There is a brilliant new book (albeit somewhat advanced) that I don't see in this list: Introduction to Python for Econometrics, Statistics and Data Analysis (2014) by Kevin Sheppard. PDF available for free here: https://www.kevinsheppard.com/images/0/09/Python_introductio...