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There are 3 jupyter notebooks:

  • DataCleaningFeatureSelection.ipynb is where we preprocessed data e.g. cleaning, generation of new features. If you run that you'll get two final files which you can use for modeling.

  • In Modeling.ipynb we did some feature engeneering. We dropped some features like ICU_id and hospital_id. All modeling stuff is also in this file

  • In FeatureSelection.ipynb we made some feature selection using a LOFO library from here https://github.com/aerdem4/lofo-importance

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WiDS Datathon 2020 https://www.kaggle.com/c/widsdatathon2020

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