Monthly downloads
10.2K
Weekly downloads
3.4K
GitHub stars
512
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
>=3.8
Licence
BSD 3-Clause License
Last Release
7 months ago
Author
Volker Bergen, Philipp Weiler
First Release
August 21, 2018
Total Releases
35
Python Versions
3
3.8
3.9
3.10
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
50
Popularity
58
Adoption
80
Community
65
Provenance
100
How the maintenance status was determined
Last commit
233 days ago
Monthly downloads
10,186
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
10,186
Stars
512
Stars per 1k downloads
50.27
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
489
Month daily avg
340
Momentum
+44.1%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
Python version support tiers
requires_python
>=3.8
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
234 days ago
Total releases
35
Releases/year
4.3
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
35
Monthly downloads
10,186
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
88
Issue Burden
148.4
per 1k stars
Discussions
390.6
per 1k stars
Fork Ratio
29.9%
contrib / forks
Stale Release
No
PR Velocity
Quiet
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
196
Windows
23
macOS
6
Python Versions
3.11
30.0%
60
3.12
24.5%
49
3.8
19.0%
38
3.10
17.5%
35
3.14
9.0%
18
Top Countries
1.
US
165
US
2.
CN
45
CN
3.
DE
13
DE
4.
SG
12
SG
5.
JP
8
JP
6.
SE
8
SE
7.
HK
7
HK
8.
CA
3
CA
9.
ES
2
ES
10.
IN
2
IN
Weekly Downloads
GitHub Stars
Dependencies
10
- anndata >=0.7.5
- loompy >=2.0.12
- matplotlib >=3.3.0
- numba >=0.41.0
- numpy >=1.17
- pandas !=1.4.0,>=1.1.1
- scanpy >=1.5
- scikit-learn >=0.21.2
- scipy >=1.4.1
- umap-learn >=0.3.10
27 optional dependencies
-
black[dev]extra == "dev"
-
hnswlib[hnswlib]extra == "hnswlib"
-
hnswlib[dev]extra == "dev"
-
hypothesis[dev]extra == "dev"
-
igraph[louvain]extra == "louvain"
-
igraph[dev]extra == "dev"
-
importlib-metadata[docs]extra == "docs"
-
ipykernel[docs]extra == "docs"
-
isort[dev]extra == "dev"
-
louvain[dev]extra == "dev"
-
louvain[louvain]extra == "louvain"
-
nbsphinx<0.8.7,>=0.7[docs]extra == "docs"
-
pre-commit>=2.9.0[dev]extra == "dev"
-
pybind11[hnswlib]extra == "hnswlib"
-
pybind11[dev]extra == "dev"
-
pytest[test]extra == "test"
-
pytest-cov[dev]extra == "dev"
-
pytest-cov[test]extra == "test"
-
ruff[dev]extra == "dev"
-
scanpy[docs]extra == "docs"
-
setuptools[docs]extra == "docs"
-
setuptools-scm[docs]extra == "docs"
-
setuptools-scm[dev]extra == "dev"
-
sphinx<8.0,>=1.7[docs]extra == "docs"
-
sphinx-autodoc-typehints>=1.10.3[docs]extra == "docs"
-
sphinx-rtd-theme>=0.3[docs]extra == "docs"
-
sphinxcontrib-bibtex>=2.3.0[docs]extra == "docs"
Used By
29
- pyrovelocity 846/mo
- atlas-smilies 646/mo
- cellmap 373/mo
- regvelo 292/mo
- sdevelo 286/mo
- entrain 284/mo
- scvelo-rs 280/mo
- scab 274/mo
- velovi 262/mo
- tivelo 240/mo
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords