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·
d8a186f
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Parent(s):
9e3ebaa
Added results with FP normalization removed
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- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- models/best_model_n1_tanimoto-epoch=5-test_acc=0.75-test_roc_auc=0.820.ckpt +0 -3
- 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
- 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
- models/cv_model_random_fold2-epoch=16-val_acc=0.86-val_roc_auc=0.908.ckpt +3 -0
- models/cv_model_tanimoto_fold1-epoch=6-val_acc=0.85-val_roc_auc=0.891.ckpt +3 -0
- models/cv_model_tanimoto_fold1-epoch=7-val_acc=0.85-val_roc_auc=0.913.ckpt +0 -3
- 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
- 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
- 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
- notebooks/ablation_study_e3_ligase.pdf +0 -0
- protac_degradation_predictor/__init__.py +3 -0
- protac_degradation_predictor/protac_dataset.py +20 -17
- reports/ablation_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random.csv +28 -28
- reports/ablation_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto.csv +28 -28
- reports/ablation_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot.csv +28 -28
- reports/cv_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random.csv +5 -5
- reports/cv_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto.csv +5 -5
- reports/cv_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot.csv +5 -5
- reports/hparam_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random.csv +1 -1
- reports/hparam_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto.csv +1 -1
- reports/hparam_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot.csv +1 -1
- reports/majority_vote_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random.csv +2 -2
- reports/majority_vote_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_tanimoto.csv +2 -2
- 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
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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
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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
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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
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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
CHANGED
@@ -1,39 +1,37 @@
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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
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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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|
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}
RENAMED
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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}
RENAMED
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|
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}
RENAMED
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models/cv_model_tanimoto_fold1-epoch=6-val_acc=0.85-val_roc_auc=0.891.ckpt
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|
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|
|
|
|
|
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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}
RENAMED
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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}
RENAMED
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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}
RENAMED
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notebooks/ablation_study_e3_ligase.pdf
ADDED
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 |
-
|
|
|
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 |
-
|
202 |
-
|
203 |
-
|
204 |
-
|
205 |
-
|
206 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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 |
|
reports/ablation_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_random.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.
|
3 |
-
|
4 |
-
|
5 |
-
,0.
|
6 |
-
0.
|
7 |
-
|
8 |
-
1.
|
9 |
-
,0.
|
10 |
-
|
11 |
-
|
12 |
-
|
13 |
-
,0.
|
14 |
-
0.
|
15 |
-
0.
|
16 |
-
|
17 |
-
,0.5348837375640869,,0.0,0.0,0.
|
18 |
-
1.
|
19 |
-
|
20 |
-
1.
|
21 |
-
,0.
|
22 |
-
1.
|
23 |
-
|
24 |
-
1.
|
25 |
-
,0.
|
26 |
-
1.
|
27 |
-
|
28 |
-
|
29 |
-
,0.
|
|
|
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
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|
5 |
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,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
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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 |
-
|
3 |
-
|
4 |
-
|
5 |
-
,0.
|
6 |
-
|
7 |
-
|
8 |
-
|
9 |
-
,0.
|
10 |
-
0.
|
11 |
-
|
12 |
-
1.
|
13 |
-
,0.5647059082984924,,0.0,0.0,0.
|
14 |
-
|
15 |
-
0.
|
16 |
-
|
17 |
-
,0.
|
18 |
-
|
19 |
-
|
20 |
-
|
21 |
-
,0.
|
22 |
-
|
23 |
-
1.
|
24 |
-
|
25 |
-
,0.
|
26 |
-
1.
|
27 |
-
|
28 |
-
1.
|
29 |
-
,0.
|
|
|
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.
|
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0.
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0.
|
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|
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0.
|
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0.
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0.
|
11 |
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0.
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|
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0.
|
17 |
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,0.4588235318660736,,0.0,0.0,0.
|
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0.
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0.
|
21 |
-
,0.4588235318660736,,0.0,0.0,0.
|
22 |
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0.
|
23 |
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0.
|
24 |
-
0.
|
25 |
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|
26 |
-
0.
|
27 |
-
0.
|
28 |
-
0.
|
29 |
-
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|
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|
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 |
-
Pytorch,0,616,155,0.7989623865110247,0.20103761348897536,0.5146103896103896,0.48538961038961037,0.3764747567290648,0.5161290322580645,0.4838709677419355,0.378122111132927,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,41,60,0.8863636363636364,0.1461038961038961,32,41,0.8246753246753247,0.11201298701298701,0.
|
3 |
-
Pytorch,1,617,154,0.8002594033722439,0.19974059662775617,0.513776337115073,0.4862236628849271,0.3773716328024738,0.5194805194805194,0.4805194805194805,0.3745394800752027,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,43,71,0.9205834683954619,0.1880064829821718,34,38,0.839546191247974,0.10210696920583469,0.
|
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.
|
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.
|
6 |
-
Pytorch,4,617,154,0.8002594033722439,0.19974059662775617,0.5153970826580226,0.4846029173419773,0.37754294873841293,0.512987012987013,0.487012987012987,0.37385310389030396,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,40,70,0.9108589951377634,0.1766612641815235,34,36,0.8379254457050244,0.10048622366288493,0.
|
|
|
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 |
+
Pytorch,0,616,155,0.7989623865110247,0.20103761348897536,0.5146103896103896,0.48538961038961037,0.3764747567290648,0.5161290322580645,0.4838709677419355,0.378122111132927,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,41,60,0.8863636363636364,0.1461038961038961,32,41,0.8246753246753247,0.11201298701298701,0.1061299666762352,0.12174799293279648,0.1061299666762352,0.965299665927887,0.965299665927887,0.965299665927887,0.965299665927887,0.965299665927887,0.965299665927887,0.965299665927887,0.965299665927887,0.9957706928253174,0.9957706928253174,0.4398551285266876,0.8451613187789917,0.8536585569381714,0.8333333134651184,0.875,0.9043333530426025,0.6617656350135803,0.8023256063461304,0.8172042965888977,0.7169811129570007,0.949999988079071,0.8603261113166809,random
|
3 |
+
Pytorch,1,617,154,0.8002594033722439,0.19974059662775617,0.513776337115073,0.4862236628849271,0.3773716328024738,0.5194805194805194,0.4805194805194805,0.3745394800752027,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,43,71,0.9205834683954619,0.1880064829821718,34,38,0.839546191247974,0.10210696920583469,0.09597808122634888,0.11447753757238388,0.09597808122634888,0.9779179692268372,0.9779179692268372,0.9779179692268372,0.9779179692268372,0.9779179692268372,0.9779179692268372,0.9779179692268372,0.9779179692268372,0.9965369701385498,0.9965369701385498,0.3713941276073456,0.8701298832893372,0.8780487775802612,0.8571428656578064,0.8999999761581421,0.9244933128356934,0.6580512523651123,0.7558139562606812,0.7640449404716492,0.6938775777816772,0.8500000238418579,0.8581521511077881,random
|
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 |
+
Pytorch,3,617,154,0.8002594033722439,0.19974059662775617,0.5153970826580226,0.4846029173419773,0.376067795433057,0.512987012987013,0.487012987012987,0.3797632960292948,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,38,69,0.8768233387358185,0.1620745542949757,34,35,0.8233387358184765,0.10372771474878444,0.09584080427885056,0.08126925677061081,0.09584080427885056,0.9764150977134705,0.9764150977134705,0.9768875241279602,0.9768875241279602,0.9577039480209351,0.9577039480209351,0.9968553185462952,0.9968553185462952,0.9971619248390198,0.9971619248390198,0.38174617290496826,0.8571428656578064,0.8658536672592163,0.8352941274642944,0.8987341523170471,0.9245569705963135,0.693242609500885,0.7325581312179565,0.7472527623176575,0.6666666865348816,0.8500000238418579,0.8478261232376099,random
|
6 |
+
Pytorch,4,617,154,0.8002594033722439,0.19974059662775617,0.5153970826580226,0.4846029173419773,0.37754294873841293,0.512987012987013,0.487012987012987,0.37385310389030396,86,0.46511627906976744,0.5348837209302325,0.38114673659326254,40,70,0.9108589951377634,0.1766612641815235,34,36,0.8379254457050244,0.10048622366288493,0.0964246392250061,0.09610488265752792,0.0964246392250061,0.9685534834861755,0.9685534834861755,0.9685534834861755,0.9685534834861755,0.9685534834861755,0.9685534834861755,0.9685534834861755,0.9685534834861755,0.9973349571228027,0.9973349571228027,0.36059996485710144,0.8701298832893372,0.875,0.8641975522041321,0.8860759735107422,0.9272574186325073,0.5615460276603699,0.7790697813034058,0.7816091775894165,0.7234042286872864,0.8500000238418579,0.8788043260574341,random
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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 @@
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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
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Pytorch,0,660,112,0.8549222797927462,0.14507772020725387,0.5151515151515151,0.48484848484848486,0.3746007479534539,0.5357142857142857,0.4642857142857143,0.36039760752679745,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,28,0,0.7287878787878788,0.0,22,0,0.5772727272727273,0.0,93,18,0.
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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.
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4 |
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Pytorch,2,616,156,0.7979274611398963,0.20207253886010362,0.5422077922077922,0.4577922077922078,0.3703905895057365,0.4230769230769231,0.5769230769230769,0.3810283497227386,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,34,0,0.8766233766233766,0.0,22,0,0.573051948051948,0.0,89,22,0.
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5 |
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Pytorch,3,598,174,0.7746113989637305,0.22538860103626943,0.5284280936454849,0.47157190635451507,0.3724501237416547,0.4827586206896552,0.5172413793103449,0.37284972238374353,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,40,0,0.9214046822742475,0.0,20,0,0.5652173913043478,0.0,85,26,0.
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6 |
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Pytorch,4,625,147,0.8095854922279793,0.19041450777202074,0.5072,0.4928,0.3718624545530267,0.564625850340136,0.43537414965986393,0.3754217115417634,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,35,0,0.9024,0.0,22,0,0.5696,0.0,92,19,0.
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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
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Pytorch,0,660,112,0.8549222797927462,0.14507772020725387,0.5151515151515151,0.48484848484848486,0.3746007479534539,0.5357142857142857,0.4642857142857143,0.36039760752679745,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,28,0,0.7287878787878788,0.0,22,0,0.5772727272727273,0.0,93,18,0.27133235335350037,0.32638174295425415,0.27133235335350037,0.907575786113739,0.907575786113739,0.9122301936149597,0.9122301936149597,0.8929577469825745,0.8929577469825745,0.9323529601097107,0.9323529601097107,0.9643474221229553,0.9643474221229553,0.5324009656906128,0.7678571343421936,0.7903226017951965,0.765625,0.8166666626930237,0.8469550609588623,0.5796061754226685,0.6941176652908325,0.5517241358757019,0.761904776096344,0.4324324429035187,0.8012387752532959,tanimoto
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3 |
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Pytorch,1,589,183,0.7629533678756477,0.23704663212435234,0.49745331069609505,0.5025466893039049,0.37328997944169634,0.5846994535519126,0.41530054644808745,0.3701269278749823,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,38,0,0.8896434634974533,0.0,21,0,0.5636672325976231,0.0,85,26,0.22261179983615875,0.20197315514087677,0.22261179983615875,0.9286926984786987,0.9286926984786987,0.9292929172515869,0.9292929172515869,0.9169435501098633,0.9169435501098633,0.9419795274734497,0.9419795274734497,0.9807155132293701,0.9807155132293701,0.39571627974510193,0.8415300250053406,0.8571428656578064,0.90625,0.8130841255187988,0.9051893949508667,0.5426412224769592,0.7764706015586853,0.7076923251152039,0.8214285969734192,0.6216216087341309,0.8091216087341309,tanimoto
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4 |
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Pytorch,2,616,156,0.7979274611398963,0.20207253886010362,0.5422077922077922,0.4577922077922078,0.3703905895057365,0.4230769230769231,0.5769230769230769,0.3810283497227386,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,34,0,0.8766233766233766,0.0,22,0,0.573051948051948,0.0,89,22,0.15093234181404114,0.15447114408016205,0.15093234181404114,0.9577922224998474,0.9577922224998474,0.961309552192688,0.961309552192688,0.9556213021278381,0.9556213021278381,0.9670658707618713,0.9670658707618713,0.993804931640625,0.993804931640625,0.322208434343338,0.8653846383094788,0.8489208817481995,0.8082191944122314,0.8939393758773804,0.9375420808792114,0.5410588383674622,0.7882353067398071,0.699999988079071,0.9130434989929199,0.5675675868988037,0.8609234094619751,tanimoto
|
5 |
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Pytorch,3,598,174,0.7746113989637305,0.22538860103626943,0.5284280936454849,0.47157190635451507,0.3724501237416547,0.4827586206896552,0.5172413793103449,0.37284972238374353,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,40,0,0.9214046822742475,0.0,20,0,0.5652173913043478,0.0,85,26,0.18744556605815887,0.1838909536600113,0.18744556605815887,0.9464883208274841,0.9464883208274841,0.9503105878829956,0.9503105878829956,0.9329268336296082,0.9329268336296082,0.9683544039726257,0.9683544039726257,0.9876503944396973,0.9876503944396973,0.5033581852912903,0.7586206793785095,0.7640449404716492,0.7234042286872864,0.8095238208770752,0.8525131940841675,0.6232004761695862,0.7529411911964417,0.6557376980781555,0.8333333134651184,0.5405405163764954,0.7933558225631714,tanimoto
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6 |
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Pytorch,4,625,147,0.8095854922279793,0.19041450777202074,0.5072,0.4928,0.3718624545530267,0.564625850340136,0.43537414965986393,0.3754217115417634,85,0.43529411764705883,0.5647058823529412,0.4199408355934975,35,0,0.9024,0.0,22,0,0.5696,0.0,92,19,0.1600237488746643,0.15556922554969788,0.1600237488746643,0.9535999894142151,0.9535999894142151,0.9547581672668457,0.9547581672668457,0.9444444179534912,0.9444444179534912,0.965299665927887,0.965299665927887,0.9904338717460632,0.9904338717460632,0.6478341817855835,0.7210884094238281,0.7388535141944885,0.7837837934494019,0.6987951993942261,0.7923569679260254,0.5805463194847107,0.7764706015586853,0.7323943376541138,0.7647058963775635,0.7027027010917664,0.8136261701583862,tanimoto
|
reports/cv_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot.csv
CHANGED
@@ -1,6 +1,6 @@
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|
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
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Pytorch,0,560,212,0.7253886010362695,0.27461139896373055,0.5446428571428571,0.45535714285714285,0.37534444049099397,0.4056603773584906,0.5943396226415094,0.37520063110196705,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,35,0.0,0.10357142857142858,0,4,0.0,0.010714285714285714,24,10,0.
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Pytorch,1,627,145,0.8121761658031088,0.1878238341968912,0.5167464114832536,0.48325358851674644,0.37188923384282585,0.46206896551724136,0.5379310344827586,0.39007497137325375,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,28,0.0,0.06698564593301436,0,4,0.0,0.007974481658692184,27,7,0.
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4 |
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Pytorch,2,662,110,0.8575129533678757,0.14248704663212436,0.5060422960725075,0.49395770392749244,0.3776058279911666,0.509090909090909,0.4909090909090909,0.361457839440194,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,0,0.0,0.0,0,5,0.0,0.012084592145015106,28,6,0.
|
5 |
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Pytorch,3,546,226,0.7072538860103627,0.2927461139896373,0.4835164835164835,0.5164835164835165,0.37412849321650515,0.5619469026548672,0.43805309734513276,0.37814718217859195,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,8,0.0,0.040293040293040296,0,5,0.0,0.014652014652014652,27,7,0.
|
6 |
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Pytorch,4,693,79,0.8976683937823834,0.10233160621761658,0.48484848484848486,0.5151515151515151,0.37709239560392777,0.6962025316455697,0.3037974683544304,0.359625193861414,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,8,0.0,0.01443001443001443,0,6,0.0,0.012987012987012988,30,4,0.
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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
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Pytorch,0,560,212,0.7253886010362695,0.27461139896373055,0.5446428571428571,0.45535714285714285,0.37534444049099397,0.4056603773584906,0.5943396226415094,0.37520063110196705,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,35,0.0,0.10357142857142858,0,4,0.0,0.010714285714285714,24,10,0.5542864799499512,0.55522620677948,0.5542864799499512,0.8180328011512756,0.8180328011512756,0.8310502171516418,0.8310502171516418,0.7755681872367859,0.7755681872367859,0.8950819969177246,0.8950819969177246,0.8897286057472229,0.8897286057472229,0.6516302824020386,0.650943398475647,0.6636363863945007,0.5447761416435242,0.8488371968269348,0.7351421117782593,0.6540032625198364,0.6000000238418579,0.6909090876579285,0.59375,0.8260869383811951,0.6895206570625305,uniprot
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3 |
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Pytorch,1,627,145,0.8121761658031088,0.1878238341968912,0.5167464114832536,0.48325358851674644,0.37188923384282585,0.46206896551724136,0.5379310344827586,0.39007497137325375,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,28,0.0,0.06698564593301436,0,4,0.0,0.007974481658692184,27,7,0.4804477393627167,0.39317643642425537,0.4804477393627167,0.8101851940155029,0.8101851940155029,0.8193832635879517,0.8193832635879517,0.7815126180648804,0.7815126180648804,0.8611111044883728,0.8611111044883728,0.87351393699646,0.87351393699646,0.4844307601451874,0.8965517282485962,0.8905109763145447,0.8714285492897034,0.9104477763175964,0.911787211894989,0.6586154103279114,0.5764706134796143,0.5909090638160706,0.6190476417541504,0.5652173757553101,0.6856186985969543,uniprot
|
4 |
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Pytorch,2,662,110,0.8575129533678757,0.14248704663212436,0.5060422960725075,0.49395770392749244,0.3776058279911666,0.509090909090909,0.4909090909090909,0.361457839440194,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,0,0.0,0.0,0,5,0.0,0.012084592145015106,28,6,0.616503894329071,0.6199424862861633,0.616503894329071,0.8208954930305481,0.8208954930305481,0.831932783126831,0.831932783126831,0.7836411595344543,0.7836411595344543,0.8865671753883362,0.8865671753883362,0.8768100142478943,0.8768100142478943,0.6775277853012085,0.6545454263687134,0.6935483813285828,0.6323529481887817,0.7678571343421936,0.6793981790542603,0.6808775663375854,0.5882353186607361,0.6315789222717285,0.6122449040412903,0.6521739363670349,0.6265329122543335,uniprot
|
5 |
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Pytorch,3,546,226,0.7072538860103627,0.2927461139896373,0.4835164835164835,0.5164835164835165,0.37412849321650515,0.5619469026548672,0.43805309734513276,0.37814718217859195,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,8,0.0,0.040293040293040296,0,5,0.0,0.014652014652014652,27,7,0.6443312764167786,0.6514315009117126,0.6443312764167786,0.783687949180603,0.783687949180603,0.7829181551933289,0.7829181551933289,0.7857142686843872,0.7857142686843872,0.7801418304443359,0.7801418304443359,0.8692218661308289,0.8692218661308289,0.6922227144241333,0.5265486836433411,0.46766167879104614,0.6351351141929626,0.3700787425041199,0.5458521842956543,0.6967663764953613,0.43529412150382996,0.3513513505458832,0.4642857015132904,0.28260868787765503,0.4771460294723511,uniprot
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6 |
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Pytorch,4,693,79,0.8976683937823834,0.10233160621761658,0.48484848484848486,0.5151515151515151,0.37709239560392777,0.6962025316455697,0.3037974683544304,0.359625193861414,85,0.5411764705882353,0.4588235294117647,0.39483030881358294,0,8,0.0,0.01443001443001443,0,6,0.0,0.012987012987012988,30,4,0.4592186510562897,0.47204071283340454,0.4592186510562897,0.8235294222831726,0.8235294222831726,0.8301886916160583,0.8301886916160583,0.800000011920929,0.800000011920929,0.8627451062202454,0.8627451062202454,0.9018901586532593,0.9018901586532593,0.5406284332275391,0.797468364238739,0.8518518805503845,0.8679245114326477,0.8363636136054993,0.8583333492279053,0.7136592268943787,0.6000000238418579,0.6382978558540344,0.625,0.6521739363670349,0.5289855003356934,uniprot
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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 @@
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hidden_dim,learning_rate,smote_k_neighbors,use_smote,dropout,use_batch_norm,split_type
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2 |
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1 |
hidden_dim,learning_rate,smote_k_neighbors,use_smote,dropout,use_batch_norm,split_type
|
2 |
+
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
@@ -1,2 +1,2 @@
|
|
1 |
hidden_dim,learning_rate,smote_k_neighbors,use_smote,dropout,use_batch_norm,split_type
|
2 |
-
|
|
|
1 |
hidden_dim,learning_rate,smote_k_neighbors,use_smote,dropout,use_batch_norm,split_type
|
2 |
+
64,0.0007711844442771359,13,False,0.3045354410518719,True,tanimoto
|
reports/hparam_report_Active_Dmax_0.6_pDC50_6.0_test_split_0.1_uniprot.csv
CHANGED
@@ -1,2 +1,2 @@
|
|
1 |
hidden_dim,learning_rate,smote_k_neighbors,use_smote,dropout,use_batch_norm,split_type
|
2 |
-
32,0.
|
|
|
1 |
hidden_dim,learning_rate,smote_k_neighbors,use_smote,dropout,use_batch_norm,split_type
|
2 |
+
32,0.0006485744798313806,4,True,0.09263762731228274,False,uniprot
|
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.
|
3 |
-
0.
|
|
|
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.
|
3 |
-
0.
|
|
|
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.
|
3 |
-
0.
|
|
|
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
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