PyRank
fastlmm

fastlmm

Python version of Factored Spectrally Transformed Linear Mixed Models
PyPI GitHub
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Verified repo
Monthly downloads
7.6K
Weekly downloads
1.8K
GitHub stars
55

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

Package Information

Latest Version
0.6.13
Requires Python
>=3.10
Licence
Apache-2.0
Last Release
2 months ago
Author
FaST-LMM Team
First Release
October 24, 2014
Total Releases
60
Python Versions
3.10 3.11 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
80
Popularity
36
Adoption
58
Community
40
Provenance
100
How the maintenance status was determined
Last commit
69 days ago
Monthly downloads
7,592
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
7,592
Stars
55
Stars per 1k downloads
7.24
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
256
Month daily avg
253
Momentum
+1.0%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
More insights and metrics
Python version support tiers
requires_python
>=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
Apache-2.0
• 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
69 days ago
Total releases
60
Releases/year
5.0
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
8
Monthly downloads
7,592
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
47
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
57.1%
contrib / forks
Stale Release
No
 
PR Velocity
Quiet
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 10
macOS 1

Python Versions

3.13
81.8% 9
2.7
9.1% 1
3.7
9.1% 1

Top Countries

1. US US
399
2. CN CN
30
3. FR FR
6
4. HK HK
4
5. BD BD
1
6. DE DE
1
7. GB GB
1
8. JP JP
1
9. SG SG
1
10. TW TW
1

Weekly Downloads

GitHub Stars

Dependencies

10
11 optional dependencies

Used By

1

Repository details

Forks
14
Issues
6
Last Commit
2 months ago
Contributors
8
Open PRs
1
Archived
No

Data and sources

Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords
gwas bioinformatics LMMs MLMs linear mixed models genomics genetics python
Sources and methodology