portals-pluto

[amir9979]

skip

[github-actions[bot]]

{'alpha': 0.0001, 'loss': 'modified_huber', 'penalty': 'l2'} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.8484848484848485, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.49645390070921985, "roc_auc_score_False": 0.5035460992907801, "pr_auc_score_True": 0.07272727272727272, "pr_auc_score_False": 0.573170731707317}}

[github-actions[bot]]

{'C': 0.01, 'max_iter': 100, 'penalty': 'l2', 'solver': 'liblinear', 'tol': 0.01, 'warm_start': True} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.18484848484848485, "precision_score": 0.1492063492063492, "recall_score": 0.9791666666666666, "f1_score": 0.25895316804407714, "roc_auc_score_True": 0.5231235224586289, "roc_auc_score_False": 0.47687647754137125, "pr_auc_score_True": 0.5580510288626543, "pr_auc_score_False": 0.10880343983131972}}

[github-actions[bot]]

{'max_depth': 50, 'max_features': 5, 'min_samples_leaf': 2, 'min_samples_split': 10} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.33636363636363636, "precision_score": 0.17735849056603772, "recall_score": 0.9791666666666666, "f1_score": 0.30031948881789133, "roc_auc_score_True": 0.6060505319148937, "roc_auc_score_False": 0.39394946808510645, "pr_auc_score_True": 0.5633032018015082, "pr_auc_score_False": 0.09808947352460012}}

[github-actions[bot]]

{'max_depth': None, 'max_features': 10, 'min_samples_leaf': 2, 'min_samples_split': 5, 'n_estimators': 2} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.3696969696969697, "precision_score": 0.18, "recall_score": 0.9375, "f1_score": 0.30201342281879195, "roc_auc_score_True": 0.6503398345153665, "roc_auc_score_False": 0.3496601654846336, "pr_auc_score_True": 0.5083742785135836, "pr_auc_score_False": 0.1072775859081006}}

[github-actions[bot]]

{'base_estimator': None, 'bootstrap': True, 'bootstrap_features': False, 'max_features': 10, 'max_samples': 1.0, 'n_estimators': 100, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': False} {"model": "BaggingClassifier", "scores": {"accuracy_score": 0.6424242424242425, "precision_score": 0.2569444444444444, "recall_score": 0.7708333333333334, "f1_score": 0.3854166666666667, "roc_auc_score_True": 0.7382535460992907, "roc_auc_score_False": 0.2615986997635934, "pr_auc_score_True": 0.28001385261778994, "pr_auc_score_False": 0.10018713640067715}}

[github-actions[bot]]

{'max_depth': 50, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 5, 'n_estimators': 2} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.396969696969697, "precision_score": 0.18143459915611815, "recall_score": 0.8958333333333334, "f1_score": 0.30175438596491233, "roc_auc_score_True": 0.5370493498817968, "roc_auc_score_False": 0.4629506501182033, "pr_auc_score_True": 0.11611622941613463, "pr_auc_score_False": 0.1216631844936282}}

[github-actions[bot]]

{'alpha': 3, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.16666666666666666, "precision_score": 0.14420062695924765, "recall_score": 0.9583333333333334, "f1_score": 0.2506811989100818, "roc_auc_score_True": 0.7167183806146573, "roc_auc_score_False": 0.2831338652482269, "pr_auc_score_True": 0.31106913680384446, "pr_auc_score_False": 0.10470784028289823}}

[github-actions[bot]]

{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.8545454545454545, "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": 0.5727272727272728, "pr_auc_score_False": 0.5727272727272728}}

[github-actions[bot]]

{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.14545454545454545, "precision_score": 0.14545454545454545, "recall_score": 1.0, "f1_score": 0.25396825396825395, "roc_auc_score_True": 0.3981235224586288, "roc_auc_score_False": 0.6024674940898345, "pr_auc_score_True": 0.1045555901659711, "pr_auc_score_False": 0.5039307455864136}}

[github-actions[bot]]

{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 50, 'max_features': 5, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 1, 'min_samples_split': 5, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'best'} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.7121212121212122, "precision_score": 0.02040816326530612, "recall_score": 0.020833333333333332, "f1_score": 0.020618556701030927, "roc_auc_score_True": 0.3120567375886525, "roc_auc_score_False": 0.6879432624113475, "pr_auc_score_True": 0.10015203050917335, "pr_auc_score_False": 0.51492262482476}}

[github-actions[bot]]

{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.14545454545454545, "precision_score": 0.14545454545454545, "recall_score": 1.0, "f1_score": 0.25396825396825395, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5727272727272728, "pr_auc_score_False": 0.5727272727272728}}

[github-actions[bot]]

{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': None, 'max_features': 3, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 1, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'random'} {"model": "ExtraTreeClassifier", "scores": {"accuracy_score": 0.6727272727272727, "precision_score": 0.25806451612903225, "recall_score": 0.6666666666666666, "f1_score": 0.37209302325581395, "roc_auc_score_True": 0.6576536643026005, "roc_auc_score_False": 0.3423463356973996, "pr_auc_score_True": 0.14737479685035593, "pr_auc_score_False": 0.23639323443767063}}

[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": 0.8545454545454545, "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": 0.5727272727272728, "pr_auc_score_False": 0.5727272727272728}}

[github-actions[bot]]

{'covariance_estimator': None, 'n_components': None, 'priors': None, 'shrinkage': None, 'solver': 'svd', 'store_covariance': False, 'tol': 0.01} {"model": "LinearDiscriminantAnalysis", "scores": {"accuracy_score": 0.806060606060606, "precision_score": 0.05555555555555555, "recall_score": 0.020833333333333332, "f1_score": 0.030303030303030304, "roc_auc_score_True": 0.47336731678486993, "roc_auc_score_False": 0.5196882387706856, "pr_auc_score_True": 0.10449532085561497, "pr_auc_score_False": 0.5664139843228301}}

[github-actions[bot]]

{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.8515151515151516, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.49822695035460995, "roc_auc_score_False": 0.50177304964539, "pr_auc_score_True": 0.07272727272727272, "pr_auc_score_False": 0.5729483282674772}}

[github-actions[bot]]

{'activation': 'identity', 'batch_size': 'auto', 'early_stopping': True, 'hidden_layer_sizes': (32, 64), 'learning_rate': 'invscaling', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.8484848484848485, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4399010047281324, "roc_auc_score_False": 0.5035460992907801, "pr_auc_score_True": 0.09745280357562333, "pr_auc_score_False": 0.573170731707317}}

[github-actions[bot]]

{'leaf_size': 1, 'metric': 'matching', 'n_neighbors': 5, 'p': 1, 'weights': 'uniform'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.8545454545454545, "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": 0.5727272727272728, "pr_auc_score_False": 0.5727272727272728}}

[github-actions[bot]]

{'leaf_size': 1, 'metric': 'hamming', 'outlier_label': -1, 'p': 1, 'radius': 1, 'weights': 'uniform'} {"model": "RadiusNeighborsClassifier", "scores": {"accuracy_score": 0.8545454545454545, "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": 0.5727272727272728, "pr_auc_score_False": 0.5727272727272728}}

[github-actions[bot]]

{'C': 0.1, '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': 0.001, 'verbose': 0, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.17272727272727273, "precision_score": 0.14733542319749215, "recall_score": 0.9791666666666666, "f1_score": 0.2561307901907357, "roc_auc_score_True": 0.5503472222222222, "roc_auc_score_False": 0.44965277777777773, "pr_auc_score_True": 0.5183709513624104, "pr_auc_score_False": 0.11379815068688931}}

[github-actions[bot]]

{'bootstrap': False, 'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 50, 'max_features': 5, 'max_leaf_nodes': None, 'max_samples': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 1, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 2, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': True} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.5878787878787879, "precision_score": 0.1206896551724138, "recall_score": 0.2916666666666667, "f1_score": 0.17073170731707318, "roc_auc_score_True": 0.516437647754137, "roc_auc_score_False": 0.48356235224586286, "pr_auc_score_True": 0.1402181025084725, "pr_auc_score_False": 0.11523482371073461}}

[github-actions[bot]]

{'categorical_features': None, 'early_stopping': True, 'l2_regularization': 0.0, 'learning_rate': 0.1, 'loss': 'auto', 'max_bins': 255, 'max_depth': None, 'max_iter': 1000, 'max_leaf_nodes': 31, 'min_samples_leaf': 2, 'monotonic_cst': None, 'n_iter_no_change': 10, 'random_state': None, 'scoring': 'loss', 'tol': 0.0001, 'validation_fraction': 0.1, 'verbose': 0, 'warm_start': True} {"model": "HistGradientBoostingClassifier", "scores": {"accuracy_score": 0.8424242424242424, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.46863918439716323, "roc_auc_score_False": 0.5313608156028369, "pr_auc_score_True": 0.1207632155937266, "pr_auc_score_False": 0.15657509093752478}}

[github-actions[bot]]

{'Cs': 10, 'class_weight': None, 'cv': None, 'dual': False, 'fit_intercept': True, 'intercept_scaling': 1.0, 'l1_ratios': None, 'max_iter': 300, 'multi_class': 'auto', 'n_jobs': None, 'penalty': 'l2', 'random_state': None, 'refit': True, 'scoring': None, 'solver': 'liblinear', 'tol': 0.0001, 'verbose': 0} {"model": "LogisticRegressionCV", "scores": {"accuracy_score": 0.7454545454545455, "precision_score": 0.05, "recall_score": 0.041666666666666664, "f1_score": 0.04545454545454545, "roc_auc_score_True": 0.43232860520094557, "roc_auc_score_False": 0.5481678486997636, "pr_auc_score_True": 0.11508620263916874, "pr_auc_score_False": 0.5617589541835074}}