Python Dataframes

Open-source Python projects categorized as Dataframes

Top 10 Python Dataframe Projects

  • pandera

    A light-weight, flexible, and expressive statistical data testing library

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  • eland

    Python Client and Toolkit for DataFrames, Big Data, Machine Learning and ETL in Elasticsearch

  • datacompy

    Pandas, Polars, and Spark DataFrame comparison for humans and more!

  • static-frame

    Immutable and statically-typeable DataFrames with runtime type and data validation

    Project mention: Static-frame: Immutable/statically-typed DataFrames with runtime type validation | news.ycombinator.com | 2023-11-17
  • riptable

    64bit multithreaded python data analytics tools for numpy arrays and datasets

  • dataframe-api

    RFC document, tooling and other content related to the dataframe API standard

  • dataframe_sql

    A Python package that parses SQL and interprets it as methods that act upon existing pandas (or other types of) DataFrames that have been declared and registered

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  • letsql

    LETSQL is a deferred compute system focused on Preprocessing for AI pipelines. Optimize performance with cross-engine caching and static planning. Easily go from research to production with portable UDFs.

    Project mention: Embrace the Power of Nix for Your Python + Rust Workflow | dev.to | 2024-07-24

    For a full example of how we set up our development environment using Nix, check out our flake.nix file. This configuration includes everything from Crane for Rust builds to Poetry2nix for Python dependencies, ensuring a seamless and reproducible development workflow.

  • sql_to_ibis

    A Python package that parses sql and converts it to ibis expressions

  • FloridaPropertyData

    A Python-based tool for retrieving and processing property data for specific counties in Florida using Parcel ID numbers. Simplifies data retrieval and offers customization options for real estate agents, investors, and government officials.

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

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Python Dataframes related posts

  • Unit testing functions that input/output dataframes?

    1 project | /r/datascience | 5 Mar 2023
  • Updated Erlport alternative ?

    3 projects | /r/elixir | 26 Oct 2022
  • Data validation for dashboards

    1 project | /r/dataengineering | 22 Apr 2022
  • Polars: Lightning-fast DataFrame library for Rust and Python

    13 projects | news.ycombinator.com | 16 Dec 2021
  • Show HN: Pandera 0.8.0 – validate pandas, dask, modin, and koalas dataframes

    2 projects | news.ycombinator.com | 17 Nov 2021
  • Pandera 0.8.0: Schema Validation for Pandas, Dask, Modin, and Koalas DataFrames. Oh, and also out-of-the-box Pydantic and Mypy support :)

    1 project | /r/Python | 17 Nov 2021
  • Practical SQL for Data Analysis [for someone coming from Pandas]

    4 projects | /r/Python | 4 May 2021
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    www.saashub.com | 4 Nov 2024
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Index

What are some of the best open-source Dataframe projects in Python? This list will help you:

Project Stars
1 pandera 3,359
2 eland 18
3 datacompy 483
4 static-frame 437
5 riptable 367
6 dataframe-api 102
7 dataframe_sql 98
8 letsql 65
9 sql_to_ibis 52
10 FloridaPropertyData 3

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