Open amir9979 opened 2 years ago
{'alpha': 0.1, 'loss': 'log', 'penalty': 'l1'} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.046875, "precision_score": 0.016129032258064516, "recall_score": 1.0, "f1_score": 0.031746031746031744, "roc_auc_score_True": 0.9365079365079365, "roc_auc_score_False": 0.06349206349206349, "pr_auc_score_True": 0.5555555555555556, "pr_auc_score_False": 0.0078125}}
{'C': 0.01, 'max_iter': 100, 'penalty': 'l1', 'solver': 'liblinear', 'tol': 0.0001, 'warm_start': True} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.984375, "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": 0.5078125, "pr_auc_score_False": 0.5078125}}
{'max_depth': 5, 'max_features': 3, 'min_samples_leaf': 2, 'min_samples_split': 0.1} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.015625, "precision_score": 0.015625, "recall_score": 1.0, "f1_score": 0.03076923076923077, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5078125, "pr_auc_score_False": 0.5078125}}
{'max_depth': 5, 'max_features': 'auto', 'min_samples_leaf': 2, 'min_samples_split': 5, 'n_estimators': 2} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.109375, "precision_score": 0.017241379310344827, "recall_score": 1.0, "f1_score": 0.03389830508474576, "roc_auc_score_True": 0.5476190476190477, "roc_auc_score_False": 0.4523809523809524, "pr_auc_score_True": 0.5086206896551724, "pr_auc_score_False": 0.0078125}}
{'alpha': 0.1, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.015625, "precision_score": 0.015625, "recall_score": 1.0, "f1_score": 0.03076923076923077, "roc_auc_score_True": 0.8412698412698414, "roc_auc_score_False": 0.04761904761904767, "pr_auc_score_True": 0.5238095238095238, "pr_auc_score_False": 0.00819672131147541}}
{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 2, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'best'} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.84375, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4285714285714286, "roc_auc_score_False": 0.5714285714285714, "pr_auc_score_True": 0.0078125, "pr_auc_score_False": 0.509090909090909}}
{'max_depth': 5, 'max_features': 5, 'min_samples_leaf': 2, 'min_samples_split': 5, 'n_estimators': 2} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.40625, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.20634920634920634, "roc_auc_score_False": 0.7936507936507937, "pr_auc_score_True": 0.0078125, "pr_auc_score_False": 0.5185185185185185}}
{'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": 0.671875, "precision_score": 0.045454545454545456, "recall_score": 1.0, "f1_score": 0.08695652173913045, "roc_auc_score_True": 0.8333333333333334, "roc_auc_score_False": 0.16666666666666669, "pr_auc_score_True": 0.5227272727272727, "pr_auc_score_False": 0.0078125}}
{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.015625, "precision_score": 0.015625, "recall_score": 1.0, "f1_score": 0.03076923076923077, "roc_auc_score_True": 0.8095238095238095, "roc_auc_score_False": 0.19047619047619047, "pr_auc_score_True": 0.52, "pr_auc_score_False": 0.0078125}}
{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.984375, "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": 0.5078125, "pr_auc_score_False": 0.5078125}}
{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': None, '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': 'random'} {"model": "ExtraTreeClassifier", "scores": {"accuracy_score": 0.984375, "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": 0.5078125, "pr_auc_score_False": 0.5078125}}
{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.015625, "precision_score": 0.015625, "recall_score": 1.0, "f1_score": 0.03076923076923077, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5078125, "pr_auc_score_False": 0.5078125}}
{'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": 0.984375, "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": 0.5078125, "pr_auc_score_False": 0.5078125}}
{'covariance_estimator': None, 'n_components': None, 'priors': None, 'shrinkage': None, 'solver': 'svd', 'store_covariance': False, 'tol': 0.01} {"model": "LinearDiscriminantAnalysis", "scores": {"accuracy_score": 0.03125, "precision_score": 0.015873015873015872, "recall_score": 1.0, "f1_score": 0.03125, "roc_auc_score_True": 0.5079365079365079, "roc_auc_score_False": 0.4920634920634921, "pr_auc_score_True": 0.5079365079365079, "pr_auc_score_False": 0.0078125}}
{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.953125, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.48412698412698413, "roc_auc_score_False": 0.5158730158730158, "pr_auc_score_True": 0.0078125, "pr_auc_score_False": 0.5080645161290323}}
{'activation': 'identity', 'batch_size': 'auto', 'early_stopping': True, 'hidden_layer_sizes': (32, 64), 'learning_rate': 'invscaling', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.84375, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.25396825396825395, "roc_auc_score_False": 0.5873015873015873, "pr_auc_score_True": 0.0078125, "pr_auc_score_False": 0.5094339622641509}}
{'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': 'l1', 'random_state': None, 'solver': 'liblinear', 'tol': 0.0001, 'verbose': 0, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.984375, "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": 0.5078125, "pr_auc_score_False": 0.5078125}}
{'leaf_size': 1, 'metric': 'matching', 'n_neighbors': 5, 'p': 1, 'weights': 'uniform'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.984375, "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": 0.5078125, "pr_auc_score_False": 0.5078125}}
{'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': 0.0001, 'verbose': 0} {"model": "LogisticRegressionCV", "scores": {"accuracy_score": 0.984375, "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": 0.5078125, "pr_auc_score_False": 0.5078125}}
{'bootstrap': False, 'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 50, 'max_features': None, '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': 2, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': True} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.8125, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4126984126984127, "roc_auc_score_False": 0.5873015873015873, "pr_auc_score_True": 0.0078125, "pr_auc_score_False": 0.5094339622641509}}
{'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': 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": 0.859375, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.007936507936507964, "roc_auc_score_False": 0.992063492063492, "pr_auc_score_True": 0.0078125, "pr_auc_score_False": 0.75}}
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