awesome-polars

A curated list of Polars talks, tools, examples & articles. Contributions welcome !
https://github.com/ddotta/awesome-polars

Last synced: 3 days ago
JSON representation

Resources
- Blog posts
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - 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](https://ravi-m.medium.com/).
  - Data Statistics in Polars - A post that explains how to extract insightful information from your data in Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Groupby in Polars - A post that explains how to Learn how to do group data using Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Anatomy of a Polars Query: A Syntax Comparison of Polars vs SQL - A post that compares Polars syntax to SQL by [@bfeif](https://github.com/bfeif).
  - 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](https://github.com/daradecic).
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - 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](https://ravi-m.medium.com/).
  - Data Statistics in Polars - A post that explains how to extract insightful information from your data in Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Groupby in Polars - A post that explains how to Learn how to do group data using Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Anatomy of a Polars Query: A Syntax Comparison of Polars vs SQL - A post that compares Polars syntax to SQL by [@bfeif](https://github.com/bfeif).
  - 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](https://github.com/daradecic).
  - 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](https://github.com/sm823zw/pandas-vs-polars).
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://ravi-m.medium.com/).
  - Data Statistics in Polars - A post that explains how to extract insightful information from your data in Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Groupby in Polars - A post that explains how to Learn how to do group data using Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - 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](https://github.com/duvenagep).
  - 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](https://github.com/bertiewooster).
  - 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.
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - Polars-lazy - A blog post by [@ritchie46](https://github.com/ritchie46) and [@jorgecarleitao](https://github.com/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](https://github.com/braaannigan). Moreover, Liam also has a [Data Analysis with Polars](https://www.udemy.com/course/data-analysis-with-polars/?couponCode=DISCOUNTCODE) course on Udemy.
  - Youtube videos about Polars - A series of short youtube videos about Polars by [@braaannigan](https://github.com/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](https://github.com/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](https://medium.com/@morpheuX/about).
  - Why is Polars All The Rage? - An article that explains why Polars will become very popular by [SeattleDataGuy](https://substack.com/profile/4963622-seattledataguy) and [Daniel Beach](https://substack.com/profile/21715962-daniel-beach).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - Replacing Pandas with Polars. A Practical Guide - A blog post comparing some common functions between Pandas and Polars by [@danielbeach](https://github.com/danielbeach). Code used is available on Github [here](https://github.com/danielbeach/PandasVsPolars).
  - 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](https://github.com/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](https://github.com/itamarst).
  - 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](https://github.com/kahnwong/dataframe-frameworks-showdown).
  - Benchmarking PySpark Pandas, Pandas UDFs, and Fugue Polars - A blog post that compares the execution time of [fugue](https://github.com/fugue-project/fugue/) + Polars, Pandas UDFs and PySpark Pandas by [@kvnkho](https://github.com/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](https://github.com/makeuseofcode). Code used is available on [Github](https://github.com/makeuseofcode/Polars-vs-Pandas-Comparison).
  - 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](https://github.com/priyanshu7401).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/jcanalesluna).
  - Polars – Laziness and SQL Context. - A blog post that presents two good reasons to adopt Polars : Lazy and SQL Context by [@danielbeach](https://github.com/danielbeach).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/ranggakd).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - Getting Started with the Polars Data Manipulation Library - A blog post that presents some simple features of Polars using Python by [Juveriya Mahreen](https://www.analyticsvidhya.com/blog/author/codebestway/).
  - 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](https://pyquantnews.com/).
  - 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](https://github.com/danielbeach). Code used is available on Github [here](https://github.com/danielbeach/polarsVpandasOnAwsLambda).
  - DuckDB vs Polars for Data Engineering - A blog post that compares Polars and DuckDB with pipelines for Data Engineering by [@danielbeach](https://github.com/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](https://medium.com/@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](https://github.com/t-redactyl).
  - Understanding the Polars nested column types - A blog post that helps to understand how nested column types works in Polars by [@braaannigan](https://github.com/braaannigan).
  - Polars vs DuckDB for Delta Lake ops - A blog post that compares Polars to DuckDB using Delta Lake by [@wolliq](https://github.com/wolliq).
  - 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](https://github.com/IndexSeek).
  - Using Polars with Snowflake - A blog post that shows how to use Polars with Snowflake by [@IndexSeek](https://github.com/IndexSeek).
  - 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](https://medium.com/@matteo.arellano).
  - Goodbye Spark. Hello Polars + Delta Lake - An article that presents how to use Polars in addition to Delta Lake by [@danielbeach](https://github.com/danielbeach).
  - How to learn Polars with ChatGPT? - An article that explains how to learn fundamental Polars concepts with ChatGPT by [Suhith Illesinghe](https://medium.com/@s.illesinghe).
  - Pandas2 and Polars for Feature Engineering - A blog post that A blog post that compares Pandas2 and Polars for Feature Engineering tasks with Python by [@hopswork](https://github.com/logicalclocks/hopsworks).
  - 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](https://github.com/ngriffiths13).
  - Time series Analysis with Polars - A short blog post that explains how to deal with temporal datasets by [@gaborschulz](https://github.com/gaborschulz). Full helpful notebook available [here](https://github.com/gaborschulz/learning-polars/blob/main/01-time-series-analysis/time-series-analysis.ipynb).
  - Hacker News
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - - A blog post that describs the main features of Polars (with benchmarks) by [ravi-m](https://ravi-m.medium.com/).
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - - A blog post that describs the main features of Polars (with benchmarks) by [ravi-m](https://ravi-m.medium.com/).
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/StuffbyYuki). Code used is available on Github [here](https://github.com/StuffbyYuki/Python-Polars-Tips-and-Tricks/tree/main/lazyframe_vs_dataframe).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - 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](https://ravi-m.medium.com/).
  - 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](https://github.com/ChawlaAvi).
  - Data Statistics in Polars - A post that explains how to extract insightful information from your data in Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Groupby in Polars - A post that explains how to Learn how to do group data using Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Anatomy of a Polars Query: A Syntax Comparison of Polars vs SQL - A post that compares Polars syntax to SQL by [@bfeif](https://github.com/bfeif).
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - - A blog post that describs the main features of Polars (with benchmarks) by [ravi-m](https://ravi-m.medium.com/).
  - 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](https://github.com/machow).
  - 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](https://github.com/DSkrzypiec).
  - Lightning-fast queries with Polars - Another blog post that is a good introduction to Polars by [@astrojuanlu](https://github.com/astrojuanlu).
  - Exploring Polars - The Lightning-Fast DataFrame Library in Python - A blog post on the basics of Polars by [@mddas](https://github.com/mddas).
  - 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](https://github.com/danielbeach). Code used is available on Github [here](https://github.com/danielbeach/PolarsDateTimeManipulation/tree/main).
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - - A blog post that describs the main features of Polars (with benchmarks) by [ravi-m](https://ravi-m.medium.com/).
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://ravi-m.medium.com/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - Data Statistics in Polars - A post that explains how to extract insightful information from your data in Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Groupby in Polars - A post that explains how to Learn how to do group data using Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Anatomy of a Polars Query: A Syntax Comparison of Polars vs SQL - A post that compares Polars syntax to SQL by [@bfeif](https://github.com/bfeif).
  - 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](https://github.com/daradecic).
  - Polars: A Modern DataFrame Library - An article that introduces to Polars design and its main features by [@gox6](https://github.com/gox6).
  - 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](https://medium.com/@morpheuX/about).
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - 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](https://ravi-m.medium.com/).
  - Data Statistics in Polars - A post that explains how to extract insightful information from your data in Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Groupby in Polars - A post that explains how to Learn how to do group data using Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Anatomy of a Polars Query: A Syntax Comparison of Polars vs SQL - A post that compares Polars syntax to SQL by [@bfeif](https://github.com/bfeif).
  - 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](https://github.com/daradecic).
  - Polars: A Modern DataFrame Library - An article that introduces to Polars design and its main features by [@gox6](https://github.com/gox6).
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - - A blog post that describs the main features of Polars (with benchmarks) by [ravi-m](https://ravi-m.medium.com/).
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - LazyFrame: Exploring Laziness in Dataframes from Polars in Python - A blog post that introduces LazyFrames with Polars an Python by [Manoj Das](https://medium.com/@HeCanThink).
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - - A blog post that describs the main features of Polars (with benchmarks) by [ravi-m](https://ravi-m.medium.com/).
  - 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](https://github.com/brunocous).
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - - A blog post that describs the main features of Polars (with benchmarks) by [ravi-m](https://ravi-m.medium.com/).
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - - A blog post that describs the main features of Polars (with benchmarks) by [ravi-m](https://ravi-m.medium.com/).
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://github.com/danielbeach). Code used is available on Github [here](https://github.com/danielbeach/DataFrameShowDown).
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - 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](https://github.com/guoliveira).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - - A blog post that describs the main features of Polars (with benchmarks) by [ravi-m](https://ravi-m.medium.com/).
  - polars’ Rgonomic Patterns - A blog post that deeps dive into some of the advanced data wrangling functionality in python’s Polars package by [@emilyriederer](https://github.com/emilyriederer).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - Pandas vs Polars – Speed Comparison - A blog post that compares the performance of Polars, Pandas and Pandas 2.0 by [@StuffbyYuki](https://github.com/StuffbyYuki). Code used is available on Github [here](https://github.com/StuffbyYuki/Python-Polars-Tips-and-Tricks/tree/main/pandas_vs_polars).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://github.com/weimenglee).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - 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](https://ravi-m.medium.com/).
  - 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](https://github.com/daradecic).
  - DuckDB vs Polars — Which One Is Faster? - An unofficial benchmark on DuckDB and Polars by [Yuki Kakegawa](https://medium.com/@yukithejapanese).
  - Data Statistics in Polars - A post that explains how to extract insightful information from your data in Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Groupby in Polars - A post that explains how to Learn how to do group data using Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Anatomy of a Polars Query: A Syntax Comparison of Polars vs SQL - A post that compares Polars syntax to SQL by [@bfeif](https://github.com/bfeif).
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - 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](https://ravi-m.medium.com/).
  - Data Statistics in Polars - A post that explains how to extract insightful information from your data in Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Groupby in Polars - A post that explains how to Learn how to do group data using Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - 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](https://github.com/daradecic).
  - Polars: A Modern DataFrame Library - An article that introduces to Polars design and its main features by [@gox6](https://github.com/gox6).
  - 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.
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://github.com/BexTuychiev).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - 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](https://ravi-m.medium.com/).
  - Data Statistics in Polars - A post that explains how to extract insightful information from your data in Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Groupby in Polars - A post that explains how to Learn how to do group data using Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - 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](https://github.com/danielbeach).
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - Data Statistics in Polars - A post that explains how to extract insightful information from your data in Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - 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](https://github.com/ngriffiths13).
  - 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](https://medium.com/@danielbuilescu).
  - 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](https://ravi-m.medium.com/).
  - Groupby in Polars - A post that explains how to Learn how to do group data using Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Anatomy of a Polars Query: A Syntax Comparison of Polars vs SQL - A post that compares Polars syntax to SQL by [@bfeif](https://github.com/bfeif).
  - 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](https://github.com/daradecic).
  - Polars: A Modern DataFrame Library - An article that introduces to Polars design and its main features by [@gox6](https://github.com/gox6).
  - 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.
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - 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](https://ravi-m.medium.com/).
  - Data Statistics in Polars - A post that explains how to extract insightful information from your data in Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Groupby in Polars - A post that explains how to Learn how to do group data using Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Anatomy of a Polars Query: A Syntax Comparison of Polars vs SQL - A post that compares Polars syntax to SQL by [@bfeif](https://github.com/bfeif).
  - 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](https://github.com/daradecic).
  - How to JOIN datasets in Polars … compared to Pandas - A blog post compares dataframe joins in Polars vs Pandas by [@danielbeach](https://github.com/danielbeach).
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - A Polars exploration into Kedro - A blog post that explains how Polars can be used instead of pandas in [Kedro](https://kedro.org/) for your data catalog and data manipulation by [@astrojuanlu](https://github.com/astrojuanlu).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - 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](https://ravi-m.medium.com/).
  - Data Statistics in Polars - A post that explains how to extract insightful information from your data in Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - 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](https://ravi-m.medium.com/).
  - Data Statistics in Polars - A post that explains how to extract insightful information from your data in Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Groupby in Polars - A post that explains how to Learn how to do group data using Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - 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](https://github.com/sumaniitm).
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - 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](https://ravi-m.medium.com/).
  - Data Statistics in Polars - A post that explains how to extract insightful information from your data in Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Groupby in Polars - A post that explains how to Learn how to do group data using Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Anatomy of a Polars Query: A Syntax Comparison of Polars vs SQL - A post that compares Polars syntax to SQL by [@bfeif](https://github.com/bfeif).
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://ravi-m.medium.com/).
  - Data Statistics in Polars - A post that explains how to extract insightful information from your data in Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Groupby in Polars - A post that explains how to Learn how to do group data using Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/danielbeach). Code used is available on Github [here](https://github.com/danielbeach/PolarsVsPySpark/tree/main).
  - 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](https://github.com/ngriffiths13).
  - 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](https://ravi-m.medium.com/).
  - Data Statistics in Polars - A post that explains how to extract insightful information from your data in Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Groupby in Polars - A post that explains how to Learn how to do group data using Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Anatomy of a Polars Query: A Syntax Comparison of Polars vs SQL - A post that compares Polars syntax to SQL by [@bfeif](https://github.com/bfeif).
  - 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](https://github.com/daradecic).
  - Polars vs. Pandas: 30 Comparison Functions - A reminder blog post that compares 30 functions written with Polars and Pandas by [Yunuskaradagg](https://medium.com/@yunuskaradagg).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://medium.com/@yunuskaradagg).
  - 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](https://github.com/woutergins/age-of-dataframes)
  - Polars: A Modern DataFrame Library - An article that introduces to Polars design and its main features by [@gox6](https://github.com/gox6).
  - 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.
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - 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](https://github.com/guoliveira).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - Anatomy of a Polars Query: A Syntax Comparison of Polars vs SQL - A post that compares Polars syntax to SQL by [@bfeif](https://github.com/bfeif).
  - 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](https://github.com/daradecic).
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - 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](https://ravi-m.medium.com/).
  - Data Statistics in Polars - A post that explains how to extract insightful information from your data in Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Groupby in Polars - A post that explains how to Learn how to do group data using Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Anatomy of a Polars Query: A Syntax Comparison of Polars vs SQL - A post that compares Polars syntax to SQL by [@bfeif](https://github.com/bfeif).
  - 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](https://github.com/daradecic).
  - Polars: A Modern DataFrame Library - An article that introduces to Polars design and its main features by [@gox6](https://github.com/gox6).
  - 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.
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - 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](https://ravi-m.medium.com/).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/weimenglee).
  - Data Statistics in Polars - A post that explains how to extract insightful information from your data in Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Groupby in Polars - A post that explains how to Learn how to do group data using Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Anatomy of a Polars Query: A Syntax Comparison of Polars vs SQL - A post that compares Polars syntax to SQL by [@bfeif](https://github.com/bfeif).
  - 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](https://github.com/daradecic).
  - Polars: A Modern DataFrame Library - An article that introduces to Polars design and its main features by [@gox6](https://github.com/gox6).
  - Encrypting data with Polars - A post that illustrates how to use the polars_encryption plugin to encrypt data with Polars by [@zlobendog](https://github.com/zlobendog).
  - 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.
  - How to Move From Pandas to Polars - A blog post that explains how to move from Pandas to Polars using Pycharm by [@Cheukting].
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - 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](https://github.com/guoliveira).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - 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](https://ravi-m.medium.com/).
  - Data Statistics in Polars - A post that explains how to extract insightful information from your data in Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Groupby in Polars - A post that explains how to Learn how to do group data using Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Anatomy of a Polars Query: A Syntax Comparison of Polars vs SQL - A post that compares Polars syntax to SQL by [@bfeif](https://github.com/bfeif).
  - 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](https://github.com/daradecic).
  - Polars: A Modern DataFrame Library - An article that introduces to Polars design and its main features by [@gox6](https://github.com/gox6).
  - 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.
  - 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](https://github.com/AnsaBaby).
  - 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](https://github.com/weimenglee).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/basics.ipynb).
  - Polars VS PySpark: Lazy Evaluation and Big Data - A blog post that compares lazy evaluation between Polars and Spark by [@guoliveira](https://github.com/guoliveira).
  - 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](https://github.com/MCodrescu). Code used is available on [Github](https://gist.github.com/MCodrescu/45e1adf1ca19863d566a0e0fcead5820).
  - 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](https://github.com/AntonsRuberts). Code used is available in [this notebook](https://github.com/aruberts/tutorials/blob/main/polars/time_analysis.ipynb).
  - 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](https://www.linkedin.com/in/vivekkovvuru/).
  - 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](https://medium.com/@thomas_reid).
  - 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](https://github.com/ngriffiths13).
  - 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](https://ravi-m.medium.com/).
  - Data Statistics in Polars - A post that explains how to extract insightful information from your data in Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Groupby in Polars - A post that explains how to Learn how to do group data using Polars by [Alexandre Petit](https://medium.com/@alexandthedataworld).
  - Anatomy of a Polars Query: A Syntax Comparison of Polars vs SQL - A post that compares Polars syntax to SQL by [@bfeif](https://github.com/bfeif).
  - 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](https://github.com/daradecic).
  - Polars: A Modern DataFrame Library - An article that introduces to Polars design and its main features by [@gox6](https://github.com/gox6).
  - 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.
  - Plodding with Polars in Python - A blog post by [@amitrathore](https://github.com/amitrathore) that introduces some basic features of Polars.
  - 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](https://medium.com/@morpheuX/about).
  - Polars vs Pandas — 4 key concept differences - An article that helps to understand key differences between Pandas and Polars Data Science libraries by [@DataScienceDisciple](https://github.com/DataScienceDisciple).
  - 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](https://github.com/BexTuychiev).
  - 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](https://medium.com/@finndersen).
  - 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](https://github.com/guoliveira).
  - 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](https://github.com/guoliveira).
- Tutorials & workshops
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - 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](https://github.com/FlorianWilhelm/). There is also an accompanying [Jupyter notebook](https://github.com/FlorianWilhelm/polars_vs_pandas/blob/master/pl_vs_pd.ipynb) available.
  - Prise en main de Polars - A notebook tutorial in French that illustrates the main features of Polars by [@romaintailhurat](https://github.com/romaintailhurat) and [@linogaliana](https://github.com/linogaliana). There is also an accompanying [blog post ](https://ssphub.netlify.app/post/polars/).
  - Running Polars code distributedly - A page that explains how to rung Polars code distributedly with Fugue by [@fugue-project](https://github.com/fugue-project).
  - Converting SQL Queries to Polars DataFrames with JupySQL - A tutorial that explains how to convert SQL queries to Polars DataFrames using JupySQL by [@ploomber](https://github.com/ploomber).
  - How to display Polars dataframes with itables - A tutorial that explains how to display Polars dataframes with [itables](https://mwouts.github.io/itables/quick_start.html) by [@mwouts](https://github.com/mwouts).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - Python Polars: A Lightning-Fast DataFrame Library - A tutorial that shows how to use Polars with Python ecosystem by [@hfhoffman1144](https://github.com/hfhoffman1144). Code used is available on Github [here](https://github.com/realpython/materials/tree/master/python-polars).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - Modern Polars - A side by side comparison between Polars and Pandas containing code in both frameworks by [@kevinheavey](https://github.com/kevinheavey).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - Polars: um simples mas prático tutorial - Tutorial in the format of an ipynb notebook that illustrates several features of Polars in Portuguese by [@barbosarafael](https://github.com/barbosarafael). Associated github repository is [here](https://github.com/barbosarafael/polars_python_test).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - 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](https://github.com/wiseaidev). Code used is available on Github [here](https://github.com/wiseaidev/rust-data-analysis/blob/main/3-polars-tutorial-part-1.ipynb).
  - Fast String Processing with Polars — Scam Emails Dataset - A tutorial using Polars to implement a text processing pipeline process by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/metaflow/fraud_email).
  - Data Pipelines with Polars: Step-by-Step Guide - A tutorial that explains how to build data pipelines with Polars by [@AntonsRuberts](https://github.com/AntonsRuberts). Code used is available on Github [here](https://github.com/aruberts/tutorials/tree/main/polars).
- Talks and videos
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - Polars: Blazingly Fast DataFrames in Rust and Python - Introduction to Polars by [databricks](https://www.databricks.com/).
  - Polars: The Next Big Python Data Science Library... written in Rust? - A short video tutorial to get started coding with Polars by [@RobMulla](https://github.com/RobMulla).
  - The Last Polars Dataframe vs. Pandas Dataframe Video You Should Ever See - A video that compares Polars and Pandas data frames.
  - The Best library for building Data Pipelines... - A video that compares Pandas, Spark and Polars for working with data in Python by [@RobMulla](https://github.com/RobMulla).
  - Expressive & fast dataframes in Python with polars - 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 - A video that provides an introduction to Polars for Python by [\@jeffheaton](https://github.com/jeffheaton). Notebook used for the video [in this github repo](https://github.com/jeffheaton/present/blob/master/youtube/polars/polars.ipynb).
  - Polars: The main alternative to pandas in Python!? - A Polars tutorial series on Youtube by [\@martinbel](https://github.com/martinbel). Notebooks and datasets used for the videos available [in this github repo](https://github.com/martinbel/polars-tutorial).
  - Polars vs Pandas - A detailed video on Youtube that compares Polars and Pandas by [\@hu-po](https://github.com/hu-po).
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - 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](https://github.com/datenzauberai). Slides are available [here](https://github.com/datenzauberai/PyConDE-2023--Polars-make-the-switch/raw/main/Polars%20-%20make%20the%20switch%20to%20lightning-fast%20dataframes%20-%20Versand.pdf).
  - Polars vs Pandas | detailed test with explained results - A video that presents 8 distinct tests which demonstrates differences between Pandas and Polars by [@vb100](https://github.com/vb100). Associated github repo is [here](https://github.com/vb100/polars_vs_pandas).
  - Polars: A highly optimized dataframe library - A video that presents some mains features of Polars by [@mattharrison](https://github.com/mattharrison).
  - How to update mass data using Polars DataFrame - A video that presents the process of writing code to update mass columns across CSV or data files by [\@AmitXShukla](https://github.com/AmitXShukla). Notebook used for the video [in this github repo](https://github.com/AmitXShukla/RPA/blob/main/notebooks/Basic%20calculator.ipynb).
  - Using the Rust Polars DataFrame library in a CLI - A video that shows how to integrate Polars in a commande line interface by [\@paiml](https://github.com/paiml).
  - The Ultimate Guide to Data Wrangling with Python | Rust Polars Data Frame - A playlist of 10 videos (WIP) that equips you with all the necessary knowledge required to utilize Python Polars Data Frame by [\@AmitXShukla](https://github.com/AmitXShukla).
  - Polars DataFrame - A video that shows some basic manipulations with Polars and Python by [@vedica1011](https://github.com/vedica1011). Notebook used for the video [in this github repo](https://github.com/vedica1011/Polars).
  - Why I switched grom Pandas to Polars - A workshop that breaks down the 3 reasons why you could switched from Pandas to Polars by [@bfeif](https://github.com/bfeif). Notebook used for the video [in this github repo](https://github.com/bfeif/personal-website/blob/main/code/notebooks/the-3-reasons-why-i-have-permanently-switched-from-pandas-to-polars.ipynb).
  - Delimiters in Python Polars - A video that explains how to use delimiters in Python Polars by [@CodeKlaudia](https://github.com/CodeKlaudia).
  - Intro to Polars - A playlist of 7 videos that introduces the basic concepts of Polars (DataFrames, filtering, splitting...) by [Joram Mutenge](https://www.linkedin.com/in/jorammutenge/).
  - Machine Learning with Polars - A playlist of 6 videos that analyzing and cleaning data using Polars to train machine learning models by [Joram Mutenge](https://www.linkedin.com/in/jorammutenge/).
  - Pandas and Polars with Marco Gorelli - A podcast by The Developers' Bakery that compares the performance of Polars to Pandas by [\@MarcoGorelli](https://github.com/MarcoGorelli).
  - Library of the week 13 : Polars with Python - A video that presents Polars with Python by [@enarroied](https://github.com/enarroied). Article supplied with the video [in this page](https://python.plainenglish.io/library-of-the-week-13-polars-fd1398a8841b).
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - Polars: The Super Fast Dataframe Library for Python — Goodbye Pandas? - An article and a [video](https://www.youtube.com/watch?v=CByx7XjYMhw) ⏳ `19 min` that explores some basic features of Polars by [@ifrankandrade](https://github.com/ifrankand).
  - Manipulación de Datos con Polars en python - A detailed tutorial video in Spanish that shows 20 Polars functions to perform 80% of the tasks of a data scientist by [Naren Castellon](https://www.linkedin.com/in/naren-castellon-1541b8101/?originalSubdomain=pa).
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - Polars and time zones: everything you need to know | PyData Global 2023 - A video that shows how to use Polars effectively for time series analysis involving different time zones by [@MarcoGorelli](https://github.com/MarcoGorelli).
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - Integrate Polars DataFrame with Ollama - A video that demonstrates how to integrate Polars with Ollama local models to do data analysis by [@fahdmirza](https://github.com/fahdmirza).
  - Polars basics playlist - A playlist that introduces the basic features of Polars in an instructive way.
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - Polars is the Pandas killer | PyData Tel Aviv 2024 - 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](https://www.linkedin.com/in/igormintz/?originalSubdomain=il).
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - Polars - An Optimized Dataframe Library - A video that compares the main features of Polars with those of Pandas, with a focus on speeding up your data pipeline by [@mattharrison](https://github.com/mattharrison).
  - DataFrames on steroids with Polars - A video that demonstrates Polars for Python and shows how much faster it is compared to pandas while remaining just as convenient by [@prosoitos](https://github.com/prosoitos). Slides are available [here](https://mint.westdri.ca/python/wb_polars_slides#/title-slide).
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - Pandas, Polars and the DataDrame Consortium - 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.
  - Polars streaming data processing - A video that provides a complete tutorial on the main methods used in Polars by [Digital Program Life](https://www.youtube.com/channel/UCkZ8YD_N4uVnG8y8UnXo1Lg).
  - Python: Polars Data Analysis - A video that illustrates the main features of Polars by [Digital Program Life](https://www.youtube.com/channel/UCkZ8YD_N4uVnG8y8UnXo1Lg).
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - An opinionated introduction to Polars - Great Polars introduction slides from [@krlng](https://github.com/krlng) at PyCon 2023.
  - Polars - SQL Interface for Querying DataFrames - A video that shows how to use SQL to query the data in Polars DataFrames by [@bugbytes-io](https://github.com/bugbytes-io).
- Cheat Sheets
  - Polars Cheat Sheet - A Polars Cheat Sheet by [@FranzDiebold](https://github.com/FranzDiebold).
  - Cheatsheet for Pandas to Polars - A Cheat Sheet that shows how to convert some familiar Pandas commands to Polars by [@braaannigan](https://github.com/braaannigan).
Official documentation
- Documentation - Official user guide for Python, Rust and R.
- Documentation for Node.js API - Official API Reference for Node.js.
- Blog posts from Polars - Official blogs posts from Polars.
- Keynote on Polars at EuroSciPy 2023 - Talk by [\@ritchie46](https://github.com/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.
- Talk about Polars at EuroPython Conference 2023 - Talk by [\@ritchie46](https://github.com/ritchie46) that introduces Polars and some of its design decisions.
- has raised a a $4M seed round
- Shared library plugins for Polars
- Github: Polars Github Organization - Official Polars Github repository.
- 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.
- Keynote on Polars at EuroSciPy 2023 - Talk by [\@ritchie46](https://github.com/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.
Libraries/Packages/Scripts
- Python
  - polars for Python - [Python](https://www.python.org/) `polars` package to use polars DataFrame from Python.
  - tidypolars
  - Working with Polars and XlsxWriter - Guide to using the Python [XlsxWriter](https://xlsxwriter.readthedocs.io/index.html) library with Polars to create Excel reports.
  - Python package functime - Machine learning Python package built on Polars for time-series predictions by [@neocortexdb](https://github.com/neocortexdb). According to the developpers, it's the world's fastest and most feature-full machine learning forecasting library !
  - Python package seaborn_polars - Python package to plot Polars DataFrames and LazyFrames with [seaborn](https://seaborn.pydata.org/) by [@pavelcherepan](https://github.com/pavelcherepan).
  - Narwhals - Python files that provides an extremely lightweight compatibility layer between Polars, Pandas, cuDF, and Modin by [@MarcoGorelli](https://github.com/MarcoGorelli).
  - polars-upgrade - Python package that automatically upgrades your Polars code so it's compatible with future versions by [@MarcoGorelli](https://github.com/MarcoGorelli).
  - Polars for Identifiers and Standard Format Strings - Python package for Processing IBAN, ISINs, URLs and other standard format data in Polars by [@abstractqqq](https://github.com/abstractqqq).
  - polars_hash - Python package that provides stable hashing functionality across different Polars versions by [@ion-elgreco](https://github.com/ion-elgreco).
  - polars_ta - Python package that provides technical indicator operators rewritten in Polars by [@wukan1986](https://github.com/wukan1986).
  - QuickEcharts - Python package for fast and easy echarts with Polars backend by [@AdrianAntico](https://github.com/AdrianAntico).
  - Ibis Python package for Polars - [Ibis](https://github.com/ibis-project/ibis) is a Python library that provides a lightweight, universal interface for data wrangling. It can be used with Polars.
  - Narwhals - Python files that provides an extremely lightweight compatibility layer between Polars, Pandas, cuDF, and Modin by [@narwhals-dev](https://github.com/narwhals-dev).
  - photoshoot - A pytest plugin library for doing snapshot testing with Polars DataFrames by [@ngriffiths13](https://github.com/ngriffiths13).
  - polar_patch - Python package that brings type safety and type checking for custom Polars plugins by [@Summit-Sailors](https://github.com/Summit-Sailors).
  - cerburus - Python package that prints Polars DataFrames with hierarchical headers by [@rhshadrach](https://github.com/rhshadrach).
  - Polars OLS - Python package that provides efficient rust implementations of common linear regression variants and exposes them as simple Polars expressions by [@azmyrajab](https://github.com/azmyrajab).
  - polars for Python - [Python](https://www.python.org/) `polars` package to use polars DataFrame from Python.
  - polars_access_mdbtools - Python package for reading tables from an Access database into Polars dataframes, using mdbtools by [@DeflateAwning](https://github.com/DeflateAwning).
- Rust
  - polars for Rust - [Rust](https://www.rust-lang.org/) `polars` crate to use polars DataFrame with Rust.
  - GeoPolars - alpha Rust crate that extends the Polars DataFrame library for use with geospatial data (not in active development - see [top of readme](https://github.com/geopolars/geopolars)).
  - Polars CLI
  - iban_validation
- Polars plugins
  - polars-fuzzy-match - Python package for fuzzy matching with Polars, i.e. matching text elements that are similar but not exactly identical by [@bnm3k](https://github.com/bnm3k).
  - polars_iptools - Polars plugin for IP address parsing and enrichment including geolocation by [@erichutchins](https://github.com/erichutchins).
  - life_polars_plugin - Polars plugin to showcase some features of the plugin system by [@condekind](https://github.com/condekind).
  - polars-url - Polars plugin to parse/extract fields from urls by [@condekind](https://github.com/condekind).
  - polars-config-meta - Polars plugin for persistent DataFrame-level metadata by [@lmmx](https://github.com/lmmx).
  - polars-pairing - Polars plugin that provides pairing functions that encode two natural numbers into a single natural number by [@apcamargo](https://github.com/apcamargo).
  - polars-bio - Polars plugin for large-scale genomic analyses which is easy to use and considerable faster and more scalabe than existing alternatives by [@biodatageeks](https://github.com/biodatageeks).
  - this great tutorial
  - polars-xdt - Polars plugin with extra-datetime-related functionalities by [@MarcoGorelli](https://github.com/MarcoGorelli).
  - polars-finance - A collection of Python Polars plugins and functions for market data processing by [@ngriffiths13](https://github.com/ngriffiths13).
  - polars_encryption - Polars plugin that extends Polars with encryption algorithm AES-GSM-SIV by [@zlobendog](https://github.com/zlobendog).
  - polars-distance - Polars plugin for text similarity/pairwise distance functions by [@ion-elgreco](https://github.com/ion-elgreco).
  - polars-reverse-geocode - This plugin is an offline reverse geocoder for finding the closest city to a given (latitude, longitude) pair by [@MarcoGorelli](https://github.com/MarcoGorelli).
  - polars-ds) - Polars extension for general data science use cases by [@abstractqqq](https://github.com/abstractqqq).
  - polars_sim - Polars plugin that implements fast approximate joins on string columns for polars dataframes by [@schemaitat](https://github.com/schemaitat).
  - polars_list_utils - Polars extension that provides a set of utilities for working with List-type columns in Polars DataFrames by [@dashdeckers](https://github.com/dashdeckers).
  - polars-validator - Polars plugin that makes Polars DataFrames generics by [@baggiponte](https://github.com/baggiponte).
  - polars-strsim - Polars plugin that computes string similarity measures directly on a Polars dataframe by [@foxcroftjn](https://github.com/foxcroftjn).
  - polars-ml - Polars plugin for machine learning by [@barak1412](https://github.com/barak1412).
  - polars-h3 - Efficient hexagonal indexing for large-scale geospatial analysis by [@Filimoa](https://github.com/Filimoa).
  - polars-utils - Collection of utilities for data exploration and analysis with Polars DataFrames by [@junghoon-son](https://github.com/junghoon-son).
  - polars-st - Polars plugin that provides geographical/spatial operations on Polars DataFrames, Series, and Expressions by [@Oreilles](https://github.com/Oreilles).
  - polars-candle - Polars plugin for running [candle](https://github.com/huggingface/candle) ML models on Polars DataFrames by [@wdoppenberg](https://github.com/wdoppenberg).
  - harley - Polars helper methods to enhance developer productivity by [@TomBurdge](https://github.com/TomBurdge).
  - iban_validation_polars
  - polars_streaming_csv_decompression
  - polars-ts - Polars Time Series Extension that offers a wide range of metrics, feature extractors, and various tools for time series forecasting by [@drumtorben](https://github.com/drumtorben).
  - polars-talib - Polars extension for Ta-Lib - support Ta-Lib functions in Polars expressions by [@Yvictor](https://github.com/Yvictor).
- R
  - rpolars for R - [R](https://www.r-project.org/) `rpolars` package to use polars DataFrame from R.
  - tidypolars for R
  - polarssql - `polarssql` experimental package which is a DBI-compliant interface to Polars.
  - r-polars-dashboard - Dashboard comparing r-polars and py-polars APIs.
  - neo-r-polars - Next generation of Polars [R](https://www.r-project.org/) API.
- Node.js
  - nodejs-polars for Node.js - [Node.js](https://nodejs.org/en/) `nodejs-polars` package to use polars DataFrame from Node.js.
- Scala/Java
  - scala-polars for Scala and Java - [Scala](https://scala-lang.org/) - [Java](https://www.java.com/fr/) `scala-polars` is a library for using Polars in Scala and Java projects by [@chitralverma](https://github.com/chitralverma).
- Ruby
  - polars for Ruby - [Ruby](https://www.ruby-lang.org/en/) `polars-df` gems to use Polars with Ruby.
Follow
- Talks and videos
  - Ritchie Vink (@ritchie46) - Author of Polars
  - Søren Havelund Welling (@sorhawell) - Member of Polars organisation
  - Stijn de Gooijer (@stinodego) - Member of Polars organisation
  - Danny van Kooten (@dannyvankooten) - Member of Polars organisation
  - Alexander Beedie (@alexander-beedie) - Contributor to Polars projects
  - Marco Edward Gorelli (@MarcoGorelli) - Contributor to Polars projects
  - Eitsupi (@eitsupi) - Contributor to R Polars project
  - Etienne Bacher (@etiennebacher) - Contributor to R Polars project
  - PolarsCodeAcademy - Youtube Channel with thematic videos about Polars
Contributing
- Talks and videos
  - Damien Dotta (@ddotta) - Maintainer of Awesome Polars list
  - Damien Dotta (@ddotta) - Maintainer of Awesome Polars list
Official news
Tools build with Polars
- Ruby
  - polars-mas - A CLI tool and python library meant to perform large scale multiple association tests, primarily seen in academic research by [@idinsmore1](https://github.com/idinsmore1).
  - polars-explorer - A tool that aims to provide a lightweight GUI to data exploration/manipulation tasks using Rust Polars by [@brutusyhy](https://github.com/brutusyhy).

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