Package Insights
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
100
Popularity
45
Adoption
60
Community
80
How the maintenance status was determined
Last commit
7 days ago
Monthly downloads
2,446,401
•
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
2,446,401
Stars
121
Stars per 1k downloads
0.05
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
72,024
Month daily avg
81,547
Momentum
-11.7%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python 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
•
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
69 days ago
Total releases
22
Releases/year
6.4
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
42
Monthly downloads
2,446,401
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
73
Issue Burden
223.1
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
97.7%
contrib / forks
Stale Release
61d
PR Velocity
Quiet
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
35.4K
macOS
1.4K
Windows
1.0K
Python Versions
3.12
69.9%
26.0K
3.11
13.2%
4.9K
3.10
9.7%
3.6K
3.13
5.7%
2.1K
3.9
1.5%
561
Top Countries
1.
US
34.0K
US
2.
SG
745
SG
3.
CN
578
CN
4.
CH
434
CH
5.
GB
258
GB
6.
NL
243
NL
7.
DE
231
DE
8.
JP
212
JP
9.
MY
126
MY
10.
HK
111
HK
Dependencies
0
21 optional dependencies
- array-api-strict[dev]
- cupy[cupy]
- dask[dask]
- dask[dev]
- furo[docs]
- jax[dev]
- jax[jax]
- linkify-it-py[docs]
- myst-parser[docs]
- ndonnx[dev]
- ndonnx[ndonnx]
- numpy[dev]
- numpy[numpy]
- pytest[dev]
- sparse[dev]
- sparse[sparse]
- sphinx[docs]
- sphinx-autobuild[docs]
- sphinx-copybutton[docs]
- torch[dev]
- torch[pytorch]
Package Information
License
MIT
First Release
December 5, 2022
Last Release
2 months ago
Last Commit
1 week ago
Latest Version
1.14.0
Total Releases
22
Contributors
42
Open PRs
10
Archived
No
Author
Consortium for Python Data API Standards
Python Versions
3
3.10
3.11
3.12
3.13
Wheels
py3
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh