updated version of Kalonji Bankole workbook - this one will work
original demonstration is a Code Pattern at IBM's developer site
The workbook mentions updates needed to allow the end to end project to run, but provides only partial information.
This project adds/correct missing information for those relatively unfamiliar with Pandas, Jupyter notebooks, and data science