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
- Host: GitHub
- URL: https://github.com/unionai-oss/pandera
- Owner: unionai-oss
- License: mit
- Created: 2018-11-01T02:18:34.000Z (over 5 years ago)
- Default Branch: main
- Last Pushed: 2024-05-01T14:49:35.000Z (18 days ago)
- Last Synced: 2024-05-02T00:07:33.962Z (17 days ago)
- Topics: 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
- Language: Python
- Homepage: https://www.union.ai/pandera
- Size: 3.41 MB
- Stars: 3,009
- Watchers: 20
- Forks: 273
- Open Issues: 325
-
Metadata Files:
- Readme: README.md
- Contributing: .github/CONTRIBUTING.md
- Funding: .github/FUNDING.yml
- License: LICENSE.txt
- Code of conduct: CODE_OF_CONDUCT.md
-
Funding:
- Github: cosmicBboy
- Patreon:
- Open collective:
- Ko fi:
- Tidelift:
- Community bridge:
- Liberapay:
- Issuehunt:
- Otechie:
- Custom:
Owner metadata:
- Name: unionai-oss
- Login: unionai-oss
- Email:
- Kind: organization
- Description:
- Website:
- Location:
- Twitter:
- Company:
- Icon url: https://avatars.githubusercontent.com/u/94206482?v=4
- Repositories: 8
- Last ynced at: 2023-03-04T16:20:21.849Z
- Profile URL: https://github.com/unionai-oss
GitHub Events
Total
- Create event: 103
- Delete event: 79
- Fork event: 117
- Issue comment event: 1165
- Issues event: 351
- Pull request event: 354
- Pull request review comment event: 110
- Pull request review event: 209
- Push event: 384
- Release event: 29
- Watch event: 1093
- Total: 3994
Last Year
- Create event: 69
- Delete event: 58
- Fork event: 83
- Issue comment event: 870
- Issues event: 260
- Pull request event: 260
- Pull request review comment event: 96
- Pull request review event: 163
- Push event: 300
- Release event: 21
- Watch event: 883
- Total: 3063
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 | 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
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
- Total packages: 15
- Total downloads: unknown
- Total dependent packages: 16 (may contain duplicates)
- Total dependent repositories: 9 (may contain duplicates)
- Total versions: 158
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%