Package Insights
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
100
Popularity
63
Adoption
70
Community
80
How the maintenance status was determined
Last commit
6 days ago
Monthly downloads
1,660,158
•
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
1,660,158
Stars
740
Stars per 1k downloads
0.45
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
52,020
Month daily avg
55,339
Momentum
-6.0%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
>=3.11
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
•
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
2 days ago
Total releases
112
Releases/year
13.1
•
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
54
Monthly downloads
1,660,158
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
75
Issue Burden
258.1
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
28.3%
contrib / forks
Stale Release
No
PR Velocity
Active
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
37.0K
Windows
947
macOS
886
Python Versions
3.12
60.1%
22.3K
3.11
22.5%
8.4K
3.13
9.3%
3.4K
3.10
5.5%
2.0K
3.14
2.7%
987
Top Countries
1.
US
33.8K
US
2.
CN
1.7K
CN
3.
IE
735
IE
4.
SG
545
SG
5.
HK
345
HK
6.
DE
331
DE
7.
GB
293
GB
8.
NL
266
NL
9.
JP
208
JP
10.
TW
139
TW
Dependencies
10
- array-api-compat >=1.7.1
- h5py >=3.8
- legacy-api-wrap
- natsort
- numpy >=1.26
- packaging >=24.2
- pandas !=2.1.2,<3,>=2.1.0
- scipy !=1.17.0,>=1.12
- scverse-misc >=0.0.3
- zarr !=3.0.*,>=2.18.7
63 optional dependencies
- aiohttp[test]
- aiohttp[lazy]
- awkward[test]
- awkward[test-min]
- awkward[doc]
- boltons[test]
- boltons[test-min]
- cupy[gpu]
- cupy-cuda11x[cu11]
- cupy-cuda12x[cu12]
- dask[test-min]
- dask[dask]
- dask[doc]
- dask[lazy]
- dask[test]
- filelock[test-min]
- filelock[test]
- ipython[doc]
- joblib[test]
- joblib[test-min]
- loompy[test-min]
- loompy[test]
- matplotlib[test-min]
- matplotlib[test]
- myst-nb[doc]
- myst-parser[doc]
- openpyxl[test-min]
- openpyxl[test]
- pooch[test-min]
- pooch[test]
- pyarrow[test-min]
- pyarrow[test]
- pytest[test-min]
- pytest[test]
- pytest-cov[test]
- pytest-cov[test-min]
- pytest-memray[test]
- pytest-memray[test-min]
- pytest-mock[test-min]
- pytest-mock[test]
- pytest-randomly[test-min]
- pytest-randomly[test]
- pytest-xdist[test-min]
- pytest-xdist[test]
- requests[test]
- requests[lazy]
- scanpy[test]
- scanpy[test-min]
- scanpydoc[doc]
- scikit-learn[test]
- scikit-learn[test-min]
- sphinx[doc]
- sphinx-autodoc-typehints[doc]
- sphinx-book-theme[doc]
- sphinx-copybutton[doc]
- sphinx-design[doc]
- sphinx-issues[doc]
- sphinxext-opengraph[doc]
- towncrier[dev]
- towncrier[dev-doc]
- towncrier[doc]
- xarray[lazy]
- xarray[test]
Used By
875
- scanpy
- mudata
- spatialdata
- pydeseq2
- scvi-tools
- tiledbsoma
- alphagenome
- somacore
- cellxgene-census
- squidpy
- annsel
- decoupler
- crested
- spatialdata-io
- readfcs
- muon
- anndata2ri
- illico
- napari-spatialdata
- liana
- scvelo
- scib-metrics
- scib
- omicverse
- single-cell-metabolomics
- pdex
- cellrank
- m3drop
- cellestial
- scimap
- lingergrn
- pywgcna
- cell-eval
- sciv
- scellrun
- anndataoom
- aiagents4pharma
- tiledb-cloud
- crispr-ambiguous-mapping
- scirpy
- ngio
- snapatac2
- tcrsift
- palantir
- exprmat
- helical
- rapids-singlecell
- linkapy
- rustscenic
- sopa
GitHub Topics
Tags from the package's GitHub repository describing what it does.
Package Information
License
BSD-3-Clause
First Release
November 7, 2017
Last Release
2 days ago
Last Commit
6 days ago
Latest Version
0.13.0rc1
Total Releases
112
Contributors
54
Open PRs
72
Archived
No
Author
Philipp Angerer, Alex Wolf, Isaac Virshup, Sergei Rybakov, Ilan Gold
Python Versions
3
3.11
3.12
3.13
3.14
Wheels
py3
Tracking Since
January 6, 2026
Data Updated
May 17, 2026
Data Freshness
Fresh