phoenix-tephra

[amir9979]

skip

[github-actions[bot]]

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{'max_depth': None, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 10} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.65625, "precision_score": 0.21649484536082475, "recall_score": 0.4772727272727273, "f1_score": 0.2978723404255319, "roc_auc_score_True": 0.5708830104321907, "roc_auc_score_False": 0.42911698956780925, "pr_auc_score_True": 0.36369294182265643, "pr_auc_score_False": 0.34080939149894995}}

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{'max_depth': None, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 100} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.8472222222222222, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5194672131147541, "roc_auc_score_False": 0.4805327868852459, "pr_auc_score_True": 0.1885088089469205, "pr_auc_score_False": 0.13894183403131544}}

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{'alpha': 1e-05, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.1527777777777778, "precision_score": 0.1527777777777778, "recall_score": 1.0, "f1_score": 0.26506024096385544, "roc_auc_score_True": 0.598919523099851, "roc_auc_score_False": 0.3521330104321907, "pr_auc_score_True": 0.5825519966615385, "pr_auc_score_False": 0.10952379742166346}}

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{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.1527777777777778, "precision_score": 0.1527777777777778, "recall_score": 1.0, "f1_score": 0.26506024096385544, "roc_auc_score_True": 0.444672131147541, "roc_auc_score_False": 0.555327868852459, "pr_auc_score_True": 0.0763888888888889, "pr_auc_score_False": 0.5842911877394636}}

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{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.8472222222222222, "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": 0.5763888888888888, "pr_auc_score_False": 0.5763888888888888}}

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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': 1, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'random'} {"model": "ExtraTreeClassifier", "scores": {"accuracy_score": 0.1527777777777778, "precision_score": 0.1527777777777778, "recall_score": 1.0, "f1_score": 0.26506024096385544, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5763888888888888, "pr_auc_score_False": 0.5763888888888888}}

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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": 0.8472222222222222, "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": 0.5763888888888888, "pr_auc_score_False": 0.5763888888888888}}

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{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.19791666666666666, "precision_score": 0.16, "recall_score": 1.0, "f1_score": 0.2758620689655173, "roc_auc_score_True": 0.5266393442622951, "roc_auc_score_False": 0.4733606557377049, "pr_auc_score_True": 0.58, "pr_auc_score_False": 0.0763888888888889}}

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{'covariance_estimator': None, 'n_components': None, 'priors': None, 'shrinkage': None, 'solver': 'svd', 'store_covariance': False, 'tol': 0.0001} {"model": "LinearDiscriminantAnalysis", "scores": {"accuracy_score": 0.1701388888888889, "precision_score": 0.15547703180212014, "recall_score": 1.0, "f1_score": 0.2691131498470948, "roc_auc_score_True": 0.5102459016393442, "roc_auc_score_False": 0.48975409836065575, "pr_auc_score_True": 0.5777385159010601, "pr_auc_score_False": 0.0763888888888889}}

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{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.6840277777777778, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4036885245901639, "roc_auc_score_False": 0.5963114754098361, "pr_auc_score_True": 0.0763888888888889, "pr_auc_score_False": 0.5912863070539419}}

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{'activation': 'tanh', 'batch_size': 50, 'early_stopping': True, 'hidden_layer_sizes': (32, 64), 'learning_rate': 'adaptive', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.7777777777777778, "precision_score": 0.1875, "recall_score": 0.13636363636363635, "f1_score": 0.15789473684210525, "roc_auc_score_True": 0.43819858420268265, "roc_auc_score_False": 0.5618014157973175, "pr_auc_score_True": 0.12147902340566803, "pr_auc_score_False": 0.5202173451836355}}

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{'leaf_size': 1, 'metric': 'hamming', 'n_neighbors': 15, 'p': 1, 'weights': 'uniform'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.8472222222222222, "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": 0.5763888888888888, "pr_auc_score_False": 0.5763888888888888}}

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{'C': 10, 'class_weight': None, 'dual': False, 'fit_intercept': True, 'intercept_scaling': 1, 'l1_ratio': None, 'max_iter': 300, 'multi_class': 'auto', 'n_jobs': None, 'penalty': 'l1', 'random_state': None, 'solver': 'liblinear', 'tol': 0.0001, 'verbose': 0, 'warm_start': True} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.1527777777777778, "precision_score": 0.1527777777777778, "recall_score": 1.0, "f1_score": 0.26506024096385544, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5763888888888888, "pr_auc_score_False": 0.5763888888888888}}

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{'bootstrap': False, 'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 10, 'max_features': None, 'max_leaf_nodes': None, 'max_samples': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 1, 'min_samples_split': 10, '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": 0.3819444444444444, "precision_score": 0.11046511627906977, "recall_score": 0.4318181818181818, "f1_score": 0.1759259259259259, "roc_auc_score_True": 0.3555327868852459, "roc_auc_score_False": 0.6414865871833085, "pr_auc_score_True": 0.11283295900164195, "pr_auc_score_False": 0.4058797970334166}}

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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': 300, 'multi_class': 'auto', 'n_jobs': None, 'penalty': 'l2', 'random_state': None, 'refit': True, 'scoring': None, 'solver': 'liblinear', 'tol': 0.0001, 'verbose': 0} {"model": "LogisticRegressionCV", "scores": {"accuracy_score": 0.1527777777777778, "precision_score": 0.1527777777777778, "recall_score": 1.0, "f1_score": 0.26506024096385544, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5763888888888888, "pr_auc_score_False": 0.5763888888888888}}

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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': 10, '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": 0.8472222222222222, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.34812779433681074, "roc_auc_score_False": 0.6518722056631894, "pr_auc_score_True": 0.14567097616248628, "pr_auc_score_False": 0.2582873966134351}}