This is a digital book! Best practices for manipulating data with Pandas. This book will arm you with years of knowledge and experience that are condensed into an easy to follow format. Rather than taking months reading blogs and websites and searching mailing lists and groups, this book will teach you how to write good Pandas code.

What's new in Pandas 2? If you are looking to migrate to Pandas 2 (and you should), this course is a no nonsense overview of the changes you need to be aware of. This is not an introductory course on Pandas. It assumes you have read Effective Pandas or have related knowledge.