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Python for Data Analysis by Wes McKinney: Review | Learn python, numpy, pandas and jupyter notebooks
This is a review of the fantastic Python for Data Analysis. I learnt a lot from this book by Wes McKinney. Its section on IPython is excellent and it explains Numpy extremely well: two chapters are dedicated to Numpy covering the basics and advanced topics. It really helps you to visualize numpy arrays. The Pandas coverage is excellent and you learn what a powerful tool Pandas can be. I always use it for my data analysis, usually in a jupyter notebook and I love what it can do. If you are new to data analysis and are looking for an introductory book to explain how to do it in Python, I haven't seen a better one than this.
Buy it from Amazon (USA) https://amzn.to/2I2TB1H
(UK) https://amzn.to/2KFwmg9 (2nd Edition books) (affiliate links)