Monthly downloads
2.0M
Weekly downloads
517.8K
GitHub stars
132
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
>=3.10
Licence
MIT
Last Release
4 months ago
Author
Consortium for Python Data API Standards
First Release
December 5, 2022
Total Releases
23
Python Versions
3
3.10
3.11
3.12
3.13
3.14
No reported malware or high/critical advisories · Details
The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
Package Insights
Package Risks
- No releases in 119 days despite active commits
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
46
Adoption
90
Community
80
Provenance
100
How the maintenance status was determined
Last commit
10 days ago
Monthly downloads
1,960,571
•
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
1,960,571
Stars
132
Stars per 1k downloads
0.07
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
73,976
Month daily avg
65,352
Momentum
+13.2%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
Python version support tiers
requires_python
>=3.10
Cutting Edge
Minimum supported version is 3.14 or newer
Modern
Minimum supported version is 3.11 to 3.13
•
Legacy
Supports 3.10 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
130 days ago
Total releases
23
Releases/year
6.0
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
45
Monthly downloads
1,960,571
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
74
Issue Burden
287.9
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
90.0%
contrib / forks
Stale Release
119d
PR Velocity
Quiet
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
44.4K
Windows
2.3K
macOS
2.0K
Python Versions
3.12
34.3%
16.6K
3.10
25.3%
12.2K
3.13
17.0%
8.2K
3.11
15.4%
7.4K
3.14
7.9%
3.8K
Top Countries
1.
US
41.1K
US
2.
SG
4.1K
SG
3.
CN
1.4K
CN
4.
DE
1.3K
DE
5.
BE
599
BE
6.
HK
496
HK
7.
NL
336
NL
8.
JP
335
JP
9.
GB
236
GB
10.
IN
230
IN
Weekly Downloads
GitHub Stars
Dependencies
0
No dependencies
Used By
128
- anndata 1.5M/mo
- fast-array-utils 377.9K/mo
- scikit-bio 93.0K/mo
- pyriemann 91.6K/mo
- array-api-extra 77.3K/mo
- earthkit-utils 62.7K/mo
- dcor 51.3K/mo
- transformnd 50.8K/mo
- pyvinecopulib 38.9K/mo
- deepmd-kit 27.5K/mo