xmlgraphics-commons

[amir9979]

skip

[github-actions[bot]]

{'C': 1, 'max_iter': 100, 'penalty': 'l2', 'solver': 'liblinear', 'tol': 0.01, 'warm_start': True} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.6579925650557621, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.47267256202407265, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.28926136032067085, "pr_auc_score_False": 0.671003717472119}}

[github-actions[bot]]

{'alpha': 0.0001, 'loss': 'modified_huber', 'penalty': 'l1'} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.6579925650557621, "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": 0.671003717472119, "pr_auc_score_False": 0.671003717472119}}

[github-actions[bot]]

{'base_estimator': None, 'bootstrap': True, 'bootstrap_features': False, 'max_features': 1.0, 'max_samples': 1.0, 'n_estimators': 25, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': False} {"model": "BaggingClassifier", "scores": {"accuracy_score": 0.6133828996282528, "precision_score": 0.3235294117647059, "recall_score": 0.11956521739130435, "f1_score": 0.17460317460317462, "roc_auc_score_True": 0.4006079587324982, "roc_auc_score_False": 0.6002517808892164, "pr_auc_score_True": 0.3414354038214659, "pr_auc_score_False": 0.49303193933390754}}

[github-actions[bot]]

{'max_depth': 5, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 2, 'n_estimators': 2} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.6579925650557621, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.34481699828052076, "roc_auc_score_False": 0.6551830017194793, "pr_auc_score_True": 0.22087543850463373, "pr_auc_score_False": 0.6372307852090057}}

[github-actions[bot]]

{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.620817843866171, "precision_score": 0.1875, "recall_score": 0.03260869565217391, "f1_score": 0.055555555555555546, "roc_auc_score_True": 0.4422132154261852, "roc_auc_score_False": 0.5601817735200197, "pr_auc_score_True": 0.2753972402377119, "pr_auc_score_False": 0.6438996739955765}}

[github-actions[bot]]

{'max_depth': 50, 'max_features': 5, 'min_samples_leaf': 2, 'min_samples_split': 2} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.6579925650557621, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5028248587570621, "roc_auc_score_False": 0.4971751412429379, "pr_auc_score_True": 0.6716417910447761, "pr_auc_score_False": 0.17100371747211895}}

[github-actions[bot]]

{'max_depth': 10, 'max_features': 3, 'min_samples_leaf': 2, 'min_samples_split': 10, 'n_estimators': 2} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.6579925650557621, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.49821911078359127, "roc_auc_score_False": 0.5017808892164087, "pr_auc_score_True": 0.6013162579067095, "pr_auc_score_False": 0.34920712665132114}}

[github-actions[bot]]

{'alpha': 1e-05, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.49814126394052044, "precision_score": 0.16923076923076924, "recall_score": 0.11956521739130435, "f1_score": 0.14012738853503184, "roc_auc_score_True": 0.2636944239744535, "roc_auc_score_False": 0.7363055760255465, "pr_auc_score_True": 0.2472201305080033, "pr_auc_score_False": 0.6166511393842493}}

[github-actions[bot]]

{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.6579925650557621, "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": 0.671003717472119, "pr_auc_score_False": 0.671003717472119}}

[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': 2, 'min_samples_split': 5, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'best'} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.6579925650557621, "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": 0.671003717472119, "pr_auc_score_False": 0.671003717472119}}

[github-actions[bot]]

{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 50, 'max_features': 'auto', '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': 'random'} {"model": "ExtraTreeClassifier", "scores": {"accuracy_score": 0.6579925650557621, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.3400884303610906, "roc_auc_score_False": 0.6599115696389094, "pr_auc_score_True": 0.48580467229072033, "pr_auc_score_False": 0.4406182743103111}}

[github-actions[bot]]

{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.6579925650557621, "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": 0.671003717472119, "pr_auc_score_False": 0.671003717472119}}

[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": 0.6579925650557621, "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": 0.671003717472119, "pr_auc_score_False": 0.671003717472119}}

[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": 0.3420074349442379, "precision_score": 0.3420074349442379, "recall_score": 1.0, "f1_score": 0.5096952908587258, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.671003717472119, "pr_auc_score_False": 0.671003717472119}}

[github-actions[bot]]

{'activation': 'tanh', 'batch_size': 50, 'early_stopping': True, 'hidden_layer_sizes': (32, 64), 'learning_rate': 'invscaling', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.6579925650557621, "precision_score": 0.5, "recall_score": 0.010869565217391304, "f1_score": 0.021276595744680847, "roc_auc_score_True": 0.47273397199705225, "roc_auc_score_False": 0.5272660280029476, "pr_auc_score_True": 0.2982207395272455, "pr_auc_score_False": 0.20132321038923712}}

[github-actions[bot]]

{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.6133828996282528, "precision_score": 0.34210526315789475, "recall_score": 0.14130434782608695, "f1_score": 0.19999999999999998, "roc_auc_score_True": 0.5000307049864898, "roc_auc_score_False": 0.49996929501351023, "pr_auc_score_True": 0.38854495419087554, "pr_auc_score_False": 0.6245070658558618}}

[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': 0.0001, 'verbose': 0, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.6579925650557621, "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": 0.671003717472119, "pr_auc_score_False": 0.671003717472119}}

[github-actions[bot]]

{'leaf_size': 1, 'metric': 'matching', 'n_neighbors': 5, 'p': 1, 'weights': 'uniform'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.6579925650557621, "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": 0.671003717472119, "pr_auc_score_False": 0.671003717472119}}

[github-actions[bot]]

{'bootstrap': False, 'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': None, 'max_features': 10, '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": 0.6579925650557621, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.7134303610906412, "roc_auc_score_False": 0.28656963890935894, "pr_auc_score_True": 0.7030234766445773, "pr_auc_score_False": 0.4324198490377387}}

[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': 'lbfgs', 'tol': 0.01, 'verbose': 0} {"model": "LogisticRegressionCV", "scores": {"accuracy_score": 0.6579925650557621, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.28586342422009337, "roc_auc_score_False": 0.7141365757799066, "pr_auc_score_True": 0.2749733120895075, "pr_auc_score_False": 0.6644603519166385}}

[github-actions[bot]]

{'categorical_features': None, 'early_stopping': True, 'l2_regularization': 0.0, 'learning_rate': 0.1, 'loss': 'auto', 'max_bins': 255, 'max_depth': 50, 'max_iter': 100, 'max_leaf_nodes': 31, 'min_samples_leaf': 2, 'monotonic_cst': None, 'n_iter_no_change': 10, 'random_state': None, 'scoring': 'loss', 'tol': 1e-07, 'validation_fraction': 0.1, 'verbose': 0, 'warm_start': True} {"model": "HistGradientBoostingClassifier", "scores": {"accuracy_score": 0.6579925650557621, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.602370424957013, "roc_auc_score_False": 0.397629575042987, "pr_auc_score_True": 0.36762889963716944, "pr_auc_score_False": 0.4061800604346839}}