├── .coverage ├── .gitattributes ├── .travis.yml ├── EDA ├── .ipynb_checkpoints │ └── Data Exploration-checkpoint.ipynb ├── Data Exploration.ipynb └── images │ ├── figure-1.png │ ├── figure-2.png │ ├── figure-3.png │ └── figure-4.png ├── LICENSE ├── Problem Description.pdf ├── README.md ├── __pycache__ ├── etl.cpython-36.pyc ├── etl.cpython-37.pyc ├── featureEngineering.cpython-36.pyc ├── test_etl.cpython-36-PYTEST.pyc ├── test_etl.cpython-37-PYTEST.pyc ├── test_featureEngineering.cpython-36-PYTEST.pyc ├── test_viz.cpython-36-PYTEST.pyc ├── test_viz.cpython-37-PYTEST.pyc ├── train.cpython-36.pyc ├── viz.cpython-36.pyc └── viz.cpython-37.pyc ├── codes ├── __pycache__ │ ├── viz.cpython-36.pyc │ └── viz.cpython-37.pyc ├── etl.py ├── featureEngineering.py ├── train.py └── viz.py ├── coverage.xml ├── data ├── Data Dictionary.xls ├── credit-data.csv └── data_types.json ├── log ├── evaluations.csv ├── images │ ├── decision thresholds │ │ ├── (Bagging -- AUC ROC Score).png │ │ ├── (Bagging -- Accuracy).png │ │ ├── (Bagging -- F1 Score).png │ │ ├── (Bagging -- Precision).png │ │ ├── (Bagging -- Recall).png │ │ ├── (Boosting -- AUC ROC Score).png │ │ ├── (Boosting -- Accuracy).png │ │ ├── (Boosting -- F1 Score).png │ │ ├── (Boosting -- Precision).png │ │ ├── (Boosting -- Recall).png │ │ ├── (Decision Tree -- AUC ROC Score).png │ │ ├── (Decision Tree -- Accuracy).png │ │ ├── (Decision Tree -- F1 Score).png │ │ ├── (Decision Tree -- Precision).png │ │ ├── (Decision Tree -- Recall).png │ │ ├── (KNN -- AUC ROC Score).png │ │ ├── (KNN -- Accuracy).png │ │ ├── (KNN -- F1 Score).png │ │ ├── (KNN -- Precision).png │ │ ├── (KNN -- Recall).png │ │ ├── (Linear SVM -- AUC ROC Score).png │ │ ├── (Linear SVM -- Accuracy).png │ │ ├── (Linear SVM -- F1 Score).png │ │ ├── (Linear SVM -- Precision).png │ │ ├── (Linear SVM -- Recall).png │ │ ├── (Logistic Regression -- AUC ROC Score).png │ │ ├── (Logistic Regression -- Accuracy).png │ │ ├── (Logistic Regression -- F1 Score).png │ │ ├── (Logistic Regression -- Precision).png │ │ ├── (Logistic Regression -- Recall).png │ │ ├── (Random Forest -- AUC ROC Score).png │ │ ├── (Random Forest -- Accuracy).png │ │ ├── (Random Forest -- F1 Score).png │ │ ├── (Random Forest -- Precision).png │ │ └── (Random Forest -- Recall).png │ ├── feature importance │ │ ├── (Boosting -- AUC ROC Score).png │ │ ├── (Boosting -- Accuracy).png │ │ ├── (Boosting -- F1 Score).png │ │ ├── (Boosting -- Precision).png │ │ ├── (Boosting -- Recall).png │ │ ├── (Decision Tree -- AUC ROC Score).png │ │ ├── (Decision Tree -- Accuracy).png │ │ ├── (Decision Tree -- F1 Score).png │ │ ├── (Decision Tree -- Precision).png │ │ ├── (Decision Tree -- Recall).png │ │ ├── (Random Forest -- Accuracy).png │ │ ├── (Random Forest -- F1 Score).png │ │ ├── (Random Forest -- Precision).png │ │ └── (Random Forest -- Recall).png │ ├── precision recall │ │ ├── (Bagging -- AUC ROC Score).png │ │ ├── (Bagging -- Accuracy).png │ │ ├── (Bagging -- F1 Score).png │ │ ├── (Bagging -- Precision).png │ │ ├── (Bagging -- Recall).png │ │ ├── (Boosting -- AUC ROC Score).png │ │ ├── (Boosting -- Accuracy).png │ │ ├── (Boosting -- F1 Score).png │ │ ├── (Boosting -- Precision).png │ │ ├── (Boosting -- Recall).png │ │ ├── (Decision Tree -- AUC ROC Score).png │ │ ├── (Decision Tree -- Accuracy).png │ │ ├── (Decision Tree -- F1 Score).png │ │ ├── (Decision Tree -- Precision).png │ │ ├── (Decision Tree -- Recall).png │ │ ├── (KNN -- AUC ROC Score).png │ │ ├── (KNN -- Accuracy).png │ │ ├── (KNN -- F1 Score).png │ │ ├── (KNN -- Precision).png │ │ ├── (KNN -- Recall).png │ │ ├── (Linear SVM -- AUC ROC Score).png │ │ ├── (Linear SVM -- Accuracy).png │ │ ├── (Linear SVM -- F1 Score).png │ │ ├── (Linear SVM -- Precision).png │ │ ├── (Linear SVM -- Recall).png │ │ ├── (Logistic Regression -- AUC ROC Score).png │ │ ├── (Logistic Regression -- Accuracy).png │ │ ├── (Logistic Regression -- F1 Score).png │ │ ├── (Logistic Regression -- Precision).png │ │ ├── (Logistic Regression -- Recall).png │ │ ├── (Random Forest -- Accuracy).png │ │ ├── (Random Forest -- F1 Score).png │ │ ├── (Random Forest -- Precision).png │ │ └── (Random Forest -- Recall).png │ └── roc │ │ ├── (Bagging -- AUC ROC Score).png │ │ ├── (Bagging -- Accuracy).png │ │ ├── (Bagging -- F1 Score).png │ │ ├── (Bagging -- Precision).png │ │ ├── (Bagging -- Recall).png │ │ ├── (Boosting -- AUC ROC Score).png │ │ ├── (Boosting -- Accuracy).png │ │ ├── (Boosting -- F1 Score).png │ │ ├── (Boosting -- Precision).png │ │ ├── (Boosting -- Recall).png │ │ ├── (Decision Tree -- AUC ROC Score).png │ │ ├── (Decision Tree -- Accuracy).png │ │ ├── (Decision Tree -- F1 Score).png │ │ ├── (Decision Tree -- Precision).png │ │ ├── (Decision Tree -- Recall).png │ │ ├── (KNN -- AUC ROC Score).png │ │ ├── (KNN -- Accuracy).png │ │ ├── (KNN -- F1 Score).png │ │ ├── (KNN -- Precision).png │ │ ├── (KNN -- Recall).png │ │ ├── (Linear SVM -- AUC ROC Score).png │ │ ├── (Linear SVM -- Accuracy).png │ │ ├── (Linear SVM -- F1 Score).png │ │ ├── (Linear SVM -- Precision).png │ │ ├── (Linear SVM -- Recall).png │ │ ├── (Logistic Regression -- AUC ROC Score).png │ │ ├── (Logistic Regression -- Accuracy).png │ │ ├── (Logistic Regression -- F1 Score).png │ │ ├── (Logistic Regression -- Precision).png │ │ ├── (Logistic Regression -- Recall).png │ │ ├── (Random Forest -- Accuracy).png │ │ ├── (Random Forest -- F1 Score).png │ │ ├── (Random Forest -- Precision).png │ │ └── (Random Forest -- Recall).png ├── snapshots0.pickle ├── snapshots1.pickle ├── snapshots10.pickle ├── snapshots11.pickle ├── snapshots12.pickle ├── snapshots13.pickle ├── snapshots14.pickle ├── snapshots15.pickle ├── snapshots16.pickle ├── snapshots17.pickle ├── snapshots18.pickle ├── snapshots19.pickle ├── snapshots2.pickle ├── snapshots20.pickle ├── snapshots21.pickle ├── snapshots22.pickle ├── snapshots23.pickle ├── snapshots24.pickle ├── snapshots25.pickle ├── snapshots26.pickle ├── snapshots27.pickle ├── snapshots28.pickle ├── 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