PyRank
saezlab

liana

LIANA+: an all-in-one framework for cell-cell communication
PyPI GitHub
More links
Download Stats Documentation Homepage
Verified repo
Monthly downloads
20.8K
Weekly downloads
5.9K
GitHub stars
321

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

Package Information

Latest Version
1.10.0
Requires Python
<3.14,>=3.10
Licence
BSD 3-Clause License
Last Release
1 month ago
Author
Daniel Dimitrov, Philipp Sven Lars Schäfer, Elias Farr, Pablo Rodriguez-Mier, Sebastian Lobentanzer, Pau Badia-i-Mompel, Aurelien Dugourd, Jovan Tanevski, Ricardo Omar Ramirez Flores, Julio Saez-Rodriguez
First Release
November 15, 2022
Total Releases
32
Python Versions
3.10 3.11 3.12 3.13
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
80
Popularity
51
Adoption
83
Community
50
Provenance
100
How the maintenance status was determined
Last commit
33 days ago
Monthly downloads
20,832
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
20,832
Stars
321
Stars per 1k downloads
15.41
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
846
Month daily avg
694
Momentum
+21.8%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
More insights and metrics
Python version support tiers
requires_python
<3.14,>=3.10
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
50 days ago
Total releases
32
Releases/year
8.2
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
26
Monthly downloads
20,832
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
50
 
Issue Burden
34.3
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
68.4%
contrib / forks
Stale Release
No
 
PR Velocity
Quiet
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 331
Windows 39
macOS 23

Python Versions

3.10
45.4% 177
3.12
25.6% 100
3.11
19.7% 77
3.13
7.9% 31
3.9
1.3% 5

Top Countries

1. US US
353
2. SG SG
218
3. CN CN
31
4. JP JP
17
5. DE DE
16
6. HK HK
9
7. TW TW
7
8. IN IN
4
9. KR KR
4
10. CA CA
2

Weekly Downloads

GitHub Stars

Dependencies

9
34 optional dependencies

Used By

5

Repository details

Forks
38
Issues
11
Last Commit
1 month ago
Contributors
26
Open PRs
4
Archived
No

Data and sources

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