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I never regret purchasing this book. It is my Swiss army knife for analysis in Python. I used R extensively in previous role and in university. Thus, despite understanding some techniques like aggregation, pivots, I needed to know how to their Python syntax. This book is sharp, straightforward, in helping you answer questions like "How do I do this (data wrangling technique) in Python?"