Open amir9979 opened 2 years ago
{'alpha': 0.0001, 'loss': 'modified_huber', 'penalty': None} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.9596088435374149, "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": 0.5201955782312925, "pr_auc_score_False": 0.5201955782312925}}
{'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 2, 'min_samples_split': 5} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.9400510204081632, "precision_score": 0.057692307692307696, "recall_score": 0.031578947368421054, "f1_score": 0.04081632653061225, "roc_auc_score_True": 0.504927360492503, "roc_auc_score_False": 0.49507263950749714, "pr_auc_score_True": 0.04840397697540555, "pr_auc_score_False": 0.5048485526875462}}
{'alpha': 1e-05, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.04124149659863945, "precision_score": 0.04042553191489362, "recall_score": 1.0, "f1_score": 0.07770961145194274, "roc_auc_score_True": 0.7239045775715318, "roc_auc_score_False": 0.2760954224284682, "pr_auc_score_True": 0.07041950118645654, "pr_auc_score_False": 0.02506602452644657}}
{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.9596088435374149, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.651789753515379, "roc_auc_score_False": 0.34882354312897884, "pr_auc_score_True": 0.03096125306727259, "pr_auc_score_False": 0.02334570098793594}}
{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': None, 'max_features': None, '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': 'best'} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.46003401360544216, "precision_score": 0.0683321087435709, "recall_score": 0.9789473684210527, "f1_score": 0.12774725274725274, "roc_auc_score_True": 0.6643471772030874, "roc_auc_score_False": 0.33565282279691255, "pr_auc_score_True": 0.03459194874997965, "pr_auc_score_False": 0.022657126428358015}}
{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.9596088435374149, "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": 0.5201955782312925, "pr_auc_score_False": 0.5201955782312925}}
{'base_estimator': None, 'bootstrap': True, 'bootstrap_features': False, 'max_features': 1.0, 'max_samples': 1.0, 'n_estimators': 10, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': True} {"model": "BaggingClassifier", "scores": {"accuracy_score": 0.7878401360544217, "precision_score": 0.10852713178294573, "recall_score": 0.5894736842105263, "f1_score": 0.1833060556464812, "roc_auc_score_True": 0.7108154746636195, "roc_auc_score_False": 0.2891845253363804, "pr_auc_score_True": 0.07240698280819999, "pr_auc_score_False": 0.025119338312326774}}
{'max_depth': 10, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 5, 'n_estimators': 100} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.8116496598639455, "precision_score": 0.019337016574585635, "recall_score": 0.07368421052631578, "f1_score": 0.03063457330415755, "roc_auc_score_True": 0.493062518946902, "roc_auc_score_False": 0.5069794557283772, "pr_auc_score_True": 0.0365079334701745, "pr_auc_score_False": 0.037751921288566054}}
{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 50, 'max_features': None, '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": 0.4812925170068027, "precision_score": 0.022900763358778626, "recall_score": 0.28421052631578947, "f1_score": 0.0423861852433281, "roc_auc_score_True": 0.38689923746006577, "roc_auc_score_False": 0.6131007625399343, "pr_auc_score_True": 0.1680114271502092, "pr_auc_score_False": 0.39262004000684947}}
{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.18962585034013604, "precision_score": 0.047476261869065464, "recall_score": 1.0, "f1_score": 0.09064885496183206, "roc_auc_score_True": 0.5777580859548073, "roc_auc_score_False": 0.42224191404519273, "pr_auc_score_True": 0.5237381309345327, "pr_auc_score_False": 0.02019557823129252}}
{'covariance_estimator': None, 'n_components': None, 'priors': None, 'shrinkage': None, 'solver': 'svd', 'store_covariance': False, 'tol': 0.01} {"model": "LinearDiscriminantAnalysis", "scores": {"accuracy_score": 0.9570578231292517, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.48139122729286665, "roc_auc_score_False": 0.5044306601683651, "pr_auc_score_True": 0.02019557823129252, "pr_auc_score_False": 0.5203687821612349}}
{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.08078231292517007, "precision_score": 0.041685144124168516, "recall_score": 0.9894736842105263, "f1_score": 0.08, "roc_auc_score_True": 0.5160040109134156, "roc_auc_score_False": 0.4839959890865844, "pr_auc_score_True": 0.515791999201361, "pr_auc_score_False": 0.030400790267273485}}
{'max_depth': 10, 'max_features': 'auto', 'min_samples_leaf': 2, 'min_samples_split': 10, 'n_estimators': 100} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.9596088435374149, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5482545530863046, "roc_auc_score_False": 0.45174544691369545, "pr_auc_score_True": 0.053778277573831926, "pr_auc_score_False": 0.03505799153703906}}
{'activation': 'tanh', 'batch_size': 50, 'early_stopping': True, 'hidden_layer_sizes': (64,), 'learning_rate': 'invscaling', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.12712585034013604, "precision_score": 0.04422718808193669, "recall_score": 1.0, "f1_score": 0.08470798038341507, "roc_auc_score_True": 0.48829372944989846, "roc_auc_score_False": 0.5117062705501014, "pr_auc_score_True": 0.026858567201469476, "pr_auc_score_False": 0.025063529458797584}}
{'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": 0.9596088435374149, "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": 0.5201955782312925, "pr_auc_score_False": 0.5201955782312925}}
{'C': 5, 'max_iter': 100, 'penalty': 'l2', 'solver': 'liblinear', 'tol': 0.01, 'warm_start': True} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.9596088435374149, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4789543642002658, "roc_auc_score_False": 0.5006645990252547, "pr_auc_score_True": 0.02019557823129252, "pr_auc_score_False": 0.5202213707960834}}
{'bootstrap': False, 'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 10, 'max_features': None, 'max_leaf_nodes': None, 'max_samples': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 2, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 100, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': False} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.7920918367346939, "precision_score": 0.021844660194174758, "recall_score": 0.09473684210526316, "f1_score": 0.03550295857988166, "roc_auc_score_True": 0.428034419233729, "roc_auc_score_False": 0.5719819042511018, "pr_auc_score_True": 0.033036713078450346, "pr_auc_score_False": 0.04569858684584949}}
{'C': 1.0, '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": 0.9596088435374149, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4762959680992468, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.02019557823129252, "pr_auc_score_False": 0.5201955782312925}}
{'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': 0.001, 'validation_fraction': 0.1, 'verbose': 0, 'warm_start': False} {"model": "HistGradientBoostingClassifier", "scores": {"accuracy_score": 0.9587585034013606, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4131847118904927, "roc_auc_score_False": 0.5868152881095072, "pr_auc_score_True": 0.04836540983578433, "pr_auc_score_False": 0.05340815910173239}}
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