PyRank
p2p-ld

numpydantic

Type annotations for specifying, validating, and serializing arrays with arbitrary backends in Pydantic (and beyond)
PyPI GitHub
Downloads
Day
19.9K
Week
105.1K
Month
442.5K
Stars
141
Forks
5
Issues
15
Version
1.8.1

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
80
Popularity
37
Adoption
76
Community
10
How the maintenance status was determined
Last commit
39 days ago
Monthly downloads
442,544
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
442,544
Stars
141
Stars per 1k downloads
0.32
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
15,017
Month daily avg
14,751
Momentum
+1.8%
((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
39 days ago
Total releases
33
Releases/year
14.3
• 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
2
Monthly downloads
442,544
• 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
25
 
Issue Burden
106.4
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
40.0%
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 7.3K
macOS 77
Windows 52

Python Versions

3.11
39.9% 2.7K
3.10
39.2% 2.7K
3.12
18.0% 1.2K
3.13
2.5% 167
3.14
0.4% 25

Top Countries

1. US US
5.2K
2. NL NL
997
3. FR FR
395
4. GB GB
325
5. CA CA
182
6. DE DE
139
7. CN CN
109
8. SG SG
87
9. IT IT
58
10. KR KR
54

GitHub Topics

Tags from the package's GitHub repository describing what it does.

Package Information

License
MIT
First Release
February 2, 2024
Last Release
1 month ago
Last Commit
1 month ago
Latest Version
1.8.1
Total Releases
33
Contributors
2
Open PRs
4
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
May 17, 2026
Data Freshness
Fresh

Links