PyRank
p2p-ld

numpydantic

Type annotations for specifying, validating, and serializing arrays with arbitrary backends in Pydantic (and beyond)
PyPI GitHub
No known security advisories. The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
Downloads
Day
19.9K
Week
121.6K
Month
568.1K
Stars
148
Forks
6
Issues
18
Version
1.10.0

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
38
Adoption
67
Community
10
Provenance
0
How the maintenance status was determined
Last commit
14 days ago
Monthly downloads
568,067
• 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
568,067
Stars
148
Stars per 1k downloads
0.26
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
17,377
Month daily avg
18,936
Momentum
-8.2%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
<4.0,>=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
• 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
36
Releases/year
14.8
• 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
4
Monthly downloads
568,067
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
28
 
Issue Burden
121.6
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
66.7%
contrib / forks
Stale Release
No
 
PR Velocity
Active
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

Linux 8.9K
Windows 225
macOS 151

Python Versions

3.12
33.4% 3.1K
3.11
32.6% 3.0K
3.10
27.2% 2.5K
3.13
3.5% 324
3.14
3.3% 307

Top Countries

1. US US
5.7K
2. NL NL
2.0K
3. FR FR
453
4. CA CA
425
5. GB GB
289
6. CN CN
202
7. SG SG
127
8. HK HK
77
9. DE DE
76
10. KR KR
45
GitHub Topics
Tags from the package's GitHub repository describing what it does.

Package Information

License
MIT
First Release
February 2, 2024
Last Release
2 weeks ago
Last Commit
2 weeks ago
Latest Version
1.10.0
Total Releases
36
Contributors
4
Open PRs
3
Archived
No
Python Versions
3 3.9 3.10 3.11 3.12
Wheels
py3
Keywords
arrays validation serialization numpy pydantic
Tracking Since
January 6, 2026
Data Updated
July 5, 2026
Data Freshness
Fresh

Links