Open amir9979 opened 2 years ago
{'C': 0.01, 'max_iter': 100, 'penalty': 'l1', 'solver': 'liblinear', 'tol': 0.0001, 'warm_start': True} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.5555555555555556, "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": 0.7222222222222222, "pr_auc_score_False": 0.7222222222222222}}
{'alpha': 0.0001, 'loss': 'modified_huber', 'penalty': 'l1'} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.3333333333333333, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.3, "roc_auc_score_False": 0.7, "pr_auc_score_True": 0.2222222222222222, "pr_auc_score_False": 0.7857142857142857}}
{'max_depth': None, 'max_features': 3, 'min_samples_leaf': 2, 'min_samples_split': 2, 'n_estimators': 2} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.4444444444444444, "precision_score": 0.4444444444444444, "recall_score": 1.0, "f1_score": 0.6153846153846153, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.7222222222222222, "pr_auc_score_False": 0.7222222222222222}}
{'max_depth': 10, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 10} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.4444444444444444, "precision_score": 0.4444444444444444, "recall_score": 1.0, "f1_score": 0.6153846153846153, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.7222222222222222, "pr_auc_score_False": 0.7222222222222222}}
{'alpha': 1.0, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.4444444444444444, "precision_score": 0.4444444444444444, "recall_score": 1.0, "f1_score": 0.6153846153846153, "roc_auc_score_True": 0.35, "roc_auc_score_False": 0.6499999999999999, "pr_auc_score_True": 0.5350198412698413, "pr_auc_score_False": 0.7361111111111112}}
{'max_depth': 10, 'max_features': 'log2', 'min_samples_leaf': 2, 'min_samples_split': 10, 'n_estimators': 2} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.4444444444444444, "precision_score": 0.4444444444444444, "recall_score": 1.0, "f1_score": 0.6153846153846153, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.7222222222222222, "pr_auc_score_False": 0.7222222222222222}}
{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.5555555555555556, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.275, "roc_auc_score_False": 0.725, "pr_auc_score_True": 0.31686507936507935, "pr_auc_score_False": 0.6291666666666667}}
{'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': 1, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'best'} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.5555555555555556, "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": 0.7222222222222222, "pr_auc_score_False": 0.7222222222222222}}
{'base_estimator': None, 'bootstrap': True, 'bootstrap_features': False, 'max_features': 3, 'max_samples': 1.0, 'n_estimators': 10, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': False} {"model": "BaggingClassifier", "scores": {"accuracy_score": 0.5555555555555556, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4, "roc_auc_score_False": 0.6000000000000001, "pr_auc_score_True": 0.2698412698412698, "pr_auc_score_False": 0.5625}}
{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.5555555555555556, "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": 0.7222222222222222, "pr_auc_score_False": 0.7222222222222222}}
{'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': 0.1, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'random'} {"model": "ExtraTreeClassifier", "scores": {"accuracy_score": 0.4444444444444444, "precision_score": 0.4444444444444444, "recall_score": 1.0, "f1_score": 0.6153846153846153, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.7222222222222222, "pr_auc_score_False": 0.7222222222222222}}
{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.4444444444444444, "precision_score": 0.4444444444444444, "recall_score": 1.0, "f1_score": 0.6153846153846153, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.7222222222222222, "pr_auc_score_False": 0.7222222222222222}}
{'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": 0.5555555555555556, "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": 0.7222222222222222, "pr_auc_score_False": 0.7222222222222222}}
{'activation': 'relu', 'batch_size': 50, 'early_stopping': True, 'hidden_layer_sizes': (32, 64), 'learning_rate': 'invscaling', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.4444444444444444, "precision_score": 0.4444444444444444, "recall_score": 1.0, "f1_score": 0.6153846153846153, "roc_auc_score_True": 0.7, "roc_auc_score_False": 0.3, "pr_auc_score_True": 0.7857142857142857, "pr_auc_score_False": 0.2222222222222222}}
{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.4444444444444444, "precision_score": 0.4444444444444444, "recall_score": 1.0, "f1_score": 0.6153846153846153, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.7222222222222222, "pr_auc_score_False": 0.7222222222222222}}
{'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': 'l1', 'random_state': None, 'solver': 'liblinear', 'tol': 0.0001, 'verbose': 0, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.5555555555555556, "precision_score": 0.5, "recall_score": 0.75, "f1_score": 0.6, "roc_auc_score_True": 0.47500000000000003, "roc_auc_score_False": 0.525, "pr_auc_score_True": 0.5065972222222221, "pr_auc_score_False": 0.5757936507936507}}
{'covariance_estimator': None, 'n_components': None, 'priors': None, 'shrinkage': None, 'solver': 'svd', 'store_covariance': False, 'tol': 0.0001} {"model": "LinearDiscriminantAnalysis", "scores": {"accuracy_score": 0.4444444444444444, "precision_score": 0.4444444444444444, "recall_score": 1.0, "f1_score": 0.6153846153846153, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.7222222222222222, "pr_auc_score_False": 0.7222222222222222}}
{'leaf_size': 1, 'metric': 'hamming', 'n_neighbors': 20, 'p': 1, 'weights': 'distance'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.5555555555555556, "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": 0.7222222222222222, "pr_auc_score_False": 0.7222222222222222}}
{'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': 'lbfgs', 'tol': 0.0001, 'verbose': 0} {"model": "LogisticRegressionCV", "scores": {"accuracy_score": 0.5555555555555556, "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": 0.7222222222222222, "pr_auc_score_False": 0.7222222222222222}}
{'categorical_features': None, 'early_stopping': True, 'l2_regularization': 0.0, 'learning_rate': 0.1, 'loss': 'auto', 'max_bins': 255, 'max_depth': 5, 'max_iter': 300, '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": 0.4444444444444444, "precision_score": 0.4444444444444444, "recall_score": 1.0, "f1_score": 0.6153846153846153, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.7222222222222222, "pr_auc_score_False": 0.7222222222222222}}
{'bootstrap': False, 'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': None, 'max_features': 5, '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': 2, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': True} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.2222222222222222, "precision_score": 0.2857142857142857, "recall_score": 0.5, "f1_score": 0.36363636363636365, "roc_auc_score_True": 0.25, "roc_auc_score_False": 0.75, "pr_auc_score_True": 0.503968253968254, "pr_auc_score_False": 0.8611111111111112}}
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