2023-09-14
New Additions
Official documentation
- Keynote on Polars at EuroSciPy 2023 ⏳
57 min
- Talk by @ritchie46 that dives into Polars and sees what makes it so efficient. It will touch on technologies like Arrow, Rust, parallelism, data structures, query optimization and more.
Rust
- Polars CLI
Polars CLI
is a command line interface for running SQL queries with Polars as backend.
Tutorials & workshops
- Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by @AntonsRuberts. Code used is available on Github here.
- Python Polars: A Lightning-Fast DataFrame Library - A tutorial that shows how to use Polars with Python ecosystem by @hfhoffman1144. Code used is available on Github here.
Blog posts
- All that Polars that Make You Forget Pandas - A blog post that explores some deeper reasons behind the performance gains of Polars over Pandas.
- Polars vs Pandas. Inside an AWS Lambda - A blog post that covers the topic of using Polars vs Pandas inside an AWS Lambda to do data processing by @danielbeach. Code used is available on Github here.
- DuckDB vs Polars for Data Engineering - A blog post that compares Polars and DuckDB with pipelines for Data Engineering by @danielbeach.
- Pandas vs Polars: A database speed test. Who wins? - A blog post that compares the run-time of reading a database into a dataframe using Pandas versus using Polars by Thomas Reid.
- Polars and Pandas : What's the difference ? - A blog post that explains how Polars works under the hood and th best use cases for Polars and Pandas by @t-redactyl.
- Understanding the Polars nested column types - A blog post that helps to understand how nested column types works in Polars by @braaannigan.
- Polars vs DuckDB for Delta Lake ops - A blog post that compares Polars to DuckDB using Delta Lake by @wolliq.
Talks and videos
- Using the Rust Polars DataFrame library in a CLI ⏳
4 min
- A video that shows how to integrate Polars in a commande line interface by @paiml. - The Ultimate Guide to Data Wrangling with Python | Rust Polars Data Frame ⏳
10 videos
- A playlist of 10 videos (WIP) that equips you with all the necessary knowledge required to utilize Python Polars Data Frame by @AmitXShukla.
Follow : Official
- Eitsupi (@eitsupi) - Contributor to R Polars project
- Etienne Bacher (@etiennebacher) - Contributor to R Polars project
What's Changed
- Add blog post about deeper reasons behind the performance gains of Polars by @ddotta in #137
- Add blog post about using Polars inside AWS by @ddotta in #138
- Add blog post about Polars vs DuckDB for Data Engineering by @ddotta in #139
- Add pipelines tutorial by @AntonsRuberts by @ddotta in #141
- Ddotta/issue142 by @ddotta in #143
- Add duration missing for "Manipulación de Datos con Polars en python" video by @ddotta in #145
- Add blog post by Thomas Reid by @ddotta in #147
- Add news about Polars's raisin seed round by @ddotta in #149
- Add real python blog about polars by @ddotta in #155
- Add video about using the Rust Polars DataFrame library in a CLI by @ddotta in #156
- Add video by Amit Shukla by @ddotta in #157
- Add keynote at EuroSciPy 2023 by @ddotta in #158
- Add polars CLI by @ddotta in #159
- chore: typo correction by @ddotta in #160
- chore: minor corrections by @ddotta in #163
- Add blog post about Delta Lake by @wolliq by @ddotta in #165
Full Changelog: 2023-07-19...2023-09-14