{"product_id":"python-polars-the-definitive-guide-transforming-analyzing-and-visualizing-data-with-a-fast-and-expressive-dataframe-api-9781098156084","title":"Python Polars: The Definitive Guide: Transforming, Analyzing, and Visualizing Data with a Fast and Expressive Dataframe API","description":"\u003cp\u003eWant to speed up your data analysis and work with larger-than-memory datasets? Python Polars offers a blazingly fast, multithreaded, and elegant API for data loading, manipulation, and processing. With this hands-on guide, you'll walk through every aspect of Polars and learn how to tackle practical use cases using real-world datasets. \u003c\/p\u003e\u003cp\u003e Jeroen Janssens and Thijs Nieuwdorp from Xomnia in Amsterdam show you how this superfast DataFrame library is perfect for efficient data wrangling, ETL pipelines, and so much more. This book helps you quickly learn the syntax and understand Polars' underlying concepts. You don't need to have experience with pandas or Spark, but if you do, this book will help you make a smooth transition. \u003c\/p\u003e\u003cp\u003e With this definitive guide at your side, you'll be able to: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eProcess larger-than-memory datasets at record speed \u003c\/li\u003e\n\u003cli\u003eApply the eager, lazy, and streaming APIs of Polars and decide when to use them \u003c\/li\u003e\n\u003cli\u003eTransition smoothly from pandas or Spark to Polars \u003c\/li\u003e\n\u003cli\u003eIntegrate Polars into your existing code base \u003c\/li\u003e\n\u003cli\u003eWork with Arrow and Parquet to efficiently read and write data \u003c\/li\u003e\n\u003cli\u003eTranslate complex ETL tasks into efficient and elegant queries \u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e","brand":"O'Reilly Media","offers":[{"title":"Default Title","offer_id":51183579070738,"sku":"9781098156084","price":57.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0831\/4771\/8930\/files\/img_0f23c7f9-58bd-4118-9abb-cd491501287b.jpg?v=1744472020","url":"https:\/\/surprise-castle.myshopify.com\/products\/python-polars-the-definitive-guide-transforming-analyzing-and-visualizing-data-with-a-fast-and-expressive-dataframe-api-9781098156084","provider":"Surprise Castle","version":"1.0","type":"link"}