riena

[amir9979]

skip

[github-actions[bot]]

{'alpha': 0.1, 'loss': 'modified_huber', 'penalty': None} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.19915700737618547, "precision_score": 0.04791929382093316, "recall_score": 0.8837209302325582, "f1_score": 0.0909090909090909, "roc_auc_score_True": 0.5251937984496124, "roc_auc_score_False": 0.4748062015503876, "pr_auc_score_True": 0.4684544639761661, "pr_auc_score_False": 0.09418625072495732}}

[github-actions[bot]]

{'max_depth': 5, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 0.1} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.9546891464699684, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5582293752246008, "roc_auc_score_False": 0.44177062477539913, "pr_auc_score_True": 0.11409636020102704, "pr_auc_score_False": 0.023939045351522602}}

[github-actions[bot]]

{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.04952581664910432, "precision_score": 0.0455026455026455, "recall_score": 1.0, "f1_score": 0.08704453441295547, "roc_auc_score_True": 0.5194087222136661, "roc_auc_score_False": 0.4851217978335644, "pr_auc_score_True": 0.024646940046808723, "pr_auc_score_False": 0.03715483495103291}}

[github-actions[bot]]

{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 5, 'max_features': 'auto', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'best'} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.9546891464699684, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.6052158735048, "roc_auc_score_False": 0.39478412649519995, "pr_auc_score_True": 0.25337296272486454, "pr_auc_score_False": 0.3339186474451127}}

[github-actions[bot]]

{'alpha': 10, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.045310853530031614, "precision_score": 0.045310853530031614, "recall_score": 1.0, "f1_score": 0.08669354838709677, "roc_auc_score_True": 0.6568387750911238, "roc_auc_score_False": 0.32942527850505676, "pr_auc_score_True": 0.27321026775043716, "pr_auc_score_False": 0.030903916862567472}}

[github-actions[bot]]

{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 5, 'max_features': 3, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 2, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'random'} {"model": "ExtraTreeClassifier", "scores": {"accuracy_score": 0.9415173867228662, "precision_score": 0.037037037037037035, "recall_score": 0.011627906976744186, "f1_score": 0.017699115044247787, "roc_auc_score_True": 0.43547538374659894, "roc_auc_score_False": 0.5645246162534012, "pr_auc_score_True": 0.04396203248835017, "pr_auc_score_False": 0.3343063343659285}}

[github-actions[bot]]

{'base_estimator': None, 'bootstrap': True, 'bootstrap_features': False, 'max_features': 1.0, 'max_samples': 1.0, 'n_estimators': 2, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': False} {"model": "BaggingClassifier", "scores": {"accuracy_score": 0.2992623814541623, "precision_score": 0.054441260744985676, "recall_score": 0.8837209302325582, "f1_score": 0.10256410256410257, "roc_auc_score_True": 0.5053840032855896, "roc_auc_score_False": 0.49461599671441037, "pr_auc_score_True": 0.2668268531763148, "pr_auc_score_False": 0.03966538149734963}}

[github-actions[bot]]

{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.9546891464699684, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5226554267650159, "pr_auc_score_False": 0.5226554267650159}}

[github-actions[bot]]

{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.09852476290832456, "precision_score": 0.047857540345019475, "recall_score": 1.0, "f1_score": 0.09134360063728093, "roc_auc_score_True": 0.5278697571743929, "roc_auc_score_False": 0.47213024282560706, "pr_auc_score_True": 0.5239287701725097, "pr_auc_score_False": 0.022655426765015807}}

[github-actions[bot]]

{'covariance_estimator': None, 'n_components': None, 'priors': None, 'shrinkage': None, 'solver': 'svd', 'store_covariance': False, 'tol': 0.0001} {"model": "LinearDiscriminantAnalysis", "scores": {"accuracy_score": 0.9515279241306639, "precision_score": 0.125, "recall_score": 0.011627906976744186, "f1_score": 0.02127659574468085, "roc_auc_score_True": 0.4839185789824941, "roc_auc_score_False": 0.4980235125006417, "pr_auc_score_True": 0.04914018522875008, "pr_auc_score_False": 0.5170187378475121}}

[github-actions[bot]]

{'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 10} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.9546891464699684, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.6588216797576878, "roc_auc_score_False": 0.3411783202423122, "pr_auc_score_True": 0.09610539021443557, "pr_auc_score_False": 0.049716463231827934}}

[github-actions[bot]]

{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.8482613277133825, "precision_score": 0.028037383177570093, "recall_score": 0.06976744186046512, "f1_score": 0.04, "roc_auc_score_True": 0.4774885774423738, "roc_auc_score_False": 0.5225114225576262, "pr_auc_score_True": 0.06997722811438115, "pr_auc_score_False": 0.4904498593605598}}

[github-actions[bot]]

{'activation': 'identity', 'batch_size': 'auto', 'early_stopping': True, 'hidden_layer_sizes': (64,), 'learning_rate': 'adaptive', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.045310853530031614, "precision_score": 0.045310853530031614, "recall_score": 1.0, "f1_score": 0.08669354838709677, "roc_auc_score_True": 0.5129690949227373, "roc_auc_score_False": 0.4870309050772627, "pr_auc_score_True": 0.5232306861156132, "pr_auc_score_False": 0.022655426765015807}}

[github-actions[bot]]

{'max_depth': 5, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 2} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.5948366701791359, "precision_score": 0.0488771466314399, "recall_score": 0.43023255813953487, "f1_score": 0.0877817319098458, "roc_auc_score_True": 0.6216309872170029, "roc_auc_score_False": 0.3783690127829971, "pr_auc_score_True": 0.19970511189487208, "pr_auc_score_False": 0.03250377703860307}}

[github-actions[bot]]

{'copy_X_train': True, 'kernel': None, 'max_iter_predict': 100, 'multi_class': 'one_vs_rest', 'n_jobs': None, 'n_restarts_optimizer': 0, 'optimizer': 'fmin_l_bfgs_b', 'random_state': None, 'warm_start': False} {"model": "GaussianProcessClassifier", "scores": {"accuracy_score": 0.9546891464699684, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5226554267650159, "pr_auc_score_False": 0.5226554267650159}}

[github-actions[bot]]

{'C': 0.01, 'max_iter': 100, 'penalty': 'l2', 'solver': 'liblinear', 'tol': 0.01, 'warm_start': True} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.9546891464699684, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.46613981723907805, "roc_auc_score_False": 0.509250346527029, "pr_auc_score_True": 0.03969299036912562, "pr_auc_score_False": 0.4897868690432638}}

[github-actions[bot]]

{'bootstrap': False, 'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': None, 'max_features': None, 'max_leaf_nodes': None, 'max_samples': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 25, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': False} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.9546891464699684, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.6418578982493968, "roc_auc_score_False": 0.35814210175060324, "pr_auc_score_True": 0.07541662040844865, "pr_auc_score_False": 0.03187789840717358}}

[github-actions[bot]]

{'C': 0.01, 'class_weight': None, 'dual': False, 'fit_intercept': True, 'intercept_scaling': 1, 'l1_ratio': None, 'max_iter': 100, 'multi_class': 'auto', 'n_jobs': None, 'penalty': 'l1', 'random_state': None, 'solver': 'liblinear', 'tol': 0.01, 'verbose': 0, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.8872497365648051, "precision_score": 0.0949367088607595, "recall_score": 0.1744186046511628, "f1_score": 0.12295081967213113, "roc_auc_score_True": 0.6825491555007959, "roc_auc_score_False": 0.31745084449920424, "pr_auc_score_True": 0.08674106836353386, "pr_auc_score_False": 0.029957503218340335}}

[github-actions[bot]]

{'categorical_features': None, 'early_stopping': True, 'l2_regularization': 0.0, 'learning_rate': 0.1, 'loss': 'auto', 'max_bins': 255, 'max_depth': 10, 'max_iter': 100, 'max_leaf_nodes': 31, 'min_samples_leaf': 2, '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": 0.48946259220231825, "precision_score": 0.05628140703517588, "recall_score": 0.6511627906976745, "f1_score": 0.1036077705827937, "roc_auc_score_True": 0.5624197854099287, "roc_auc_score_False": 0.4367203141845064, "pr_auc_score_True": 0.06454234168072724, "pr_auc_score_False": 0.03759359807975486}}