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Use http://codebase.md/mljar/mljar-supervised?lines=false&page={x} to view the full context. # Directory Structure ``` ├── .github │ └── workflows │ ├── run-tests.yml │ ├── test-installation-with-conda.yml │ └── test-installation-with-pip-on-windows.yml ├── .gitignore ├── CITATION ├── examples │ ├── notebooks │ │ ├── basic_run.ipynb │ │ └── Titanic.ipynb │ └── scripts │ ├── binary_classifier_adult_fairness.py │ ├── binary_classifier_ensemble.py │ ├── binary_classifier_marketing.py │ ├── binary_classifier_random.py │ ├── binary_classifier_Titanic.py │ ├── binary_classifier.py │ ├── multi_class_classifier_digits.py │ ├── multi_class_classifier_MNIST.py │ ├── multi_class_classifier.py │ ├── multi_class_drug_fairness.py │ ├── regression_acs_fairness.py │ ├── regression_crime_fairness.py │ ├── regression_housing_fairness.py │ ├── regression_law_school_fairness.py │ ├── regression.py │ └── tabular_mar_2021.py ├── LICENSE ├── MANIFEST.in ├── pytest.ini ├── README.md ├── requirements_dev.txt ├── requirements.txt ├── setup.py ├── supervised │ ├── __init__.py │ ├── algorithms │ │ ├── __init__.py │ │ ├── algorithm.py │ │ ├── baseline.py │ │ ├── catboost.py │ │ ├── decision_tree.py │ │ ├── extra_trees.py │ │ ├── factory.py │ │ ├── knn.py │ │ ├── lightgbm.py │ │ ├── linear.py │ │ ├── nn.py │ │ ├── random_forest.py │ │ ├── registry.py │ │ ├── sklearn.py │ │ └── xgboost.py │ ├── automl.py │ ├── base_automl.py │ ├── callbacks │ │ ├── __init__.py │ │ ├── callback_list.py │ │ ├── callback.py │ │ ├── early_stopping.py │ │ ├── learner_time_constraint.py │ │ ├── max_iters_constraint.py │ │ ├── metric_logger.py │ │ ├── terminate_on_nan.py │ │ └── total_time_constraint.py │ ├── ensemble.py │ ├── exceptions.py │ ├── fairness │ │ ├── __init__.py │ │ ├── metrics.py │ │ ├── optimization.py │ │ ├── plots.py │ │ ├── report.py │ │ └── utils.py │ ├── model_framework.py │ ├── preprocessing │ │ ├── __init__.py │ │ ├── datetime_transformer.py │ │ ├── encoding_selector.py │ │ ├── exclude_missing_target.py │ │ ├── goldenfeatures_transformer.py │ │ ├── kmeans_transformer.py │ │ ├── label_binarizer.py │ │ ├── label_encoder.py │ │ ├── preprocessing_categorical.py │ │ ├── preprocessing_missing.py │ │ ├── preprocessing_utils.py │ │ ├── preprocessing.py │ │ ├── scale.py │ │ └── text_transformer.py │ ├── tuner │ │ ├── __init__.py │ │ ├── data_info.py │ │ ├── hill_climbing.py │ │ ├── mljar_tuner.py │ │ ├── optuna │ │ │ ├── __init__.py │ │ │ ├── catboost.py │ │ │ ├── extra_trees.py │ │ │ ├── knn.py │ │ │ ├── lightgbm.py │ │ │ ├── nn.py │ │ │ ├── random_forest.py │ │ │ ├── tuner.py │ │ │ └── xgboost.py │ │ ├── preprocessing_tuner.py │ │ ├── random_parameters.py │ │ └── time_controller.py │ ├── utils │ │ ├── __init__.py │ │ ├── additional_metrics.py │ │ ├── additional_plots.py │ │ ├── automl_plots.py │ │ ├── common.py │ │ ├── config.py │ │ ├── constants.py │ │ ├── data_validation.py │ │ ├── importance.py │ │ ├── jsonencoder.py │ │ ├── leaderboard_plots.py │ │ ├── learning_curves.py │ │ ├── metric.py │ │ ├── shap.py │ │ ├── subsample.py │ │ └── utils.py │ └── validation │ ├── __init__.py │ ├── validation_step.py │ ├── validator_base.py │ ├── validator_custom.py │ ├── validator_kfold.py │ └── validator_split.py └── tests ├── __init__.py ├── checks │ ├── __init__.py │ ├── check_automl_with_regression.py │ ├── run_ml_tests.py │ └── run_performance_tests.py ├── conftest.py ├── data │ ├── 179.csv │ ├── 24.csv │ ├── 3.csv │ ├── 31.csv │ ├── 38.csv │ ├── 44.csv │ ├── 720.csv │ ├── 737.csv │ ├── acs_income_1k.csv │ ├── adult_missing_values_missing_target_500rows.csv │ ├── boston_housing.csv │ ├── CrimeData │ │ ├── cities.json │ │ ├── crimedata.csv │ │ └── README.md │ ├── Drug │ │ ├── Drug_Consumption.csv │ │ └── README.md │ ├── housing_regression_missing_values_missing_target.csv │ ├── iris_classes_missing_values_missing_target.csv │ ├── iris_missing_values_missing_target.csv │ ├── LawSchool │ │ ├── bar_pass_prediction.csv │ │ └── README.md │ ├── PortugeseBankMarketing │ │ └── Data_FinalProject.csv │ └── Titanic │ ├── test_with_Survived.csv │ └── train.csv ├── README.md ├── tests_algorithms │ ├── __init__.py │ ├── test_baseline.py │ ├── test_catboost.py │ ├── test_decision_tree.py │ ├── test_extra_trees.py │ ├── test_factory.py │ ├── test_knn.py │ ├── test_lightgbm.py │ ├── test_linear.py │ ├── test_nn.py │ ├── test_random_forest.py │ ├── test_registry.py │ └── test_xgboost.py ├── tests_automl │ ├── __init__.py │ ├── test_adjust_validation.py │ ├── test_automl_init.py │ ├── test_automl_report.py │ ├── test_automl_sample_weight.py │ ├── test_automl_time_constraints.py │ ├── test_automl.py │ ├── test_data_types.py │ ├── test_dir_change.py │ ├── test_explain_levels.py │ ├── test_golden_features.py │ ├── test_handle_imbalance.py │ ├── test_integration.py │ ├── test_joblib_version.py │ ├── test_models_needed_for_predict.py │ ├── test_prediction_after_load.py │ ├── test_repeated_validation.py │ ├── test_restore.py │ ├── test_stack_models_constraints.py │ ├── test_targets.py │ └── test_update_errors_report.py ├── tests_callbacks │ ├── __init__.py │ └── test_total_time_constraint.py ├── tests_ensemble │ ├── __init__.py │ └── test_save_load.py ├── tests_fairness │ ├── __init__.py │ ├── test_binary_classification.py │ ├── test_multi_class_classification.py │ └── test_regression.py ├── tests_preprocessing │ ├── __init__.py │ ├── disable_eda.py │ ├── test_categorical_integers.py │ ├── test_datetime_transformer.py │ ├── test_encoding_selector.py │ ├── test_exclude_missing.py │ ├── test_goldenfeatures_transformer.py │ ├── test_label_binarizer.py │ ├── test_label_encoder.py │ ├── test_preprocessing_missing.py │ ├── test_preprocessing_utils.py │ ├── test_preprocessing.py │ ├── test_scale.py │ └── test_text_transformer.py ├── tests_tuner │ ├── __init__.py │ ├── test_hill_climbing.py │ ├── test_time_controller.py │ └── test_tuner.py ├── tests_utils │ ├── __init__.py │ ├── test_compute_additional_metrics.py │ ├── test_importance.py │ ├── test_learning_curves.py │ ├── test_metric.py │ ├── test_shap.py │ └── test_subsample.py └── tests_validation ├── __init__.py ├── test_validator_kfold.py └── test_validator_split.py ``` # Files -------------------------------------------------------------------------------- /tests/data/38.csv: -------------------------------------------------------------------------------- ``` FTI,FTI_measured,I131_treatment,T3,T3_measured,T4U,T4U_measured,TBG,TBG_measured,TSH,TSH_measured,TT4,TT4_measured,age,goitre,hypopituitary,lithium,on_antithyroid_medication,on_thyroxine,pregnant,psych,query_hyperthyroid,query_hypothyroid,query_on_thyroxine,referral_source,sex,sick,target,thyroid_surgery,tumor 109.0,0.0,0.0,2.5,0.0,1.14,0.0,,0.0,1.3,0.0,125.0,0.0,41.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0.0,0.0 ,1.0,0.0,2.0,0.0,,1.0,,0.0,4.1,0.0,102.0,0.0,23.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0,0.0,0.0 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