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YiCao5/credit-risk
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process_data.py -> preprocess data by running following 4 files data_extract.py -> read the dataset; store it in sqlite database. data_transform.py -> clean data; sample data data_load.py -> move cleaned and sampled data from raw tables to main table. Also write into data/data_preprocessed.csv. data_conversion.py -> remove unimportant features; labelEncode; onHotEncode;Scale; resample minority class; save the fully processed data as numpy array (binary: data/____.npy) data_conversion_alt.py -> also make numerical version of original and resampled data. run_classifiers.py classifier_lr.py -> Logistic Regression (LR) classifier_dt.py -> Decision Tree (DT) classifier_rf.py -> Random Forest (RF) classifier_et -> Extra Trees (ET) classifier_gradient_boosting.py - > Gradient Boosting (GB) classifier_adaboost.py -> Adaboost classifier_nb.py -> Naive Bayes classifier_mda_qda.py -> Multiple Discriminant Analysis (MDA) classifier_svm.py -> Support Vector Machine (SVM) classifier_rough_set.py -> Rough Set (RS) classifier_ann.py -> Artificial Neural Network (ANN) classifier_ga.py -> Genetic Algorithm (GA)
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