No known security advisories.
The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
Package Insights
Package Risks
- No releases in 600 days despite active commits
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
80
Popularity
49
Adoption
44
Community
55
Provenance
0
How the maintenance status was determined
Last commit
14 days ago
Monthly downloads
29,597
•
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
29,597
Stars
273
Stars per 1k downloads
9.22
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
733
Month daily avg
987
Momentum
-25.7%
((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
BSD 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
614 days ago
Total releases
10
Releases/year
1.7
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
25
Monthly downloads
29,597
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
65
Issue Burden
131.9
per 1k stars
Discussions
18.3
per 1k stars
Fork Ratio
67.6%
contrib / forks
Stale Release
600d
PR Velocity
Quiet
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
320
Windows
15
macOS
12
Python Versions
3.11
28.5%
96
3.12
24.3%
82
3.10
23.4%
79
3.13
18.1%
61
3.14
5.6%
19
Top Countries
1.
US
273
US
2.
CN
21
CN
3.
SG
13
SG
4.
DE
9
DE
5.
NO
8
NO
6.
FR
6
FR
7.
IE
5
IE
8.
IN
4
IN
9.
HK
3
HK
10.
MY
3
MY
Dependencies
13
- anndata
- h5py
- matplotlib
- mudata
- numba
- numpy
- pandas
- protobuf
- scanpy
- scikit-learn
- seaborn
- tqdm
- umap-learn
11 optional dependencies
- flake8[test]
- mofapy2[test]
- nbsphinx[docs]
- pybedtools[atac]
- pydata-sphinx-theme[docs]
- pysam[atac]
- pytest[test]
- readthedocs-sphinx-search[docs]
- sphinx[docs]
- sphinx-automodapi[docs]
- sphinx-book-theme[docs]
Used By
33
- linkapy
- celldega
- scibex
- sampledisco
- scglue
- scparadise
- garfield
- mudatasets
- hubmap-mudata-validator
- topomics
- biosofa
- pychromvar
- scspecies
- harreman
- panpipes
- scmkl
- scverse
- trajatlas
- bio-smart
- spfa
- atlas-smilies
- scdiffusionx
- champollion-omics
- networkvi
- cell2net
- scelda
- allos
- epione
- sparank
- epiverse
- scconfluence
- oscb
- screg2
GitHub Topics
Tags from the package's GitHub repository describing what it does.
Package Information
License
BSD License
First Release
August 24, 2020
Last Release
1 year ago
Last Commit
2 weeks ago
Latest Version
0.1.7
Total Releases
10
Contributors
25
Open PRs
8
Archived
No
Author
Danila Bredikhin
Python Versions
3
Wheels
py3
Tracking Since
January 6, 2026
Data Updated
July 5, 2026
Data Freshness
Fresh