  23. logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot_uniprot_cv_model_fold3/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot_uniprot_cv_model_fold3/metrics.csv +20 -18
  24. logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot_uniprot_cv_model_fold4/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot_uniprot_cv_model_fold4/metrics.csv +44 -62
  25. models/{best_model_n0_random-epoch=6-test_acc=0.78-test_roc_auc=0.827.ckpt → best_model_n0_random-epoch=13-test_acc=0.83-test_roc_auc=0.841.ckpt} +2 -2
  26. models/{cv_model_random_fold2-epoch=13-val_acc=0.88-val_roc_auc=0.908.ckpt → best_model_n1_tanimoto-epoch=14-test_acc=0.79-test_roc_auc=0.847.ckpt} +2 -2
  27. models/best_model_n1_tanimoto-epoch=5-test_acc=0.75-test_roc_auc=0.820.ckpt +0 -3
  28. models/{best_model_n2_random-epoch=9-test_acc=0.78-test_roc_auc=0.840.ckpt → best_model_n2_random-epoch=9-test_acc=0.80-test_roc_auc=0.841.ckpt} +2 -2
  29. models/{best_model_n2_uniprot-epoch=2-test_acc=0.56-test_roc_auc=0.655.ckpt → best_model_n2_uniprot-epoch=5-test_acc=0.61-test_roc_auc=0.635.ckpt} +1 -1
  30. models/cv_model_random_fold2-epoch=16-val_acc=0.86-val_roc_auc=0.908.ckpt +3 -0
  31. models/cv_model_tanimoto_fold1-epoch=6-val_acc=0.85-val_roc_auc=0.891.ckpt +3 -0
  32. models/cv_model_tanimoto_fold1-epoch=7-val_acc=0.85-val_roc_auc=0.913.ckpt +0 -3
  33. models/{cv_model_uniprot_fold1-epoch=8-val_acc=0.86-val_roc_auc=0.923.ckpt → cv_model_uniprot_fold1-epoch=12-val_acc=0.86-val_roc_auc=0.899.ckpt} +1 -1
  34. models/{cv_model_uniprot_fold2-epoch=3-val_acc=0.51-val_roc_auc=0.550.ckpt → cv_model_uniprot_fold2-epoch=0-val_acc=0.52-val_roc_auc=0.665.ckpt} +1 -1
  35. models/{cv_model_uniprot_fold3-epoch=4-val_acc=0.50-val_roc_auc=0.483.ckpt → cv_model_uniprot_fold3-epoch=3-val_acc=0.46-val_roc_auc=0.579.ckpt} +1 -1
  36. notebooks/ablation_study_e3_ligase.pdf +0 -0
  37. protac_degradation_predictor/__init__.py +3 -0
  38. protac_degradation_predictor/protac_dataset.py +20 -17
  39. reports/ablation_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random.csv +28 -28
  40. reports/ablation_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto.csv +28 -28
  41. reports/ablation_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot.csv +28 -28
  42. reports/cv_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random.csv +5 -5
  43. reports/cv_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto.csv +5 -5
  44. reports/cv_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot.csv +5 -5
  45. reports/hparam_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random.csv +1 -1
  46. reports/hparam_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto.csv +1 -1
  47. reports/hparam_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot.csv +1 -1
  48. reports/majority_vote_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random.csv +2 -2
  49. reports/majority_vote_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto.csv +2 -2
  50. reports/majority_vote_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot.csv +2 -2
logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random_best_model_n0/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random_best_model_n0/metrics.csv CHANGED
@@ -1,39 +1,39 @@
1
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1
  val_loss,val_acc,val_f1_score,val_precision,val_recall,val_roc_auc,epoch,step,train_loss_epoch,train_acc_epoch,train_f1_score_epoch,train_precision_epoch,train_recall_epoch,train_roc_auc_epoch,lr-Adam,train_loss_step
2
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logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random_random_cv_model_fold1/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random_random_cv_model_fold1/metrics.csv CHANGED
@@ -1,51 +1,43 @@
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logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random_random_cv_model_fold3/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random_random_cv_model_fold3/metrics.csv CHANGED
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1
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2
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logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random_random_cv_model_fold4/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random_random_cv_model_fold4/metrics.csv CHANGED
@@ -1,53 +1,51 @@
1
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logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto_best_model_n0/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto_best_model_n0/metrics.csv CHANGED
@@ -1,43 +1,43 @@
1
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logs/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot_uniprot_cv_model_fold1/logs_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot_uniprot_cv_model_fold1/metrics.csv CHANGED
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models/{best_model_n0_random-epoch=6-test_acc=0.78-test_roc_auc=0.827.ckpt → best_model_n0_random-epoch=13-test_acc=0.83-test_roc_auc=0.841.ckpt} RENAMED
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Binary file (16.5 kB). View file
 
protac_degradation_predictor/__init__.py CHANGED
@@ -4,6 +4,9 @@ from .data_utils import (
4
  get_fingerprint,
5
  is_active,
6
  )
 
 
 
7
  from .pytorch_models import (
8
  PROTAC_Predictor,
9
  PROTAC_Model,
 
4
  get_fingerprint,
5
  is_active,
6
  )
7
+ from .protac_dataset import (
8
+ PROTAC_Dataset,
9
+ )
10
  from .pytorch_models import (
11
  PROTAC_Predictor,
12
  PROTAC_Model,
protac_degradation_predictor/protac_dataset.py CHANGED
@@ -167,15 +167,6 @@ class PROTAC_Dataset(Dataset):
167
  scalers (dict): The scalers for each feature.
168
  use_single_scaler (bool): Whether to use a single scaler for all features.
169
  """
170
- # TODO: The following check is WRONG: for val and test sets I must NOT
171
- # use run the fit_scaling method, but I must use the scalers from the
172
- # training set.
173
- # if self.use_single_scaler is None:
174
- # raise ValueError(
175
- # "The fit_scaling method must be called before apply_scaling.")
176
- # if use_single_scaler != self.use_single_scaler:
177
- # raise ValueError(
178
- # f"The use_single_scaler parameter must be the same as the one used in the fit_scaling method. Got {use_single_scaler}, previously {self.use_single_scaler}.")
179
  if use_single_scaler:
180
  embeddings = np.hstack([
181
  np.array(self.data['Smiles'].tolist()),
@@ -192,18 +183,30 @@ class PROTAC_Dataset(Dataset):
192
  self.active_label: self.data[self.active_label]
193
  })
194
  else:
195
- self.data['Smiles'] = self.data['Smiles'].apply(lambda x: scalers['Smiles'].transform(x[np.newaxis, :])[0])
 
196
  self.data['Uniprot'] = self.data['Uniprot'].apply(lambda x: scalers['Uniprot'].transform(x[np.newaxis, :])[0])
197
  self.data['E3 Ligase Uniprot'] = self.data['E3 Ligase Uniprot'].apply(lambda x: scalers['E3 Ligase Uniprot'].transform(x[np.newaxis, :])[0])
198
  self.data['Cell Line Identifier'] = self.data['Cell Line Identifier'].apply(lambda x: scalers['Cell Line Identifier'].transform(x[np.newaxis, :])[0])
199
 
200
- def get_numpy_arrays(self):
201
- X = np.hstack([
202
- np.array(self.data['Smiles'].tolist()),
203
- np.array(self.data['Uniprot'].tolist()),
204
- np.array(self.data['E3 Ligase Uniprot'].tolist()),
205
- np.array(self.data['Cell Line Identifier'].tolist()),
206
- ]).copy()
 
 
 
 
 
 
 
 
 
 
 
207
  y = self.data[self.active_label].values.copy()
208
  return X, y
209
 
 
167
  scalers (dict): The scalers for each feature.
168
  use_single_scaler (bool): Whether to use a single scaler for all features.
169
  """
 
 
 
 
 
 
 
 
 
170
  if use_single_scaler:
171
  embeddings = np.hstack([
172
  np.array(self.data['Smiles'].tolist()),
 
183
  self.active_label: self.data[self.active_label]
184
  })
185
  else:
186
+ # NOTE: The fingerprints are already in [0, 1], no need to scale them
187
+ # self.data['Smiles'] = self.data['Smiles'].apply(lambda x: scalers['Smiles'].transform(x[np.newaxis, :])[0])
188
  self.data['Uniprot'] = self.data['Uniprot'].apply(lambda x: scalers['Uniprot'].transform(x[np.newaxis, :])[0])
189
  self.data['E3 Ligase Uniprot'] = self.data['E3 Ligase Uniprot'].apply(lambda x: scalers['E3 Ligase Uniprot'].transform(x[np.newaxis, :])[0])
190
  self.data['Cell Line Identifier'] = self.data['Cell Line Identifier'].apply(lambda x: scalers['Cell Line Identifier'].transform(x[np.newaxis, :])[0])
191
 
192
+ def get_numpy_arrays(self, component: Optional[str] = None) -> Tuple[np.ndarray, np.ndarray]:
193
+ """ Get the numpy arrays for the dataset.
194
+
195
+ Args:
196
+ component (str): The component to get the numpy arrays for. Defaults to None, i.e., get a single stacked array.
197
+
198
+ Returns:
199
+ tuple: The numpy arrays for the dataset. The first element is the input array, and the second element is the output array.
200
+ """
201
+ if component is not None:
202
+ X = np.array(self.data[component].tolist()).copy()
203
+ else:
204
+ X = np.hstack([
205
+ np.array(self.data['Smiles'].tolist()),
206
+ np.array(self.data['Uniprot'].tolist()),
207
+ np.array(self.data['E3 Ligase Uniprot'].tolist()),
208
+ np.array(self.data['Cell Line Identifier'].tolist()),
209
+ ]).copy()
210
  y = self.data[self.active_label].values.copy()
211
  return X, y
212
 
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- ,0.5465116500854492,,0.6666666865348816,0.05000000074505806,0.5744565725326538,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,True,Pytorch,disabled poi e3,0.09302325546741486,random
26
- 1.843766689300537,0.5348837375640869,0.0,0.0,0.0,0.5684782266616821,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,False,Pytorch,disabled poi e3 cell,,random
27
- 1.8325330018997192,0.5116279125213623,0.5799999833106995,0.4833333194255829,0.7250000238418579,0.5888587236404419,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,False,Pytorch,disabled poi e3 cell,,random
28
- 1.0352420806884766,0.4883720874786377,0.5769230723381042,0.46875,0.75,0.5793477892875671,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,False,Pytorch,disabled poi e3 cell,,random
29
- ,0.5348837375640869,,0.0,0.0,0.532065212726593,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,True,Pytorch,disabled poi e3 cell,0.0,random
 
1
  test_loss,test_acc,test_f1_score,test_precision,test_recall,test_roc_auc,train_len,train_active_perc,train_inactive_perc,train_avg_tanimoto_dist,test_len,test_active_perc,test_inactive_perc,test_avg_tanimoto_dist,num_leaking_uniprot_train_test,num_leaking_smiles_train_test,perc_leaking_uniprot_train_test,perc_leaking_smiles_train_test,majority_vote,model_type,disabled_embeddings,test_f1,split_type
2
+ 0.8996752500534058,0.5813953280448914,0.5135135054588318,0.5588235259056091,0.4749999940395355,0.6592391729354858,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,False,Pytorch,disabled e3,,random
3
+ 0.7169563174247742,0.5930232405662537,0.5783132314682007,0.5581395626068115,0.6000000238418579,0.676630437374115,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,False,Pytorch,disabled e3,,random
4
+ 0.8599091172218323,0.6279069781303406,0.5555555820465088,0.625,0.5,0.6347826719284058,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,False,Pytorch,disabled e3,,random
5
+ ,0.604651153087616,,1.0,0.15000000596046448,0.676086962223053,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,True,Pytorch,disabled e3,0.260869562625885,random
6
+ 0.7291305065155029,0.6744186282157898,0.6216216087341309,0.6764705777168274,0.574999988079071,0.695652186870575,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,False,Pytorch,disabled poi,,random
7
+ 0.892604410648346,0.5,0.4819277226924896,0.4651162922382355,0.5,0.564130425453186,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,False,Pytorch,disabled poi,,random
8
+ 1.633378267288208,0.5,0.64462810754776,0.48148149251937866,0.9750000238418579,0.7048913240432739,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,False,Pytorch,disabled poi,,random
9
+ ,0.604651153087616,,0.6153846383094788,0.4000000059604645,0.658152163028717,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,True,Pytorch,disabled poi,0.4848484992980957,random
10
+ 0.9581289887428284,0.5348837375640869,0.6610169410705566,0.5,0.9750000238418579,0.6850544214248657,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,False,Pytorch,disabled cell,,random
11
+ 0.7156464457511902,0.6511628031730652,0.699999988079071,0.5833333134651184,0.875,0.6839674115180969,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,False,Pytorch,disabled cell,,random
12
+ 0.7450031042098999,0.5813953280448914,0.47058823704719543,0.5714285969734192,0.4000000059604645,0.604891300201416,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,False,Pytorch,disabled cell,,random
13
+ ,0.5232558250427246,,0.48275861144065857,0.3499999940395355,0.572554349899292,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,True,Pytorch,disabled cell,0.4057970941066742,random
14
+ 0.7880722880363464,0.4651162922382355,0.6290322542190552,0.4642857015132904,0.9750000238418579,0.5239130258560181,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,False,Pytorch,disabled smiles,,random
15
+ 0.701041579246521,0.5348837375640869,0.0,0.0,0.0,0.5652173757553101,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,False,Pytorch,disabled smiles,,random
16
+ 0.7424529194831848,0.4883720874786377,0.6333333253860474,0.4749999940395355,0.949999988079071,0.5125000476837158,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,False,Pytorch,disabled smiles,,random
17
+ ,0.5348837375640869,,0.0,0.0,0.539130449295044,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,True,Pytorch,disabled smiles,0.0,random
18
+ 1.3007844686508179,0.5,0.44155845046043396,0.45945945382118225,0.42500001192092896,0.521195650100708,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,False,Pytorch,disabled e3 cell,,random
19
+ 0.9464340209960938,0.5348837375640869,0.5833333134651184,0.5,0.699999988079071,0.624456524848938,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,False,Pytorch,disabled e3 cell,,random
20
+ 1.0031085014343262,0.5348837375640869,0.45945945382118225,0.5,0.42500001192092896,0.582065224647522,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,False,Pytorch,disabled e3 cell,,random
21
+ ,0.5581395626068115,,0.5714285969734192,0.20000000298023224,0.5951087474822998,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,True,Pytorch,disabled e3 cell,0.29629629850387573,random
22
+ 1.0007070302963257,0.5813953280448914,0.4193548262119293,0.5909090638160706,0.32499998807907104,0.6706522107124329,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,False,Pytorch,disabled poi e3,,random
23
+ 0.9461693167686462,0.5465116500854492,0.41791045665740967,0.5185185074806213,0.3499999940395355,0.6217391490936279,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,False,Pytorch,disabled poi e3,,random
24
+ 1.8655686378479004,0.4767441749572754,0.6399999856948853,0.47058823704719543,1.0,0.5652173757553101,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,False,Pytorch,disabled poi e3,,random
25
+ ,0.5581395626068115,,0.625,0.125,0.689130425453186,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,True,Pytorch,disabled poi e3,0.2083333283662796,random
26
+ 1.8578402996063232,0.4651162922382355,0.34285715222358704,0.4000000059604645,0.30000001192092896,0.499456524848938,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,False,Pytorch,disabled poi e3 cell,,random
27
+ 0.9636232256889343,0.5581395626068115,0.5476190447807312,0.5227272510528564,0.574999988079071,0.6076086759567261,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,False,Pytorch,disabled poi e3 cell,,random
28
+ 2.152951717376709,0.4651162922382355,0.6349206566810608,0.4651162922382355,1.0,0.6603261232376099,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,False,Pytorch,disabled poi e3 cell,,random
29
+ ,0.5232558250427246,,0.4761904776096344,0.25,0.5342391133308411,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,True,Pytorch,disabled poi e3 cell,0.32786884903907776,random
reports/ablation_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto.csv CHANGED
@@ -1,29 +1,29 @@
1
  test_loss,test_acc,test_f1_score,test_precision,test_recall,test_roc_auc,train_len,train_active_perc,train_inactive_perc,train_avg_tanimoto_dist,test_len,test_active_perc,test_inactive_perc,test_avg_tanimoto_dist,num_leaking_uniprot_train_test,num_leaking_smiles_train_test,perc_leaking_uniprot_train_test,perc_leaking_smiles_train_test,majority_vote,model_type,disabled_embeddings,test_f1,split_type
2
- 2.2488677501678467,0.5647059082984924,0.0,0.0,0.0,0.6019144058227539,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled e3,,tanimoto
3
- 1.0294654369354248,0.6117647290229797,0.6373626589775085,0.5370370149612427,0.7837837934494019,0.5900900959968567,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled e3,,tanimoto
4
- 1.1264095306396484,0.6000000238418579,0.46875,0.5555555820465088,0.4054054021835327,0.5225225687026978,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled e3,,tanimoto
5
- ,0.5647059082984924,,0.0,0.0,0.6345720291137695,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,True,Pytorch,disabled e3,0.0,tanimoto
6
- 1.259732961654663,0.5764706134796143,0.48571428656578064,0.5151515007019043,0.45945945382118225,0.5,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled poi,,tanimoto
7
- 2.3265933990478516,0.4588235318660736,0.5106382966041565,0.42105263471603394,0.6486486196517944,0.4515765905380249,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled poi,,tanimoto
8
- 1.7157151699066162,0.43529412150382996,0.6000000238418579,0.4337349534034729,0.9729729890823364,0.6683558225631714,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled poi,,tanimoto
9
- ,0.6235294342041016,,0.6470588445663452,0.29729729890823364,0.5461711883544922,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,True,Pytorch,disabled poi,0.40740740299224854,tanimoto
10
- 0.7985159754753113,0.47058823704719543,0.6218487620353699,0.45121949911117554,1.0,0.7837837934494019,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled cell,,tanimoto
11
- 1.0870360136032104,0.4941176474094391,0.626086950302124,0.4615384638309479,0.9729729890823364,0.7043918967247009,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled cell,,tanimoto
12
- 1.7188833951950073,0.5647059082984924,0.0,0.0,0.0,0.7393018007278442,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled cell,,tanimoto
13
- ,0.5647059082984924,,0.0,0.0,0.8161599040031433,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,True,Pytorch,disabled cell,0.0,tanimoto
14
- 1.4477661848068237,0.5647059082984924,0.05128205195069313,0.5,0.027027027681469917,0.4724099040031433,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled smiles,,tanimoto
15
- 0.948010265827179,0.5882353186607361,0.2857142984867096,0.5833333134651184,0.18918919563293457,0.5518018007278442,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled smiles,,tanimoto
16
- 1.1343015432357788,0.529411792755127,0.0476190485060215,0.20000000298023224,0.027027027681469917,0.4380630552768707,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled smiles,,tanimoto
17
- ,0.5647059082984924,,0.0,0.0,0.5315315127372742,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,True,Pytorch,disabled smiles,0.0,tanimoto
18
- 1.375257134437561,0.5176470875740051,0.19607843458652496,0.3571428656578064,0.13513512909412384,0.5208333134651184,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled e3 cell,,tanimoto
19
- 1.2594492435455322,0.42352941632270813,0.5148515105247498,0.40625,0.7027027010917664,0.5461711883544922,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled e3 cell,,tanimoto
20
- 2.0280423164367676,0.5647059082984924,0.0,0.0,0.0,0.5416666269302368,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled e3 cell,,tanimoto
21
- ,0.5647059082984924,,0.0,0.0,0.5844594240188599,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,True,Pytorch,disabled e3 cell,0.0,tanimoto
22
- 1.7835767269134521,0.5411764979362488,0.09302325546741486,0.3333333432674408,0.054054055362939835,0.5838963985443115,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled poi e3,,tanimoto
23
- 1.6903235912322998,0.5411764979362488,0.5617977380752563,0.48076921701431274,0.6756756901741028,0.5895270109176636,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled poi e3,,tanimoto
24
- 1.469889760017395,0.48235294222831726,0.5686274766921997,0.446153849363327,0.7837837934494019,0.5962837934494019,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled poi e3,,tanimoto
25
- ,0.5529412031173706,,0.3333333432674408,0.027027027681469917,0.530968427658081,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,True,Pytorch,disabled poi e3,0.05000000074505806,tanimoto
26
- 1.6145381927490234,0.6117647290229797,0.4761904776096344,0.5769230723381042,0.4054054021835327,0.5529279112815857,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled poi e3 cell,,tanimoto
27
- 2.237931489944458,0.5058823823928833,0.54347825050354,0.4545454680919647,0.6756756901741028,0.5630630254745483,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled poi e3 cell,,tanimoto
28
- 1.241651177406311,0.5176470875740051,0.22641509771347046,0.375,0.1621621549129486,0.5444819927215576,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled poi e3 cell,,tanimoto
29
- ,0.5764706134796143,,0.6666666865348816,0.054054055362939835,0.4842342436313629,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,True,Pytorch,disabled poi e3 cell,0.10000000149011612,tanimoto
 
1
  test_loss,test_acc,test_f1_score,test_precision,test_recall,test_roc_auc,train_len,train_active_perc,train_inactive_perc,train_avg_tanimoto_dist,test_len,test_active_perc,test_inactive_perc,test_avg_tanimoto_dist,num_leaking_uniprot_train_test,num_leaking_smiles_train_test,perc_leaking_uniprot_train_test,perc_leaking_smiles_train_test,majority_vote,model_type,disabled_embeddings,test_f1,split_type
2
+ 0.6427091956138611,0.6352941393852234,0.3921568691730499,0.7142857313156128,0.2702702581882477,0.7522522211074829,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled e3,,tanimoto
3
+ 0.74965500831604,0.5647059082984924,0.47887325286865234,0.5,0.45945945382118225,0.6272522211074829,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled e3,,tanimoto
4
+ 0.7328851222991943,0.5647059082984924,0.5747126340866089,0.5,0.6756756901741028,0.5838963985443115,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled e3,,tanimoto
5
+ ,0.5882353186607361,,0.6666666865348816,0.10810811072587967,0.5731981992721558,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,True,Pytorch,disabled e3,0.1860465109348297,tanimoto
6
+ 0.7342420220375061,0.5411764979362488,0.6060606241226196,0.4838709533214569,0.8108108043670654,0.6137387752532959,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled poi,,tanimoto
7
+ 1.1001724004745483,0.5411764979362488,0.5301204919815063,0.47826087474823,0.5945945978164673,0.5861486196517944,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled poi,,tanimoto
8
+ 0.8158184885978699,0.5764706134796143,0.1428571492433548,0.6000000238418579,0.0810810774564743,0.7274774312973022,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled poi,,tanimoto
9
+ ,0.5647059082984924,,0.5,0.054054055362939835,0.752815306186676,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,True,Pytorch,disabled poi,0.09756097197532654,tanimoto
10
+ 0.6401568651199341,0.6000000238418579,0.15000000596046448,1.0,0.0810810774564743,0.806869387626648,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled cell,,tanimoto
11
+ 0.7113759517669678,0.5647059082984924,0.0,0.0,0.0,0.7150900959968567,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled cell,,tanimoto
12
+ 1.6322691440582275,0.4588235318660736,0.6101694703102112,0.4444444477558136,0.9729729890823364,0.7759009003639221,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled cell,,tanimoto
13
+ ,0.5647059082984924,,0.0,0.0,0.7066441178321838,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,True,Pytorch,disabled cell,0.0,tanimoto
14
+ 0.8147609233856201,0.43529412150382996,0.6065573692321777,0.43529412150382996,1.0,0.6007882356643677,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled smiles,,tanimoto
15
+ 0.7963510155677795,0.4470588266849518,0.6115702390670776,0.4404761791229248,1.0,0.530968427658081,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled smiles,,tanimoto
16
+ 0.6949982047080994,0.5058823823928833,0.5714285969734192,0.4590163826942444,0.7567567825317383,0.5929054021835327,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled smiles,,tanimoto
17
+ ,0.5411764979362488,,0.48275861144065857,0.7567567825317383,0.5636261105537415,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,True,Pytorch,disabled smiles,0.5894736647605896,tanimoto
18
+ 0.9699467420578003,0.6235294342041016,0.27272728085517883,0.8571428656578064,0.1621621549129486,0.5974099040031433,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled e3 cell,,tanimoto
19
+ 0.8481578230857849,0.5647059082984924,0.584269642829895,0.5,0.7027027010917664,0.5974099040031433,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled e3 cell,,tanimoto
20
+ 1.4373871088027954,0.4941176474094391,0.626086950302124,0.4615384638309479,0.9729729890823364,0.568130612373352,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled e3 cell,,tanimoto
21
+ ,0.6000000238418579,,0.800000011920929,0.10810811072587967,0.6036036014556885,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,True,Pytorch,disabled e3 cell,0.190476194024086,tanimoto
22
+ 0.7456294298171997,0.5529412031173706,0.23999999463558197,0.4615384638309479,0.1621621549129486,0.6216216087341309,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled poi e3,,tanimoto
23
+ 1.2248497009277344,0.5411764979362488,0.4935064911842346,0.4749999940395355,0.5135135054588318,0.5292792916297913,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled poi e3,,tanimoto
24
+ 0.7281513810157776,0.6352941393852234,0.3404255211353302,0.800000011920929,0.21621622145175934,0.690315306186676,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled poi e3,,tanimoto
25
+ ,0.5647059082984924,,0.0,0.0,0.5630630850791931,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,True,Pytorch,disabled poi e3,0.0,tanimoto
26
+ 1.002088189125061,0.5411764979362488,0.09302325546741486,0.3333333432674408,0.054054055362939835,0.5805180072784424,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled poi e3 cell,,tanimoto
27
+ 1.469865322113037,0.5176470875740051,0.3692307770252228,0.4285714328289032,0.3243243098258972,0.4650900959968567,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled poi e3 cell,,tanimoto
28
+ 1.170265793800354,0.43529412150382996,0.5714285969734192,0.4266666769981384,0.8648648858070374,0.5399774312973022,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,False,Pytorch,disabled poi e3 cell,,tanimoto
29
+ ,0.5647059082984924,,0.5,0.027027027681469917,0.6317567229270935,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,True,Pytorch,disabled poi e3 cell,0.05128205195069313,tanimoto
reports/ablation_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot.csv CHANGED
@@ -1,29 +1,29 @@
1
  test_loss,test_acc,test_f1_score,test_precision,test_recall,test_roc_auc,train_len,train_active_perc,train_inactive_perc,train_avg_tanimoto_dist,test_len,test_active_perc,test_inactive_perc,test_avg_tanimoto_dist,num_leaking_uniprot_train_test,num_leaking_smiles_train_test,perc_leaking_uniprot_train_test,perc_leaking_smiles_train_test,majority_vote,model_type,disabled_embeddings,test_f1,split_type
2
- 0.6918061971664429,0.4588235318660736,0.41025641560554504,0.5,0.3478260934352875,0.541248619556427,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled e3,,uniprot
3
- 0.692865252494812,0.48235294222831726,0.6451612710952759,0.5128205418586731,0.8695651888847351,0.48885172605514526,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled e3,,uniprot
4
- 0.6930828094482422,0.47058823704719543,0.6017699241638184,0.5074626803398132,0.739130437374115,0.4303233027458191,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled e3,,uniprot
5
- ,0.4117647111415863,,0.4285714328289032,0.260869562625885,0.45986616611480713,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,True,Pytorch,disabled e3,0.3243243098258972,uniprot
6
- 0.7012832164764404,0.5176470875740051,0.6371681690216064,0.5373134613037109,0.782608687877655,0.47881829738616943,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled poi,,uniprot
7
- 0.6897164583206177,0.5529412031173706,0.6779661178588867,0.5555555820465088,0.8695651888847351,0.5774804949760437,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled poi,,uniprot
8
- 0.6919873356819153,0.4588235318660736,0.0,0.0,0.0,0.4007803797721863,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled poi,,uniprot
9
- ,0.5058823823928833,,0.5454545617103577,0.52173912525177,0.4960980713367462,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,True,Pytorch,disabled poi,0.5333333611488342,uniprot
10
- 0.7027028203010559,0.4588235318660736,0.0,0.0,0.0,0.5175585150718689,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled cell,,uniprot
11
- 0.6922561526298523,0.4588235318660736,0.0,0.0,0.0,0.4216833710670471,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled cell,,uniprot
12
- 0.6935735940933228,0.4470588266849518,0.0,0.0,0.0,0.5119843482971191,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled cell,,uniprot
13
- ,0.4588235318660736,,0.0,0.0,0.5136566162109375,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,True,Pytorch,disabled cell,0.0,uniprot
14
- 0.7248849868774414,0.4588235318660736,0.0,0.0,0.0,0.4654403328895569,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled smiles,,uniprot
15
- 0.6911444664001465,0.5647059082984924,0.6991869807243347,0.5584415793418884,0.9347826242446899,0.6577480435371399,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled smiles,,uniprot
16
- 0.6910174489021301,0.4588235318660736,0.0,0.0,0.0,0.4816053509712219,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled smiles,,uniprot
17
- ,0.4588235318660736,,0.0,0.0,0.4420289695262909,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,True,Pytorch,disabled smiles,0.0,uniprot
18
- 0.7061877846717834,0.48235294222831726,0.2142857164144516,0.6000000238418579,0.1304347813129425,0.5128204822540283,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled e3 cell,,uniprot
19
- 0.6927449703216553,0.5411764979362488,0.6929134130477905,0.5432098507881165,0.95652174949646,0.48773688077926636,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled e3 cell,,uniprot
20
- 0.6949978470802307,0.4588235318660736,0.2068965584039688,0.5,0.1304347813129425,0.4431437849998474,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled e3 cell,,uniprot
21
- ,0.4588235318660736,,0.0,0.0,0.4481605291366577,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,True,Pytorch,disabled e3 cell,0.0,uniprot
22
- 0.6848310232162476,0.529411792755127,0.6296296119689941,0.5483871102333069,0.739130437374115,0.5579710006713867,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled poi e3,,uniprot
23
- 0.6916128993034363,0.5058823823928833,0.6612903475761414,0.5256410241127014,0.8913043737411499,0.5167223811149597,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled poi e3,,uniprot
24
- 0.6955404281616211,0.4470588266849518,0.3188405930995941,0.47826087474823,0.239130437374115,0.4331103563308716,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled poi e3,,uniprot
25
- ,0.47058823704719543,,0.5333333611488342,0.17391304671764374,0.4576365351676941,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,True,Pytorch,disabled poi e3,0.26229506731033325,uniprot
26
- 0.7010320425033569,0.5058823823928833,0.5333333611488342,0.5454545617103577,0.52173912525177,0.5,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled poi e3 cell,,uniprot
27
- 0.6908637881278992,0.5176470875740051,0.6495726704597473,0.5352112650871277,0.8260869383811951,0.5317726135253906,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled poi e3 cell,,uniprot
28
- 0.6938910484313965,0.4588235318660736,0.0416666679084301,0.5,0.021739130839705467,0.5362318754196167,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled poi e3 cell,,uniprot
29
- ,0.4470588266849518,,0.3333333432674408,0.021739130839705467,0.47212928533554077,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,True,Pytorch,disabled poi e3 cell,0.040816325694322586,uniprot
 
1
  test_loss,test_acc,test_f1_score,test_precision,test_recall,test_roc_auc,train_len,train_active_perc,train_inactive_perc,train_avg_tanimoto_dist,test_len,test_active_perc,test_inactive_perc,test_avg_tanimoto_dist,num_leaking_uniprot_train_test,num_leaking_smiles_train_test,perc_leaking_uniprot_train_test,perc_leaking_smiles_train_test,majority_vote,model_type,disabled_embeddings,test_f1,split_type
2
+ 0.710076630115509,0.4588235318660736,0.0416666679084301,0.5,0.021739130839705467,0.5401337742805481,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled e3,,uniprot
3
+ 0.6931973695755005,0.47058823704719543,0.6218487620353699,0.5068492889404297,0.804347813129425,0.5139353275299072,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled e3,,uniprot
4
+ 0.7137736678123474,0.4470588266849518,0.040816325694322586,0.3333333432674408,0.021739130839705467,0.4069119095802307,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled e3,,uniprot
5
+ ,0.4588235318660736,,0.0,0.0,0.5156075954437256,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,True,Pytorch,disabled e3,0.0,uniprot
6
+ 0.6939821243286133,0.4941176474094391,0.60550457239151,0.523809552192688,0.717391312122345,0.5016722679138184,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled poi,,uniprot
7
+ 0.688806414604187,0.5764706134796143,0.694915235042572,0.5694444179534912,0.8913043737411499,0.5780379176139832,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled poi,,uniprot
8
+ 0.7017605900764465,0.48235294222831726,0.0833333358168602,1.0,0.043478261679410934,0.5674470663070679,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled poi,,uniprot
9
+ ,0.4588235318660736,,0.0,0.0,0.38573020696640015,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,True,Pytorch,disabled poi,0.0,uniprot
10
+ 0.7191236615180969,0.4588235318660736,0.0,0.0,0.0,0.535953164100647,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled cell,,uniprot
11
+ 0.6930621266365051,0.529411792755127,0.692307710647583,0.5357142686843872,0.97826087474823,0.505574107170105,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled cell,,uniprot
12
+ 0.7100733518600464,0.47058823704719543,0.3076923191547394,0.5263158082962036,0.21739129722118378,0.47101449966430664,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled cell,,uniprot
13
+ ,0.4588235318660736,,0.0,0.0,0.5370680093765259,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,True,Pytorch,disabled cell,0.0,uniprot
14
+ 0.7005730271339417,0.4588235318660736,0.0,0.0,0.0,0.4816053509712219,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled smiles,,uniprot
15
+ 0.6925779581069946,0.529411792755127,0.6875,0.5365853905677795,0.95652174949646,0.457079142332077,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled smiles,,uniprot
16
+ 0.6919492483139038,0.4941176474094391,0.6504064798355103,0.5194805264472961,0.8695651888847351,0.49052396416664124,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled smiles,,uniprot
17
+ ,0.4588235318660736,,0.0,0.0,0.43979930877685547,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,True,Pytorch,disabled smiles,0.0,uniprot
18
+ 0.725774347782135,0.47058823704719543,0.042553190141916275,1.0,0.021739130839705467,0.527313232421875,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled e3 cell,,uniprot
19
+ 0.6943013668060303,0.4941176474094391,0.6126126050949097,0.5230769515037537,0.739130437374115,0.45930880308151245,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled e3 cell,,uniprot
20
+ 0.7366461753845215,0.47058823704719543,0.042553190141916275,1.0,0.021739130839705467,0.4361761212348938,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled e3 cell,,uniprot
21
+ ,0.4588235318660736,,0.0,0.0,0.4626532793045044,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,True,Pytorch,disabled e3 cell,0.0,uniprot
22
+ 0.6917157769203186,0.5411764979362488,0.41791045665740967,0.6666666865348816,0.30434781312942505,0.5551839470863342,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled poi e3,,uniprot
23
+ 0.6937269568443298,0.48235294222831726,0.6333333253860474,0.5135135054588318,0.8260869383811951,0.38795986771583557,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled poi e3,,uniprot
24
+ 0.7266149520874023,0.4588235318660736,0.0,0.0,0.0,0.48104795813560486,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled poi e3,,uniprot
25
+ ,0.4588235318660736,,0.0,0.0,0.4442586302757263,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,True,Pytorch,disabled poi e3,0.0,uniprot
26
+ 0.7062892913818359,0.4941176474094391,0.1568627506494522,0.800000011920929,0.08695652335882187,0.5139353275299072,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled poi e3 cell,,uniprot
27
+ 0.6901537179946899,0.5529412031173706,0.6607142686843872,0.560606062412262,0.804347813129425,0.5367892980575562,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled poi e3 cell,,uniprot
28
+ 0.7415007948875427,0.4588235318660736,0.0,0.0,0.0,0.4715718924999237,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,False,Pytorch,disabled poi e3 cell,,uniprot
29
+ ,0.4588235318660736,,0.0,0.0,0.5852842926979065,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,True,Pytorch,disabled poi e3 cell,0.0,uniprot
reports/cv_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random.csv CHANGED
@@ -1,6 +1,6 @@
1
  model_type,fold,train_len,val_len,train_perc,val_perc,train_active_perc,train_inactive_perc,train_avg_tanimoto_dist,val_active_perc,val_inactive_perc,val_avg_tanimoto_dist,test_len,test_active_perc,test_inactive_perc,test_avg_tanimoto_dist,num_leaking_uniprot_train_val,num_leaking_smiles_train_val,perc_leaking_uniprot_train_val,perc_leaking_smiles_train_val,num_leaking_uniprot_train_test,num_leaking_smiles_train_test,perc_leaking_uniprot_train_test,perc_leaking_smiles_train_test,train_loss,train_loss_step,train_loss_epoch,train_acc,train_acc_epoch,train_f1_score,train_f1_score_epoch,train_precision,train_precision_epoch,train_recall,train_recall_epoch,train_roc_auc,train_roc_auc_epoch,val_loss,val_acc,val_f1_score,val_precision,val_recall,val_roc_auc,test_loss,test_acc,test_f1_score,test_precision,test_recall,test_roc_auc,split_type
2
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3
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4
- Pytorch,2,617,154,0.8002594033722439,0.19974059662775617,0.5153970826580226,0.4846029173419773,0.37657201417310066,0.512987012987013,0.487012987012987,0.37774314692145766,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,43,54,0.9141004862236629,0.14424635332252836,34,37,0.8379254457050244,0.0940032414910859,0.09173119068145752,0.11830396950244904,0.09173119068145752,0.9779874086380005,0.9779874086380005,0.9781931638717651,0.9781931638717651,0.9691358208656311,0.9691358208656311,0.9874213933944702,0.9874213933944702,0.9978640079498291,0.9978640079498291,0.4094373881816864,0.8636363744735718,0.860927164554596,0.9027777910232544,0.8227847814559937,0.9098734259605408,0.5395914316177368,0.7558139562606812,0.7586206793785095,0.7021276354789734,0.824999988079071,0.8641303777694702,random
5
- Pytorch,3,617,154,0.8002594033722439,0.19974059662775617,0.5153970826580226,0.4846029173419773,0.376067795433057,0.512987012987013,0.487012987012987,0.3797632960292948,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,38,69,0.8768233387358185,0.1620745542949757,34,35,0.8233387358184765,0.10372771474878444,0.08342025429010391,0.09010010212659836,0.08342025429010391,0.9827044010162354,0.9827044010162354,0.9827315807342529,0.9827315807342529,0.9811912178993225,0.9811912178993225,0.9842767119407654,0.9842767119407654,0.9986253976821899,0.9986253976821899,0.3123542368412018,0.8636363744735718,0.8711656332015991,0.8452380895614624,0.8987341523170471,0.9436286687850952,0.6162316799163818,0.7441860437393188,0.7659574747085571,0.6666666865348816,0.8999999761581421,0.8483695983886719,random
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1
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2
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3
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4
+ Pytorch,2,617,154,0.8002594033722439,0.19974059662775617,0.5153970826580226,0.4846029173419773,0.37657201417310066,0.512987012987013,0.487012987012987,0.37774314692145766,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,43,54,0.9141004862236629,0.14424635332252836,34,37,0.8379254457050244,0.0940032414910859,0.08283957839012146,0.08485884964466095,0.08283957839012146,0.9811320900917053,0.9811320900917053,0.9811912178993225,0.9811912178993225,0.9781249761581421,0.9781249761581421,0.9842767119407654,0.9842767119407654,0.9975178837776184,0.9975178837776184,0.3706499934196472,0.8441558480262756,0.837837815284729,0.8985507488250732,0.7848101258277893,0.9311392307281494,0.6116107106208801,0.7790697813034058,0.7816091775894165,0.7234042286872864,0.8500000238418579,0.863586962223053,random
5
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6
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reports/cv_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto.csv CHANGED
@@ -1,6 +1,6 @@
1
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2
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3
- Pytorch,1,589,183,0.7629533678756477,0.23704663212435234,0.49745331069609505,0.5025466893039049,0.37328997944169634,0.5846994535519126,0.41530054644808745,0.3701269278749823,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,38,0,0.8896434634974533,0.0,21,0,0.5636672325976231,0.0,85,26,0.05460473522543907,0.05385866388678551,0.05460473522543907,0.9847972989082336,0.9847972989082336,0.9848739504814148,0.9848739504814148,0.9799330830574036,0.9799330830574036,0.9898648858070374,0.9898648858070374,0.9991211891174316,0.9991211891174316,0.4666941463947296,0.8469945192337036,0.8679245114326477,0.8761904835700989,0.8598130941390991,0.9112150073051453,0.5670167207717896,0.8352941274642944,0.7878788113594055,0.8965517282485962,0.7027027010917664,0.8738738894462585,tanimoto
4
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5
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1
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2
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3
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4
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5
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6
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reports/cv_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot.csv CHANGED
@@ -1,6 +1,6 @@
1
  model_type,fold,train_len,val_len,train_perc,val_perc,train_active_perc,train_inactive_perc,train_avg_tanimoto_dist,val_active_perc,val_inactive_perc,val_avg_tanimoto_dist,test_len,test_active_perc,test_inactive_perc,test_avg_tanimoto_dist,num_leaking_uniprot_train_val,num_leaking_smiles_train_val,perc_leaking_uniprot_train_val,perc_leaking_smiles_train_val,num_leaking_uniprot_train_test,num_leaking_smiles_train_test,perc_leaking_uniprot_train_test,perc_leaking_smiles_train_test,train_unique_groups,val_unique_groups,train_loss,train_loss_step,train_loss_epoch,train_acc,train_acc_epoch,train_f1_score,train_f1_score_epoch,train_precision,train_precision_epoch,train_recall,train_recall_epoch,train_roc_auc,train_roc_auc_epoch,val_loss,val_acc,val_f1_score,val_precision,val_recall,val_roc_auc,test_loss,test_acc,test_f1_score,test_precision,test_recall,test_roc_auc,split_type
2
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3
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4
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5
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6
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1
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2
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3
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4
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5
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6
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reports/hparam_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random.csv CHANGED
@@ -1,2 +1,2 @@
1
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2
- 64,0.0009067092168400103,5,True,0.3693189141810386,True,random
 
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+ 128,0.0009252997695638103,10,True,0.2163504523983239,True,random
reports/hparam_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto.csv CHANGED
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- 256,0.0009609725342470751,8,True,0.2640487682023353,True,tanimoto
 
1
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reports/hparam_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot.csv CHANGED
@@ -1,2 +1,2 @@
1
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- 32,0.0005070077389014972,4,True,0.10898770955865923,False,uniprot
 
1
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reports/majority_vote_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random.csv CHANGED
@@ -1,3 +1,3 @@
1
  test_acc,test_roc_auc,test_precision,test_recall,test_f1,train_len,train_active_perc,train_inactive_perc,train_avg_tanimoto_dist,test_len,test_active_perc,test_inactive_perc,test_avg_tanimoto_dist,num_leaking_uniprot_train_test,num_leaking_smiles_train_test,perc_leaking_uniprot_train_test,perc_leaking_smiles_train_test,val_len,val_active_perc,val_inactive_perc,val_avg_tanimoto_dist,num_leaking_uniprot_train_val,num_leaking_smiles_train_val,perc_leaking_uniprot_train_val,perc_leaking_smiles_train_val,cv_models,model_type,split_type
2
- 0.7674418687820435,0.8298913240432739,0.717391312122345,0.824999988079071,0.7674418687820435,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,,,,,,,,,,Pytorch,random
3
- 0.8372092843055725,0.8739129900932312,0.824999988079071,0.824999988079071,0.824999988079071,617,0.5153970826580226,0.4846029173419773,0.37754294873841293,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,36,0.8379254457050244,0.10048622366288493,154.0,0.512987012987013,0.487012987012987,0.37385310389030396,40.0,70.0,0.9108589951377634,0.1766612641815235,True,Pytorch,random
 
1
  test_acc,test_roc_auc,test_precision,test_recall,test_f1,train_len,train_active_perc,train_inactive_perc,train_avg_tanimoto_dist,test_len,test_active_perc,test_inactive_perc,test_avg_tanimoto_dist,num_leaking_uniprot_train_test,num_leaking_smiles_train_test,perc_leaking_uniprot_train_test,perc_leaking_smiles_train_test,val_len,val_active_perc,val_inactive_perc,val_avg_tanimoto_dist,num_leaking_uniprot_train_val,num_leaking_smiles_train_val,perc_leaking_uniprot_train_val,perc_leaking_smiles_train_val,cv_models,model_type,split_type
2
+ 0.8255813717842102,0.8478261232376099,0.7777777910232544,0.875,0.8235294222831726,771,0.5149156939040207,0.48508430609597925,0.3768059369269877,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,44,0.8326848249027238,0.10246433203631647,,,,,,,,,,Pytorch,random
3
+ 0.8139534592628479,0.8684782385826111,0.8157894611358643,0.7749999761581421,0.7948718070983887,617,0.5153970826580226,0.4846029173419773,0.37754294873841293,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,34,36,0.8379254457050244,0.10048622366288493,154.0,0.512987012987013,0.487012987012987,0.37385310389030396,40.0,70.0,0.9108589951377634,0.1766612641815235,True,Pytorch,random
reports/majority_vote_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto.csv CHANGED
@@ -1,3 +1,3 @@
1
  test_acc,test_roc_auc,test_precision,test_recall,test_f1,train_len,train_active_perc,train_inactive_perc,train_avg_tanimoto_dist,test_len,test_active_perc,test_inactive_perc,test_avg_tanimoto_dist,num_leaking_uniprot_train_test,num_leaking_smiles_train_test,perc_leaking_uniprot_train_test,perc_leaking_smiles_train_test,val_len,val_active_perc,val_inactive_perc,val_avg_tanimoto_dist,num_leaking_uniprot_train_val,num_leaking_smiles_train_val,perc_leaking_uniprot_train_val,perc_leaking_smiles_train_val,cv_models,model_type,split_type
2
- 0.7529411911964417,0.8445945978164673,0.9444444179534912,0.45945945382118225,0.6181818246841431,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,,,,,,,,,,Pytorch,tanimoto
3
- 0.7764706015586853,0.9054054021835327,1.0,0.4864864945411682,0.6545454263687134,625,0.5072,0.4928,0.3718624545530267,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5696,0.0,147.0,0.564625850340136,0.43537414965986393,0.3754217115417634,35.0,0.0,0.9024,0.0,True,Pytorch,tanimoto
 
1
  test_acc,test_roc_auc,test_precision,test_recall,test_f1,train_len,train_active_perc,train_inactive_perc,train_avg_tanimoto_dist,test_len,test_active_perc,test_inactive_perc,test_avg_tanimoto_dist,num_leaking_uniprot_train_test,num_leaking_smiles_train_test,perc_leaking_uniprot_train_test,perc_leaking_smiles_train_test,val_len,val_active_perc,val_inactive_perc,val_avg_tanimoto_dist,num_leaking_uniprot_train_val,num_leaking_smiles_train_val,perc_leaking_uniprot_train_val,perc_leaking_smiles_train_val,cv_models,model_type,split_type
2
+ 0.7058823704719543,0.8237612247467041,0.7727272510528564,0.45945945382118225,0.5762711763381958,772,0.5181347150259067,0.48186528497409326,0.37254018872057115,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5699481865284974,0.0,,,,,,,,,,Pytorch,tanimoto
3
+ 0.729411780834198,0.8519143462181091,1.0,0.37837839126586914,0.5490196347236633,625,0.5072,0.4928,0.3718624545530267,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,22,0,0.5696,0.0,147.0,0.564625850340136,0.43537414965986393,0.3754217115417634,35.0,0.0,0.9024,0.0,True,Pytorch,tanimoto
reports/majority_vote_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot.csv CHANGED
@@ -1,3 +1,3 @@
1
  test_acc,test_roc_auc,test_precision,test_recall,test_f1,train_len,train_active_perc,train_inactive_perc,train_avg_tanimoto_dist,test_len,test_active_perc,test_inactive_perc,test_avg_tanimoto_dist,num_leaking_uniprot_train_test,num_leaking_smiles_train_test,perc_leaking_uniprot_train_test,perc_leaking_smiles_train_test,val_len,val_active_perc,val_inactive_perc,val_avg_tanimoto_dist,num_leaking_uniprot_train_val,num_leaking_smiles_train_val,perc_leaking_uniprot_train_val,perc_leaking_smiles_train_val,cv_models,model_type,split_type
2
- 0.6470588445663452,0.672798216342926,0.7105262875556946,0.5869565010070801,0.6428571343421936,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,,,,,,,,,,Pytorch,uniprot
3
- 0.5529412031173706,0.6220735311508179,0.7857142686843872,0.239130437374115,0.36666667461395264,693,0.48484848484848486,0.5151515151515151,0.37709239560392777,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.012987012987012988,79.0,0.6962025316455697,0.3037974683544304,0.359625193861414,0.0,8.0,0.0,0.01443001443001443,True,Pytorch,uniprot
 
1
  test_acc,test_roc_auc,test_precision,test_recall,test_f1,train_len,train_active_perc,train_inactive_perc,train_avg_tanimoto_dist,test_len,test_active_perc,test_inactive_perc,test_avg_tanimoto_dist,num_leaking_uniprot_train_test,num_leaking_smiles_train_test,perc_leaking_uniprot_train_test,perc_leaking_smiles_train_test,val_len,val_active_perc,val_inactive_perc,val_avg_tanimoto_dist,num_leaking_uniprot_train_val,num_leaking_smiles_train_val,perc_leaking_uniprot_train_val,perc_leaking_smiles_train_val,cv_models,model_type,split_type
2
+ 0.6117647290229797,0.6148271560668945,0.6756756901741028,0.54347825050354,0.6024096608161926,772,0.5064766839378239,0.49352331606217614,0.3753049487934892,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.011658031088082901,,,,,,,,,,Pytorch,uniprot
3
+ 0.4117647111415863,0.5496097803115845,0.4000000059604645,0.17391304671764374,0.24242424964904785,693,0.48484848484848486,0.5151515151515151,0.37709239560392777,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,6,0.0,0.012987012987012988,79.0,0.6962025316455697,0.3037974683544304,0.359625193861414,0.0,8.0,0.0,0.01443001443001443,True,Pytorch,uniprot