Package Insights
Score based on PyPI data only — no linked source repository
N/A
Health Score
Not available
requires GitHub data
How the maintenance status was determined
Last release
1 days ago
Monthly downloads
3,116
•
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
3,116
Stars
Unknown
Stars per 1k downloads
—
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
No star data — can't compute stars-to-downloads ratio.
How download momentum is calculated
Week daily avg
128
Month daily avg
104
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
Python version support tiers
requires_python
Not specified
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
Package does not declare a minimum Python version.
License categories
License
Not specified
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
Package does not declare a license.
How the release cadence was determined
Last release
1 days ago
Total releases
76
Releases/year
36.5
•
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
Unknown
Monthly downloads
3,116
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
Contributor count is missing — this usually indicates the package has no linked GitHub repository.
Engagement
0
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
-
contrib / forks
Stale Release
No
PR Velocity
-
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
4
Python Versions
3.12
75.0%
3
3.11
25.0%
1
Top Countries
1.
SG
6
SG
2.
US
4
US
3.
CA
1
CA
Dependencies
29
- anndata ~=0.11.0
- anywidget ~=0.9.18
- dask ~=2024.11.0
- geopandas ~=0.14.0
- igraph ~=0.11.8
- imagecodecs
- ipykernel
- ipywidgets >=8.0.0
- jupyterlab >=4.0
- jupyterlab-widgets >=3.0.0
- leidenalg ~=0.10.2
- libpysal ~=4.8.0
- matplotlib
- mudata ==0.3.1
- muon ==0.1.7
- pandas ~=2.2.0
- polars ~=1.10.0
- pyarrow
- rasterio ==1.4.3
- requests
- scanpy ~=1.10.0
- shapely ~=2.0.0
- spatialdata
- spatialdata-io ~=0.1.0
- squidpy ~=1.6.0
- statsmodels ~=0.14.5
- tifffile ~=2024.4.0
- watchfiles
- zarr ~=2.17.0
14 optional dependencies
- build[dev]
- mkdocs[dev]
- mkdocs-jupyter[dev]
- mkdocs-material[dev]
- mkdocs-open-in-new-tab[dev]
- mkdocstrings[dev]
- pre-commit[dev]
- pytest[dev]
- pytest-cov[dev]
- pytest-html[dev]
- pytest-mock[dev]
- pyvips[pre]
- ruff[dev]
- twine[dev]
Used By
0
Not used by any tracked packages
Package Information
License
Unknown
First Release
April 4, 2024
Last Release
Yesterday
Last Commit
-
Latest Version
0.16.0a7
Total Releases
76
Contributors
-
Open PRs
-
Archived
-
Wheels
py2
py3
Topics
-
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh