amir9979 / HungaBunga

HungaBunga: Brute-Force all sklearn models with all parameters using .fit .predict!
MIT License
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joshua #137

Open amir9979 opened 2 years ago

amir9979 commented 2 years ago

skip

github-actions[bot] commented 2 years ago

{'alpha': 0.1, 'loss': 'modified_huber', 'penalty': None} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.959349593495935, "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": 0.5203252032520325, "pr_auc_score_False": 0.5203252032520325}}

github-actions[bot] commented 2 years ago

{'C': 0.01, 'max_iter': 100, 'penalty': 'l1', 'solver': 'liblinear', 'tol': 0.01, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.959349593495935, "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": 0.5203252032520325, "pr_auc_score_False": 0.5203252032520325}}

github-actions[bot] commented 2 years ago

{'max_depth': None, 'max_features': 5, 'min_samples_leaf': 2, 'min_samples_split': 10} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.959349593495935, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.6694915254237289, "roc_auc_score_False": 0.3305084745762712, "pr_auc_score_True": 0.052906200703798076, "pr_auc_score_False": 0.22341808231672558}}

github-actions[bot] commented 2 years ago

{'max_depth': 50, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 5, 'n_estimators': 2} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.508130081300813, "precision_score": 0.07633587786259542, "recall_score": 1.0, "f1_score": 0.14184397163120568, "roc_auc_score_True": 0.7766949152542373, "roc_auc_score_False": 0.22330508474576272, "pr_auc_score_True": 0.27297403619197486, "pr_auc_score_False": 0.022764227642276424}}

github-actions[bot] commented 2 years ago

{'max_depth': 5, 'max_features': 3, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 25} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.959349593495935, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.690042372881356, "roc_auc_score_False": 0.3099576271186441, "pr_auc_score_True": 0.1778980806943736, "pr_auc_score_False": 0.026777726810395523}}

github-actions[bot] commented 2 years ago

{'base_estimator': None, 'bootstrap': True, 'bootstrap_features': False, 'max_features': 5, 'max_samples': 1.0, 'n_estimators': 10, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': False} {"model": "BaggingClassifier", "scores": {"accuracy_score": 0.959349593495935, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.489406779661017, "roc_auc_score_False": 0.5105932203389831, "pr_auc_score_True": 0.02032520325203252, "pr_auc_score_False": 0.520746887966805}}

github-actions[bot] commented 2 years ago

{'alpha': 0.001, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.21138211382113822, "precision_score": 0.049019607843137254, "recall_score": 1.0, "f1_score": 0.09345794392523364, "roc_auc_score_True": 0.7358050847457628, "roc_auc_score_False": 0.26440677966101694, "pr_auc_score_True": 0.34121497805277445, "pr_auc_score_False": 0.02556216160278008}}

github-actions[bot] commented 2 years ago

{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.959349593495935, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.7521186440677966, "roc_auc_score_False": 0.2521186440677966, "pr_auc_score_True": 0.5393700787401575, "pr_auc_score_False": 0.02032520325203252}}

github-actions[bot] commented 2 years ago

{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.959349593495935, "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": 0.5203252032520325, "pr_auc_score_False": 0.5203252032520325}}

github-actions[bot] commented 2 years ago

{'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': 1, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'best'} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.959349593495935, "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": 0.5203252032520325, "pr_auc_score_False": 0.5203252032520325}}

github-actions[bot] commented 2 years ago

{'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': 5, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'random'} {"model": "ExtraTreeClassifier", "scores": {"accuracy_score": 0.959349593495935, "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": 0.5203252032520325, "pr_auc_score_False": 0.5203252032520325}}

github-actions[bot] commented 2 years ago

{'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": 0.959349593495935, "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": 0.5203252032520325, "pr_auc_score_False": 0.5203252032520325}}

github-actions[bot] commented 2 years ago

{'covariance_estimator': None, 'n_components': None, 'priors': None, 'shrinkage': None, 'solver': 'svd', 'store_covariance': False, 'tol': 0.01} {"model": "LinearDiscriminantAnalysis", "scores": {"accuracy_score": 0.34959349593495936, "precision_score": 0.058823529411764705, "recall_score": 1.0, "f1_score": 0.1111111111111111, "roc_auc_score_True": 0.6610169491525424, "roc_auc_score_False": 0.3389830508474576, "pr_auc_score_True": 0.5294117647058824, "pr_auc_score_False": 0.02032520325203252}}

github-actions[bot] commented 2 years ago

{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.959349593495935, "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": 0.5203252032520325, "pr_auc_score_False": 0.5203252032520325}}

github-actions[bot] commented 2 years ago

{'activation': 'identity', 'batch_size': 'auto', 'early_stopping': True, 'hidden_layer_sizes': (32, 64), 'learning_rate': 'invscaling', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.959349593495935, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4830508474576271, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.02032520325203252, "pr_auc_score_False": 0.5203252032520325}}

github-actions[bot] commented 2 years ago

{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.959349593495935, "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": 0.5203252032520325, "pr_auc_score_False": 0.5203252032520325}}

github-actions[bot] commented 2 years ago

{'C': 1, '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': 0.01, 'verbose': 0, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.959349593495935, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.12097457627118645, "roc_auc_score_False": 0.521186440677966, "pr_auc_score_True": 0.022130007163119754, "pr_auc_score_False": 0.521186440677966}}

github-actions[bot] commented 2 years ago

{'leaf_size': 1, 'metric': 'matching', 'n_neighbors': 5, 'p': 1, 'weights': 'uniform'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.959349593495935, "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": 0.5203252032520325, "pr_auc_score_False": 0.5203252032520325}}

github-actions[bot] commented 2 years ago

{'leaf_size': 1, 'metric': 'hamming', 'outlier_label': -1, 'p': 1, 'radius': 1, 'weights': 'uniform'} {"model": "RadiusNeighborsClassifier", "scores": {"accuracy_score": 0.959349593495935, "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": 0.5203252032520325, "pr_auc_score_False": 0.5203252032520325}}

github-actions[bot] commented 2 years ago

{'bootstrap': False, 'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 50, 'max_features': 'auto', 'max_leaf_nodes': None, 'max_samples': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 1, '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": 0.7439024390243902, "precision_score": 0.09230769230769231, "recall_score": 0.6, "f1_score": 0.16, "roc_auc_score_True": 0.7002118644067796, "roc_auc_score_False": 0.2997881355932203, "pr_auc_score_True": 0.3540972976531385, "pr_auc_score_False": 0.07480653999910165}}

github-actions[bot] commented 2 years ago

{'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': 0.0001, 'verbose': 0} {"model": "LogisticRegressionCV", "scores": {"accuracy_score": 0.959349593495935, "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": 0.5203252032520325, "pr_auc_score_False": 0.5203252032520325}}

github-actions[bot] commented 2 years ago

{'categorical_features': None, 'early_stopping': True, 'l2_regularization': 0.0, 'learning_rate': 0.1, 'loss': 'auto', 'max_bins': 255, 'max_depth': 5, 'max_iter': 300, 'max_leaf_nodes': 31, 'min_samples_leaf': 20, 'monotonic_cst': None, 'n_iter_no_change': 10, 'random_state': None, 'scoring': 'loss', 'tol': 0.0001, 'validation_fraction': 0.1, 'verbose': 0, 'warm_start': False} {"model": "HistGradientBoostingClassifier", "scores": {"accuracy_score": 0.959349593495935, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.7279661016949152, "roc_auc_score_False": 0.27203389830508473, "pr_auc_score_True": 0.3125674714330176, "pr_auc_score_False": 0.02475919198421462}}