Open amir9979 opened 2 years ago
{'alpha': 0.1, 'loss': 'modified_huber', 'penalty': 'l1'} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.047058823529411764, "precision_score": 0.047058823529411764, "recall_score": 1.0, "f1_score": 0.0898876404494382, "roc_auc_score_True": 0.5030864197530864, "roc_auc_score_False": 0.49691358024691357, "pr_auc_score_True": 0.5236686390532544, "pr_auc_score_False": 0.023529411764705882}}
{'C': 0.01, 'max_iter': 300, 'penalty': 'l1', 'solver': 'liblinear', 'tol': 0.01, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.9529411764705882, "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": 0.5235294117647059, "pr_auc_score_False": 0.5235294117647059}}
{'max_depth': 5, 'max_features': 10, 'min_samples_leaf': 2, 'min_samples_split': 0.1} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.9529411764705882, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.49382716049382713, "roc_auc_score_False": 0.5061728395061729, "pr_auc_score_True": 0.2844173441734418, "pr_auc_score_False": 0.03676470588235294}}
{'alpha': 3, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.047058823529411764, "precision_score": 0.047058823529411764, "recall_score": 1.0, "f1_score": 0.0898876404494382, "roc_auc_score_True": 0.6361882716049383, "roc_auc_score_False": 0.3915895061728395, "pr_auc_score_True": 0.3008967754145037, "pr_auc_score_False": 0.03537772488997604}}
{'base_estimator': None, 'bootstrap': True, 'bootstrap_features': False, 'max_features': 5, 'max_samples': 1.0, 'n_estimators': 2, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': True} {"model": "BaggingClassifier", "scores": {"accuracy_score": 0.8647058823529412, "precision_score": 0.10526315789473684, "recall_score": 0.25, "f1_score": 0.14814814814814814, "roc_auc_score_True": 0.5725308641975309, "roc_auc_score_False": 0.42746913580246915, "pr_auc_score_True": 0.19527863777089782, "pr_auc_score_False": 0.40074990261005067}}
{'max_depth': 5, 'max_features': 'log2', 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 2} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.9529411764705882, "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": 0.5235294117647059, "pr_auc_score_False": 0.5235294117647059}}
{'max_depth': 5, 'max_features': 3, 'min_samples_leaf': 2, 'min_samples_split': 10, 'n_estimators': 2} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.9529411764705882, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.7129629629629629, "roc_auc_score_False": 0.28703703703703703, "pr_auc_score_True": 0.5396039603960396, "pr_auc_score_False": 0.023529411764705882}}
{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.9529411764705882, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4722222222222222, "roc_auc_score_False": 0.5277777777777778, "pr_auc_score_True": 0.023529411764705882, "pr_auc_score_False": 0.5248447204968945}}
{'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': 'best'} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.9529411764705882, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.35262345679012347, "roc_auc_score_False": 0.6473765432098766, "pr_auc_score_True": 0.09165486077186127, "pr_auc_score_False": 0.04508150161421371}}
{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.9529411764705882, "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": 0.5235294117647059, "pr_auc_score_False": 0.5235294117647059}}
{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 50, 'max_features': 3, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 1, 'min_samples_split': 0.1, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'random'} {"model": "ExtraTreeClassifier", "scores": {"accuracy_score": 0.9529411764705882, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5354938271604939, "roc_auc_score_False": 0.4645061728395061, "pr_auc_score_True": 0.28734141865475143, "pr_auc_score_False": 0.03475321162947938}}
{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.047058823529411764, "precision_score": 0.047058823529411764, "recall_score": 1.0, "f1_score": 0.0898876404494382, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5235294117647059, "pr_auc_score_False": 0.5235294117647059}}
{'covariance_estimator': None, 'n_components': None, 'priors': None, 'shrinkage': None, 'solver': 'svd', 'store_covariance': False, 'tol': 0.01} {"model": "LinearDiscriminantAnalysis", "scores": {"accuracy_score": 0.9470588235294117, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.49691358024691357, "roc_auc_score_False": 0.5030864197530864, "pr_auc_score_True": 0.023529411764705882, "pr_auc_score_False": 0.5236686390532544}}
{'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": 0.9529411764705882, "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": 0.5235294117647059, "pr_auc_score_False": 0.5235294117647059}}
{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.9529411764705882, "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": 0.5235294117647059, "pr_auc_score_False": 0.5235294117647059}}
{'activation': 'identity', 'batch_size': 'auto', 'early_stopping': True, 'hidden_layer_sizes': (64,), 'learning_rate': 'invscaling', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.9529411764705882, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.44135802469135804, "roc_auc_score_False": 0.5030864197530864, "pr_auc_score_True": 0.023529411764705882, "pr_auc_score_False": 0.5236686390532544}}
{'C': 1, 'class_weight': None, 'dual': False, 'fit_intercept': True, 'intercept_scaling': 1, 'l1_ratio': None, 'max_iter': 300, '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": 0.9529411764705882, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.49382716049382713, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.023529411764705882, "pr_auc_score_False": 0.5235294117647059}}
{'leaf_size': 1, 'metric': 'matching', 'n_neighbors': 5, 'p': 1, 'weights': 'uniform'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.9529411764705882, "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": 0.5235294117647059, "pr_auc_score_False": 0.5235294117647059}}
{'Cs': 10, 'class_weight': None, 'cv': None, 'dual': False, 'fit_intercept': True, 'intercept_scaling': 1.0, 'l1_ratios': None, 'max_iter': 1000, '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": 0.9529411764705882, "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": 0.5235294117647059, "pr_auc_score_False": 0.5235294117647059}}
{'bootstrap': False, 'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 5, 'max_features': 'auto', '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": 0.4588235294117647, "precision_score": 0.08, "recall_score": 1.0, "f1_score": 0.14814814814814814, "roc_auc_score_True": 0.753858024691358, "roc_auc_score_False": 0.24614197530864199, "pr_auc_score_True": 0.2719951923076923, "pr_auc_score_False": 0.026095456732921476}}
{'categorical_features': None, 'early_stopping': True, 'l2_regularization': 0.0, 'learning_rate': 0.1, 'loss': 'auto', 'max_bins': 255, 'max_depth': 10, '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': 0.001, 'validation_fraction': 0.1, 'verbose': 0, 'warm_start': False} {"model": "HistGradientBoostingClassifier", "scores": {"accuracy_score": 0.9529411764705882, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.44868827160493835, "roc_auc_score_False": 0.49691358024691357, "pr_auc_score_True": 0.03329385445453349, "pr_auc_score_False": 0.02666666666666667}}
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