Package Insights
Package Risks
- No releases in 286 days despite active commits
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
65
Popularity
44
Adoption
77
Community
70
How the maintenance status was determined
Last commit
112 days ago
Monthly downloads
54,529
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
54,529
Stars
122
Stars per 1k downloads
2.24
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
2,133
Month daily avg
1,818
Momentum
+17.4%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
<3.13,>=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
399 days ago
Total releases
36
Releases/year
11.6
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
32
Monthly downloads
54,529
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
70
Issue Burden
926.2
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
110.3%
contrib / forks
Stale Release
286d
PR Velocity
Quiet
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
1.3K
macOS
216
Windows
45
Python Versions
3.11
41.2%
624
3.12
35.9%
543
3.10
20.2%
306
3.9
2.3%
35
3.13
0.4%
6
Top Countries
1.
US
1.2K
US
2.
FI
60
FI
3.
SG
52
SG
4.
CN
40
CN
5.
RO
39
RO
6.
DE
35
DE
7.
NL
23
NL
8.
IN
9
IN
9.
ID
8
ID
10.
TH
8
TH
Dependencies
6
- anndata
- numpy >=1.23
- requests
- s3fs >=2021.06.1
- tiledbsoma >=1.15.3
- typing-extensions
12 optional dependencies
- gitpython[doc]
- myst-parser[doc]
- nbsphinx[doc]
- psutil[experimental]
- scikit-learn[experimental]
- scikit-misc[experimental]
- spatialdata[spatial]
- sphinx[doc]
- sphinx-rtd-theme[doc]
- tiledb-vector-search[experimental]
- torch[experimental]
- torchdata[experimental]
Package Information
License
MIT
First Release
April 4, 2023
Last Release
1 year ago
Last Commit
3 months ago
Latest Version
1.17.0
Total Releases
36
Contributors
32
Open PRs
14
Archived
No
Python Versions
3.10
3.11
3.12
Wheels
py3
Topics
-
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh