Open amir9979 opened 2 years ago
{'alpha': 0.0001, 'loss': 'modified_huber', 'penalty': None} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.5528141865844256, "precision_score": 0.5577395577395577, "recall_score": 0.9445214979195562, "f1_score": 0.7013388259526262, "roc_auc_score_True": 0.5035107489597781, "roc_auc_score_False": 0.4964892510402219, "pr_auc_score_True": 0.7665507282921631, "pr_auc_score_False": 0.5534260586529315}}
{'max_depth': 5, 'max_features': 10, 'min_samples_leaf': 2, 'min_samples_split': 0.1} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.4441017733230532, "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": 0.7779491133384734, "pr_auc_score_False": 0.7779491133384734}}
{'alpha': 1e-05, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.5558982266769468, "precision_score": 0.5558982266769468, "recall_score": 1.0, "f1_score": 0.7145688800792864, "roc_auc_score_True": 0.7327400215749731, "roc_auc_score_False": 0.26496643357990446, "pr_auc_score_True": 0.7879079957890529, "pr_auc_score_False": 0.4342572419810403}}
{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.558982266769468, "precision_score": 0.5601291364003228, "recall_score": 0.9625520110957004, "f1_score": 0.7081632653061224, "roc_auc_score_True": 0.4989645939281862, "roc_auc_score_False": 0.5010354060718137, "pr_auc_score_True": 0.4634619933712062, "pr_auc_score_False": 0.5387343169870976}}
{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.4441017733230532, "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": 0.7779491133384734, "pr_auc_score_False": 0.7779491133384734}}
{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 50, 'max_features': 10, '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": 0.4433307632999229, "precision_score": 0.4962962962962963, "recall_score": 0.09292649098474341, "f1_score": 0.15654205607476634, "roc_auc_score_True": 0.48743546771459395, "roc_auc_score_False": 0.5125645322854061, "pr_auc_score_True": 0.5467316712041281, "pr_auc_score_False": 0.7607769500071061}}
{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': None, 'max_features': 5, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 1, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'random'} {"model": "ExtraTreeClassifier", "scores": {"accuracy_score": 0.4348496530454896, "precision_score": 0.16666666666666666, "recall_score": 0.004160887656033287, "f1_score": 0.008119079837618403, "roc_auc_score_True": 0.48905961049468333, "roc_auc_score_False": 0.5109403895053167, "pr_auc_score_True": 0.3622063754651279, "pr_auc_score_False": 0.7797641087359986}}
{'base_estimator': None, 'bootstrap': True, 'bootstrap_features': False, 'max_features': 10, '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": 0.4633770239013107, "precision_score": 0.5668449197860963, "recall_score": 0.14701803051317613, "f1_score": 0.23348017621145378, "roc_auc_score_True": 0.49826629680998613, "roc_auc_score_False": 0.5017337031900139, "pr_auc_score_True": 0.5909765435601397, "pr_auc_score_False": 0.6253847565238302}}
{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.5558982266769468, "precision_score": 0.5558982266769468, "recall_score": 1.0, "f1_score": 0.7145688800792864, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.7779491133384734, "pr_auc_score_False": 0.7779491133384734}}
{'covariance_estimator': None, 'n_components': None, 'priors': None, 'shrinkage': None, 'solver': 'svd', 'store_covariance': False, 'tol': 0.01} {"model": "LinearDiscriminantAnalysis", "scores": {"accuracy_score": 0.5620663068619892, "precision_score": 0.5619433198380567, "recall_score": 0.9625520110957004, "f1_score": 0.7096114519427402, "roc_auc_score_True": 0.5124585837571274, "roc_auc_score_False": 0.48750650138696255, "pr_auc_score_True": 0.7728657187551167, "pr_auc_score_False": 0.5006796152971578}}
{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.5558982266769468, "precision_score": 0.5558982266769468, "recall_score": 1.0, "f1_score": 0.7145688800792864, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.7779491133384734, "pr_auc_score_False": 0.7779491133384734}}
{'max_depth': None, 'max_features': 'auto', 'min_samples_leaf': 2, 'min_samples_split': 5, 'n_estimators': 2} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.4417887432536623, "precision_score": 0.38461538461538464, "recall_score": 0.006934812760055479, "f1_score": 0.013623978201634877, "roc_auc_score_True": 0.5773484454461396, "roc_auc_score_False": 0.42265155455386033, "pr_auc_score_True": 0.5281255415141217, "pr_auc_score_False": 0.5621493149741913}}
{'activation': 'relu', 'batch_size': 50, 'early_stopping': True, 'hidden_layer_sizes': (32, 64), 'learning_rate': 'adaptive', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.4441017733230532, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.48523703575281246, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.484816797843375, "pr_auc_score_False": 0.7779491133384734}}
{'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": 0.4441017733230532, "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": 0.7779491133384734, "pr_auc_score_False": 0.7779491133384734}}
{'max_depth': 50, 'max_features': 10, 'min_samples_leaf': 2, 'min_samples_split': 2, 'n_estimators': 2} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.4471858134155744, "precision_score": 0.532258064516129, "recall_score": 0.04576976421636616, "f1_score": 0.0842911877394636, "roc_auc_score_True": 0.4995737979657882, "roc_auc_score_False": 0.5004262020342117, "pr_auc_score_True": 0.5518991609539253, "pr_auc_score_False": 0.5332880026391014}}
{'C': 0.01, 'max_iter': 100, 'penalty': 'l1', 'solver': 'liblinear', 'tol': 0.01, 'warm_start': True} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.4441017733230532, "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": 0.7779491133384734, "pr_auc_score_False": 0.7779491133384734}}
{'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': 'l2', 'random_state': None, 'solver': 'liblinear', 'tol': 0.01, 'verbose': 0, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.5366229760986893, "precision_score": 0.5842696629213483, "recall_score": 0.5769764216366158, "f1_score": 0.5806001395673412, "roc_auc_score_True": 0.49874788102943446, "roc_auc_score_False": 0.4797963380335953, "pr_auc_score_True": 0.6797951207661369, "pr_auc_score_False": 0.6309504958129408}}
{'bootstrap': False, 'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 50, 'max_features': 3, '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': False} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.4441017733230532, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5190394321158884, "roc_auc_score_False": 0.48096056788411157, "pr_auc_score_True": 0.6452648985072229, "pr_auc_score_False": 0.7544363704589271}}
{'leaf_size': 1, 'metric': 'hamming', 'outlier_label': -1, 'p': 1, 'radius': 1, 'weights': 'uniform'} {"model": "RadiusNeighborsClassifier", "scores": {"accuracy_score": 0.4441017733230532, "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": 0.7779491133384734, "pr_auc_score_False": 0.7779491133384734}}
{'leaf_size': 1, 'metric': 'matching', 'n_neighbors': 5, 'p': 1, 'weights': 'uniform'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.4441017733230532, "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": 0.7779491133384734, "pr_auc_score_False": 0.7779491133384734}}
{'categorical_features': None, 'early_stopping': True, 'l2_regularization': 0.0, 'learning_rate': 0.1, 'loss': 'auto', 'max_bins': 255, 'max_depth': None, 'max_iter': 100, 'max_leaf_nodes': 31, 'min_samples_leaf': 20, 'monotonic_cst': None, 'n_iter_no_change': 10, 'random_state': None, 'scoring': 'loss', 'tol': 1e-07, 'validation_fraction': 0.1, 'verbose': 0, 'warm_start': True} {"model": "HistGradientBoostingClassifier", "scores": {"accuracy_score": 0.4441017733230532, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4911749691786099, "roc_auc_score_False": 0.5088250308213901, "pr_auc_score_True": 0.5615593799868688, "pr_auc_score_False": 0.542453706057908}}
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