Python Polars: The Definitive Guide (eBook)

Transforming, Analyzing, and Visualizing Data with a Fast and Expressive DataFrame API

Jeroen Janssens, Thijs Nieuwdorp (Autoren)

eBook Download: EPUB

2025
504 Seiten
O'Reilly Media (Verlag)
978-1-0981-5604-6 (ISBN)

Infos

Unlock the power of Polars, a Python package for transforming, analyzing, and visualizing data. In this hands-on guide, Jeroen Janssens and Thijs Nieuwdorp walk you through every feature of Polars, showing you how to use it for real-world tasks like data wrangling, exploratory data analysis, building pipelines, and more.Whether you're a seasoned data professional or new to data science, you'll quickly master Polars' expressive API and its underlying concepts. You don't need to have experience with pandas, but if you do, this book will help you make a seamless transition. The many practical examples and real-world datasets are available on GitHub, so you can easily follow along.Process data from CSV, Parquet, spreadsheets, databases, and the cloudGet a solid understanding of Expressions, the building blocks of every queryHandle complex data types, including text, time, and nested structuresUse both eager and lazy APIs, and know when to use eachVisualize your data with Altair, hvPlot, plotnine, and Great TablesExtend Polars with your own Python functions and Rust pluginsLeverage GPU acceleration to boost performance even further

Produkt-Details

• Erscheint lt. Verlag: 20.2.2025
• Sprache: englisch
• Themenwelt: Mathematik / Informatik ► Informatik ► Programmiersprachen / -werkzeuge
• ISBN-10: 1-0981-5604-8 / 1098156048
• ISBN-13: 978-1-0981-5604-6 / 9781098156046