Ecosyste.ms: Summary

An open API service providing a high level summary for open source projects.

pyOpenSci: https://github.com/unionai-oss/pandera

assertions data-assertions data-check data-cleaning data-processing data-validation data-verification dataframe-schema dataframes hypothesis-testing pandas pandas-dataframe pandas-validation pandas-validator schema testing testing-tools validation

Score: 16.21360581076531

Last synced: about 5 hours ago
JSON representation

Repository metadata:

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


Owner metadata:


GitHub Events

Total
Last Year

Committers metadata

Last synced: 5 days ago

Total Commits: 720
Total Committers: 132
Avg Commits per committer: 5.455
Development Distribution Score (DDS): 0.389

Commits in past year: 178
Committers in past year: 47
Avg Commits per committer in past year: 3.787
Development Distribution Score (DDS) in past year: 0.545

Name Email Commits
Niels Bantilan n****n@g****m 440
Nigel Markey n****b@g****m 30
dependabot[bot] 4****] 28
Jean-Francois Zinque j****e@g****m 22
Cristian Matache c****e@h****m 9
cosmicBboy n****n@t****m 8
Nathan McDougall n****l@t****z 8
filipeo2-mck 1****k 7
Baden Ashford 6****i 6
Arne a****l@h****m 5
derinwalters 1****s 4
Nick Crews n****s@g****m 4
ktroutman k****n@g****m 3
Sean Mackesey s****y@g****m 3
Riccardo Albertazzi p****o@g****m 3
Matt Morris m****s@r****m 3
Gordon Hart g****2@g****m 3
Ferdinand Hahmann g****t@f****e 3
Tomas Pereira de Vasconcelos t****1@g****m 2
Ajith Aravind a****0@g****m 2
Anton Loukianov a****n@u****i 2
Kevin Kho k****o@g****m 2
Matthew Barber q****t@g****m 2
Michal Baumgartner m****r@g****m 2
Nemanja Radojković r****n@g****m 2
Matthew p****6 2
Andrii Grygoryshyn 4****3 2
fleimgruber f****r@p****u 2
manel-ab 5****b 2
mattB1989 m****9 2
and 102 more...

Issue and Pull Request metadata

Last synced: 2 days ago

Total issues: 414
Total pull requests: 323
Average time to close issues: 4 months
Average time to close pull requests: 15 days
Total issue authors: 198
Total pull request authors: 75
Average comments per issue: 3.34
Average comments per pull request: 2.26
Merged pull request: 248
Bot issues: 0
Bot pull requests: 47

Past year issues: 200
Past year pull requests: 203
Past year average time to close issues: about 1 month
Past year average time to close pull requests: 10 days
Past year issue authors: 140
Past year pull request authors: 57
Past year average comments per issue: 2.0
Past year average comments per pull request: 2.15
Past year merged pull request: 150
Past year bot issues: 0
Past year bot pull requests: 47

More stats: https://issues.ecosyste.ms/repositories/lookup?url=https://github.com/unionai-oss/pandera

Top Issue Authors

  • cosmicBboy (45)
  • C0DK (10)
  • nathanjmcdougall (9)
  • hebrd (8)
  • bfmcneill (6)
  • madkopp (6)
  • Smartitect (6)
  • mangecoeur (6)
  • devmcp (6)
  • PetitLepton (6)
  • honno (6)
  • Shiwatari (5)
  • nolanbconaway (5)
  • oleksandr-lazarchuk (5)
  • filipallberg (5)

Top Pull Request Authors

  • cosmicBboy (119)
  • dependabot[bot] (47)
  • nathanjmcdougall (13)
  • NeerajMalhotra-QB (11)
  • kykyi (10)
  • filipeo2-mck (9)
  • jaskaransinghsidana (7)
  • Finesim97 (5)
  • timleslie (5)
  • gjeusel (5)
  • DillonSteyl (5)
  • derinwalters (4)
  • nwoodbury (3)
  • HenriqueAJNB (3)
  • timkpaine (3)

Top Issue Labels

  • bug (211)
  • enhancement (134)
  • help wanted (42)
  • question (39)
  • docs (17)
  • good first issue (5)
  • discussion (3)
  • scipy 2021 (2)
  • proposal (1)
  • future (1)

Top Pull Request Labels

  • dependencies (47)
  • python (40)
  • enhancement (6)
  • github_actions (3)
  • docs (1)

Package metadata

conda-forge.org: pandera

A simple, zero-configuration Python library to help you build confidence in the quality of your dataframe-like containers through data validation and property-based testing.

  • Homepage: https://github.com/pandera-dev/pandera
  • Licenses: MIT
  • Latest release: 0.13.4 (published over 1 year ago)
  • Last Synced: 2024-05-10T14:01:00.108Z (9 days ago)
  • Versions: 30
  • Dependent Packages: 3
  • Dependent Repositories: 9
  • Rankings:
    • Stargazers count: 8.703%
    • Dependent repos count: 11.632%
    • Average: 12.439%
    • Forks count: 13.773%
    • Dependent packages count: 15.649%
conda-forge.org: pandera-base

A simple, zero-configuration Python library to help you build confidence in the quality of your dataframe-like containers through data validation and property-based testing.

  • Homepage: https://github.com/pandera-dev/pandera
  • Licenses: MIT
  • Latest release: 0.13.4 (published over 1 year ago)
  • Last Synced: 2024-05-16T21:40:44.518Z (2 days ago)
  • Versions: 9
  • Dependent Packages: 13
  • Dependent Repositories: 0
  • Rankings:
    • Dependent packages count: 4.812%
    • Stargazers count: 8.515%
    • Forks count: 13.716%
    • Average: 15.267%
    • Dependent repos count: 34.025%
conda-forge.org: pandera-io

A simple, zero-configuration Python library to help you build confidence in the quality of your dataframe-like containers through data validation and property-based testing.

  • Homepage: https://github.com/pandera-dev/pandera
  • Licenses: MIT
  • Latest release: 0.13.4 (published over 1 year ago)
  • Last Synced: 2024-05-10T13:01:52.397Z (9 days ago)
  • Versions: 9
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Rankings:
    • Stargazers count: 8.515%
    • Forks count: 13.716%
    • Average: 26.858%
    • Dependent repos count: 34.025%
    • Dependent packages count: 51.175%
conda-forge.org: pandera-core

A simple, zero-configuration Python library to help you build confidence in the quality of your dataframe-like containers through data validation and property-based testing.

  • Homepage: https://github.com/pandera-dev/pandera
  • Licenses: MIT
  • Latest release: 0.13.4 (published over 1 year ago)
  • Last Synced: 2024-05-16T21:40:43.001Z (2 days ago)
  • Versions: 20
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Rankings:
    • Stargazers count: 8.515%
    • Forks count: 13.716%
    • Average: 26.858%
    • Dependent repos count: 34.025%
    • Dependent packages count: 51.175%
conda-forge.org: pandera-modin

A simple, zero-configuration Python library to help you build confidence in the quality of your dataframe-like containers through data validation and property-based testing.

  • Homepage: https://github.com/pandera-dev/pandera
  • Licenses: MIT
  • Latest release: 0.13.4 (published over 1 year ago)
  • Last Synced: 2024-05-16T21:40:40.651Z (2 days ago)
  • Versions: 9
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Rankings:
    • Stargazers count: 8.515%
    • Forks count: 13.716%
    • Average: 26.858%
    • Dependent repos count: 34.025%
    • Dependent packages count: 51.175%
conda-forge.org: pandera-hypotheses

A simple, zero-configuration Python library to help you build confidence in the quality of your dataframe-like containers through data validation and property-based testing.

  • Homepage: https://github.com/pandera-dev/pandera
  • Licenses: MIT
  • Latest release: 0.13.4 (published over 1 year ago)
  • Last Synced: 2024-05-10T14:01:00.811Z (9 days ago)
  • Versions: 9
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Rankings:
    • Stargazers count: 8.515%
    • Forks count: 13.716%
    • Average: 26.858%
    • Dependent repos count: 34.025%
    • Dependent packages count: 51.175%
conda-forge.org: pandera-geopandas

A simple, zero-configuration Python library to help you build confidence in the quality of your dataframe-like containers through data validation and property-based testing.

  • Homepage: https://github.com/pandera-dev/pandera
  • Licenses: MIT
  • Latest release: 0.13.4 (published over 1 year ago)
  • Last Synced: 2024-05-17T14:00:35.809Z (1 day ago)
  • Versions: 9
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Rankings:
    • Stargazers count: 8.515%
    • Forks count: 13.716%
    • Average: 26.858%
    • Dependent repos count: 34.025%
    • Dependent packages count: 51.175%
conda-forge.org: pandera-strategies

A simple, zero-configuration Python library to help you build confidence in the quality of your dataframe-like containers through data validation and property-based testing.

  • Homepage: https://github.com/pandera-dev/pandera
  • Licenses: MIT
  • Latest release: 0.13.4 (published over 1 year ago)
  • Last Synced: 2024-05-16T21:40:45.913Z (2 days ago)
  • Versions: 9
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Rankings:
    • Stargazers count: 8.515%
    • Forks count: 13.716%
    • Average: 26.858%
    • Dependent repos count: 34.025%
    • Dependent packages count: 51.175%
conda-forge.org: pandera-modin-ray

A simple, zero-configuration Python library to help you build confidence in the quality of your dataframe-like containers through data validation and property-based testing.

  • Homepage: https://github.com/pandera-dev/pandera
  • Licenses: MIT
  • Latest release: 0.13.4 (published over 1 year ago)
  • Last Synced: 2024-05-16T21:40:44.276Z (2 days ago)
  • Versions: 9
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Rankings:
    • Stargazers count: 8.515%
    • Forks count: 13.716%
    • Average: 26.858%
    • Dependent repos count: 34.025%
    • Dependent packages count: 51.175%
conda-forge.org: pandera-modin-dask

A simple, zero-configuration Python library to help you build confidence in the quality of your dataframe-like containers through data validation and property-based testing.

  • Homepage: https://github.com/pandera-dev/pandera
  • Licenses: MIT
  • Latest release: 0.13.4 (published over 1 year ago)
  • Last Synced: 2024-05-16T21:40:45.050Z (2 days ago)
  • Versions: 9
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Rankings:
    • Stargazers count: 8.515%
    • Forks count: 13.716%
    • Average: 26.858%
    • Dependent repos count: 34.025%
    • Dependent packages count: 51.175%
conda-forge.org: pandera-mypy

A simple, zero-configuration Python library to help you build confidence in the quality of your dataframe-like containers through data validation and property-based testing.

  • Homepage: https://github.com/pandera-dev/pandera
  • Licenses: MIT
  • Latest release: 0.13.4 (published over 1 year ago)
  • Last Synced: 2024-05-16T21:40:48.410Z (2 days ago)
  • Versions: 9
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Rankings:
    • Stargazers count: 8.515%
    • Forks count: 13.716%
    • Average: 26.858%
    • Dependent repos count: 34.025%
    • Dependent packages count: 51.175%
conda-forge.org: pandera-fastapi

A simple, zero-configuration Python library to help you build confidence in the quality of your dataframe-like containers through data validation and property-based testing.

  • Homepage: https://github.com/pandera-dev/pandera
  • Licenses: MIT
  • Latest release: 0.13.4 (published over 1 year ago)
  • Last Synced: 2024-05-16T21:40:50.498Z (2 days ago)
  • Versions: 9
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Rankings:
    • Stargazers count: 8.515%
    • Forks count: 13.716%
    • Average: 26.858%
    • Dependent repos count: 34.025%
    • Dependent packages count: 51.175%
conda-forge.org: pandera-pyspark

A simple, zero-configuration Python library to help you build confidence in the quality of your dataframe-like containers through data validation and property-based testing.

  • Homepage: https://github.com/pandera-dev/pandera
  • Licenses: MIT
  • Latest release: 0.13.4 (published over 1 year ago)
  • Last Synced: 2024-05-16T21:40:49.594Z (2 days ago)
  • Versions: 8
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Rankings:
    • Stargazers count: 8.515%
    • Forks count: 13.716%
    • Average: 26.858%
    • Dependent repos count: 34.025%
    • Dependent packages count: 51.175%
conda-forge.org: pandera-dask

A simple, zero-configuration Python library to help you build confidence in the quality of your dataframe-like containers through data validation and property-based testing.

  • Homepage: https://github.com/pandera-dev/pandera
  • Licenses: MIT
  • Latest release: 0.13.4 (published over 1 year ago)
  • Last Synced: 2024-05-16T21:40:51.393Z (2 days ago)
  • Versions: 9
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Rankings:
    • Stargazers count: 8.515%
    • Forks count: 13.716%
    • Average: 26.858%
    • Dependent repos count: 34.025%
    • Dependent packages count: 51.175%
anaconda.org: pandera-core

A simple, zero-configuration Python library to help you build confidence in the quality of your dataframe-like containers through data validation and property-based testing.

  • Homepage: https://github.com/pandera-dev/pandera
  • Licenses: MIT
  • Latest release: 0.15.2 (published 10 months ago)
  • Last Synced: 2024-05-16T21:40:47.618Z (2 days ago)
  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Rankings:
    • Stargazers count: 16.824%
    • Forks count: 23.723%
    • Average: 36.032%
    • Dependent packages count: 43.443%
    • Dependent repos count: 60.137%