ddotta / awesome-polars Goto Github PK

Link to suggestion

https://medium.com/@morpheus.ai/discovering-polars-library-1d63c1eefb44

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A Comprehensive Guide to Using Polars for Fast, Efficient, and Easy Data Manipulation in Python

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Link to suggestion

https://medium.com/cuenex/pandas-2-0-vs-polars-the-ultimate-battle-a378eb75d6d1

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Blog posts

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• Pandas 2.0 vs Polars: The Ultimate Battle - A blog post that analyzes in terms of Syntax, Speed, and Usability between Pandas 2.0 and Polars 0.17.0 by @priyanshu7401.

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Link to suggestion

https://www.karnwong.me/posts/2023/04/duckdb-vs-polars-vs-spark/

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Blog posts

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This articles performs a benchmark against duckdb/polars/spark, with varying row count to see when each framework is more performant than others, with swap usage as another metric, in addition to runtime in seconds.

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Link to suggestion

https://github.com/datenzauberai/PyConDE-2023--Polars-make-the-switch/raw/main/Polars%20-%20make%20the%20switch%20to%20lightning-fast%20dataframes%20-%20Versand.pdf

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Talks and videos

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• Polars - make the switch to lightning-fast dataframes - A talk that reports an experience switching from Pandas to Polars in a real-world ML project by @datenzauberai.

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Link to suggestion

https://kedro.org/blog/a-polars-exploration-into-kedro

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Blog posts

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• A Polars exploration into Kedro - A blog post that explains how Polars can be used instead of pandas in Kedro for your data catalog and data manipulation by @astrojuanlu.

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Link to suggestion

https://medium.com/@HeCanThink/exploring-polars-the-lightning-fast-dataframe-library-in-python-2d01aa332f70

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Blog posts

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• Exploring Polars - The Lightning-Fast DataFrame Library in Python - A blog post on the basics of Polars by @mddas.

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Link to suggestion

https://nbviewer.org/github/barbosarafael/polars_python_test/blob/main/01-notebook/01-polars_notebook.ipynb

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Tutorials & workshops

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Tutorial in the format of an ipynb notebook that illustrates several features of Polars in Spanish by @barbosarafael

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Link to suggestion

http://colab.research.google.com/github/inseefrlab/ssphub/blob/main/content/notebooks/polars-tuto.ipynb

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Tutorials & workshops

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• Prise en main de Polars - A notebook tutorial in French that illustrates the main features of Polars by @romaintailhurat and @linogaliana. There is also an accompanying blog post .

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Link to suggestion

https://www.datacamp.com/tutorial/high-performance-data-manipulation-in-python-pandas2-vs-polars

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Blog posts

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• High Performance Data Manipulation in Python: pandas 2.0 vs. polars - A blog post that compares differences between Python pandas 2.0 and Polars libraries by @jcanalesluna.

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Link to suggestion

https://dev.to/astrojuanlu/lightning-fast-queries-with-polars-1bp3

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Blog posts

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• Lightning-fast queries with Polars - Another blog post that is a good introduction to Polars by @astrojuanlu.

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Link to suggestion

https://towardsdatascience.com/rust-polars-unlocking-high-performance-data-analysis-part-1-ce42af370ece

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Tutorials & workshops

Describe your suggestion

• Rust Polars: Unlocking High-Performance Data Analysis — Part 1 - First part of an article that explores the world of Rust’s Polars and explain some basic concepts of Polars such as Series by @wiseaidev. Code used is available on Github here.

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Link to suggestion

https://medium.com/fugue-project/benchmarking-pyspark-pandas-pandas-udfs-and-fugue-polars-198c3109a226

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Blog posts

Describe your suggestion

• Benchmarking PySpark Pandas, Pandas UDFs, and Fugue Polars - A blog post that compares the execution time of fugue + Polars, Pandas UDFs and PySpark Pandas by @kvnkho.

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Link to suggestion

https://jupysql.ploomber.io/en/latest/integrations/polars.html?utm_content=buffer13c9f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

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Tutorials & workshops

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• Converting SQL Queries to Polars DataFrames with JupySQL - A tutorial that explains how to convert SQL queries to Polars DataFrames using JupySQL by @ploomber.

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Link to suggestion

https://towardsdatascience.com/7-easy-steps-to-switch-from-pandas-to-lightning-fast-polars-and-never-return-b14c66fc85b9

Targeted section

Blog post

Describe your suggestion

• 7 Easy Steps To Switch From Pandas to Lightning Fast Polars And Never Return - A cheat sheet blog post of the most common Pandas operations translated into Polars by @BexTuychiev.

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Link to suggestion

https://www.shipyardapp.com/blog/pandas-vs-polars/

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Blog posts

Describe your suggestion

This could be handful

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Link to suggestion

https://kevinheavey.github.io/modern-polars/

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Tutorials & workshops

Describe your suggestion

This is a side by side comparison between Polars and Pandas containing code in both frameworks, which I think pretty awesome. It can be viewed at a tutorial for those who intend to replace Pandas with Polars.

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Link to suggestion

https://www.youtube.com/watch?v=-O2YuS0n03U&list=PLo9Vi5B84_dfAuwJqNYG4XhZMrGTF3sBx

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Talks and videos

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Playlist
Polars - Data Analysis with Python
by Martin Bel

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Link to suggestion

https://www.youtube.com/watch?v=8nYEX0E07zc

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Talks and videos

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A video that reviews some alternatives to Pandas for Python and then demonstrates some Polars features by Juan Luis Cano Rodríguez

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Link to suggestion

https://medium.com/@lgsoliveira/polars-vs-pyspark-lazy-evaluation-and-big-data-fbc933cc11af

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Blog posts

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• Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by @guoliveira.

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Link to suggestion

https://mwouts.github.io/itables/polars_dataframes.html

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Tutorials & workshops

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• How to display Polars dataframes with itables - A tutorial that explains how to display Polars dataframes with itables by @mwouts.

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Link to suggestion

https://medium.com/@mcodrescu/polars-in-the-artic-9fda471b6b91

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Blog posts

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• Polars in the aRtic! - An another blog post that compares the performance between Pandas and Polars across a range of common data manipulation tasks by @MCodrescu. Code used is available on Github.

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Link to suggestion

https://artificialcorner.com/polars-the-super-fast-dataframe-library-for-python-goodbye-pandas-85156e84337f

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A short blog post (introduction) about Polars

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Link to suggestion

https://github.com/pavelcherepan/seaborn_polars

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Python

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• Python package seaborn_polars - Python package to plot Polars DataFrames and LazyFrames with seaborn by @pavelcherepan

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Link to suggestion

https://www.confessionsofadataguy.com/dataframe-showdown-polars-vs-spark-vs-pandas-vs-datafusion-guess-who-wins/

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Blog posts

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• Dataframe Showdown – Polars vs Spark vs Pandas vs DataFusion. Guess who wins? - A short article that presents a performance test between Polars, Pandas, Datafusion and Spark on a csv dataset by @danielbeach. Code used is available on Github here.

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Link to suggestion

https://levelup.gitconnected.com/polars-vs-pyspark-testing-with-big-data-e102052a18ec

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Blog posts

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• Polars vs PySpark: Testing with Middle Size Data - A blog post that presents the code related to the Extract, Transform, and Load for Polars and PySpark with Middle Size Data by @guoliveira.

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Link to suggestion

https://www.makeuseof.com/pandas-vs-polars-which-is-better/

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Blog posts

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• Pandas vs. Polars: The Battle of Performance - An another blog post that comparesthe performance between Pandas and Polars across a range of common data manipulation tasks by @makeuseofcode. Code used is available on Github.

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Link to suggestion

https://www.confessionsofadataguy.com/replacing-pandas-with-polars-a-practical-guide/

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Blog posts

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• Replacing Pandas with Polars. A Practical Guide - A blog post comparing some common functions between Pandas and Polars by @danielbeach. Code used is available on Github here.

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Link to suggestion

https://www.rhosignal.com/posts/polars-ordering/

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Blog posts

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• Ordering of groupby and unique in Polars - A blog post that explores how to order input with group_by or unique with Polars by @braaannigan.

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Link to suggestion

https://github.com/ankane/polars-ruby

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• polars for Ruby - Ruby polars gems to use Polars with Ruby.

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Link to suggestion

https://www.youtube.com/watch?v=J0wpRP-ExVg

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Talks and videos

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Polars Introduction for Python with a 128GB Ryzen 24-core Benchmark vs Pandas

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https://www.youtube.com/watch?v=tAV-1hPHtsY

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Talks and videos

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• Polars vs Pandas | detailed test with explained results ⏳ 22 min - A video that presents 8 distinct tests which demonstrates differences between Pandas and Polars by @vb100. Associated github repo is here.

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Hi,

Obviously this is self-serving :), but I wonder if you'd consider adding this blog post that is only a few weeks old:

https://codesolid.com/alternatives-to-pandas-python-polars/

If you're interested I can fork and create a PR if that's easier, or just let me know. Thanks -- great list. Will add to a forthcoming newsletter of mine.

Link to suggestion

https://towardsdatascience.com/fast-string-processing-with-polars-scam-emails-dataset-fcf7054a929a

Targeted section

Tutorials & workshops

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• Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by @AntonsRuberts. Code used is available on Github here.

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Link to suggestion

https://www.rhosignal.com/tags/polars/

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Blog posts

Describe your suggestion

This is a series of blogpost on Polars usage which has a lot of useful tricks and information from @braaannigan. I also include website link including polars tag for easy navigation. Moreover, @braaannigan also has a Data Analysis with Polars course on Udemy.

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Link to suggestion

https://levelup.gitconnected.com/pandas-vs-polars-vs-pandas-2-0-round-2-e1b9acc0f52f

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Blog posts

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• [Pandas vs Polars vs Pandas 2.0 … ROUND 2](https://levelup.gitconnected.com/pandas-vs-polars-vs-pandas-2-0-fight-7398055372fb) - A blog post that makes a new comparison between Pandas, Pandas 2.0 and Polars by @guoliveira.

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Link to suggestion

https://www.youtube.com/watch?v=jU8Ghp7tRCU&ab_channel=hu-po

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Github repo for hu-po

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Link to suggestion

https://fugue-tutorials.readthedocs.io/tutorials/integrations/backends/polars.html#

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Tutorials & workshops

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• Running Polars code distributedly - A page that explains how to rung Polars code distributedly with Fugue by @fugue-project.

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Link to suggestion

https://python.plainenglish.io/polars-vs-pandas-4-key-concept-differences-3c09713c0fe8

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Blog posts

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An article that helps to understand key differences between Pandans and Polars Data Science libraries by @DataScienceDisciple

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Link to suggestion

https://levelup.gitconnected.com/pandas-vs-polars-vs-pandas-2-0-fight-7398055372fb

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Blog posts

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• Pandas vs Polars vs Pandas 2.0 …. FIGHT - A blog post that does an ETL process for checking big data speed processing between Pandas, Pandas 2.0 and Polars by @guoliveira.

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Link to suggestion

https://pythonspeed.com/articles/polars-exploratory-data-analysis-vs-production/

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Blog posts

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• Polars for initial data analysis, Polars for production - A blog post that shows how to use Polars for initial data analysis and then effectively in production by @itamarst.

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https://dskrzypiec.dev/polars/

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• Polars - modern data frame library - A blog post that describes why Polars could be a better alternative to pandas, dplyr or data.table by @DSkrzypiec.

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Hi just a heads up I've been marinating one of these at https://github.com/cnpryer/awesome-polars.

Thought I'd just let you know in case it get's added to the index.

cnpryer/awesome-polars#1

Link to suggestion

https://github.com/chitralverma/scala-polars

Targeted section

Rust

Describe your suggestion

scala-polars is a library for using the awesome Polars DataFrame library in Scala and Java projects by @chitralverma.

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• #33
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Link to suggestion

https://itnext.io/the-fastest-way-to-read-a-csv-file-in-pandas-2-0-532c1f978201

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Blog posts

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• The fastest way to read a CSV file in Python - A blog post that compares different ways (including Polars, pyarrow and C) to read a CSV file with Python by Finn Andersen.

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https://www.dropbox.com/s/fphay3yav2b2rdq/2023_polars.pdf?dl=1

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Tutorials & workshops

Describe your suggestion

• An opinionated introduction to Polars - Great Polars introduction slides from @krlng at PyCon 2023.

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https://youtu.be/3RM3pWw2iRQ

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Talks and videos

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This great video IS on spanish

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https://seattledataguy.substack.com/p/why-is-polars-all-the-rage

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Blog posts

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Article that explains why Polars will become very popular

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https://www.confessionsofadataguy.com/polars-laziness-and-sql-context/

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Blog posts

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• Polars – Laziness and SQL Context. - A blog post that presents two good reasons to adopt Polars : Lazy and SQL Context by @danielbeach.

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