amir9979 / HungaBunga

HungaBunga: Brute-Force all sklearn models with all parameters using .fit .predict!
MIT License
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sapphire #167

Open amir9979 opened 2 years ago

amir9979 commented 2 years ago

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github-actions[bot] commented 2 years ago

{'alpha': 0.0001, 'loss': 'modified_huber', 'penalty': 'l2'} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.9795003203074952, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.49578469520103763, "roc_auc_score_False": 0.5042153047989624, "pr_auc_score_True": 0.006085842408712364, "pr_auc_score_False": 0.5061369509043928}}

github-actions[bot] commented 2 years ago

{'max_depth': 5, 'max_features': 'log2', 'min_samples_leaf': 2, 'min_samples_split': 0.1} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.9878283151825753, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.506485084306096, "roc_auc_score_False": 0.49351491569390404, "pr_auc_score_True": 0.5061648280337443, "pr_auc_score_False": 0.006085842408712364}}

github-actions[bot] commented 2 years ago

{'C': 0.01, 'max_iter': 100, 'penalty': 'l2', 'solver': 'liblinear', 'tol': 0.0001, 'warm_start': True} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.9673286354900704, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.42055771725032426, "roc_auc_score_False": 0.5132944228274967, "pr_auc_score_True": 0.006085842408712364, "pr_auc_score_False": 0.50625}}

github-actions[bot] commented 2 years ago

{'alpha': 1e-05, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.024983984625240232, "precision_score": 0.012329656067488644, "recall_score": 1.0, "f1_score": 0.024358974358974363, "roc_auc_score_True": 0.8461499078435388, "roc_auc_score_False": 0.13756911734589392, "pr_auc_score_True": 0.44416546922855143, "pr_auc_score_False": 0.006630107757898007}}

github-actions[bot] commented 2 years ago

{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.9795003203074952, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4899481193255512, "roc_auc_score_False": 0.5097276264591439, "pr_auc_score_True": 0.006085842408712364, "pr_auc_score_False": 0.5062050947093403}}

github-actions[bot] commented 2 years ago

{'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": 0.9878283151825753, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.23585227660591168, "roc_auc_score_False": 0.7641477233940884, "pr_auc_score_True": 0.13816960078397472, "pr_auc_score_False": 0.36851934321662155}}

github-actions[bot] commented 2 years ago

{'max_depth': 5, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 100} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.9878283151825753, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.8131101099051129, "roc_auc_score_False": 0.18688989009488702, "pr_auc_score_True": 0.031902164489709395, "pr_auc_score_False": 0.007023450921235464}}

github-actions[bot] commented 2 years ago

{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.9878283151825753, "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": 0.5060858424087123, "pr_auc_score_False": 0.5060858424087123}}

github-actions[bot] commented 2 years ago

{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 5, 'max_features': None, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'best'} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.9878283151825753, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.506485084306096, "roc_auc_score_False": 0.49351491569390404, "pr_auc_score_True": 0.5061648280337443, "pr_auc_score_False": 0.006085842408712364}}

github-actions[bot] commented 2 years ago

{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': 5, 'max_features': None, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'random'} {"model": "ExtraTreeClassifier", "scores": {"accuracy_score": 0.9878283151825753, "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": 0.5060858424087123, "pr_auc_score_False": 0.5060858424087123}}

github-actions[bot] commented 2 years ago

{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.017937219730941704, "precision_score": 0.012242268041237113, "recall_score": 1.0, "f1_score": 0.024188415022278805, "roc_auc_score_True": 0.5029182879377432, "roc_auc_score_False": 0.4970817120622568, "pr_auc_score_True": 0.5061211340206185, "pr_auc_score_False": 0.006085842408712364}}

github-actions[bot] commented 2 years ago

{'covariance_estimator': None, 'n_components': None, 'priors': None, 'shrinkage': None, 'solver': 'svd', 'store_covariance': False, 'tol': 0.0001} {"model": "LinearDiscriminantAnalysis", "scores": {"accuracy_score": 0.9814221652786675, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.49254215304798965, "roc_auc_score_False": 0.503242542153048, "pr_auc_score_True": 0.006085842408712364, "pr_auc_score_False": 0.5061250805931657}}

github-actions[bot] commented 2 years ago

{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.012171684817424727, "precision_score": 0.012171684817424727, "recall_score": 1.0, "f1_score": 0.024050632911392405, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5060858424087123, "pr_auc_score_False": 0.5060858424087123}}

github-actions[bot] commented 2 years ago

{'max_depth': 5, 'max_features': 10, 'min_samples_leaf': 2, 'min_samples_split': 0.1, 'n_estimators': 2} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.592568866111467, "precision_score": 0.00322061191626409, "recall_score": 0.10526315789473684, "f1_score": 0.00625, "roc_auc_score_True": 0.4639053860331763, "roc_auc_score_False": 0.5360946139668237, "pr_auc_score_True": 0.06147592745869196, "pr_auc_score_False": 0.009683168181880137}}

github-actions[bot] commented 2 years ago

{'activation': 'identity', 'batch_size': 50, 'early_stopping': True, 'hidden_layer_sizes': (32, 64), 'learning_rate': 'adaptive', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.985906470211403, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4909208819714656, "roc_auc_score_False": 0.5012970168612192, "pr_auc_score_True": 0.006085842408712364, "pr_auc_score_False": 0.5061014771997431}}

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": 0.9878283151825753, "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": 0.5060858424087123, "pr_auc_score_False": 0.5060858424087123}}

github-actions[bot] commented 2 years ago

{'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': 'l2', 'random_state': None, 'solver': 'liblinear', 'tol': 0.001, 'verbose': 0, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.9673286354900704, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.42055771725032426, "roc_auc_score_False": 0.5132944228274967, "pr_auc_score_True": 0.006085842408712364, "pr_auc_score_False": 0.50625}}

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': 100, '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": 0.9878283151825753, "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": 0.5060858424087123, "pr_auc_score_False": 0.5060858424087123}}

github-actions[bot] commented 2 years ago

{'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': 1, 'min_samples_split': 0.1, '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": 0.9878283151825753, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.31679636835278857, "roc_auc_score_False": 0.6832036316472114, "pr_auc_score_True": 0.006354515050167224, "pr_auc_score_False": 0.01021505376344086}}

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": 0.9878283151825753, "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": 0.5060858424087123, "pr_auc_score_False": 0.5060858424087123}}

github-actions[bot] commented 2 years ago

{'leaf_size': 1, 'metric': 'matching', 'n_neighbors': 5, 'p': 1, 'weights': 'uniform'} {"model": "KNeighborsClassifier", "scores": {"accuracy_score": 0.9878283151825753, "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": 0.5060858424087123, "pr_auc_score_False": 0.5060858424087123}}