├── .gitignore ├── Kaggle_Comps.Rproj ├── LICENSE ├── README.md ├── Santander ├── README.md ├── TODO ├── cache │ ├── README.md │ ├── cal_accounts.rds │ └── var_info.rdata ├── config │ ├── README.md │ └── global.dcf ├── data │ └── README.md ├── diagnostics │ ├── 1.R │ ├── README.md │ └── feature-importance-xgboost.R ├── doc │ ├── README.md │ ├── data_doc.md │ ├── missing_data_dive.html │ └── missing_data_dive.md ├── graphs │ ├── README.md │ ├── all_missing_values-1.png │ ├── missing_around-1.png │ ├── missing_by_var-1.png │ └── var_drift-1.png ├── lib │ ├── MAP.R │ ├── README.md │ ├── combine-predictions-v2.R │ ├── combine-predictions-v2_hypertune.R │ ├── combine-predictions-v2_hypertune_random.R │ ├── combine-predictions.R │ ├── create-lag-feature.R │ ├── dataframe-correlation.R │ ├── engineer-features.R │ ├── generate-recommendations.R │ ├── get_recommendations.R │ ├── helpers.R │ ├── master-multiclass.R │ ├── master-singleclass.R │ ├── master-singleclass.cmd │ ├── master-singleclass.joblog.1377994 │ ├── master-singleclass.joblog.1378015 │ ├── master-singleclass.out.1377994 │ ├── master-singleclass.out.1378015 │ ├── master.R │ ├── model_caret_ajp.R │ ├── model_xgboost_ajp.R │ ├── model_xgboost_ajp0.R │ ├── model_xgboost_ajp_hypertune.R │ ├── model_xgboost_ajp_seed.R │ ├── model_xgboost_multiclass_ajp.R │ ├── model_xgboost_multiclass_ajp_1.R │ ├── model_xgboost_multiclass_ajp_2.R │ ├── model_xgboost_multiclass_ajp_3.R │ ├── model_xgboost_multiclass_ajp_4.R │ ├── model_xgboost_multiclass_ajp_best.R │ ├── model_xgboost_singleclass_ajp_1.R │ ├── model_xgboost_singleclass_ajp_2.R │ ├── model_xgboost_singleclass_ajp_3.R │ ├── model_xgboost_singleclass_ajp_4.R │ ├── model_xgboost_singleclass_ajp_best.R │ ├── model_xgboost_trainJune2015.R │ ├── months-since-owned.R │ ├── products.Rdata │ ├── purchases-by-month.R │ └── rmd2rscript.R ├── logs │ └── README.md ├── munge │ ├── README.md │ ├── create-purchased-column.R │ ├── data_doc.R │ ├── feature-changing-categories.R │ ├── feature-purchase-frequency.R │ ├── feature-total-purchases-history.R │ ├── gam_model_fit.R │ ├── h2o_examples.R │ ├── make_calibration_split.R │ ├── missing_data_dive.R │ ├── product_relationships.R │ ├── santander-cleaning.Rmd │ └── santander-cleaning[rmd2r].R ├── profiling │ ├── 1.R │ ├── README.md │ ├── explore-ind_actividad_cliente.R │ └── feature-reduction.Rmd ├── reports │ ├── .feature-importance-xgboost.txt.swp │ ├── README.md │ ├── Solution_p1.Rmd │ ├── Solution_p1.md │ ├── Solution_p1_files │ │ └── figure-markdown_github │ │ │ ├── unnamed-chunk-27-1.png │ │ │ ├── unnamed-chunk-43-1.png │ │ │ ├── unnamed-chunk-44-1.png │ │ │ ├── unnamed-chunk-45-1.png │ │ │ ├── unnamed-chunk-46-1.png │ │ │ ├── unnamed-chunk-47-1.png │ │ │ ├── unnamed-chunk-48-1.png │ │ │ ├── unnamed-chunk-49-1.png │ │ │ ├── unnamed-chunk-50-1.png │ │ │ ├── unnamed-chunk-51-1.png │ │ │ ├── unnamed-chunk-52-1.png │ │ │ └── unnamed-chunk-8-1.png │ ├── 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