maven-pmd-plugin

[amir9979]

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[github-actions[bot]]

{'alpha': 0.1, 'loss': 'modified_huber', 'penalty': None} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.9838709677419355, "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": 0.5080645161290323, "pr_auc_score_False": 0.5080645161290323}}

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{'C': 5, 'max_iter': 300, 'penalty': 'l1', 'solver': 'liblinear', 'tol': 0.0001, 'warm_start': True} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.9838709677419355, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.42622950819672134, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.008064516129032258, "pr_auc_score_False": 0.5080645161290323}}

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{'max_depth': 5, 'max_features': 10, 'min_samples_leaf': 2, 'min_samples_split': 5} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.4838709677419355, "precision_score": 0.030303030303030304, "recall_score": 1.0, "f1_score": 0.05882352941176471, "roc_auc_score_True": 0.7377049180327868, "roc_auc_score_False": 0.26229508196721313, "pr_auc_score_True": 0.5151515151515151, "pr_auc_score_False": 0.008064516129032258}}

[github-actions[bot]]

{'alpha': 1.0, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.016129032258064516, "precision_score": 0.016129032258064516, "recall_score": 1.0, "f1_score": 0.031746031746031744, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.08196721311475413, "pr_auc_score_True": 0.5080645161290323, "pr_auc_score_False": 0.008333333333333333}}

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{'base_estimator': None, 'bootstrap': True, 'bootstrap_features': False, 'max_features': 1.0, 'max_samples': 1.0, 'n_estimators': 100, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': False} {"model": "BaggingClassifier", "scores": {"accuracy_score": 0.3548387096774194, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.016393442622950838, "roc_auc_score_False": 0.9836065573770492, "pr_auc_score_True": 0.00819672131147541, "pr_auc_score_False": 0.25}}

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{'max_depth': 10, 'max_features': 10, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 100} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.016129032258064516, "precision_score": 0.016129032258064516, "recall_score": 1.0, "f1_score": 0.031746031746031744, "roc_auc_score_True": 0.8688524590163934, "roc_auc_score_False": 0.1311475409836066, "pr_auc_score_True": 0.05555555555555555, "pr_auc_score_False": 0.009259259259259259}}

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{'max_depth': 10, 'max_features': 'log2', 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 10} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.016129032258064516, "precision_score": 0.016129032258064516, "recall_score": 1.0, "f1_score": 0.031746031746031744, "roc_auc_score_True": 0.8688524590163934, "roc_auc_score_False": 0.13114754098360654, "pr_auc_score_True": 0.5294117647058824, "pr_auc_score_False": 0.008064516129032258}}

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{'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': 2, 'min_samples_split': 0.1, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'best'} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.1774193548387097, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.08196721311475408, "roc_auc_score_False": 0.9180327868852459, "pr_auc_score_True": 0.008064516129032258, "pr_auc_score_False": 0.5454545454545454}}

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{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.9838709677419355, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.7459016393442623, "roc_auc_score_False": 0.2540983606557377, "pr_auc_score_True": 0.016666666666666666, "pr_auc_score_False": 0.008333333333333333}}

[github-actions[bot]]

{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.016129032258064516, "precision_score": 0.016129032258064516, "recall_score": 1.0, "f1_score": 0.031746031746031744, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5080645161290323, "pr_auc_score_False": 0.5080645161290323}}

[github-actions[bot]]

{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.9838709677419355, "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": 0.5080645161290323, "pr_auc_score_False": 0.5080645161290323}}

[github-actions[bot]]

{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 5, 'max_features': 'auto', '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": 0.8387096774193549, "precision_score": 0.09090909090909091, "recall_score": 1.0, "f1_score": 0.16666666666666669, "roc_auc_score_True": 0.9344262295081968, "roc_auc_score_False": 0.0655737704918033, "pr_auc_score_True": 0.5555555555555556, "pr_auc_score_False": 0.008064516129032258}}

[github-actions[bot]]

{'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": 0.9838709677419355, "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": 0.5080645161290323, "pr_auc_score_False": 0.5080645161290323}}

[github-actions[bot]]

{'covariance_estimator': None, 'n_components': None, 'priors': None, 'shrinkage': None, 'solver': 'svd', 'store_covariance': False, 'tol': 0.01} {"model": "LinearDiscriminantAnalysis", "scores": {"accuracy_score": 0.9838709677419355, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4426229508196721, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.008064516129032258, "pr_auc_score_False": 0.5080645161290323}}

[github-actions[bot]]

{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.016129032258064516, "precision_score": 0.016129032258064516, "recall_score": 1.0, "f1_score": 0.031746031746031744, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5080645161290323, "pr_auc_score_False": 0.5080645161290323}}

[github-actions[bot]]

{'activation': 'relu', 'batch_size': 50, 'early_stopping': True, 'hidden_layer_sizes': (64,), 'learning_rate': 'adaptive', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.016129032258064516, "precision_score": 0.016129032258064516, "recall_score": 1.0, "f1_score": 0.031746031746031744, "roc_auc_score_True": 0.5163934426229508, "roc_auc_score_False": 0.48360655737704916, "pr_auc_score_True": 0.5083333333333333, "pr_auc_score_False": 0.008064516129032258}}

[github-actions[bot]]

{'C': 10, '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': 0.0001, 'verbose': 0, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.9838709677419355, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.42622950819672134, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.008064516129032258, "pr_auc_score_False": 0.5080645161290323}}

[github-actions[bot]]

{'leaf_size': 1, 'metric': 'braycurtis', 'n_neighbors': 7, 'p': 1, 'weights': 'uniform'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.016129032258064516, "precision_score": 0.016129032258064516, "recall_score": 1.0, "f1_score": 0.031746031746031744, "roc_auc_score_True": 0.540983606557377, "roc_auc_score_False": 0.45901639344262296, "pr_auc_score_True": 0.5087719298245614, "pr_auc_score_False": 0.008064516129032258}}

[github-actions[bot]]

{'leaf_size': 1, 'metric': 'braycurtis', 'outlier_label': -1, 'p': 1, 'radius': 1, 'weights': 'uniform'} {"model": "RadiusNeighborsClassifier", "scores": {"accuracy_score": 0.9516129032258065, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.6311475409836066, "roc_auc_score_False": 0.36885245901639346, "pr_auc_score_True": 0.019230769230769232, "pr_auc_score_False": 0.011904761904761904}}

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{'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': 'l2', 'random_state': None, 'refit': True, 'scoring': None, 'solver': 'liblinear', 'tol': 0.001, 'verbose': 0} {"model": "LogisticRegressionCV", "scores": {"accuracy_score": 0.9838709677419355, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.2704918032786885, "roc_auc_score_False": 0.5327868852459017, "pr_auc_score_True": 0.008064516129032258, "pr_auc_score_False": 0.5086206896551724}}

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{'bootstrap': False, 'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 5, 'max_features': None, 'max_leaf_nodes': None, 'max_samples': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 10, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': False} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.016129032258064516, "precision_score": 0.016129032258064516, "recall_score": 1.0, "f1_score": 0.031746031746031744, "roc_auc_score_True": 0.8524590163934426, "roc_auc_score_False": 0.14754098360655737, "pr_auc_score_True": 0.03571428571428571, "pr_auc_score_False": 0.008771929824561403}}

[github-actions[bot]]

{'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': 0.01, 'validation_fraction': 0.1, 'verbose': 0, 'warm_start': False} {"model": "HistGradientBoostingClassifier", "scores": {"accuracy_score": 0.016129032258064516, "precision_score": 0.016129032258064516, "recall_score": 1.0, "f1_score": 0.031746031746031744, "roc_auc_score_True": 0.9344262295081968, "roc_auc_score_False": 0.0655737704918033, "pr_auc_score_True": 0.5555555555555556, "pr_auc_score_False": 0.008064516129032258}}