Monthly downloads
822.2K
Weekly downloads
230.5K
GitHub stars
6
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
>=3.12
Licence
BSD 3-Clause License
Last Release
1 month ago
Author
Ilia Kats
First Release
March 13, 2026
Total Releases
16
Python Versions
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
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
80
Popularity
16
Adoption
99
Community
60
Provenance
100
How the maintenance status was determined
Last commit
10 days ago
Monthly downloads
822,244
•
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
822,244
Stars
6
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
32,926
Month daily avg
27,408
Momentum
+20.1%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
Python version support tiers
requires_python
>=3.12
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
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
35 days ago
Total releases
16
Releases/year
26.9
•
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
12
Monthly downloads
822,244
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
31
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
600.0%
contrib / forks
Stale Release
No
PR Velocity
Quiet
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
15.7K
Windows
818
macOS
660
Python Versions
3.12
43.5%
7.4K
3.13
32.2%
5.5K
3.11
17.2%
3.0K
3.14
5.5%
934
3.10
1.5%
261
Top Countries
1.
US
14.5K
US
2.
SG
1.6K
SG
3.
DE
805
DE
4.
CN
507
CN
5.
HK
310
HK
6.
NL
200
NL
7.
JP
155
JP
8.
BE
150
BE
9.
IE
144
IE
10.
GB
116
GB
Weekly Downloads
GitHub Stars
Dependencies
2
- session-info2
-
typing-extensions
python_version < "3.13"
10 optional dependencies
-
anndata[datasets]extra == "datasets"
-
jinja2[sphinx]extra == "sphinx"
-
pooch[datasets]extra == "datasets"
-
pydantic-settings[settings]extra == "settings"
-
pydocstring-rs>=0.4.1[sphinx]extra == "sphinx"
-
python-dotenv[settings]extra == "settings"
-
pyyaml[datasets]extra == "datasets"
-
spatialdata[spatialdata]extra == "spatialdata"
-
sphinx>=9[sphinx]extra == "sphinx"
-
tqdm[datasets]extra == "datasets"
Used By
11
- anndata 1.5M/mo
- scanpy 853.3K/mo
- mudata 124.1K/mo
- muon 14.9K/mo
- rapids-singlecell 7.6K/mo
- snapatac2 6.3K/mo
- pertpy 5.9K/mo
- scirpy 5.6K/mo
- rapids-singlecell-cu12 1.5K/mo
- ehrapy 1.3K/mo
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh