The Amazon.com - Employee Access Challenge was a large competition held on Kaggle in 2013. I was in it (finished 73/1687) however, this is not the code I used. This code is a refactoring of most of the code and models in ensemble_amazon, written by kazAnova a data scientist, fellow Kaggle competitor and author of StackNet.