No known security advisories.
The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
Package Insights
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
13
Adoption
69
Community
50
Provenance
100
How the maintenance status was determined
Last commit
3 days ago
Monthly downloads
864,305
•
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
864,305
Stars
5
Stars per 1k downloads
0.01
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
28,142
Month daily avg
28,810
Momentum
-2.3%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
>=3.12
•
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
BSD 3-Clause 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
11
Releases/year
34.9
•
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
16
Monthly downloads
864,305
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
27
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
1600.0%
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
16.1K
macOS
1.4K
Windows
524
Python Versions
3.12
63.0%
11.3K
3.11
21.3%
3.8K
3.13
10.0%
1.8K
3.14
4.6%
825
3.10
1.1%
204
Top Countries
1.
US
14.0K
US
2.
ID
1.0K
ID
3.
SG
755
SG
4.
CN
579
CN
5.
IE
524
IE
6.
JP
168
JP
7.
DE
128
DE
8.
HK
123
HK
9.
FI
119
FI
10.
NL
101
NL
Dependencies
2
9 optional dependencies
- anndata[datasets]
- pooch[datasets]
- pydantic-settings[settings]
- pydocstring-rs[sphinx]
- python-dotenv[settings]
- pyyaml[datasets]
- spatialdata[spatialdata]
- sphinx[sphinx]
- tqdm[datasets]
Package Information
License
BSD 3-Clause License
First Release
March 13, 2026
Last Release
2 weeks ago
Last Commit
4 days ago
Latest Version
0.1.1
Total Releases
11
Contributors
16
Open PRs
1
Archived
No
Author
Ilia Kats
Python Versions
3.12
3.13
3.14
Wheels
py3
Tracking Since
March 15, 2026
Data Updated
July 5, 2026
Data Freshness
Fresh