Open amir9979 opened 2 years ago
{'alpha': 0.0001, 'loss': 'modified_huber', 'penalty': None} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.013719512195121951, "precision_score": 0.013719512195121951, "recall_score": 1.0, "f1_score": 0.02706766917293233, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.506859756097561, "pr_auc_score_False": 0.506859756097561}}
{'max_depth': 5, 'max_features': 'log2', 'min_samples_leaf': 2, 'min_samples_split': 0.1} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.9862804878048781, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5780525502318392, "roc_auc_score_False": 0.42194744976816073, "pr_auc_score_True": 0.5081081081081081, "pr_auc_score_False": 0.006859756097560976}}
{'alpha': 1e-05, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.013719512195121951, "precision_score": 0.013719512195121951, "recall_score": 1.0, "f1_score": 0.02706766917293233, "roc_auc_score_True": 0.7581143740340031, "roc_auc_score_False": 0.13523956723338484, "pr_auc_score_True": 0.5139751552795031, "pr_auc_score_False": 0.007431566055926896}}
{'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": 0.7957317073170732, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.3277520178602095, "roc_auc_score_False": 0.6722479821397904, "pr_auc_score_True": 0.008394113194949192, "pr_auc_score_False": 0.013738218276618478}}
{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.013719512195121951, "precision_score": 0.013719512195121951, "recall_score": 1.0, "f1_score": 0.02706766917293233, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.506859756097561, "pr_auc_score_False": 0.506859756097561}}
{'max_depth': 10, 'max_features': 5, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 25} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.9862804878048781, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.8261205564142194, "roc_auc_score_False": 0.17387944358578053, "pr_auc_score_True": 0.04741134609328236, "pr_auc_score_False": 0.007655403621711942}}
{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 10, 'max_features': 3, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 2, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'random'} {"model": "ExtraTreeClassifier", "scores": {"accuracy_score": 0.5, "precision_score": 0.01812688821752266, "recall_score": 0.6666666666666666, "f1_score": 0.03529411764705883, "roc_auc_score_True": 0.6560192340717843, "roc_auc_score_False": 0.3439807659282157, "pr_auc_score_True": 0.2986405369130125, "pr_auc_score_False": 0.17520200656168183}}
{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.9862804878048781, "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": 0.506859756097561, "pr_auc_score_False": 0.506859756097561}}
{'C': 0.01, 'max_iter': 100, 'penalty': 'l1', 'solver': 'liblinear', 'tol': 0.01, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.5091463414634146, "precision_score": 0.0243161094224924, "recall_score": 0.8888888888888888, "f1_score": 0.047337278106508875, "roc_auc_score_True": 0.9094968229435, "roc_auc_score_False": 0.09050317705650009, "pr_auc_score_True": 0.4017280733531573, "pr_auc_score_False": 0.0071117360382116695}}
{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 5, 'max_features': None, '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": 0.9862804878048781, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5780525502318392, "roc_auc_score_False": 0.42194744976816073, "pr_auc_score_True": 0.5081081081081081, "pr_auc_score_False": 0.006859756097560976}}
{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.057926829268292686, "precision_score": 0.014354066985645933, "recall_score": 1.0, "f1_score": 0.02830188679245283, "roc_auc_score_True": 0.5224111282843895, "roc_auc_score_False": 0.4775888717156105, "pr_auc_score_True": 0.507177033492823, "pr_auc_score_False": 0.006859756097560976}}
{'covariance_estimator': None, 'n_components': None, 'priors': None, 'shrinkage': None, 'solver': 'svd', 'store_covariance': False, 'tol': 0.0001} {"model": "LinearDiscriminantAnalysis", "scores": {"accuracy_score": 0.013719512195121951, "precision_score": 0.013719512195121951, "recall_score": 1.0, "f1_score": 0.02706766917293233, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.506859756097561, "pr_auc_score_False": 0.506859756097561}}
{'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": 0.9862804878048781, "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": 0.506859756097561, "pr_auc_score_False": 0.506859756097561}}
{'max_depth': 5, 'max_features': 3, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 100} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.9862804878048781, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.8381418512794092, "roc_auc_score_False": 0.16185814872059076, "pr_auc_score_True": 0.06095143671145546, "pr_auc_score_False": 0.0075463795969993586}}
{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.013719512195121951, "precision_score": 0.013719512195121951, "recall_score": 1.0, "f1_score": 0.02706766917293233, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.506859756097561, "pr_auc_score_False": 0.506859756097561}}
{'activation': 'relu', 'batch_size': 'auto', 'early_stopping': True, 'hidden_layer_sizes': (64,), 'learning_rate': 'adaptive', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.03048780487804878, "precision_score": 0.013953488372093023, "recall_score": 1.0, "f1_score": 0.027522935779816512, "roc_auc_score_True": 0.5115919629057186, "roc_auc_score_False": 0.4884080370942813, "pr_auc_score_True": 0.5070202808112324, "pr_auc_score_False": 0.006859756097560976}}
{'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': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.5152439024390244, "precision_score": 0.024615384615384615, "recall_score": 0.8888888888888888, "f1_score": 0.04790419161676647, "roc_auc_score_True": 0.9093250901597115, "roc_auc_score_False": 0.09067490984028853, "pr_auc_score_True": 0.3988885211323172, "pr_auc_score_False": 0.0071128358708721535}}
{'leaf_size': 1, 'metric': 'hamming', 'outlier_label': -1, 'p': 1, 'radius': 1, 'weights': 'uniform'} {"model": "RadiusNeighborsClassifier", "scores": {"accuracy_score": 0.9862804878048781, "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": 0.506859756097561, "pr_auc_score_False": 0.506859756097561}}
{'leaf_size': 1, 'metric': 'matching', 'n_neighbors': 5, 'p': 1, 'weights': 'uniform'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.9862804878048781, "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": 0.506859756097561, "pr_auc_score_False": 0.506859756097561}}
{'bootstrap': False, 'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 5, 'max_features': 3, 'max_leaf_nodes': None, 'max_samples': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 1, 'min_samples_split': 0.1, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 100, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': True} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.9862804878048781, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.8505924781040701, "roc_auc_score_False": 0.14940752189592993, "pr_auc_score_True": 0.07024157927937763, "pr_auc_score_False": 0.007518039609988807}}
{'Cs': 10, 'class_weight': None, 'cv': None, 'dual': False, 'fit_intercept': True, 'intercept_scaling': 1.0, 'l1_ratios': None, 'max_iter': 100, 'multi_class': 'auto', 'n_jobs': None, 'penalty': 'l1', 'random_state': None, 'refit': True, 'scoring': None, 'solver': 'liblinear', 'tol': 0.01, 'verbose': 0} {"model": "LogisticRegressionCV", "scores": {"accuracy_score": 0.013719512195121951, "precision_score": 0.013719512195121951, "recall_score": 1.0, "f1_score": 0.02706766917293233, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.506859756097561, "pr_auc_score_False": 0.506859756097561}}
{'categorical_features': None, 'early_stopping': True, 'l2_regularization': 0.0, 'learning_rate': 0.1, 'loss': 'auto', 'max_bins': 255, 'max_depth': 5, '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': False} {"model": "HistGradientBoostingClassifier", "scores": {"accuracy_score": 0.9862804878048781, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.7094281298299845, "roc_auc_score_False": 0.29057187017001546, "pr_auc_score_True": 0.012, "pr_auc_score_False": 0.00696594427244582}}
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