Effective Pandas by Tom Augspurger joins ChapterPal's open textbooks with an AI tutor
burkov · x · 2026-11-07
Tom Augspurger's Effective Pandas is now available in ChapterPal's collection of open textbooks, in two versions: the author's original 2017 edition and an updated, corrected 2026 edition from ChapterPal.
The book covers Pandas, the open-source Python data manipulation library that works like a spreadsheet running on code — loading, cleaning, aligning and analyzing datasets too large for traditional spreadsheet software. ChapterPal also lets readers learn the book with a built-in AI tutor.
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