spring-data-jdbc

[amir9979]

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[github-actions[bot]]

{'alpha': 0.1, 'loss': 'modified_huber', 'penalty': None} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.8218390804597702, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.43465045592705165, "roc_auc_score_False": 0.5653495440729484, "pr_auc_score_True": 0.027298850574712645, "pr_auc_score_False": 0.5311475409836066}}

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{'C': 0.01, 'max_iter': 100, 'penalty': 'l1', 'solver': 'liblinear', 'tol': 0.01, 'warm_start': True} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.9454022988505747, "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": 0.5272988505747126, "pr_auc_score_False": 0.5272988505747126}}

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{'max_depth': 5, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 5} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.9454022988505747, "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": 0.5272988505747126, "pr_auc_score_False": 0.5272988505747126}}

[github-actions[bot]]

{'max_depth': 5, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 2} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.05459770114942529, "precision_score": 0.05459770114942529, "recall_score": 1.0, "f1_score": 0.10354223433242508, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5272988505747126, "pr_auc_score_False": 0.5272988505747126}}

[github-actions[bot]]

{'base_estimator': None, 'bootstrap': True, 'bootstrap_features': False, 'max_features': 5, '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": 0.9454022988505747, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4806430971044633, "roc_auc_score_False": 0.5193569028955367, "pr_auc_score_True": 0.15007069598615624, "pr_auc_score_False": 0.429109922740518}}

[github-actions[bot]]

{'max_depth': 5, 'max_features': 3, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 100} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.9454022988505747, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.503919372900336, "roc_auc_score_False": 0.49608062709966405, "pr_auc_score_True": 0.05123417291967303, "pr_auc_score_False": 0.05039038032506514}}

[github-actions[bot]]

{'alpha': 10, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.05459770114942529, "precision_score": 0.05459770114942529, "recall_score": 1.0, "f1_score": 0.10354223433242508, "roc_auc_score_True": 0.4347304431290993, "roc_auc_score_False": 0.5652695568709009, "pr_auc_score_True": 0.07693497456225007, "pr_auc_score_False": 0.0889054752149796}}

[github-actions[bot]]

{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.05459770114942529, "precision_score": 0.05459770114942529, "recall_score": 1.0, "f1_score": 0.10354223433242508, "roc_auc_score_True": 0.4832826747720365, "roc_auc_score_False": 0.5167173252279635, "pr_auc_score_True": 0.02753623188405797, "pr_auc_score_False": 0.02844311377245509}}

[github-actions[bot]]

{'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': 1, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'best'} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.9396551724137931, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4684850423932172, "roc_auc_score_False": 0.5315149576067829, "pr_auc_score_True": 0.04175508399646331, "pr_auc_score_False": 0.3805922971505765}}

[github-actions[bot]]

{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.9454022988505747, "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": 0.5272988505747126, "pr_auc_score_False": 0.5272988505747126}}

[github-actions[bot]]

{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 5, 'max_features': 'auto', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 1, 'min_samples_split': 0.1, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'random'} {"model": "ExtraTreeClassifier", "scores": {"accuracy_score": 0.9454022988505747, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5214365701487762, "roc_auc_score_False": 0.47856342985122385, "pr_auc_score_True": 0.04610762800417973, "pr_auc_score_False": 0.3264640246951031}}

[github-actions[bot]]

{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.13218390804597702, "precision_score": 0.059190031152647975, "recall_score": 1.0, "f1_score": 0.11176470588235295, "roc_auc_score_True": 0.541033434650456, "roc_auc_score_False": 0.45896656534954405, "pr_auc_score_True": 0.5295950155763239, "pr_auc_score_False": 0.027298850574712645}}

[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": 0.9454022988505747, "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": 0.5272988505747126, "pr_auc_score_False": 0.5272988505747126}}

[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": 0.8103448275862069, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4194528875379939, "roc_auc_score_False": 0.5714285714285714, "pr_auc_score_True": 0.027298850574712645, "pr_auc_score_False": 0.53156146179402}}

[github-actions[bot]]

{'activation': 'relu', 'batch_size': 'auto', 'early_stopping': True, 'hidden_layer_sizes': (64,), 'learning_rate': 'invscaling', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.1810344827586207, "precision_score": 0.0625, "recall_score": 1.0, "f1_score": 0.11764705882352941, "roc_auc_score_True": 0.5699088145896656, "roc_auc_score_False": 0.43009118541033436, "pr_auc_score_True": 0.5314569536423841, "pr_auc_score_False": 0.027298850574712645}}

[github-actions[bot]]

{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.9367816091954023, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.49544072948328266, "roc_auc_score_False": 0.5045592705167173, "pr_auc_score_True": 0.027298850574712645, "pr_auc_score_False": 0.527536231884058}}

[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': 0.001, 'verbose': 0, 'warm_start': True} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.9454022988505747, "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": 0.5272988505747126, "pr_auc_score_False": 0.5272988505747126}}

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{'leaf_size': 1, 'metric': 'matching', 'n_neighbors': 5, 'p': 1, 'weights': 'uniform'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.9454022988505747, "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": 0.5272988505747126, "pr_auc_score_False": 0.5272988505747126}}

[github-actions[bot]]

{'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': 2, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 2, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': False} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.9454022988505747, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.46392577187649975, "roc_auc_score_False": 0.5360742281235003, "pr_auc_score_True": 0.24972009137278556, "pr_auc_score_False": 0.13113721285052837}}

[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': 'l2', 'random_state': None, 'refit': True, 'scoring': None, 'solver': 'liblinear', 'tol': 0.01, 'verbose': 0} {"model": "LogisticRegressionCV", "scores": {"accuracy_score": 0.05459770114942529, "precision_score": 0.05459770114942529, "recall_score": 1.0, "f1_score": 0.10354223433242508, "roc_auc_score_True": 0.5015197568389058, "roc_auc_score_False": 0.49848024316109424, "pr_auc_score_True": 0.5273775216138329, "pr_auc_score_False": 0.027298850574712645}}

[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': 300, '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": 0.9454022988505747, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5128779395296753, "roc_auc_score_False": 0.4873620220764678, "pr_auc_score_True": 0.04421710553287684, "pr_auc_score_False": 0.04715920481022588}}