maven-shade-plugin

[amir9979]

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[github-actions[bot]]

{'alpha': 0.1, 'loss': 'log', 'penalty': 'l2'} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.7887323943661971, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.2608695652173913, "roc_auc_score_False": 0.5942028985507246, "pr_auc_score_True": 0.014084507042253521, "pr_auc_score_False": 0.5172413793103449}}

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[github-actions[bot]]

{'base_estimator': None, 'bootstrap': True, 'bootstrap_features': False, 'max_features': 5, 'max_samples': 1.0, 'n_estimators': 25, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': True} {"model": "BaggingClassifier", "scores": {"accuracy_score": 0.971830985915493, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.391304347826087, "roc_auc_score_False": 0.608695652173913, "pr_auc_score_True": 0.022108843537414963, "pr_auc_score_False": 0.03286637931034483}}

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{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.971830985915493, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.427536231884058, "roc_auc_score_False": 0.5797101449275363, "pr_auc_score_True": 0.015625, "pr_auc_score_False": 0.018867924528301886}}

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{'max_depth': None, 'max_features': 3, 'min_samples_leaf': 2, 'min_samples_split': 2, 'n_estimators': 2} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.971830985915493, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5942028985507246, "roc_auc_score_False": 0.4057971014492754, "pr_auc_score_True": 0.2801904016692749, "pr_auc_score_False": 0.2674410528350204}}

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{'alpha': 1e-05, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.08450704225352113, "precision_score": 0.029850746268656716, "recall_score": 1.0, "f1_score": 0.05797101449275362, "roc_auc_score_True": 0.7971014492753623, "roc_auc_score_False": 0.2101449275362319, "pr_auc_score_True": 0.5333333333333333, "pr_auc_score_False": 0.016532981351744677}}

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{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 5, 'max_features': 10, '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": 0.28169014084507044, "precision_score": 0.03773584905660377, "recall_score": 1.0, "f1_score": 0.07272727272727272, "roc_auc_score_True": 0.6304347826086957, "roc_auc_score_False": 0.3695652173913043, "pr_auc_score_True": 0.5188679245283019, "pr_auc_score_False": 0.014084507042253521}}

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{'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 2} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.9014084507042254, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.463768115942029, "roc_auc_score_False": 0.536231884057971, "pr_auc_score_True": 0.014084507042253521, "pr_auc_score_False": 0.5151515151515151}}

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{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.971830985915493, "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": 0.5140845070422535, "pr_auc_score_False": 0.5140845070422535}}

[github-actions[bot]]

{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 10, 'max_features': 'log2', '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": 0.39436619718309857, "precision_score": 0.044444444444444446, "recall_score": 1.0, "f1_score": 0.0851063829787234, "roc_auc_score_True": 0.6884057971014492, "roc_auc_score_False": 0.3115942028985507, "pr_auc_score_True": 0.5222222222222223, "pr_auc_score_False": 0.014084507042253521}}

[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": 0.971830985915493, "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": 0.5140845070422535, "pr_auc_score_False": 0.5140845070422535}}

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{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.971830985915493, "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": 0.5140845070422535, "pr_auc_score_False": 0.5140845070422535}}

[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": 0.971830985915493, "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": 0.5140845070422535, "pr_auc_score_False": 0.5140845070422535}}

[github-actions[bot]]

{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.971830985915493, "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": 0.5140845070422535, "pr_auc_score_False": 0.5140845070422535}}

[github-actions[bot]]

{'activation': 'tanh', 'batch_size': 50, 'early_stopping': True, 'hidden_layer_sizes': (32, 64), 'learning_rate': 'adaptive', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.028169014084507043, "precision_score": 0.028169014084507043, "recall_score": 1.0, "f1_score": 0.05479452054794521, "roc_auc_score_True": 0.12318840579710144, "roc_auc_score_False": 0.8768115942028986, "pr_auc_score_True": 0.014084507042253521, "pr_auc_score_False": 0.5526315789473684}}

[github-actions[bot]]

{'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': 0.01, 'verbose': 0, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.971830985915493, "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": 0.5140845070422535, "pr_auc_score_False": 0.5140845070422535}}

[github-actions[bot]]

{'leaf_size': 1, 'metric': 'matching', 'n_neighbors': 5, 'p': 1, 'weights': 'uniform'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.971830985915493, "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": 0.5140845070422535, "pr_auc_score_False": 0.5140845070422535}}

[github-actions[bot]]

{'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": 0.08450704225352113, "precision_score": 0.029850746268656716, "recall_score": 1.0, "f1_score": 0.05797101449275362, "roc_auc_score_True": 0.7934782608695652, "roc_auc_score_False": 0.20652173913043476, "pr_auc_score_True": 0.2985209235209235, "pr_auc_score_False": 0.016759234653202233}}

[github-actions[bot]]

{'bootstrap': False, 'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 10, 'max_features': 3, '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': 10, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': False} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.971830985915493, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.46376811594202894, "roc_auc_score_False": 0.5362318840579711, "pr_auc_score_True": 0.02295134443021767, "pr_auc_score_False": 0.2781897273834907}}

[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': 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": 0.971830985915493, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.3695652173913043, "roc_auc_score_False": 0.6304347826086957, "pr_auc_score_True": 0.01694915254237288, "pr_auc_score_False": 0.024390243902439025}}