Track Awesome Polars Updates Daily

A curated list of Polars talks, tools, examples & articles. Contributions welcome !

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[ Daily / Weekly / Overview ]

Jan 05, 2026

Polars plugins / Import / Export

• polars-redis (⭐1) - Polars IO plugin for Redis - scan hashes, JSON, and other data types as LazyFrames with projection pushdown and RediSearch support by @joshrotenberg.

• excelsior (⭐4) - High-performance library for modifying Excel files with Polars.

Polars plugins / Validation

• daffy (⭐25) - Decorator-first DataFrame contracts/validation (columns/dtypes/constraints) at function boundaries. Supports Polars/Pandas/PyArrow/Modin by @vertti.

Dec 12, 2025

Polars plugins / Finance

• polars-bloomberg (⭐11) - Polars plugin that extracts Bloomberg’s financial data directly into polars.DataFrame by @MarekOzana.

Dec 08, 2025

Tools Built with Polars / Miscellaneous

• octopolars (⭐1) - Pull, filter, and walk a GitHub user's repositories with Polars by @lmmx.

Dec 05, 2025

Polars plugins / Miscellaneous

• polars-bio - Polars plugin (⭐133) for large-scale genomic analyses which is easy to use and considerably faster and more scalable than existing alternatives by @biodatageeks.

Nov 24, 2025

Polars plugins / Machine Learning & Data Science

• retrofit (⭐22) - Machine learning framework built with Polars by @AdrianAntico.

Polars plugins / General utilities / Performance

• polarsFE (⭐4) - Polars plugins with helper functions for feature engineering, using Polars by @AdrianAntico.

Nov 21, 2025

Books / Miscellaneous

• Python & Polars: The Definitive Guide - Book on using Python Polars for transforming, summarizing, and visualizing data.

• Polars Cookbook - Practical recipes for transforming and manipulating data with Polars.

• Effective Polars: Optimized Data Manipulation - Book focused on efficient, idiomatic data manipulation with Polars.

Nov 17, 2025

Tutorials & workshops / Miscellaneous

• Python Polars Tutorial: A Complete Guide for Beginners - A beginner tutorial to learn how to use Polars in Python by @datacamp.

Nov 07, 2025

Polars plugins / General utilities / Performance

• polars-nexpresso (⭐5) - Polars plugins for generating Polars expressions to work with nested data structures by @heshamdar.

Oct 20, 2025

Blog posts / Miscellaneous

• Pandas vs Polars in 2025 — Should You Finally Make the Switch? - An article that compares performance and features between Polars and Pandas in 2025 by @Gecofer.

Oct 18, 2025

Polars plugins / General utilities / Performance

• polars-extensions (⭐5) - Polars plugin that extends the capabilities of Polars with functionalities that are not currently found in Polars by @jrasband-dev.

Oct 08, 2025

Polars plugins / Visualization

• Buckaroo (⭐673) - Dataframe viewer for notebook environment adds summary stats, histograms, and search to a fast scrollable table so you can easily see your data by @paddymul.

Oct 06, 2025

Polars plugins / Miscellaneous

• pl_series_hash (⭐1) - Fast series hashing for polars, useful for caching by @paddymul.

Oct 03, 2025

Official news

• September 2025 : Polars raises €18M Series A to build fast, ergonomic data processing at any scale.

Blog posts / Miscellaneous

• DuckDB vs Polars. Wait. DuckDB and Polars - A blog post that helps you choose between Polars and DuckDB based on use cases by @danielbeach.

Sep 19, 2025

Polars plugins / General utilities / Performance

• polars-genson (⭐10) - Fast JSON schema inference with support for Polars DataFrames by @lmmx.

Sep 04, 2025

Official news

• September 2025 : Polars launches Polars Cloud and a Distributed Engine in Open Beta.

Aug 16, 2025

Polars plugins / Import / Export

• polars_readstat (⭐19) - Polars IO plugin to read SAS, Stata and SPSS file by @jrothbaum.

• polars-root (⭐4) - Polars plugin for reading CERN's ROOT file format by @DanielMaysWilliams.

• polars-fastx (⭐4) - Polars plugin for parsing FASTA and FASTQ files into DataFrames by @apcamargo.

Polars plugins / Data Manipulation

• polars-permute-plugin (⭐11) - Polars plugin for easily reordering DataFrame columns by @lmmx.

• polars-schema-index (⭐2) - Polars plugin for flattening nested data by @lmmx.

• polars-expr-hopper (⭐3) - Polars plugin providing a hopper of expressions for automatic, schema-aware application by @lmmx.

Polars plugins / Geographical / Spatial

• polars-coord-transforms (⭐3) - Polars plugin for coordinates transformation and extractions features by @georgypv.

Polars plugins / String parsing

• polars-textproc (⭐1) - Polars plugins to apply gopher repetetition penalties and fasttext classifiers to text data by @Apsod.

Polars plugins / Time series / Datetime

• polars-xdt-docs (⭐0) - Polars plugin for business day arithmetic by @MarcoGorelli.

Polars plugins / Machine Learning & Data Science

• polars-fastembed (⭐1) - Polars plugin for embedding DataFrames by @lmmx.

Polars plugins / Language

• polars-sbert (⭐2) - Polars plugin for embedding data with Sentence Transformers by @lmmx.

Polars plugins / Finance

• polars-trading (⭐58) - A collection of helpful polars plugins and functions for market data processing by @ngriffiths13.

• polars_plugin_option_pricing (⭐5) - Polars plugin exposing rust crate option-pricing by @oscar6echo.

• polars-order-book (⭐5) - Polars plugin for enriching orderbook data with best bid and offer information by @ChristopherRussell.

• polars-fin (⭐2) - Polars plugin to calculate financial metrics by @LVG77.

Polars plugins / General utilities / Performance

• polars-argpartition (⭐10) - Polars plugin that implements the argpartition function by @GiovanniGiacometti.

• polars-path (⭐0) - Polars plugin with filesystem path utilities by @gorkaerana.

Polars plugins / Statistics / Analytics

• polars_kde - Polars plugin for kernel density estimation by @schemaitat.

Polars plugins / Miscellaneous

• polars-graphframes (⭐9) - Polars plugin for interconnection of graphs and networks with Frames by @t-ded.

• polars-phonetics (⭐3) - Polars plugin for phonetic algorithms by @LeCodeMinister.

• polars-holidays (⭐1) - Polars plugin for determining if a date is a holiday by @mrjsj.

• polars-cache (⭐2) - Polars plugin to automatically cache the result of expensive queries to disc by @alipatti.

Jul 29, 2025

Polars plugins / Mathematical & Statistical Functions

• polars_rng (⭐4) - Random number generation in Polars via the expression API by @alipatti.

Jul 28, 2025

Polars plugins / Import / Export

• polars_io (⭐4) - Lazily read Stata, SAS, and fixed-width files in Polars by @alipatti.

Go / Miscellaneous

• go-polars (⭐63) This project creates Go bindings for Polars.

Jul 16, 2025

Polars plugins / Data Manipulation

• catfact (⭐29) - Python package for working with categorical data in Polars DataFrames by @machow.

Polars plugins / Time series / Datetime

• functime - Machine learning Python package built on Polars for time-series predictions by @neocortexdb. According to the developpers, it's the world's fastest and most feature-full machine learning forecasting library !

Polars plugins / Visualization

• seaborn_polars (⭐31) - Python package to plot Polars DataFrames and LazyFrames with seaborn by @pavelcherepan.

Polars plugins / Miscellaneous

• polars_istr (⭐17) - Python package for Processing IBAN, ISINs, URLs and other standard format data in Polars by @abstractqqq.

Jul 10, 2025

Polars plugins / General utilities / Performance

• turtle-island (⭐5) - A lightweight utility library for writing Polars Expressions by @jrycw.

Jul 07, 2025

Polars plugins / Language

• polar-whichlang (⭐1) - Polars plugin for fast language identification by @rmalouf.

Polars plugins / General utilities / Performance

• life_polars_plugin (⭐4) - Polars plugin to showcase some features of the plugin system by @condekind.

• polars-avro (⭐4) - Polars plugin for reading and writing avro files by @hafaio.

Jul 02, 2025

Talks and videos / Miscellaneous

• Polars - Talk Python To Me Ep.402 ⏳ 69 min - A video in which Ritchie Vink gives a look at Polars by Talk Python To Me.

• 10 Polars Tools and Techniques To Level Up Your Data Science - Talk Python To Me Ep.510 ⏳ 58 min - A video in which Christopher Trudeau shares his recent work with Polars and highlights a collection of complementary Polars extensions and libraries by Talk Python To Me.

Jul 01, 2025

Blog posts / Miscellaneous

• Polars Boosted My Algorithm's Speed by 25x - A blog post that explains how using Polars increases code execution speed by 25 times compared to Pandas by @hatdropper1977.

Jun 30, 2025

Polars plugins / Data Manipulation

• pyjanitor - Python package that provides a clean API for cleaning Polars DataFrame @pyjanitor-devs.

Blog posts / Miscellaneous

• Data Validation Libraries for Polars (2025 Edition) - A survey of five Python data validation libraries compatible with Polars, highlighting their strengths and trade-offs for robust data pipeline validation in 2025 by @rich-iannone.

• Reshape Data in Polars Efficiently from Wide to Long Form - A blog post list that details efficient transformation for Polars DataFrames from wide to long form by @samukweku.

Jun 25, 2025

Rust / Miscellaneous

• plotlars (⭐620) plotlars is a Rust library designed to facilitate the integration between the Polars data analysis library and Plotly library.

Jun 20, 2025

Tutorials & workshops / Miscellaneous

• #100DaysOfPolars articles - List of articles published by @jorammutenge on linkedin #100DaysOfPolars.

Jun 18, 2025

Blog posts / Miscellaneous

• Pandas2 and Polars for Feature Engineering - A blog post that compares Pandas2 and Polars for Feature Engineering tasks with Python by @hopswork (⭐1.3k).

• Polars for Pandas Users — A Blazing Fast DataFrame Alternative — A tutorial article that shows how to migrate from Pandas to Polars with code examples and performance optimization tips by Vinod Chugani.

Jun 11, 2025

Polars plugins / Machine Learning & Data Science

• polars-ds (⭐590) - Polars extension for general data science use cases by @abstractqqq.

May 26, 2025

Polars plugins / AI

• polar_llama (⭐24) - Polars plugin for interacting with LLMs in Polars by @daviddrummond95.

May 20, 2025

Blog posts / Miscellaneous

• Pandas vs Polars : Comparaison des performances et de la mémoire - A 2025 benchmark that compares the performance of Polars and Pandas by @moncoachdata. Code used is available on Github here (⭐17).

Apr 18, 2025

Polars plugins / Validation

• iban_validation_polars (⭐0) - A package to facilitate validation of IBANs and getting bank identifier and branch identifier as a Polars plugin by @ericqu.

• dataframely (⭐531) - Polars plugin that provides schema and other rule validation for Polars DataFrames by @Quantco.

Mar 28, 2025

Polars plugins / Geographical / Spatial

• polars-st (⭐154) - Polars plugin that provides geographical/spatial operations on Polars DataFrames, Series, and Expressions by @Oreilles.

Polars plugins / Validation

• polars-validator (⭐15) - Polars plugin that makes Polars DataFrames generics by @baggiponte.

Polars plugins / String parsing

• polars-url (⭐8) - Polars plugin to parse/extract fields from urls by @condekind.

• polars_iptools (⭐27) - Polars plugin for IP address parsing and enrichment including geolocation by @erichutchins.

Polars plugins / Text similarity / Fuzzy Matching

• polars-distance (⭐92) - Polars plugin for text similarity/pairwise distance functions by @ion-elgreco.

• polars_sim (⭐15) - Polars plugin that implements fast approximate joins on string columns for polars dataframes by @schemaitat.

Polars plugins / Time series / Datetime

• polars-xdt (⭐229) - Polars plugin with extra-datetime-related functionalities by @MarcoGorelli.

Polars plugins / Machine Learning & Data Science

• polars-ml (⭐15) - Polars plugin for machine learning by @barak1412.

• polars-candle (⭐28) - Polars plugin for running candle (⭐19k) ML models on Polars DataFrames by @wdoppenberg.

Polars plugins / Mathematical & Statistical Functions

• polars_ols (⭐190) - Polars plugin that enables fast linear model Polar expressions by @azmyrajab.

• polars-pairing (⭐13) - Polars plugin that provides pairing functions that encode two natural numbers into a single natural number by @apcamargo.

Polars plugins / General utilities / Performance

• polars-utils (⭐16) - Collection of utilities for data exploration and analysis with Polars DataFrames by @junghoon-son.

• harley (⭐11) - Polars helper methods to enhance developer productivity by @TomBurdge.

• polars-config-meta (⭐14) - Polars plugin for persistent DataFrame-level metadata by @lmmx.

Polars plugins / Miscellaneous

• polars-finance (⭐58) - A collection of Python Polars plugins and functions for market data processing by @ngriffiths13.

• polars_encryption (⭐10) - Polars plugin that extends Polars with encryption algorithm AES-GSM-SIV by @zlobendog.

Mar 26, 2025

Tutorials & workshops / Miscellaneous

• Polars plugins tutorial - How you (yes, you!) can write a Polars Plugin by @MarcoGorelli.

Mar 25, 2025

Polars plugins / General utilities / Performance

• polars_streaming_csv_decompression (⭐21) Polars IO plugin for reading compressed CSV/TSV files in a streaming fashion by @ghuls.

Mar 21, 2025

Tools Built with Polars / Miscellaneous

• polars-explorer (⭐36) - A tool that aims to provide a lightweight GUI to data exploration/manipulation tasks using Rust Polars by @brutusyhy.

• polars-mas (⭐0) - A CLI tool and Python library meant to perform large scale multiple association tests, primarily seen in academic research by @idinsmore1.

Mar 19, 2025

Polars plugins / Text similarity / Fuzzy Matching

• polars-fuzzy-match (⭐33) - Python package for fuzzy matching with Polars, i.e. matching text elements that are similar but not exactly identical by @bnm3k.

Rust / Miscellaneous

• iban_validation (⭐0) A set of projects to facilitate validation of ibans and getting the bank identifier and branch identifier in Rust, Python and Polars by @ericqu.

Mar 18, 2025

Blog posts / Miscellaneous

• The Complete Guide to Polars for Data Science - A hands-on tutorial that teaches how to load, manipulate, transform and optimize data sets with Polars in Python by @norochalise. Code used is available on Github here (⭐1).

Mar 17, 2025

Polars plugins / General utilities / Performance

• polars_list_utils (⭐10) - Polars extension that provides a set of utilities for working with List-type columns in Polars DataFrames by @dashdeckers.

Mar 07, 2025

Tutorials & workshops / Miscellaneous

• Working With Python Polars - 7-lesson online video course that covers various topics related todata manipulation with Polars by @cltrudeau.

Blog posts / Miscellaneous

• Pandas vs Polars: is it time to change? - A post that summarizes the main issues involved in the transition from Pandas to Polars by Michelangelo Florio.

Feb 27, 2025

Polars plugins / Import / Export

• polars_access_mdbtools (⭐5) - Python package for reading tables from an Access database into Polars dataframes, using mdbtools by @DeflateAwning.

Feb 24, 2025

Polars plugins / Time series / Datetime

• polars-talib (⭐226) - Polars extension for Ta-Lib - support Ta-Lib functions in Polars expressions by @Yvictor.

Feb 18, 2025

Official news

• February 2025 : Polars Cloud; the distributed Cloud Architecture to run Polars anywhere.

Feb 17, 2025

Blog posts / Miscellaneous

• Build a Decision Tree in Polars from Scratch - A post that explains how to build a decision tree with Polars by @tocab. Code used is available on Github here (⭐6).

Feb 14, 2025

Rust / Miscellaneous

• GeoPolars Geopolars pre-alpha Rust crate that extends the Polars DataFrame library for use with geospatial data (not in active development - see top of readme (⭐829)).

Jan 31, 2025

Follow / Miscellaneous

• pola-rs (@pola-rs) - Github organisation for Polars

Jan 29, 2025

Blog posts / Miscellaneous

• Polars intro A short demo that introduces the Polars dataframe library through a marimo notebook by @rparkr.

Jan 28, 2025

Polars plugins / Time series / Datetime

• polars-ts (⭐32) - Polars Time Series Extension that offers a wide range of metrics, feature extractors, and various tools for time series forecasting by @drumtorben.

Jan 24, 2025

Blog posts / Miscellaneous

• Tutorials about Polars - A list of blog posts on Polars topics by @sparkbyexamples.

• How to Deal With Missing Data in Polars - A post that covers practical techniques for managing missing data with Polars by Ian Eyre.

Dec 10, 2024

Polars plugins / Geographical / Spatial

• polars-h3 (⭐108) - Efficient hexagonal indexing for large-scale geospatial analysis by @Filimoa.

Nov 29, 2024

Talks and videos / Miscellaneous

• Understanding Polars Expressions when you're used to Pandas ⏳ 31 min - A video that explains how to write your own Polars Plugin by @marcogorelli.

Nov 27, 2024

Blog posts / Miscellaneous

• Translating Pandas to Polars - A blog post that that proposes 20 code translations from Pandas to Polars by @Rohit-Salunke.

Nov 21, 2024

Polars plugins / Miscellaneous

• cerburus (⭐2) - Python package that prints Polars DataFrames with hierarchical headers by @rhshadrach.

Nov 13, 2024

Blog posts / Miscellaneous

• The Polars vs pandas Difference Nobody is Talking About - A blog post that talks about non-elementary group-by aggregations with Polars by @marcogorelli.

Nov 08, 2024

Blog posts / Miscellaneous

• Pandas vs Polars: Performance Benchmarks for Common Data Operations - A blog post that compares performance on common data operations between Polars and Pandas by Vinod Chugani.

Nov 07, 2024

Blog posts / Miscellaneous

• Using Polars in Rust for high-performance data analysis - An article that looks how to use Polars to build a basic data analysis application, which exposes data sets and querying capabilities via a REST-based Web API by @Mario Zupan.

Nov 06, 2024

Blog posts / Miscellaneous

• Polars: A Modern DataFrame Library for High-Performance Data Analysis in Python - An article that presents data manipulation operations focusing on eager execution by Ardi Arunaditya.

Oct 25, 2024

Talks and videos / Miscellaneous

• Understanding Polars Expressions when you're used to Pandas ⏳ 36 min - A video that explains how to understand expressions from a Pandas perspective by @marcogorelli.

Oct 24, 2024

Talks and videos / Miscellaneous

• Polars: Past, Present and Future with Ritchie Vink ⏳ 71 min - A video in which Jon Krohn talks with the creator of Polars, Ritchie Vink (@ritchie46), about why Polars is important, how it works, and where it's going by @jonkrohn.

Oct 11, 2024

Talks and videos / Miscellaneous

• How to Learn the Polars DataFrame Library ⏳ 65 min - A video that enables to learn practical techniques for data manipulation and advanced transformations by @kimfetti. Associated github repo is here (⭐36).

Oct 08, 2024

Polars plugins / Text similarity / Fuzzy Matching

• polars-strsim (⭐25) - Polars plugin that computes string similarity measures directly on a Polars dataframe by @foxcroftjn.

Oct 04, 2024

Talks and videos / Miscellaneous

• Polars with Plotly ⏳ 19 min - A video that shows the usage of Polars with the Plotly graphic library by Plotly. <>

• Polars and time series | PyData 2024 ⏳ 29 min - A video that shows how to use Polars effectively for time series analysis iby @MarcoGorelli.

Sep 23, 2024

Tutorials & workshops / Miscellaneous

• Introduction course that introduces the concept of DataFrame with Polars and Python. It also proposes some corrected exercices by @TLouf.

Sep 20, 2024

Official news

• September 2024 : GPU acceleration with Polars and NVIDIA RAPIDS.

Sep 13, 2024

Tutorials & workshops / Miscellaneous

• (Pretty) big data wrangling with DuckDB and Polars - Documentation that introduces the use of DuckDB and Polars with examples in R and Python by @grantmcdermott.

Sep 11, 2024

Blog posts / Miscellaneous

• Why I’m Switching to Polars - A blog post that explains the reasons why Ari Lamstein now uses Polars by @arilamstein.

Sep 06, 2024

Official news

• September 2024 : Polars has a new lightweight plotting backend.

Aug 28, 2024

R / Miscellaneous

• neo-r-polars (⭐54) - Next generation of Polars R API.

Aug 27, 2024

R / Miscellaneous

• r-polars-dashboard (⭐2) - Dashboard comparing r-polars and py-polars APIs.

Aug 23, 2024

Blog posts / Miscellaneous

• Benchmarking energy usage and performance of Polars and pandas - A blog post by the Polars team itself benchmarking Polars and Pandas.

Aug 22, 2024

Polars plugins / Geographical / Spatial

• polars-reverse-geocode (⭐27) - This plugin is an offline reverse geocoder for finding the closest city to a given (latitude, longitude) pair by @MarcoGorelli.

Aug 20, 2024

Talks and videos / Miscellaneous

• How to Learn the Polars DataFrame Library ⏳ 110 min - A long video that explains and illustrates the basic principles of Polars by @KeithGalli. Associated github repo is here (⭐4).

Aug 19, 2024

Polars plugins / General utilities / Performance

• Narwhals (⭐1.5k) - Python files that provides an extremely lightweight compatibility layer between Polars, Pandas, cuDF, and Modin by @narwhals-dev.

Polars plugins / Miscellaneous

• photoshoot (⭐10) - A pytest plugin library for doing snapshot testing with Polars DataFrames by @ngriffiths13.

Jul 18, 2024

Talks and videos / Miscellaneous

• Polars - SQL Interface for Querying DataFrames ⏳ 20 min - A video that shows how to use SQL to query the data in Polars DataFrames by @bugbytes-io.

Jul 11, 2024

Talks and videos / Miscellaneous

• Polars basics playlist - A playlist that introduces the basic features of Polars in an instructive way.

Jul 10, 2024

Talks and videos / Miscellaneous

• Integrate Polars DataFrame with Ollama ⏳ 12 min - A video that demonstrates how to integrate Polars with Ollama local models to do data analysis by @fahdmirza.

Jul 05, 2024

Official news

• August 2023 : Polars announces that it has raised a a $4M seed round!

• July 2024 : Python Polars 1.0 release ! See this blog post special announcement.

Jun 28, 2024

Blog posts / Miscellaneous

• Polars: The Must-Know Data Frame Library Every Data Scientist Should Know - A blog post that provides a good first guide to the features of Polars by @AnsaBaby.

Jun 24, 2024

Blog posts / Miscellaneous

• How to Move From Pandas to Polars - A blog post that explains how to move from Pandas to Polars using Pycharm by [@Cheukting].

• DuckDB vs Polars — Which One Is Faster? - An unofficial benchmark on DuckDB and Polars by Yuki Kakegawa.

Jun 21, 2024

Blog posts / Miscellaneous

• Case Study Comparing Pandas and Polars with 1 Million Rows Data - An blog post that compares benchmarking scores with the Independent samples t-test and Welch’s t-test using Python.

Talks and videos / Miscellaneous

• Python: Polars Data Analysis ⏳ 59 min - A video that illustrates the main features of Polars by Digital Program Life.

Jun 19, 2024

Talks and videos / Miscellaneous

• Polars streaming data processing ⏳ 61 min - A video that provides a complete tutorial on the main methods used in Polars by Digital Program Life.

Jun 18, 2024

Follow / Miscellaneous

• PolarsCodeAcademy - Youtube Channel with thematic videos about Polars

Jun 12, 2024

Blog posts / Miscellaneous

• Encrypting data with Polars - A post that illustrates how to use the polars_encryption plugin to encrypt data with Polars by @zlobendog.

Jun 11, 2024

Talks and videos / Miscellaneous

• Pandas, Polars and the DataDrame Consortium ⏳ 25 min - A video that offers a detailed performance comparison between Polars and Pandas. This analysis serves as a foundation for the introduction of the DataFrame Consortium, which aims to standardize data manipulation libraries.

Jun 03, 2024

Blog posts / Miscellaneous

• Mastering Polars: High-Efficiency Data Analysis and Manipulation - An article that provides a comprehensive introduction of Polars, highlighting its features and showcasing practical examples to get started.

May 28, 2024

Blog posts / Miscellaneous

• Polars: A Modern DataFrame Library - An article that introduces to Polars design and its main features by @gox6.

May 24, 2024

Blog posts / Miscellaneous

• Spark vs Polars. Real-life Test Case - A blog post in which the author tests whether Polars is able to handle "real amounts of data" and "really replace some production Spark workloads." by @danielbeach. Code used is available on Github here (⭐13).

• Age of DataFrames II: Polars Edition - A blog post that illustrates the features of Polars through the analysis of a tournament from the video game Age of Empires II by [@woutergins]. Source code available here (⭐0)

May 22, 2024

Blog posts / Miscellaneous

• Polars vs. Pandas: 30 Comparison Functions - A reminder blog post that compares 30 functions written with Polars and Pandas by Yunuskaradagg.

• Polars vs. SQL: When to Choose Python for Your Data Adventures - A blog post that explores some common functions and their counterparts in both Polars and SQL by Yunuskaradagg.

May 16, 2024

Talks and videos / Miscellaneous

• DataFrames on steroids with Polars ⏳ 42 min - A video that demonstrates Polars for Python and shows how much faster it is compared to pandas while remaining just as convenient by @prosoitos. Slides are available here.

May 07, 2024

Talks and videos / Miscellaneous

• Polars - An Optimized Dataframe Library ⏳ 84 min - A video that compares the main features of Polars with those of Pandas, with a focus on speeding up your data pipeline by @mattharrison.

Apr 23, 2024

Blog posts / Miscellaneous

• Pandas vs Polars? Bid Adieu to Pandas and Switch To Polars! - An article that compares Polars to Pandas with a dataset of 1.2 GB. Code used is available on Github here (⭐1).

Apr 10, 2024

Tutorials & workshops / Miscellaneous

• Python-Polars-Tips-and-Tricks (⭐28) - Collection of source code demonstrating tips and tricks in Polars by @StuffbyYuki.

Blog posts / Miscellaneous

• DuckDB vs Polars - Which One Is Faster? - An unofficial benchmark on DuckDB and Polars by @StuffbyYuki.

Talks and videos / Miscellaneous

• Polars-Cookbook in Python (⭐356) - Polars cookbook with organized by Python notebooks and chapter by @StuffbyYuki.

Apr 09, 2024

Blog posts / Miscellaneous

• Pandas vs. Polars — Time to Switch? - A blog post that compares Polars to Pandas in a series of 4 benchmarks performed on a csv file with 11 million rows by @daradecic.

• How to JOIN datasets in Polars … compared to Pandas - A blog post compares dataframe joins in Polars vs Pandas by @danielbeach.

Talks and videos / Miscellaneous

• Polars is the Pandas killer | PyData Tel Aviv 2024 ⏳ 22 min - A video that shows how Polars is competing head to head with scale, speed and ease of use for dataframe solution in python by Igor Mintz.

Apr 04, 2024

Tutorials & workshops / Miscellaneous

• Scripts and datasets for the O'Reilly book Python Polars: The Definitive Guide (⭐294) - Useful Python notebooks ordered by book chapter by @jeroenjanssens.

Apr 03, 2024

Polars plugins / Miscellaneous

• Polars OLS (⭐190) - Python package that provides efficient rust implementations of common linear regression variants and exposes them as simple Polars expressions by @azmyrajab.

Mar 28, 2024

Polars plugins / Visualization

• QuickEcharts (⭐31) - Python package for fast and easy echarts with Polars backend by @AdrianAntico.

Mar 27, 2024

Polars plugins / Miscellaneous

• polars_ta (⭐225) - Python package that provides technical indicator operators rewritten in Polars by @wukan1986.

Blog posts / Miscellaneous

• Anatomy of a Polars Query: A Syntax Comparison of Polars vs SQL - A post that compares Polars syntax to SQL by @bfeif.

Mar 20, 2024

Blog posts / Miscellaneous

• How to start using Polars & DuckDB together for data analysis - A post that demonstrates the usage of Polars with DuckDB to perform similar data transformations as is done using Pandas by @sumaniitm.

Mar 15, 2024

Polars plugins / Miscellaneous

• polars_hash (⭐84) - Python package that provides stable hashing functionality across different Polars versions by @ion-elgreco.

Mar 08, 2024

Blog posts / Miscellaneous

• Revisiting a Classic Cheminformatics Paper with Polars: The Wiener Index - A science blog post that uses Polars to track the information for the molecules in DataFrames by @bertiewooster.

Mar 07, 2024

Blog posts / Miscellaneous

• How moving from Pandas to Polars made me write better code without writing better code - A post that describs the process of "Polarification" of code written with Pandas by @duvenagep.

Mar 06, 2024

Blog posts / Miscellaneous

• Groupby in Polars - A post that explains how to Learn how to do group data using Polars by Alexandre Petit.

• DuckDB vs Polars - Thunderdome. - A blog post that compares Polars and DuckDB with the use of 16 GB of data on a machine of only 4 GB by @danielbeach.

Feb 28, 2024

Talks and videos / Miscellaneous

• Polars: The Super Fast Dataframe Library for Python — Goodbye Pandas? - An article and a video ⏳ 19 min that explores some basic features of Polars by @ifrankandrade.

Feb 27, 2024

Polars plugins / General utilities / Performance

• polars-upgrade (⭐65) - Python package that automatically upgrades your Polars code so it's compatible with future versions by @MarcoGorelli.

Feb 23, 2024

Official documentation

• Documentation for Python API - Official API Reference for Python.

• Documentation for Rust API - Official API Reference for Rust.

• Documentation for R API - Official API Reference for R.

Cheat Sheets / Miscellaneous

• Cheatsheet for Pandas to Polars - A Cheat Sheet that shows how to convert some familiar Pandas commands to Polars by @braaannigan.

Tutorials & workshops / Miscellaneous

• 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.

Blog posts / Miscellaneous

• 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 (⭐6).

• 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.

• 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.

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

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

• DuckDB vs Polars for Data Engineering - A blog post that compares Polars and DuckDB with pipelines for Data Engineering by @danielbeach.

• Date and DateTime Manipulation in Polars - A blog post that shows examples of doing a number of date and datetime manipulations in Polars (Python) by @danielbeach. Code used is available on Github here (⭐3).

• Level Up Your Data Analysis with Polars: A Powerful DataFrame Library for Speed and Efficiency - A blog post that describes the main features of Polars (with benchmarks) by ravi-m.

• polars’ Rgonomic Patterns - A blog post that deeps dive into some of the advanced data wrangling functionality in python’s Polars package by @emilyriederer.

• LazyFrame: Exploring Laziness in Dataframes from Polars in Python - A blog post that introduces LazyFrames with Polars an Python by Manoj Das.

Follow / Miscellaneous

• Stijn de Gooijer (@stinodego) - Member of Polars organisation

Contributing / Miscellaneous

• Damien Dotta (@ddotta) - Maintainer of Awesome Polars list

Feb 22, 2024

Blog posts / Miscellaneous

• Data Statistics in Polars - A post that explains how to extract insightful information from your data in Polars by Alexandre Petit.

Feb 15, 2024

Blog posts / Miscellaneous

• 15 Pandas ↔ Polars ↔ SQL ↔ PySpark Translations - A post that depicts the 15 most common tabular operations in Polars and their corresponding translations in Pandas, SQL and PySpark by @ChawlaAvi.

Feb 02, 2024

Blog posts / Miscellaneous

• Pandas vs Polars vs Pandas 2.0 … ROUND 2 - A blog post that makes a new comparison between Pandas, Pandas 2.0 and Polars by @guoliveira.

• Polars dataframe’s plugins and extensibility: getting started - A post that illustrates the possibility of extending the core Dataframe API of Polars with a few examples by @brunocous.

Jan 23, 2024

Polars plugins / Data Manipulation

• Ibis Python package for Polars - Ibis (⭐6.3k) is a Python library that provides a lightweight, universal interface for data wrangling. It can be used with Polars.

Jan 19, 2024

Blog posts / Miscellaneous

• Great Tables: The Polars DataFrame Styler of Your Dreams - A post that shows how Great Tables package uses polars expressions to make delightful tables by @machow.

Jan 10, 2024

Blog posts / Miscellaneous

• Interesting thread about Polars on Hacker News

Jan 09, 2024

Official documentation

• Documentation for Node.js API - Official API Reference for Node.js.

• Shared library plugins for Polars (⭐305).

Dec 11, 2023

Blog posts / Miscellaneous

• Time series Analysis with Polars - A short blog post that explains how to deal with temporal datasets by @gaborschulz. Full helpful notebook available here (⭐1).

Nov 24, 2023

Blog posts / Miscellaneous

• Revolutionize Your Data Analysis: Polars Outperforms Pandas by Up to 5x in Numerical Filter Operations! - A blog post that compares Polars with Pandas by examining their performance in the real world by Daniel Builescu.

Nov 20, 2023

Blog posts / Miscellaneous

• Working with DateTime data in Polars - A blog post to helps you with the main operations that can be done with datetime data by Rielly Griffiths.

Nov 16, 2023

R / Miscellaneous

• polarssql (⭐27) - polarssql experimental package which is a DBI-compliant interface to Polars.

Talks and videos / Miscellaneous

• Library of the week 13 : Polars with Python ⏳ 15 min - A video that presents Polars with Python by @enarroied. Article supplied with the video in this page.

Nov 10, 2023

Blog posts / Miscellaneous

• Using Polars Plugins for a 14x Speed Boost with Rust - A blog post thats shows the use of Polars plugin system for Rust from some concrete examples by @ngriffiths13.

Oct 16, 2023

Talks and videos / Miscellaneous

• Pandas and Polars with Marco Gorelli ⏳ 55 min - A podcast by The Developers' Bakery that compares the performance of Polars to Pandas by @MarcoGorelli.

Oct 06, 2023

Blog posts / Miscellaneous

• How to learn Polars with ChatGPT? - An article that explains how to learn fundamental Polars concepts with ChatGPT by Suhith Illesinghe.

Oct 04, 2023

Talks and videos / Miscellaneous

• Intro to Polars ⏳ 7 videos - A playlist of 7 videos that introduces the basic concepts of Polars (DataFrames, filtering, splitting...) by Joram Mutenge.

• Machine Learning with Polars ⏳ 6 videos - A playlist of 6 videos that analyzing and cleaning data using Polars to train machine learning models by Joram Mutenge.

Oct 03, 2023

Blog posts / Miscellaneous

• Goodbye Spark. Hello Polars + Delta Lake - An article that presents how to use Polars in addition to Delta Lake by @danielbeach.

Sep 28, 2023

Blog posts / Miscellaneous

• Partitioning Polars DataFrame on S3 with Apache Arrow - A blog post that explains how to partition large Polars DataFrames in AWS S3 by Matteo Arellano.

Sep 27, 2023

Talks and videos / Miscellaneous

• Delimiters in Python Polars ⏳ 15 min - A video that explains how to use delimiters in Python Polars by @CodeKlaudia.

Sep 26, 2023

Talks and videos / Miscellaneous

• Polars DataFrame ⏳ 41 min - A video that shows some basic manipulations with Polars and Python by @vedica1011. Notebook used for the video in this github repo (⭐0).

• Why I switched grom Pandas to Polars ⏳ 53 min - A workshop that breaks down the 3 reasons why you could switched from Pandas to Polars by @bfeif. Notebook used for the video in this github repo (⭐2).

Sep 22, 2023

Blog posts / Miscellaneous

• Using Polars with Snowflake - A blog post that shows how to use Polars with Snowflake by @IndexSeek.

Sep 20, 2023

Official documentation

• Talk about Polars at EuroPython Conference 2023 ⏳ 28 min - Talk by @ritchie46 that introduces Polars and some of its design decisions.

Sep 19, 2023

Blog posts / Miscellaneous

• Enhancing Data Analytics with Polars and MinIO - A blog post that explains how to use Polars with Minio’s open-source object storage by @IndexSeek.

Sep 14, 2023

Blog posts / Miscellaneous

• Polars vs DuckDB for Delta Lake ops - A blog post that compares Polars to DuckDB using Delta Lake by @wolliq.

Sep 13, 2023

Blog posts / Miscellaneous

• Understanding the Polars nested column types - A blog post that helps to understand how nested column types works in Polars by @braaannigan.

Sep 08, 2023

Blog posts / Miscellaneous

• 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.

Aug 30, 2023

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 / Miscellaneous

• Polars CLI (⭐200) Polars CLI is a command line interface for running SQL queries with Polars as backend.

Tutorials & workshops / Miscellaneous

• 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 (⭐5.1k).

Talks and videos / Miscellaneous

• 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.

Aug 02, 2023

Blog posts / Miscellaneous

• 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.

Jul 27, 2023

Talks and videos / Miscellaneous

• Manipulación de Datos con Polars en python ⏳ 51 min - A detailed tutorial video in Spanish that shows 20 Polars functions to perform 80% of the tasks of a data scientist by Naren Castellon.

Jul 26, 2023

Follow / Miscellaneous

• Marco Edward Gorelli (@MarcoGorelli) - Contributor to Polars projects

• Eitsupi (@eitsupi) - Contributor to R Polars project

• Etienne Bacher (@etiennebacher) - Contributor to R Polars project

Jul 25, 2023

Tutorials & workshops / Miscellaneous

• 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 (⭐68).

Jul 24, 2023

Blog posts / Miscellaneous

• 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 (⭐9).

Jul 18, 2023

R / Miscellaneous

• tidypolars for R (⭐220) tidypolars package to use polars with tidyverse syntax.

Jul 17, 2023

Blog posts / Miscellaneous

• Getting Started with the Polars Data Manipulation Library - A blog post that presents some simple features of Polars using Python by Juveriya Mahreen.

• 8 ways pandas really losing to Polars for quick market data analysis - A newsletter that compares the performance of Polars to Pandas for many common data manipulation techniques by PyQuant News.

Jul 12, 2023

Blog posts / Miscellaneous

• Pyspark or Polars — What should you use? - A blog post that explores and breaks down some of the similarities between PySpark and Polars. It provides insights on when to choose one over the other by Vivek Kovvuru.

Jul 11, 2023

Blog posts / Miscellaneous

• EDA with Polars: Step-by-Step Guide for Pandas Users (Part 1) - A blog post that describes the main data processing operations with Polars in Python by @AntonsRuberts. Code used is available in this notebook (⭐68).

• EDA with Polars: Step-by-Step Guide to Aggregate and Analytic Functions (Part 2) - A blog post that shows how to perform with Polars and Python some fairly complex aggregates, rolling statistics and more by @AntonsRuberts. Code used is available in this notebook (⭐68).

Jul 07, 2023

Talks and videos / Miscellaneous

• How to update mass data using Polars DataFrame ⏳ 9 min - A video that presents the process of writing code to update mass columns across CSV or data files by @AmitXShukla. Notebook used for the video in this github repo (⭐91).

Jun 28, 2023

Tutorials & workshops / Miscellaneous

• Polars cookbook in Python (⭐269) - This cookbook is a fork of the popular pandas-cookbook and has been modified to use the polars library. By @escobar-west, it uses real-world examples with "all the bugs and weirdness that entails."

Jun 21, 2023

Talks and videos / Miscellaneous

• Polars - make the switch to lightning-fast dataframes ⏳ 30 min - A talk that reports an experience switching from Pandas to Polars in a real-world ML project by @datenzauberai. Slides are available here (⭐6).

• Polars: A highly optimized dataframe library ⏳ 20 min - A video that presents some mains features of Polars by @mattharrison.

Jun 16, 2023

Blog posts / Miscellaneous

• Polars vs Pandas: A Brief Tale of Two DataFrame Libraries - A blog post that compares Polars and Pandas focusing in particular on optional dependencies by @ranggakd.

Jun 13, 2023

Tutorials & workshops / Miscellaneous

• Cookbook Polars for R - A side-by-side comparison of Polars, R base, dplyr and data.table packages by @ddotta.

• Polars Workshop on AWS (⭐15) - A comprehensive workshop comparing Polars to Pandas, exploring a wide range of functions and features by @debnsuma.

Jun 12, 2023

Blog posts / Miscellaneous

• Querying Polars DataFrames using SQL - A blog post that shows how to use the SQLContext object in Python to query a Polars DataFrame directly using SQL by @weimenglee.

Jun 09, 2023

Blog posts / Miscellaneous

• Pandas vs Polars – Speed Comparison - A blog post that compares the performance of Polars, Pandas and Pandas 2.0 by @StuffbyYuki. Code used is available on Github here (⭐28).

Jun 08, 2023

Blog posts / Miscellaneous

• LazyFrame vs DataFrame in Polars – Performance Comparison - A blog post that introduces what LazyFrame is in Polars and its performance gain compared to DataFrame by @StuffbyYuki. Code used is available on Github here (⭐28).

May 30, 2023

Tutorials & workshops / Miscellaneous

• 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 (⭐68).

Blog posts / Miscellaneous

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

May 25, 2023

Ruby / Miscellaneous

• polars for Ruby (⭐968) - Ruby polars-df gems to use Polars with Ruby.

May 22, 2023

Blog posts / Miscellaneous

• 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.

May 17, 2023

Blog posts / Miscellaneous

• 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.

May 12, 2023

Tutorials & workshops / Miscellaneous

• 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 (⭐448).

May 11, 2023

Blog posts / Miscellaneous

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

May 09, 2023

Blog posts / Miscellaneous

• 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.

Apr 27, 2023

Talks and videos / Miscellaneous

• 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 (⭐0).

Apr 21, 2023

Blog posts / Miscellaneous

• 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.

Apr 20, 2023

Tutorials & workshops / Miscellaneous

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

Talks and videos / Miscellaneous

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

Apr 11, 2023

Blog posts / Miscellaneous

• DuckDB vs Polars vs Spark! - An article that performs a benchmark against duckdb/Polars/spark, with varying row count, with swap usage as another metric, in addition to runtime in seconds. Code used is available on Github here (⭐6).

• Benchmarking PySpark Pandas, Pandas UDFs, and Fugue Polars - A blog post that compares the execution time of fugue (⭐2.1k) + Polars, Pandas UDFs and PySpark Pandas by @kvnkho.

• Pandas vs. Polars: The Battle of Performance - An another blog post that compares the performance between Pandas and Polars across a range of common data manipulation tasks by @makeuseofcode. Code used is available on Github (⭐0).

• 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.

Apr 07, 2023

Tutorials & workshops / Miscellaneous

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

Blog posts / Miscellaneous

• 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.

• 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.

Apr 03, 2023

Tutorials & workshops / Miscellaneous

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

Mar 31, 2023

Polars plugins / Import / Export

• Working with Polars and XlsxWriter - Guide to using the Python XlsxWriter library with Polars to create Excel reports.

Mar 29, 2023

Blog posts / Miscellaneous

• Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by @DataScienceDisciple.

• 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 (⭐5).

Mar 21, 2023

Tutorials & workshops / Miscellaneous

• A Practical Comparison of Polars and Pandas - A tutorial that showcases several common operations in Pandas and Polars side by side to demonstrate how much easier Polars is by @FlorianWilhelm. There is also an accompanying Jupyter notebook (⭐44) available.

Mar 20, 2023

Scala/Java / Miscellaneous

• scala-polars for Scala and Java (⭐100) - Scala - Java scala-polars is a library for using Polars in Scala and Java projects by @chitralverma.

Mar 16, 2023

Tutorials & workshops / Miscellaneous

• Polars: um simples mas prático tutorial - Tutorial in the format of an ipynb notebook that illustrates several features of Polars in Portuguese by @barbosarafael. Associated github repository is here (⭐40).

Mar 09, 2023

Node.js / Miscellaneous

• nodejs-polars for Node.js (⭐674) - Node.js nodejs-polars package to use polars DataFrame from Node.js.

Mar 08, 2023

Blog posts / Miscellaneous

• Why is Polars All The Rage? - An article that explains why Polars will become very popular by SeattleDataGuy and Daniel Beach.

Mar 06, 2023

Polars plugins / Data Manipulation

• tidypolars tidypolars python library built on top of polars library that gives access to methods and functions familiar to R tidyverse users.

Polars plugins / General utilities / Performance

• polars for Python (⭐37k) - Python polars package to use polars DataFrame from Python.

Rust / Miscellaneous

• polars for Rust (⭐37k) - Rust polars crate to use polars DataFrame with Rust.

R / Miscellaneous

• rpolars for R (⭐540) - R rpolars package to use polars DataFrame from R.

Cheat Sheets / Miscellaneous

• Polars Cheat Sheet - A Polars Cheat Sheet by @FranzDiebold.

Tutorials & workshops / Miscellaneous

• Modern Polars - A side by side comparison between Polars and Pandas containing code in both frameworks by @kevinheavey.

Blog posts / Miscellaneous

• Plodding with Polars in Python - A blog post by @amitrathore that introduces some basic features of Polars.

• Polars-lazy - A blog post by @ritchie46 and @jorgecarleitao that introduces Polars' lazy API in Rust.

• Series of posts on Polars - A series of blogpost on Polars usage with a lot of useful tricks and information by @braaannigan. Moreover, Liam also has a Data Analysis with Polars course on Udemy.

• Youtube videos about Polars - A series of short youtube videos about Polars by @braaannigan

• Alternatives to Pandas: Python Polars - An article that explores the Python Polars module as an alternative to Pandas, comparing their similarities and differences and providing some examples by @JohnLockwood

• Discover the Power of Polars Library for Fast and Efficient Data Manipulation in Python - An article that quickly compares Polars to other data manipulation libraries by Morpheus.

Talks and videos / Miscellaneous

• Polars: Blazingly Fast DataFrames in Rust and Python ⏳ 37 min - Introduction to Polars by databricks.

• Polars: The Next Big Python Data Science Library... written in Rust? ⏳ 14 min - A short video tutorial to get started coding with Polars by @RobMulla.

• The Last Polars Dataframe vs. Pandas Dataframe Video You Should Ever See ⏳ 19 min - A video that compares Polars and Pandas data frames.

• The Best library for building Data Pipelines... ⏳ 12 min - A video that compares Pandas, Spark and Polars for working with data in Python by @RobMulla.

• Expressive & fast dataframes in Python with polars ⏳ 28 min - A video that reviews some alternatives to Pandas for Python and then demonstrates some Polars features by Juan Luis Cano Rodríguez.

• Polars Introduction for Python with a 128GB Ryzen 24-core Benchmark vs Pandas ⏳ 12 min - A video that provides an introduction to Polars for Python by @jeffheaton. Notebook used for the video in this github repo (⭐186).

• Polars: The main alternative to pandas in Python!? ⏳ 57 min - A Polars tutorial series on Youtube by @martinbel. Notebooks and datasets used for the videos available in this github repo (⭐53).

• Polars vs Pandas ⏳ 37 min - A detailed video on Youtube that compares Polars and Pandas by @hu-po.

Follow / Miscellaneous

• Ritchie Vink (@ritchie46) - Author of Polars

• Alexander Beedie (@alexander-beedie) - Contributor to Polars projects

Feb 22, 2023

Blog posts / Miscellaneous

• Pandas vs Polars - A comparison on File I/O - A blog post that evaluates Polars and Pandas in terms of I/O performance and speed when handling large datasets by Wes Poulsen.

Feb 17, 2023

Official documentation

• Documentation - Official user guide for Python, Rust and R.

• Github: Polars Github Organization - Official Polars Github repository.

• Blog posts from Polars - Official blogs posts from Polars.

Blog posts / Miscellaneous

• Using the Polars DataFrame Library - A blog post by Wei-Meng Lee to discover the basics of Polars and how it can be used in place of Pandas.

• Why Polars uses less memory than Pandas - A blog post by Itamar Turner-Trauring detailing some techniques to opptimize Pandas memory usage and see how Polars can provide an answer in some cases.