Open amir9979 opened 2 years ago
{'alpha': 0.0001, 'loss': 'modified_huber', 'penalty': 'l2'} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.15404040404040403, "precision_score": 0.15404040404040403, "recall_score": 1.0, "f1_score": 0.26695842450765866, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.577020202020202, "pr_auc_score_False": 0.577020202020202}}
{'max_depth': None, 'max_features': 10, 'min_samples_leaf': 2, 'min_samples_split': 10} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.19696969696969696, "precision_score": 0.14600550964187328, "recall_score": 0.8688524590163934, "f1_score": 0.25, "roc_auc_score_True": 0.432811353070712, "roc_auc_score_False": 0.5671886469292879, "pr_auc_score_True": 0.45592137851993797, "pr_auc_score_False": 0.281060606060606}}
{'alpha': 1.0, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.1590909090909091, "precision_score": 0.14397905759162305, "recall_score": 0.9016393442622951, "f1_score": 0.24830699774266368, "roc_auc_score_True": 0.5497675556643015, "roc_auc_score_False": 0.3568876926841204, "pr_auc_score_True": 0.5099987063229815, "pr_auc_score_False": 0.18755387625306474}}
{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.15404040404040403, "precision_score": 0.15404040404040403, "recall_score": 1.0, "f1_score": 0.26695842450765866, "roc_auc_score_True": 0.5074626865671642, "roc_auc_score_False": 0.491044776119403, "pr_auc_score_True": 0.578005115089514, "pr_auc_score_False": 0.07702020202020202}}
{'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": 0.5303030303030303, "precision_score": 0.1921182266009852, "recall_score": 0.639344262295082, "f1_score": 0.29545454545454547, "roc_auc_score_True": 0.574896011744556, "roc_auc_score_False": 0.42510398825544404, "pr_auc_score_True": 0.44350902222581146, "pr_auc_score_False": 0.286565111747733}}
{'C': 0.1, 'max_iter': 100, 'penalty': 'l1', 'solver': 'liblinear', 'tol': 0.0001, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.22474747474747475, "precision_score": 0.1620879120879121, "recall_score": 0.9672131147540983, "f1_score": 0.2776470588235294, "roc_auc_score_True": 0.5645950574993883, "roc_auc_score_False": 0.4357964276975777, "pr_auc_score_True": 0.4722634801465167, "pr_auc_score_False": 0.13286063138686277}}
{'max_depth': 50, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 5, 'n_estimators': 100} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.15404040404040403, "precision_score": 0.15404040404040403, "recall_score": 1.0, "f1_score": 0.26695842450765866, "roc_auc_score_True": 0.5574993883043797, "roc_auc_score_False": 0.44223146562270615, "pr_auc_score_True": 0.17476593021429812, "pr_auc_score_False": 0.20094835128778205}}
{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.8459595959595959, "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": 0.577020202020202, "pr_auc_score_False": 0.577020202020202}}
{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 50, '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": 0.14898989898989898, "precision_score": 0.14248704663212436, "recall_score": 0.9016393442622951, "f1_score": 0.24608501118568235, "roc_auc_score_True": 0.4635184732077319, "roc_auc_score_False": 0.5364815267922683, "pr_auc_score_True": 0.53048194467186, "pr_auc_score_False": 0.3284608378870674}}
{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.15404040404040403, "precision_score": 0.15404040404040403, "recall_score": 1.0, "f1_score": 0.26695842450765866, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.577020202020202, "pr_auc_score_False": 0.577020202020202}}
{'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": 0.14898989898989898, "precision_score": 0.14248704663212436, "recall_score": 0.9016393442622951, "f1_score": 0.24608501118568235, "roc_auc_score_True": 0.4567898213848789, "roc_auc_score_False": 0.5432101786151211, "pr_auc_score_True": 0.5296389530229673, "pr_auc_score_False": 0.4186247723132969}}
{'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": 0.8459595959595959, "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": 0.577020202020202, "pr_auc_score_False": 0.577020202020202}}
{'covariance_estimator': None, 'n_components': None, 'priors': None, 'shrinkage': None, 'solver': 'svd', 'store_covariance': False, 'tol': 0.01} {"model": "LinearDiscriminantAnalysis", "scores": {"accuracy_score": 0.15404040404040403, "precision_score": 0.15404040404040403, "recall_score": 1.0, "f1_score": 0.26695842450765866, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.577020202020202, "pr_auc_score_False": 0.577020202020202}}
{'max_depth': None, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 5, 'n_estimators': 2} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.23232323232323232, "precision_score": 0.16712328767123288, "recall_score": 1.0, "f1_score": 0.28638497652582157, "roc_auc_score_True": 0.6476633227306092, "roc_auc_score_False": 0.3523366772693907, "pr_auc_score_True": 0.13527677640436525, "pr_auc_score_False": 0.10936915628387513}}
{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.15404040404040403, "precision_score": 0.15404040404040403, "recall_score": 1.0, "f1_score": 0.26695842450765866, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.577020202020202, "pr_auc_score_False": 0.577020202020202}}
{'activation': 'identity', 'batch_size': 50, 'early_stopping': True, 'hidden_layer_sizes': (64,), 'learning_rate': 'adaptive', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.8383838383838383, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.45583557621727433, "roc_auc_score_False": 0.5134328358208955, "pr_auc_score_True": 0.10503593783814294, "pr_auc_score_False": 0.5788113695090439}}
{'leaf_size': 1, 'metric': 'matching', 'n_neighbors': 5, 'p': 1, 'weights': 'uniform'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.8459595959595959, "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": 0.577020202020202, "pr_auc_score_False": 0.577020202020202}}
{'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": 0.8434343434343434, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4783949106924395, "roc_auc_score_False": 0.5014925373134329, "pr_auc_score_True": 0.09999645163579589, "pr_auc_score_False": 0.5772151898734177}}
{'leaf_size': 1, 'metric': 'hamming', 'outlier_label': -1, 'p': 1, 'radius': 1, 'weights': 'uniform'} {"model": "RadiusNeighborsClassifier", "scores": {"accuracy_score": 0.8459595959595959, "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": 0.577020202020202, "pr_auc_score_False": 0.577020202020202}}
{'bootstrap': False, 'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': None, 'max_features': None, 'max_leaf_nodes': None, 'max_samples': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 1, 'min_samples_split': 5, '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": 0.14898989898989898, "precision_score": 0.14248704663212436, "recall_score": 0.9016393442622951, "f1_score": 0.24608501118568235, "roc_auc_score_True": 0.4715928553951554, "roc_auc_score_False": 0.5284071446048446, "pr_auc_score_True": 0.5315232079565724, "pr_auc_score_False": 0.27693858964350765}}
{'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': 'l1', 'random_state': None, 'refit': True, 'scoring': None, 'solver': 'liblinear', 'tol': 0.01, 'verbose': 0} {"model": "LogisticRegressionCV", "scores": {"accuracy_score": 0.8434343434343434, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.466601419133839, "roc_auc_score_False": 0.5014925373134329, "pr_auc_score_True": 0.09346146598831732, "pr_auc_score_False": 0.5772151898734177}}
skip