2024-03-11 15:12:30 | INFO | #################################################################################################### 2024-03-11 15:12:30 | INFO | MODEL atom_lowest_lfer_default_dart 2024-03-11 15:12:30 | INFO | parameters 2024-03-11 15:12:30 | INFO | {'random_state': 42, 'objective': 'binary', 'metric': ['binary_logloss', 'auc'], 'boosting': 'dart', 'num_iterations': 10000, 'early_stopping_round': None} 2024-03-11 15:12:30 | INFO | 0 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | Metrics for atom_lowest_lfer_default_dart model 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | TRAIN 2024-03-11 15:12:30 | INFO | Train logloss mean: 0.0000, +- 0.0000 2024-03-11 15:12:30 | INFO | Train AUC mean: 1.0000 +- 0.0000 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | VALID 2024-03-11 15:12:30 | INFO | Valid logloss mean: 0.2923, +- 0.1177 2024-03-11 15:12:30 | INFO | Valid AUC mean: 0.9845 +- 0.0086 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | #################################################################################################### 2024-03-11 15:12:30 | INFO | MODEL atom_lowest_lfer_default_gbdt 2024-03-11 15:12:30 | INFO | parameters 2024-03-11 15:12:30 | INFO | {'random_state': 42, 'objective': 'binary', 'metric': ['binary_logloss', 'auc'], 'boosting': 'gbdt', 'num_iterations': 10000, 'early_stopping_round': None} 2024-03-11 15:12:30 | INFO | 95 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | Metrics for atom_lowest_lfer_default_gbdt model 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | TRAIN 2024-03-11 15:12:30 | INFO | Train logloss mean: 0.0125, +- 0.0157 2024-03-11 15:12:30 | INFO | Train AUC mean: 1.0000 +- 0.0001 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | VALID 2024-03-11 15:12:30 | INFO | Valid logloss mean: 0.0958, +- 0.0445 2024-03-11 15:12:30 | INFO | Valid AUC mean: 0.9900 +- 0.0117 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | #################################################################################################### 2024-03-11 15:12:30 | INFO | MODEL atom_lowest_lfer_dart 2024-03-11 15:12:30 | INFO | parameters 2024-03-11 15:12:30 | INFO | {'random_state': 42, 'objective': 'binary', 'metric': ['binary_logloss', 'auc'], 'boosting': 'dart', 'num_leaves': 1330, 'max_depth': 2, 'learning_rate': 0.020411092042188796, 'min_data_in_leaf': 38, 'min_child_weight': 0.015080351640469327, 'feature_fraction': 0.8483437475851974, 'bagging_fraction': 0.7908204197425454, 'bagging_freq': 1, 'max_bin': 929, 'lambda_l1': 1.2413056725854638e-07, 'lambda_l2': 0.11196778654091802, 'scale_pos_weight': 3.0081718006667915, 'num_iterations': 10000, 'early_stopping_round': None} 2024-03-11 15:12:30 | INFO | 0 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | Metrics for atom_lowest_lfer_dart model 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | TRAIN 2024-03-11 15:12:30 | INFO | Train logloss mean: 0.0136, +- 0.0014 2024-03-11 15:12:30 | INFO | Train AUC mean: 1.0000 +- 0.0000 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | VALID 2024-03-11 15:12:30 | INFO | Valid logloss mean: 0.0974, +- 0.0378 2024-03-11 15:12:30 | INFO | Valid AUC mean: 0.9898 +- 0.0069 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | #################################################################################################### 2024-03-11 15:12:30 | INFO | MODEL atom_lowest_lfer_gbdt 2024-03-11 15:12:30 | INFO | parameters 2024-03-11 15:12:30 | INFO | {'random_state': 42, 'objective': 'binary', 'metric': ['binary_logloss', 'auc'], 'boosting': 'gbdt', 'num_leaves': 1294, 'max_depth': 10, 'learning_rate': 0.03370734807858064, 'min_data_in_leaf': 2, 'min_child_weight': 0.002939847408164805, 'feature_fraction': 0.7332528717235126, 'bagging_fraction': 0.8537671243724928, 'bagging_freq': 7, 'max_bin': 729, 'lambda_l1': 0.0001031599701303885, 'lambda_l2': 0.0001011264127289115, 'scale_pos_weight': 3.813871184200048, 'num_iterations': 10000, 'early_stopping_round': None} 2024-03-11 15:12:30 | INFO | 233 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | Metrics for atom_lowest_lfer_gbdt model 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | TRAIN 2024-03-11 15:12:30 | INFO | Train logloss mean: 0.0135, +- 0.0103 2024-03-11 15:12:30 | INFO | Train AUC mean: 1.0000 +- 0.0000 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | VALID 2024-03-11 15:12:30 | INFO | Valid logloss mean: 0.1012, +- 0.0405 2024-03-11 15:12:30 | INFO | Valid AUC mean: 0.9880 +- 0.0130 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | #################################################################################################### 2024-03-11 15:12:30 | INFO | MODEL atom_lowest_lfer1_default_dart 2024-03-11 15:12:30 | INFO | parameters 2024-03-11 15:12:30 | INFO | {'random_state': 42, 'objective': 'binary', 'metric': ['binary_logloss', 'auc'], 'boosting': 'dart', 'num_iterations': 10000, 'early_stopping_round': None} 2024-03-11 15:12:30 | INFO | 0 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | Metrics for atom_lowest_lfer1_default_dart model 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | TRAIN 2024-03-11 15:12:30 | INFO | Train logloss mean: 0.0000, +- 0.0000 2024-03-11 15:12:30 | INFO | Train AUC mean: 1.0000 +- 0.0000 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | VALID 2024-03-11 15:12:30 | INFO | Valid logloss mean: 0.2853, +- 0.0978 2024-03-11 15:12:30 | INFO | Valid AUC mean: 0.9818 +- 0.0114 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | #################################################################################################### 2024-03-11 15:12:30 | INFO | MODEL atom_lowest_lfer1_default_gbdt 2024-03-11 15:12:30 | INFO | parameters 2024-03-11 15:12:30 | INFO | {'random_state': 42, 'objective': 'binary', 'metric': ['binary_logloss', 'auc'], 'boosting': 'gbdt', 'num_iterations': 10000, 'early_stopping_round': None} 2024-03-11 15:12:30 | INFO | 98 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | Metrics for atom_lowest_lfer1_default_gbdt model 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | TRAIN 2024-03-11 15:12:30 | INFO | Train logloss mean: 0.0114, +- 0.0065 2024-03-11 15:12:30 | INFO | Train AUC mean: 1.0000 +- 0.0000 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | VALID 2024-03-11 15:12:30 | INFO | Valid logloss mean: 0.0955, +- 0.0412 2024-03-11 15:12:30 | INFO | Valid AUC mean: 0.9887 +- 0.0104 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | #################################################################################################### 2024-03-11 15:12:30 | INFO | MODEL atom_lowest_lfer1_dart 2024-03-11 15:12:30 | INFO | parameters 2024-03-11 15:12:30 | INFO | {'random_state': 42, 'objective': 'binary', 'metric': ['binary_logloss', 'auc'], 'boosting': 'dart', 'num_leaves': 516, 'max_depth': 3, 'learning_rate': 0.011335779138652687, 'min_data_in_leaf': 71, 'min_child_weight': 1.2349037082825078, 'feature_fraction': 0.8476948009874323, 'bagging_fraction': 0.9452923157496456, 'bagging_freq': 1, 'max_bin': 321, 'lambda_l1': 2.176543474837743e-08, 'lambda_l2': 0.0035794507636363443, 'scale_pos_weight': 2.9766464749010826, 'num_iterations': 10000, 'early_stopping_round': None} 2024-03-11 15:12:30 | INFO | 0 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | Metrics for atom_lowest_lfer1_dart model 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | TRAIN 2024-03-11 15:12:30 | INFO | Train logloss mean: 0.0189, +- 0.0014 2024-03-11 15:12:30 | INFO | Train AUC mean: 1.0000 +- 0.0000 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | VALID 2024-03-11 15:12:30 | INFO | Valid logloss mean: 0.0927, +- 0.0264 2024-03-11 15:12:30 | INFO | Valid AUC mean: 0.9908 +- 0.0057 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | #################################################################################################### 2024-03-11 15:12:30 | INFO | MODEL atom_lowest_lfer1_gbdt 2024-03-11 15:12:30 | INFO | parameters 2024-03-11 15:12:30 | INFO | {'random_state': 42, 'objective': 'binary', 'metric': ['binary_logloss', 'auc'], 'boosting': 'gbdt', 'num_leaves': 264, 'max_depth': 2, 'learning_rate': 0.13920698386114294, 'min_data_in_leaf': 48, 'min_child_weight': 2.0013469726626078e-05, 'feature_fraction': 0.8046293822574242, 'bagging_fraction': 0.6977273896300191, 'bagging_freq': 2, 'max_bin': 981, 'lambda_l1': 8.783843483021514e-06, 'lambda_l2': 0.03600354236071815, 'scale_pos_weight': 3.4989175503181578, 'num_iterations': 10000, 'early_stopping_round': None} 2024-03-11 15:12:30 | INFO | 499 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | Metrics for atom_lowest_lfer1_gbdt model 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | TRAIN 2024-03-11 15:12:30 | INFO | Train logloss mean: 0.0399, +- 0.0250 2024-03-11 15:12:30 | INFO | Train AUC mean: 0.9991 +- 0.0013 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | VALID 2024-03-11 15:12:30 | INFO | Valid logloss mean: 0.1036, +- 0.0265 2024-03-11 15:12:30 | INFO | Valid AUC mean: 0.9910 +- 0.0056 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | #################################################################################################### 2024-03-11 15:12:30 | INFO | MODEL atom_lowest_lfer2_default_dart 2024-03-11 15:12:30 | INFO | parameters 2024-03-11 15:12:30 | INFO | {'random_state': 42, 'objective': 'binary', 'metric': ['binary_logloss', 'auc'], 'boosting': 'dart', 'num_iterations': 10000, 'early_stopping_round': None} 2024-03-11 15:12:30 | INFO | 0 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | Metrics for atom_lowest_lfer2_default_dart model 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | TRAIN 2024-03-11 15:12:30 | INFO | Train logloss mean: 0.0000, +- 0.0000 2024-03-11 15:12:30 | INFO | Train AUC mean: 1.0000 +- 0.0000 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | VALID 2024-03-11 15:12:30 | INFO | Valid logloss mean: 0.3144, +- 0.1016 2024-03-11 15:12:30 | INFO | Valid AUC mean: 0.9761 +- 0.0129 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | #################################################################################################### 2024-03-11 15:12:30 | INFO | MODEL atom_lowest_lfer2_default_gbdt 2024-03-11 15:12:30 | INFO | parameters 2024-03-11 15:12:30 | INFO | {'random_state': 42, 'objective': 'binary', 'metric': ['binary_logloss', 'auc'], 'boosting': 'gbdt', 'num_iterations': 10000, 'early_stopping_round': None} 2024-03-11 15:12:30 | INFO | 74 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | Metrics for atom_lowest_lfer2_default_gbdt model 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | TRAIN 2024-03-11 15:12:30 | INFO | Train logloss mean: 0.0106, +- 0.0033 2024-03-11 15:12:30 | INFO | Train AUC mean: 1.0000 +- 0.0000 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | VALID 2024-03-11 15:12:30 | INFO | Valid logloss mean: 0.1060, +- 0.0364 2024-03-11 15:12:30 | INFO | Valid AUC mean: 0.9893 +- 0.0071 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | #################################################################################################### 2024-03-11 15:12:30 | INFO | MODEL atom_lowest_lfer2_dart 2024-03-11 15:12:30 | INFO | parameters 2024-03-11 15:12:30 | INFO | {'random_state': 42, 'objective': 'binary', 'metric': ['binary_logloss', 'auc'], 'boosting': 'dart', 'num_leaves': 440, 'max_depth': 2, 'learning_rate': 0.022429208415782755, 'min_data_in_leaf': 68, 'min_child_weight': 1.4368086236992001, 'feature_fraction': 0.9402482035917541, 'bagging_fraction': 0.7275043463444232, 'bagging_freq': 4, 'max_bin': 616, 'lambda_l1': 7.951334364400892e-07, 'lambda_l2': 0.019091033384408516, 'scale_pos_weight': 3.534496500133313, 'num_iterations': 10000, 'early_stopping_round': None} 2024-03-11 15:12:30 | INFO | 0 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | Metrics for atom_lowest_lfer2_dart model 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | TRAIN 2024-03-11 15:12:30 | INFO | Train logloss mean: 0.0213, +- 0.0016 2024-03-11 15:12:30 | INFO | Train AUC mean: 1.0000 +- 0.0000 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | VALID 2024-03-11 15:12:30 | INFO | Valid logloss mean: 0.1176, +- 0.0211 2024-03-11 15:12:30 | INFO | Valid AUC mean: 0.9865 +- 0.0047 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | #################################################################################################### 2024-03-11 15:12:30 | INFO | MODEL atom_lowest_lfer2_gbdt 2024-03-11 15:12:30 | INFO | parameters 2024-03-11 15:12:30 | INFO | {'random_state': 42, 'objective': 'binary', 'metric': ['binary_logloss', 'auc'], 'boosting': 'gbdt', 'num_leaves': 1959, 'max_depth': 7, 'learning_rate': 0.2021723689501427, 'min_data_in_leaf': 44, 'min_child_weight': 0.007822526125229825, 'feature_fraction': 0.5955534296507677, 'bagging_fraction': 0.8098445198096397, 'bagging_freq': 6, 'max_bin': 833, 'lambda_l1': 0.00027392475789787113, 'lambda_l2': 2.7132956589051783e-05, 'scale_pos_weight': 3.3048154494270836, 'num_iterations': 10000, 'early_stopping_round': None} 2024-03-11 15:12:30 | INFO | 108 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | Metrics for atom_lowest_lfer2_gbdt model 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | TRAIN 2024-03-11 15:12:30 | INFO | Train logloss mean: 0.0186, +- 0.0076 2024-03-11 15:12:30 | INFO | Train AUC mean: 1.0000 +- 0.0000 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | VALID 2024-03-11 15:12:30 | INFO | Valid logloss mean: 0.0996, +- 0.0269 2024-03-11 15:12:30 | INFO | Valid AUC mean: 0.9905 +- 0.0049 2024-03-11 15:12:30 | INFO | ---------------------------------------------------------------------------------------------------- 2024-03-11 15:12:30 | INFO | #################################################################################################### 2024-03-11 15:12:30 | INFO | Train on 80 % of the data and test on 20 % of the data. No validation set 2024-03-11 15:12:30 | INFO | #################################################################################################### 2024-03-11 15:15:40 | INFO | ------------------------------ 2024-03-11 15:15:40 | INFO | MODEL atom_lowest_lfer_default_dart 2024-03-11 15:15:40 | INFO | CM: [[623 11] [ 19 136]] 2024-03-11 15:15:40 | INFO | ACC: 0.96 2024-03-11 15:15:40 | INFO | MCC: 0.88 2024-03-11 15:15:40 | INFO | PPV: 0.93 2024-03-11 15:15:40 | INFO | TPR: 0.88 2024-03-11 15:15:40 | INFO | TNP: 0.98 2024-03-11 15:15:40 | INFO | NPV: 0.97 2024-03-11 15:15:40 | INFO | ------------------------------ 2024-03-11 15:15:41 | INFO | ------------------------------ 2024-03-11 15:15:41 | INFO | MODEL atom_lowest_lfer_default_gbdt 2024-03-11 15:15:41 | INFO | CM: [[629 5] [ 16 139]] 2024-03-11 15:15:41 | INFO | ACC: 0.97 2024-03-11 15:15:41 | INFO | MCC: 0.91 2024-03-11 15:15:41 | INFO | PPV: 0.97 2024-03-11 15:15:41 | INFO | TPR: 0.90 2024-03-11 15:15:41 | INFO | TNP: 0.99 2024-03-11 15:15:41 | INFO | NPV: 0.98 2024-03-11 15:15:41 | INFO | ------------------------------ 2024-03-11 15:15:41 | INFO | ------------------------------ 2024-03-11 15:15:41 | INFO | MODEL atom_lowest_lfer_dart 2024-03-11 15:15:41 | INFO | CM: [[619 15] [ 16 139]] 2024-03-11 15:15:41 | INFO | ACC: 0.96 2024-03-11 15:15:41 | INFO | MCC: 0.88 2024-03-11 15:15:41 | INFO | PPV: 0.90 2024-03-11 15:15:41 | INFO | TPR: 0.90 2024-03-11 15:15:41 | INFO | TNP: 0.98 2024-03-11 15:15:41 | INFO | NPV: 0.97 2024-03-11 15:15:41 | INFO | ------------------------------ 2024-03-11 15:15:42 | INFO | ------------------------------ 2024-03-11 15:15:42 | INFO | MODEL atom_lowest_lfer_gbdt 2024-03-11 15:15:42 | INFO | CM: [[630 4] [ 16 139]] 2024-03-11 15:15:42 | INFO | ACC: 0.97 2024-03-11 15:15:42 | INFO | MCC: 0.92 2024-03-11 15:15:42 | INFO | PPV: 0.97 2024-03-11 15:15:42 | INFO | TPR: 0.90 2024-03-11 15:15:42 | INFO | TNP: 0.99 2024-03-11 15:15:42 | INFO | NPV: 0.98 2024-03-11 15:15:42 | INFO | ------------------------------ 2024-03-11 15:19:00 | INFO | ------------------------------ 2024-03-11 15:19:00 | INFO | MODEL atom_lowest_lfer1_default_dart 2024-03-11 15:19:00 | INFO | CM: [[616 16] [ 19 138]] 2024-03-11 15:19:00 | INFO | ACC: 0.96 2024-03-11 15:19:00 | INFO | MCC: 0.86 2024-03-11 15:19:00 | INFO | PPV: 0.90 2024-03-11 15:19:00 | INFO | TPR: 0.88 2024-03-11 15:19:00 | INFO | TNP: 0.97 2024-03-11 15:19:00 | INFO | NPV: 0.97 2024-03-11 15:19:00 | INFO | ------------------------------ 2024-03-11 15:19:00 | INFO | ------------------------------ 2024-03-11 15:19:00 | INFO | MODEL atom_lowest_lfer1_default_gbdt 2024-03-11 15:19:00 | INFO | CM: [[623 9] [ 16 141]] 2024-03-11 15:19:00 | INFO | ACC: 0.97 2024-03-11 15:19:00 | INFO | MCC: 0.90 2024-03-11 15:19:00 | INFO | PPV: 0.94 2024-03-11 15:19:00 | INFO | TPR: 0.90 2024-03-11 15:19:00 | INFO | TNP: 0.99 2024-03-11 15:19:00 | INFO | NPV: 0.97 2024-03-11 15:19:00 | INFO | ------------------------------ 2024-03-11 15:19:01 | INFO | ------------------------------ 2024-03-11 15:19:01 | INFO | MODEL atom_lowest_lfer1_dart 2024-03-11 15:19:01 | INFO | CM: [[616 16] [ 14 143]] 2024-03-11 15:19:01 | INFO | ACC: 0.96 2024-03-11 15:19:01 | INFO | MCC: 0.88 2024-03-11 15:19:01 | INFO | PPV: 0.90 2024-03-11 15:19:01 | INFO | TPR: 0.91 2024-03-11 15:19:01 | INFO | TNP: 0.97 2024-03-11 15:19:01 | INFO | NPV: 0.98 2024-03-11 15:19:01 | INFO | ------------------------------ 2024-03-11 15:19:01 | INFO | ------------------------------ 2024-03-11 15:19:01 | INFO | MODEL atom_lowest_lfer1_gbdt 2024-03-11 15:19:01 | INFO | CM: [[615 17] [ 17 140]] 2024-03-11 15:19:01 | INFO | ACC: 0.96 2024-03-11 15:19:01 | INFO | MCC: 0.86 2024-03-11 15:19:01 | INFO | PPV: 0.89 2024-03-11 15:19:01 | INFO | TPR: 0.89 2024-03-11 15:19:01 | INFO | TNP: 0.97 2024-03-11 15:19:01 | INFO | NPV: 0.97 2024-03-11 15:19:01 | INFO | ------------------------------ 2024-03-11 15:22:13 | INFO | ------------------------------ 2024-03-11 15:22:13 | INFO | MODEL atom_lowest_lfer2_default_dart 2024-03-11 15:22:13 | INFO | CM: [[612 17] [ 21 139]] 2024-03-11 15:22:13 | INFO | ACC: 0.96 2024-03-11 15:22:13 | INFO | MCC: 0.86 2024-03-11 15:22:13 | INFO | PPV: 0.89 2024-03-11 15:22:13 | INFO | TPR: 0.89 2024-03-11 15:22:13 | INFO | TNP: 0.97 2024-03-11 15:22:13 | INFO | NPV: 0.97 2024-03-11 15:22:13 | INFO | ------------------------------ 2024-03-11 15:22:14 | INFO | ------------------------------ 2024-03-11 15:22:14 | INFO | MODEL atom_lowest_lfer2_default_gbdt 2024-03-11 15:22:14 | INFO | CM: [[618 11] [ 22 138]] 2024-03-11 15:22:14 | INFO | ACC: 0.96 2024-03-11 15:22:14 | INFO | MCC: 0.86 2024-03-11 15:22:14 | INFO | PPV: 0.89 2024-03-11 15:22:14 | INFO | TPR: 0.89 2024-03-11 15:22:14 | INFO | TNP: 0.97 2024-03-11 15:22:14 | INFO | NPV: 0.97 2024-03-11 15:22:14 | INFO | ------------------------------ 2024-03-11 15:22:14 | INFO | ------------------------------ 2024-03-11 15:22:14 | INFO | MODEL atom_lowest_lfer2_dart 2024-03-11 15:22:14 | INFO | CM: [[609 20] [ 16 144]] 2024-03-11 15:22:14 | INFO | ACC: 0.96 2024-03-11 15:22:14 | INFO | MCC: 0.86 2024-03-11 15:22:14 | INFO | PPV: 0.89 2024-03-11 15:22:14 | INFO | TPR: 0.89 2024-03-11 15:22:14 | INFO | TNP: 0.97 2024-03-11 15:22:14 | INFO | NPV: 0.97 2024-03-11 15:22:14 | INFO | ------------------------------ 2024-03-11 15:22:15 | INFO | ------------------------------ 2024-03-11 15:22:15 | INFO | MODEL atom_lowest_lfer2_gbdt 2024-03-11 15:22:15 | INFO | CM: [[615 14] [ 18 142]] 2024-03-11 15:22:15 | INFO | ACC: 0.96 2024-03-11 15:22:15 | INFO | MCC: 0.86 2024-03-11 15:22:15 | INFO | PPV: 0.89 2024-03-11 15:22:15 | INFO | TPR: 0.89 2024-03-11 15:22:15 | INFO | TNP: 0.97 2024-03-11 15:22:15 | INFO | NPV: 0.97 2024-03-11 15:22:15 | INFO | ------------------------------ 2024-03-11 15:22:15 | INFO | #################################################################################################### 2024-03-11 15:22:15 | INFO | NULL models 2024-03-11 15:22:15 | INFO | #################################################################################################### 2024-03-11 15:22:24 | INFO | ------------------------------ 2024-03-11 15:22:24 | INFO | MODEL null 2024-03-11 15:22:24 | INFO | CM: [[634 0] [155 0]] 2024-03-11 15:22:24 | INFO | ACC: 0.80 2024-03-11 15:22:24 | INFO | MCC: nan 2024-03-11 15:22:24 | INFO | PPV: nan 2024-03-11 15:22:24 | INFO | TPR: 0.00 2024-03-11 15:22:24 | INFO | TNP: 1.00 2024-03-11 15:22:24 | INFO | NPV: 0.80 2024-03-11 15:22:24 | INFO | ------------------------------ 2024-03-11 15:22:31 | INFO | ------------------------------ 2024-03-11 15:22:31 | INFO | MODEL clas1_null 2024-03-11 15:22:31 | INFO | CM: [[632 0] [157 0]] 2024-03-11 15:22:31 | INFO | ACC: 0.80 2024-03-11 15:22:31 | INFO | MCC: nan 2024-03-11 15:22:31 | INFO | PPV: nan 2024-03-11 15:22:31 | INFO | TPR: 0.00 2024-03-11 15:22:31 | INFO | TNP: 1.00 2024-03-11 15:22:31 | INFO | NPV: 0.80 2024-03-11 15:22:31 | INFO | ------------------------------ 2024-03-11 15:22:37 | INFO | ------------------------------ 2024-03-11 15:22:37 | INFO | MODEL clas2_null 2024-03-11 15:22:37 | INFO | CM: [[629 0] [160 0]] 2024-03-11 15:22:37 | INFO | ACC: 0.80 2024-03-11 15:22:37 | INFO | MCC: nan 2024-03-11 15:22:37 | INFO | PPV: nan 2024-03-11 15:22:37 | INFO | TPR: 0.00 2024-03-11 15:22:37 | INFO | TNP: 1.00 2024-03-11 15:22:37 | INFO | NPV: 0.80 2024-03-11 15:22:37 | INFO | ------------------------------