{"product_id":"data-wrangling-101-amara-hawthorn-9798299036053","title":"Data Wrangling 101: Clean and transform messy data using Python and open-source tools - for absolute beginners","description":"\u003cp\u003eAre you tired of drowning in spreadsheets full of duplicates, typos, and confusing formats? Do you want to turn messy, unusable data into clean, reliable information-without being a coding expert?\u003c\/p\u003e\u003cp\u003e\u003cb\u003eData Wrangling 101\u003c\/b\u003e is your beginner-friendly guide to mastering one of the most essential skills in today's data-driven world: cleaning and transforming raw data. Written in plain English with no fluff, this book shows you step-by-step how to use Python and free, open-source tools to take control of your data-even if you've never programmed before.\u003c\/p\u003e\u003cp\u003eInside, you'll discover how to: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003eIdentify and fix common data problems (duplicates, missing values, formatting errors).\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eStandardize and reshape data for analysis.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eAutomate tedious cleanup tasks that would take hours in Excel.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eWork with real-world datasets from spreadsheets, CSVs, and APIs.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eUse powerful Python libraries like \u003cb\u003ePandas\u003c\/b\u003e and \u003cb\u003eNumPy\u003c\/b\u003e to handle data with ease.\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003ePacked with practical examples, exercises, and mini-projects, this book doesn't just teach you \u003ci\u003ewhat\u003c\/i\u003e to do-it shows you \u003ci\u003ehow\u003c\/i\u003e to think like a data wrangler. By the end, you'll have the confidence to take messy, chaotic data and turn it into insights you can actually use.\u003c\/p\u003e\u003cp\u003eWhether you're a student, researcher, business analyst, or just curious about data, this is the perfect starting point for your journey into data science.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Amara Hawthorn\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9798299036053\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Independently Published\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 09\/08\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 230\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.69lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.00h x 6.00w x 0.48d","brand":"Amara Hawthorn","offers":[{"title":"Paperback","offer_id":48154179076351,"sku":"9798299036053","price":18.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_e280bb96-05e2-4dfe-9414-70d04c77afdc.jpg?v=1770788424","url":"https:\/\/www.whiterainbookhouse.com\/products\/data-wrangling-101-amara-hawthorn-9798299036053","provider":"WR Book House","version":"1.0","type":"link"}