maven-scm

[amir9979]

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[github-actions[bot]]

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{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.9630032644178455, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4858757062146893, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.018498367791077257, "pr_auc_score_False": 0.5184983677910773}}

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{'alpha': 0.001, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.05223068552774755, "precision_score": 0.03756906077348066, "recall_score": 1.0, "f1_score": 0.0724174653887114, "roc_auc_score_True": 0.4364074443336657, "roc_auc_score_False": 0.5635925556663344, "pr_auc_score_True": 0.02983009189582654, "pr_auc_score_False": 0.03949397014591323}}

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{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.9630032644178455, "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": 0.5184983677910773, "pr_auc_score_False": 0.5184983677910773}}

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{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': None, 'max_features': 5, '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": 0.9630032644178455, "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": 0.5184983677910773, "pr_auc_score_False": 0.5184983677910773}}

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{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.13710554951033732, "precision_score": 0.04, "recall_score": 0.9705882352941176, "f1_score": 0.07683352735739232, "roc_auc_score_True": 0.5378364905284148, "roc_auc_score_False": 0.46216350947158524, "pr_auc_score_True": 0.5058381872879729, "pr_auc_score_False": 0.03797932943927461}}

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{'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': 5, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'best'} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.9630032644178455, "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": 0.5184983677910773, "pr_auc_score_False": 0.5184983677910773}}

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{'base_estimator': None, 'bootstrap': True, 'bootstrap_features': False, 'max_features': 1.0, '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": 0.9630032644178455, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5322033898305085, "roc_auc_score_False": 0.46779661016949153, "pr_auc_score_True": 0.5197215777262181, "pr_auc_score_False": 0.018498367791077257}}

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{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.956474428726877, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4966101694915254, "roc_auc_score_False": 0.5033898305084745, "pr_auc_score_True": 0.018498367791077257, "pr_auc_score_False": 0.5186199342825849}}

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{'covariance_estimator': None, 'n_components': None, 'priors': None, 'shrinkage': None, 'solver': 'svd', 'store_covariance': False, 'tol': 0.01} {"model": "LinearDiscriminantAnalysis", "scores": {"accuracy_score": 0.9630032644178455, "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": 0.5184983677910773, "pr_auc_score_False": 0.5184983677910773}}

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{'max_depth': 5, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 10} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.9630032644178455, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4584081090063144, "roc_auc_score_False": 0.5415918909936857, "pr_auc_score_True": 0.031159821941103706, "pr_auc_score_False": 0.03563580001783878}}

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{'activation': 'tanh', 'batch_size': 50, 'early_stopping': True, 'hidden_layer_sizes': (64,), 'learning_rate': 'adaptive', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.04461371055495103, "precision_score": 0.03728070175438596, "recall_score": 1.0, "f1_score": 0.07188160676532769, "roc_auc_score_True": 0.5232469258889997, "roc_auc_score_False": 0.4767530741110004, "pr_auc_score_True": 0.27894873499865824, "pr_auc_score_False": 0.033102605473644846}}

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{'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": 0.9630032644178455, "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": 0.5184983677910773, "pr_auc_score_False": 0.5184983677910773}}

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{'max_depth': 50, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 2, 'n_estimators': 2} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.9597388465723613, "precision_score": 0.2, "recall_score": 0.029411764705882353, "f1_score": 0.05128205128205128, "roc_auc_score_True": 0.5379528082419409, "roc_auc_score_False": 0.4620471917580592, "pr_auc_score_True": 0.09427998940727159, "pr_auc_score_False": 0.28977215714231774}}

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{'C': 1, 'max_iter': 300, 'penalty': 'l1', 'solver': 'liblinear', 'tol': 0.0001, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.9630032644178455, "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": 0.5184983677910773, "pr_auc_score_False": 0.5184983677910773}}

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{'leaf_size': 1, 'metric': 'matching', 'n_neighbors': 5, 'p': 1, 'weights': 'uniform'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.9630032644178455, "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": 0.5184983677910773, "pr_auc_score_False": 0.5184983677910773}}

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{'leaf_size': 1, 'metric': 'hamming', 'outlier_label': -1, 'p': 1, 'radius': 1, 'weights': 'uniform'} {"model": "RadiusNeighborsClassifier", "scores": {"accuracy_score": 0.9630032644178455, "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": 0.5184983677910773, "pr_auc_score_False": 0.5184983677910773}}

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{'C': 0.01, 'class_weight': None, 'dual': False, 'fit_intercept': True, 'intercept_scaling': 1, 'l1_ratio': None, 'max_iter': 1000, '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": 0.9630032644178455, "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": 0.5184983677910773, "pr_auc_score_False": 0.5184983677910773}}

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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': 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": 0.9630032644178455, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5679960119641076, "roc_auc_score_False": 0.43200398803589235, "pr_auc_score_True": 0.157819529040815, "pr_auc_score_False": 0.027911878918289473}}

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{'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': 0.0001, 'validation_fraction': 0.1, 'verbose': 0, 'warm_start': False} {"model": "HistGradientBoostingClassifier", "scores": {"accuracy_score": 0.9630032644178455, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.590628115653041, "roc_auc_score_False": 0.40937188434695915, "pr_auc_score_True": 0.05683579047208055, "pr_auc_score_False": 0.03517340242434707}}