You can use DivExplorer at divexplorer.org
You can upload your datasets there, and analyze them directly online.
For a quick demo, you can use the pre-processed
dataset, derived from the
standard COMPAS dataset
Alternatively, you can analyze your datasets using the
Python package, and you can look at its
source code and documentation