As automatic systems increasingly make decisions affecting humans, we must understand how our notions of fairness can be incorporated in a principled way. We aim to implement various recent methods for discrimination discovery and removal in data as well as inherently non-discriminatory algorithms in form of an easy to use and openly available python library.