PyPI Stats
scverse

pertpy

Single-cell perturbation analysis
PyPI GitHub
Downloads
Day
267
Week
1.3K
Month
7.3K
Stars
309
Forks
56
Issues
32
Version
1.0.6

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
100
Popularity
52
Adoption
38
Community
65
How the maintenance status was determined
Last commit
6 days ago
Monthly downloads
7,307
• 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
7,307
Stars
309
Stars per 1k downloads
42.29
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
191
Month daily avg
244
Momentum
-21.8%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
<3.15,>=3.12
• 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
MIT 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
43 days ago
Total releases
26
Releases/year
6.4
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
60
Monthly downloads
7,307
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
64
 
Issue Burden
103.6
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
107.1%
contrib / forks
Stale Release
No
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 89
macOS 7
Windows 2

Python Versions

3.12
64.3% 63
3.11
21.4% 21
3.10
6.1% 6
3.13
6.1% 6
3.14
2.0% 2

Top Countries

1. US US
65
2. GB GB
9
3. SG SG
9
4. CN CN
6
5. CA CA
5
6. AU AU
4
7. CH CH
4
8. DE DE
1
9. HK HK
1
10. TR TR
1

Package Information

License
MIT License
First Release
April 4, 2022
Last Release
1 month ago
Last Commit
6 days ago
Latest Version
1.0.6
Total Releases
26
Contributors
60
Open PRs
5
Archived
No
Author
Lukas Heumos, Lilly May, Stefan Peidli, Johannes Ostner, Gregor Sturm, Emma Dann, Yuge Ji, Xinyue Zhang, Xichen Wu, Tessa Green, Antonia Schumacher
Python Versions
3 3.12 3.13 3.14
Wheels
py3
Topics
scverse single-cell perturbation
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links