Replacing Pandas with Polars. A Practical Guide

• normconf2022

  2 0 10.0 HTML

• Pandas

  163 37,283 10.0 Python

  Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

  

  > The big thing pandas has going for it is that it's already been through this field testing. All the bugs have been ironed out by the hundreds of thousands of users.

  At this very moment pandas github repo has 1563 open issues labeled with a bug tag [0]. So much for "all the bugs have been ironed out".

  [0] https://github.com/pandas-dev/pandas/issues?q=is%3Aopen+is%3...

• Sonar

  www.sonarsource.com

  sponsored

  Write Clean Python Code. Always.. Sonar helps you commit clean code every time. With over 225 unique rules to find Python bugs, code smells & vulnerabilities, Sonar finds the issues while you focus on the work.

  

• fugue

  4 1,277 7.2 Python

  A unified interface for distributed computing. Fugue executes SQL, Python, and Pandas code on Spark, Dask and Ray without any rewrites.

  

  Fugue is an interesting library in this space , though I haven’t tried it

  https://github.com/fugue-project/fugue

  A unified interface for distributed computing. Fugue executes SQL, Python, and Pandas code on Spark, Dask and Ray without any rewrites.

• polars

  70 15,640 10.0 Rust

  Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python | Node.js

  

Suggest a related project