PyPI Stats
posit-dev

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Data validation toolkit for assessing and monitoring data quality.
PyPI GitHub
Downloads
Day
2.3K
Week
12.3K
Month
52.0K
Stars
430
Forks
27
Issues
25
Version
0.24.0

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
100
Popularity
51
Adoption
67
Community
40
How the maintenance status was determined
Last commit
5 days ago
Monthly downloads
51,996
• Active
Activity within 30 days
Stable
Activity within 31-180 days
Minimal
Activity within 181-365 days, or no activity data
At Risk
No activity for > 365 days, but > 10,000 monthly downloads
Archived
Repository flagged as archived on GitHub
How the popularity category was determined
Monthly downloads
51,996
Stars
430
Stars per 1k downloads
8.27
Industry Standard
> 10,000,000 monthly downloads
Hidden Gem
< 0.5 stars per 1k downloads and > 100,000 monthly downloads
• Community Favorite
> 5 stars per 1k downloads
Rising Star
Balanced ratio of stars to downloads
Unknown
Fewer than 1,000 monthly downloads, or no star data
How download momentum is calculated
Week daily avg
1,762
Month daily avg
1,733
Momentum
+1.6%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=3.10
Cutting Edge
Minimum supported version is 3.12 or newer
• Modern
Minimum supported version is 3.9, 3.10, or 3.11
Legacy
Supports 3.8 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
MIT License
• Permissive
MIT, Apache, BSD, ISC, Unlicense, CC0, etc.
Copyleft
GPL, LGPL, AGPL, MPL, EPL, etc.
Proprietary
Commercial, all rights reserved, custom EULAs
Unknown
No license specified, or none of the above match
How the release cadence was determined
Last release
14 days ago
Total releases
54
Releases/year
38.2
• Rapid
Last release within 365 days and > 12 releases/year
Regular
Last release within 365 days
Slow
Last release 366-730 days ago
Stalled
Last release > 730 days ago, or no releases
Unknown
No usable release date available
How contributor risk was determined
Contributors
27
Monthly downloads
51,996
High Load
≤ 2 contributors and ≥ 50,000 monthly downloads
Moderate Load
< 10 contributors and ≥ 500,000 monthly downloads
Low Load
< 25 contributors and ≥ 5,000,000 monthly downloads, or sole maintainer with ≥ 10,000 monthly downloads
• Balanced
Enough contributors for the package's popularity
Unknown
No contributor data available
Engagement
53
 
Issue Burden
58.1
per 1k stars
Discussions
20.9
per 1k stars
Fork Ratio
100.0%
contrib / forks
Stale Release
No
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 628
macOS 4
Windows 2

Python Versions

3.11
87.2% 553
3.14
6.8% 43
3.12
4.1% 26
3.10
0.9% 6
3.13
0.9% 6

Top Countries

1. US US
587
2. CN CN
95
3. GB GB
4
4. BR BR
3
5. SA SA
2
6. CA CA
1
7. DE DE
1
8. FI FI
1
9. HK HK
1

Dependencies

9
30 optional dependencies

Used By

1

Package Information

License
MIT License
First Release
December 5, 2024
Last Release
2 weeks ago
Last Commit
6 days ago
Latest Version
0.24.0
Total Releases
54
Contributors
27
Open PRs
3
Archived
No
Python Versions
3 3.10 3.11 3.12
Wheels
py3
Keywords
data quality validation testing data science data engineering
Topics
data-validation tabular-data data-testing data-quality easy-to-understand
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links