grails-ide

[amir9979]

skip

[github-actions[bot]]

{'alpha': 0.1, 'loss': 'log', 'penalty': None} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.9775967413441955, "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": 0.5112016293279023, "pr_auc_score_False": 0.5112016293279023}}

[github-actions[bot]]

{'C': 1, 'max_iter': 100, 'penalty': 'l1', 'solver': 'liblinear', 'tol': 0.01, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.9531568228105907, "precision_score": 0.125, "recall_score": 0.18181818181818182, "f1_score": 0.14814814814814814, "roc_auc_score_True": 0.45984848484848484, "roc_auc_score_False": 0.45208333333333334, "pr_auc_score_True": 0.12159500789586153, "pr_auc_score_False": 0.42118804047568437}}

[github-actions[bot]]

{'max_depth': 50, 'max_features': 3, 'min_samples_leaf': 2, 'min_samples_split': 10} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.9511201629327902, "precision_score": 0.21739130434782608, "recall_score": 0.45454545454545453, "f1_score": 0.29411764705882354, "roc_auc_score_True": 0.6744318181818182, "roc_auc_score_False": 0.32556818181818176, "pr_auc_score_True": 0.2992191753093858, "pr_auc_score_False": 0.2847433705226924}}

[github-actions[bot]]

{'alpha': 10, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.164969450101833, "precision_score": 0.026128266033254157, "recall_score": 1.0, "f1_score": 0.05092592592592592, "roc_auc_score_True": 0.8767045454545453, "roc_auc_score_False": 0.12272727272727273, "pr_auc_score_True": 0.42914380808143265, "pr_auc_score_False": 0.012090553091203014}}

[github-actions[bot]]

{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.9775967413441955, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.3958333333333333, "roc_auc_score_False": 0.5020833333333333, "pr_auc_score_True": 0.01120162932790224, "pr_auc_score_False": 0.5112474437627812}}

[github-actions[bot]]

{'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': True} {"model": "BaggingClassifier", "scores": {"accuracy_score": 0.9775967413441955, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.7022727272727273, "roc_auc_score_False": 0.29772727272727273, "pr_auc_score_True": 0.31958960345785264, "pr_auc_score_False": 0.2843124289152802}}

[github-actions[bot]]

{'max_depth': 5, 'max_features': 3, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 2} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.9775967413441955, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.8707386363636365, "roc_auc_score_False": 0.12926136363636365, "pr_auc_score_True": 0.5121745165514763, "pr_auc_score_False": 0.05688878644728956}}

[github-actions[bot]]

{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.9775967413441955, "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": 0.5112016293279023, "pr_auc_score_False": 0.5112016293279023}}

[github-actions[bot]]

{'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': 2, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'best'} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.9775967413441955, "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": 0.5112016293279023, "pr_auc_score_False": 0.5112016293279023}}

[github-actions[bot]]

{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': None, 'max_features': 'auto', '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": 0.9694501018329938, "precision_score": 0.16666666666666666, "recall_score": 0.09090909090909091, "f1_score": 0.11764705882352942, "roc_auc_score_True": 0.5402462121212122, "roc_auc_score_False": 0.45975378787878785, "pr_auc_score_True": 0.13897117817688082, "pr_auc_score_False": 0.4658730628348702}}

[github-actions[bot]]

{'max_depth': 50, 'max_features': 3, 'min_samples_leaf': 2, 'min_samples_split': 5, 'n_estimators': 2} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.9775967413441955, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.6982954545454545, "roc_auc_score_False": 0.30170454545454545, "pr_auc_score_True": 0.27472286236368837, "pr_auc_score_False": 0.23949745349055981}}

[github-actions[bot]]

{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.9775967413441955, "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": 0.5112016293279023, "pr_auc_score_False": 0.5112016293279023}}

[github-actions[bot]]

{'covariance_estimator': None, 'n_components': None, 'priors': None, 'shrinkage': None, 'solver': 'svd', 'store_covariance': False, 'tol': 0.0001} {"model": "LinearDiscriminantAnalysis", "scores": {"accuracy_score": 0.02240325865580448, "precision_score": 0.02240325865580448, "recall_score": 1.0, "f1_score": 0.04382470119521912, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5112016293279023, "pr_auc_score_False": 0.5112016293279023}}

[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": 0.9775967413441955, "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": 0.5112016293279023, "pr_auc_score_False": 0.5112016293279023}}

[github-actions[bot]]

{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.9063136456211812, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4635416666666667, "roc_auc_score_False": 0.5364583333333333, "pr_auc_score_True": 0.01120162932790224, "pr_auc_score_False": 0.5120614035087719}}

[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": 0.02240325865580448, "precision_score": 0.02240325865580448, "recall_score": 1.0, "f1_score": 0.04382470119521912, "roc_auc_score_True": 0.5052083333333334, "roc_auc_score_False": 0.4947916666666667, "pr_auc_score_True": 0.5113168724279835, "pr_auc_score_False": 0.01120162932790224}}

[github-actions[bot]]

{'C': 0.1, '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': 0.01, 'verbose': 0, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.9755600814663951, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.43854166666666666, "roc_auc_score_False": 0.5010416666666666, "pr_auc_score_True": 0.01120162932790224, "pr_auc_score_False": 0.5112244897959184}}

[github-actions[bot]]

{'leaf_size': 1, 'metric': 'hamming', 'n_neighbors': 20, 'p': 1, 'weights': 'distance'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.9775967413441955, "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": 0.5112016293279023, "pr_auc_score_False": 0.5112016293279023}}

[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': 0.001, 'verbose': 0} {"model": "LogisticRegressionCV", "scores": {"accuracy_score": 0.9775967413441955, "precision_score": 0.5, "recall_score": 0.18181818181818182, "f1_score": 0.26666666666666666, "roc_auc_score_True": 0.368844696969697, "roc_auc_score_False": 0.41202651515151517, "pr_auc_score_True": 0.14948181109839556, "pr_auc_score_False": 0.42038337134566184}}

[github-actions[bot]]

{'bootstrap': False, 'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': None, 'max_features': 5, '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': 2, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': True} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.9775967413441955, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4947916666666667, "roc_auc_score_False": 0.5052083333333333, "pr_auc_score_True": 0.01120162932790224, "pr_auc_score_False": 0.5113168724279835}}

[github-actions[bot]]

{'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': 1e-07, 'validation_fraction': 0.1, 'verbose': 0, 'warm_start': False} {"model": "HistGradientBoostingClassifier", "scores": {"accuracy_score": 0.9775967413441955, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.890814393939394, "roc_auc_score_False": 0.10918560606060607, "pr_auc_score_True": 0.1606488507558026, "pr_auc_score_False": 0.011757888648155863}}