Open amir9979 opened 2 years ago
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{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.02359437751004016, "precision_score": 0.020151133501259445, "recall_score": 1.0, "f1_score": 0.03950617283950617, "roc_auc_score_True": 0.5017930327868853, "roc_auc_score_False": 0.49820696721311475, "pr_auc_score_True": 0.5100755667506297, "pr_auc_score_False": 0.010040160642570281}}
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{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.020080321285140562, "precision_score": 0.020080321285140562, "recall_score": 1.0, "f1_score": 0.03937007874015748, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5100401606425703, "pr_auc_score_False": 0.5100401606425703}}
{'max_depth': 5, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 5, 'n_estimators': 2} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.8744979919678715, "precision_score": 0.0914396887159533, "recall_score": 0.5875, "f1_score": 0.15824915824915822, "roc_auc_score_True": 0.7479236039959016, "roc_auc_score_False": 0.25207639600409837, "pr_auc_score_True": 0.25076632863069426, "pr_auc_score_False": 0.03694428023816073}}
{'activation': 'identity', 'batch_size': 50, 'early_stopping': True, 'hidden_layer_sizes': (32, 64), 'learning_rate': 'invscaling', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.9799196787148594, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4958103867827869, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.01819475118148535, "pr_auc_score_False": 0.5100401606425703}}
{'C': 0.01, 'max_iter': 300, 'penalty': 'l1', 'solver': 'liblinear', 'tol': 0.001, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.020582329317269075, "precision_score": 0.020090406830738324, "recall_score": 1.0, "f1_score": 0.03938946331856229, "roc_auc_score_True": 0.7877097207991803, "roc_auc_score_False": 0.2122902792008197, "pr_auc_score_True": 0.17100219847545772, "pr_auc_score_False": 0.011677751336448633}}
{'max_depth': 5, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 10} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.9799196787148594, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.7229059938524591, "roc_auc_score_False": 0.277094006147541, "pr_auc_score_True": 0.31599725256078587, "pr_auc_score_False": 0.012154479394457355}}
{'categorical_features': None, 'early_stopping': 'auto', 'l2_regularization': 0.0, 'learning_rate': 0.1, 'loss': 'auto', 'max_bins': 255, 'max_depth': 5, 'max_iter': 1000, 'max_leaf_nodes': 31, 'min_samples_leaf': 20, 'monotonic_cst': None, 'n_iter_no_change': 10, 'random_state': None, 'scoring': 'loss', 'tol': 0.01, 'validation_fraction': 0.1, 'verbose': 0, 'warm_start': False} {"model": "HistGradientBoostingClassifier", "scores": {"accuracy_score": 0.8755020080321285, "precision_score": 0.09055118110236221, "recall_score": 0.575, "f1_score": 0.1564625850340136, "roc_auc_score_True": 0.7400326588114754, "roc_auc_score_False": 0.2599673411885246, "pr_auc_score_True": 0.08715762413032599, "pr_auc_score_False": 0.01288792915723364}}
{'C': 0.01, 'class_weight': None, 'dual': False, 'fit_intercept': True, 'intercept_scaling': 1, 'l1_ratio': None, 'max_iter': 1000, 'multi_class': 'auto', 'n_jobs': None, 'penalty': 'l1', 'random_state': None, 'solver': 'liblinear', 'tol': 0.01, 'verbose': 0, 'warm_start': True} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.020582329317269075, "precision_score": 0.020090406830738324, "recall_score": 1.0, "f1_score": 0.03938946331856229, "roc_auc_score_True": 0.7891249359631147, "roc_auc_score_False": 0.21087506403688522, "pr_auc_score_True": 0.18685109126739824, "pr_auc_score_False": 0.01165197507048127}}
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