attic-aurora

[amir9979]

skip

[github-actions[bot]]

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{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.03194444444444444, "precision_score": 0.025174825174825177, "recall_score": 1.0, "f1_score": 0.04911323328785812, "roc_auc_score_True": 0.5035612535612536, "roc_auc_score_False": 0.4964387464387464, "pr_auc_score_True": 0.5125874125874126, "pr_auc_score_False": 0.0125}}

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{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.975, "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": 0.5125, "pr_auc_score_False": 0.5125}}

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{'base_estimator': None, 'bootstrap': True, 'bootstrap_features': False, 'max_features': 5, '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": 0.975, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.526036720481165, "roc_auc_score_False": 0.474002849002849, "pr_auc_score_True": 0.026649127612665635, "pr_auc_score_False": 0.023089251989113053}}

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{'activation': 'identity', 'batch_size': 'auto', 'early_stopping': True, 'hidden_layer_sizes': (64,), 'learning_rate': 'adaptive', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.9625, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4237891737891738, "roc_auc_score_False": 0.5078347578347578, "pr_auc_score_True": 0.0125, "pr_auc_score_False": 0.5126939351198871}}

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{'max_depth': 5, 'max_features': 'log2', 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 25} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.975, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.33285849952516616, "roc_auc_score_False": 0.6671415004748338, "pr_auc_score_True": 0.016907986853792446, "pr_auc_score_False": 0.04213121228421232}}

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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": 0.975, "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": 0.5125, "pr_auc_score_False": 0.5125}}

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{'max_depth': 5, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 2} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.8777777777777778, "precision_score": 0.039473684210526314, "recall_score": 0.16666666666666666, "f1_score": 0.06382978723404256, "roc_auc_score_True": 0.615068059512504, "roc_auc_score_False": 0.384931940487496, "pr_auc_score_True": 0.08836052177421447, "pr_auc_score_False": 0.016198065302360683}}

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{'C': 0.1, 'max_iter': 300, 'penalty': 'l1', 'solver': 'liblinear', 'tol': 0.01, 'warm_start': True} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.10833333333333334, "precision_score": 0.02727272727272727, "recall_score": 1.0, "f1_score": 0.053097345132743355, "roc_auc_score_True": 0.6412630579297246, "roc_auc_score_False": 0.3587369420702754, "pr_auc_score_True": 0.0903586475811666, "pr_auc_score_False": 0.01773333600202951}}

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{'leaf_size': 1, 'metric': 'hamming', 'outlier_label': -1, 'p': 1, 'radius': 1, 'weights': 'uniform'} {"model": "RadiusNeighborsClassifier", "scores": {"accuracy_score": 0.975, "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": 0.5125, "pr_auc_score_False": 0.5125}}

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{'leaf_size': 1, 'metric': 'matching', 'n_neighbors': 5, 'p': 1, 'weights': 'uniform'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.975, "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": 0.5125, "pr_auc_score_False": 0.5125}}

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{'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': 'l2', 'random_state': None, 'solver': 'lbfgs', 'tol': 0.0001, 'verbose': 0, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.9111111111111111, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.37535612535612534, "roc_auc_score_False": 0.537037037037037, "pr_auc_score_True": 0.0125, "pr_auc_score_False": 0.5134730538922155}}

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{'bootstrap': False, 'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 50, 'max_features': 'log2', '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": 0.975, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.3174264007597341, "roc_auc_score_False": 0.682573599240266, "pr_auc_score_True": 0.04380931714023814, "pr_auc_score_False": 0.03643675902214268}}

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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': 300, '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": 0.975, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5646169673947452, "roc_auc_score_False": 0.4353830326052548, "pr_auc_score_True": 0.020648159422054464, "pr_auc_score_False": 0.014140077893003505}}