├── .gitignore ├── .gitkeep ├── README.md ├── competition_winning_models_malawi └── malawi │ ├── .gitignore │ ├── 1st Place │ ├── Model documentation and write-up.md │ ├── code │ │ ├── LICENSE.txt │ │ ├── Model_KerasUBag_Level1_F02M02_clean.py │ │ ├── Model_KerasUBag_Level1_F02M03_clean.py │ │ ├── Model_KerasUBag_Level1_F08M03_clean.py │ │ ├── Model_KerasUBag_Level1_F11M03_clean.py │ │ ├── Model_Keras_Level1_F09M03_clean.py │ │ ├── Model_LightGBM_Level1_F08M01_clean.py │ │ ├── Model_LightGBM_Level1_F09M01_clean.py │ │ ├── Model_LightGBM_Level1_F10M01_clean.py │ │ ├── Model_LightGBM_Level1_F11M01_clean.py │ │ ├── Model_ensemble.py │ │ ├── data │ │ │ └── .gitkeep │ │ ├── predictions │ │ │ └── .gitkeep │ │ ├── readme.txt │ │ └── run.py │ ├── image1.png │ ├── image2.png │ ├── image3.png │ └── image4.png │ ├── 2nd Place │ ├── povert │ │ ├── .gitignore │ │ ├── LICENSE │ │ ├── Makefile │ │ ├── README.md │ │ ├── data │ │ │ ├── external │ │ │ │ └── .gitkeep │ │ │ ├── interim │ │ │ │ └── .gitkeep │ │ │ ├── processed │ │ │ │ └── .gitkeep │ │ │ └── raw │ │ │ │ └── .gitkeep │ │ ├── docs │ │ │ ├── Makefile │ │ │ ├── commands.rst │ │ │ ├── conf.py │ │ │ ├── getting-started.rst │ │ │ ├── index.rst │ │ │ └── make.bat │ │ ├── notebooks │ │ │ ├── .gitkeep │ │ │ └── reproduce_final_submission.ipynb │ │ ├── reports │ │ │ ├── .gitkeep │ │ │ └── figures │ │ │ │ └── .gitkeep │ │ ├── requirements.txt │ │ ├── src │ │ │ ├── data │ │ │ │ ├── data.py │ │ │ │ └── make_dataset.py │ │ │ └── models │ │ │ │ ├── models.py │ │ │ │ ├── predict_model.py │ │ │ │ └── process.py │ │ ├── test_environment.py │ │ └── tox.ini │ └── taras_baranyuk_povert_2nd.docx.pdf │ ├── 3rd Place │ ├── Model documentation and write-up.pdf │ └── report │ │ ├── LICENCE │ │ ├── README.md │ │ ├── input │ │ └── .gitkeep │ │ ├── mwi-src │ │ ├── individual_fe.py │ │ ├── main.py │ │ └── models.py │ │ ├── requirements.txt │ │ ├── src │ │ ├── individual_fe.py │ │ ├── main.py │ │ └── models.py │ │ └── subs │ │ └── .gitkeep │ ├── Bonus Prize │ ├── Background and Submission Overview.md │ ├── LICENSE │ ├── README.md │ ├── data │ │ ├── .gitkeep │ │ └── get_data.sh │ ├── requirements.txt │ ├── src │ │ ├── Data Processor Original Dataset.ipynb │ │ ├── Full Bayesian Model Training and Predictions.ipynb │ │ ├── bayesian-opts-res │ │ │ ├── .bayesian-opts-res-dir │ │ │ └── bayesian-opt-test-preds │ │ │ │ └── .bayesian-opt-test-preds-dir │ │ ├── modules │ │ │ ├── __init__.py │ │ │ ├── training_models.py │ │ │ ├── training_optimizers.py │ │ │ └── training_utils.py │ │ └── output.logs │ └── submission │ │ └── .submission-dir │ └── data │ ├── MALAWI_2010 │ ├── MWI_2010_Dictionary.xlsx │ ├── MWI_2010_IHS-III_questionnaires.zip │ ├── MWI_2010_household.dta │ └── MWI_2010_individual.dta │ └── raw_mwi │ ├── .gitignore │ ├── A_hhold_test.csv │ ├── A_hhold_train.csv │ ├── A_indiv_test.csv │ ├── A_indiv_train.csv │ ├── Ordered Features Map.ipynb │ ├── mwi_aligned_hhold_test.csv │ ├── mwi_aligned_hhold_train.csv │ ├── mwi_aligned_indiv_test.csv │ ├── mwi_aligned_indiv_train.csv │ ├── mwi_hhold_map.json │ ├── mwi_hhold_questions.json │ ├── mwi_hhold_test.csv │ ├── mwi_hhold_train.csv │ ├── mwi_indiv_map.json │ ├── mwi_indiv_questions.json │ ├── mwi_indiv_test.csv │ └── mwi_indiv_train.csv ├── data ├── processed │ └── .gitkeep └── raw │ └── .gitkeep ├── deps ├── statsmodels-0.9.0-cp36-cp36m-win_amd64.whl ├── xgboost-0.71-cp36-cp36m-win_amd64.whl └── xgboost-0.71-py3-none-any.whl ├── models └── .gitkeep ├── notebooks ├── 00.0-data-preparation.ipynb ├── 00.1-new-idn-data-preparation.ipynb ├── 01.0-lr-mwi.ipynb ├── 01.1-lr-idn.ipynb ├── 02.0-lda-mwi.ipynb ├── 02.1-lda-idn.ipynb ├── 03.0-knn-mwi.ipynb ├── 03.1-knn-idn.ipynb ├── 04.0-nb-mwi.ipynb ├── 04.1-nb-idn.ipynb ├── 05.0-svm-mwi.ipynb ├── 05.1-svm-idn.ipynb ├── 06.0-dt-mwi.ipynb ├── 06.1-dt-idn.ipynb ├── 07.0-rf-mwi.ipynb ├── 07.1-rf-idn.ipynb ├── 08.0-xgb-mwi.ipynb ├── 08.1-xgb-idn.ipynb ├── 09.0-mlp-mwi.ipynb ├── 09.1-mlp-idn.ipynb ├── 10.0-dl-mwi.ipynb ├── 10.1-dl-idn.ipynb ├── 11.0-results-mwi.ipynb ├── 11.1-results-idn.ipynb ├── 12.1-simple-ensemble-idn.ipynb ├── 13.1-stacked-ensemble-idn.ipynb ├── 14.1-tpot-idn.ipynb ├── 15.1a-deepfm-full.ipynb ├── 15.1b-deepfm-undersample.ipynb ├── 16.1-results-advanced-idn.ipynb ├── 17.0-competition-winners.ipynb ├── 18.1a-error-analysis.ipynb ├── 18.1b-idn-misclassification-exploration.ipynb ├── 19.1-eval-models-new-idn-data.ipynb └── img │ ├── automl.png │ ├── binary-classification.png │ ├── deepfm.png │ ├── knn.png │ ├── lda.png │ ├── logistic-function.png │ ├── logo-white-blue.png │ ├── malawi.png │ ├── parts.png │ ├── wb-logo.png │ └── wb-poverty-leaderboard.png ├── report └── ML_Classification_Poverty_Comparative_Assessment_v01.pdf ├── requirements-windows.txt ├── requirements.txt └── src ├── __init__.py ├── data ├── .gitkeep ├── __init__.py ├── load_data.py └── sampler.py ├── features ├── __init__.py └── process_features.py ├── models ├── __init__.py ├── deepfm │ ├── 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