PyPI Stats
bashtage

linearmodels

Additional linear models including instrumental variable and panel data models that are missing from statsmodels.
PyPI GitHub
Downloads
Day
16.3K
Week
95.9K
Month
383.8K
Stars
1.0K
Forks
190
Issues
40
Version
7.0

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
90
Popularity
65
Adoption
75
Community
45
How the maintenance status was determined
Last commit
30 days ago
Monthly downloads
383,793
• 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
383,793
Stars
1,040
Stars per 1k downloads
2.71
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
13,705
Month daily avg
12,793
Momentum
+7.1%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=3.10
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
NCSA
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
197 days ago
Total releases
45
Releases/year
4.9
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
16
Monthly downloads
383,793
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
57
 
Issue Burden
38.5
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
8.4%
contrib / forks
Stale Release
167d
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

Linux 6.4K
Windows 972
macOS 325

Python Versions

3.12
55.6% 4.1K
3.11
18.8% 1.4K
3.10
9.7% 708
3.9
8.9% 651
3.13
7.0% 511

Top Countries

1. US US
5.7K
2. CN CN
647
3. SG SG
488
4. TW TW
107
5. NL NL
97
6. HK HK
95
7. JP JP
72
8. DE DE
66
9. FI FI
65
10. GB GB
51

Package Information

License
NCSA
First Release
March 17, 2017
Last Release
6 months ago
Last Commit
1 month ago
Latest Version
7.0
Total Releases
45
Contributors
16
Open PRs
7
Archived
No
Python Versions
3.10 3.11 3.12 3.13
Wheels
cp310 cp311 cp312 cp313 cp314 cp37 cp38 cp39 py2 py3
Keywords
linear models regression instrumental variables IV panel fixed effects clustered heteroskedasticity endogeneity instruments statistics statistical inference econometrics
Topics
iv instrumental-variable panel regression statistical-model ols gmm fixed-effects random-effects between-estimator first-difference clustered-standard-errors pooled-ols linear-models panel-data panel-models panel-regression fama-macbeth asset-pricing seemingly-unrelated-regression
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links