PyRank
scverse

scanpy

Single-cell analysis in Python. Scales to >100M cells.
PyPI GitHub
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Verified repo
Monthly downloads
853.3K
Weekly downloads
234.8K
GitHub stars
2.6K

Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.

Package Information

Latest Version
1.12.4
Requires Python
>=3.12
Licence
BSD-3-Clause
Last Release
1 month ago
Author
Adam Gayoso, Alex Wolf, Andrés R. Muñoz-Rojas, Davide Cittaro, Fidel Ramirez, Giovanni Palla, Gokcen Eraslan, Ilan Gold, Isaac Virshup, Lukas Heumos, Malte Luecken, Marius Lange, Philipp Angerer, Sergei Rybakov, Tobias Callies, Tom White
First Release
July 24, 2017
Total Releases
97
Python Versions
3.12 3.13 3.14
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

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
100
Popularity
76
Adoption
89
Community
100
Provenance
100
How the maintenance status was determined
Last commit
7 days ago
Monthly downloads
853,296
• 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
853,296
Stars
2,582
Stars per 1k downloads
3.03
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
33,546
Month daily avg
28,443
Momentum
+17.9%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
More insights and metrics
Python version support tiers
requires_python
>=3.12
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
• 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
50 days ago
Total releases
97
Releases/year
10.5
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
192
Monthly downloads
853,296
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
80
 
Issue Burden
173.1
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
24.2%
contrib / forks
Stale Release
No
 
PR Velocity
Active
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 18.4K
Windows 649
macOS 515

Python Versions

3.10
31.0% 5.9K
3.12
28.8% 5.5K
3.13
18.8% 3.6K
3.11
18.5% 3.5K
3.14
2.9% 561

Top Countries

1. US US
17.0K
2. SG SG
1.2K
3. DE DE
840
4. CN CN
512
5. HK HK
390
6. NL NL
185
7. IE IE
168
8. BE BE
143
9. JP JP
136
10. ES ES
116

Weekly Downloads

GitHub Stars

Dependencies

24
21 optional dependencies

Used By

984
View all 984 dependents

Repository details

Forks
792
Issues
447
Last Commit
1 week ago
Contributors
192
Open PRs
104
Archived
No

Data and sources

Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Sources and methodology