Dive into Polars - an efficient DataFrame library for data manipulation and analysis with scientific applications
Polars, a modern and powerful alternative to Pandas, offers a fast, efficient, and enjoyable experience for data analysis. In this beginner-friendly workshop, you will learn to use Polars to analyze datasets of all sizes, from small to large.
We will explore Polars’ expressive and intuitive API and demonstrate how to perform common data tasks, including:
- loading and ingesting diverse, multi-file datasets,
- cleaning, transforming, and reshaping your data,
- performing insightful aggregations, filtering, and querying,
- preparing data for effective visualization,
- and running these operations efficiently.
You'll also get hands-on experience with Polars expressions — a key feature for unlocking its performance and writing concise, powerful code.
Start with Dive_into_Polars_PyConPl2025
Read more about Balonikotron device used as an example here Novel Robotic Balloon-Based Device for Wrist-Extension Therapy of Hemiparesis Stroke Patients