Replacing Pandas with Polars. A Practical Guide

• normconf2022

  2 0 10.0 HTML

• Pandas

  393 41,923 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...

• WorkOS

  workos.com sponsored

  The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

  

• fugue

  11 1,876 6.7 Python

  A unified interface for distributed computing. Fugue executes SQL, Python, Pandas, and Polars 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

  144 26,043 10.0 Rust

  Dataframes powered by a multithreaded, vectorized query engine, written in Rust

  

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