Monthly downloads
33.6M
Weekly downloads
8.5M
GitHub stars
11.7K
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
>=3.10
Licence
BSD-3-Clause
Last Release
1 month ago
First Release
June 19, 2012
Total Releases
41
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
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
86
Adoption
80
Community
100
Provenance
0
How the maintenance status was determined
Last commit
8 days ago
Monthly downloads
33,614,043
•
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
33,614,043
Stars
11,681
Stars per 1k downloads
0.35
•
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
1,214,275
Month daily avg
1,120,468
Momentum
+8.4%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More 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
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
46 days ago
Total releases
41
Releases/year
2.9
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
509
Monthly downloads
33,614,043
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
223.9
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
14.1%
contrib / forks
Stale Release
No
PR Velocity
Quiet
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
849.6K
Windows
17.1K
macOS
12.1K
Python Versions
3.12
28.3%
220.1K
3.13
20.7%
160.9K
3.9
18.3%
142.9K
3.11
18.1%
140.8K
3.10
14.7%
114.2K
Top Countries
1.
US
696.0K
US
2.
DE
32.7K
DE
3.
GB
25.1K
GB
4.
SG
17.2K
SG
5.
NL
16.5K
NL
6.
JP
12.8K
JP
7.
IN
12.0K
IN
8.
IE
9.2K
IE
9.
CA
7.6K
CA
10.
KR
6.5K
KR
Weekly Downloads
GitHub Stars
Dependencies
6
- formulaic >=1.1.0
- numpy <3,>=1.23.5
- packaging >=21.3
- pandas !=2.1.0,>=1.4
- patsy >=0.5.6
- scipy !=1.9.2,>=1.8
36 optional dependencies
-
arviz[doc]os_name != "nt" and extra == "doc"
-
colorama[dev]extra == "dev"
-
coverage[test]extra == "test"
-
cython<4,>=3.0.10[dev]extra == "dev"
-
jinja2[doc]extra == "doc"
-
joblib[dev]extra == "dev"
-
jupyter[doc]extra == "doc"
-
matplotlib>=3[dev]extra == "dev"
-
meson[test]extra == "test"
-
meson[dev]extra == "dev"
-
meson-python>=0.18.0[dev]extra == "dev"
-
nbconvert[doc]extra == "doc"
-
nbsphinx[doc]extra == "doc"
-
ninja[dev]extra == "dev"
-
ninja[test]sys_platform != "emscripten" and extra == "test"
-
notebook[doc]extra == "doc"
-
numpydoc[doc]extra == "doc"
-
pandas!=2.1.0,>=2.2.2[doc]extra == "doc"
-
pandas-datareader[doc]extra == "doc"
-
pickleshare[doc]extra == "doc"
-
polars>=1.0.0[polars]extra == "polars"
-
pydata-sphinx-theme[doc]extra == "doc"
-
pymc[doc]os_name != "nt" and extra == "doc"
-
pytest<10,>=8.4.1[doc]extra == "doc"
-
pytest<10,>=8.4.1[test]extra == "test"
-
pytest-cov[test]extra == "test"
-
pytest-randomly[test]extra == "test"
-
pytest-run-parallel[test]extra == "test"
-
pytest-xdist[test]extra == "test"
-
pywinpty[dev]os_name == "nt" and extra == "dev"
-
pyyaml[doc]extra == "doc"
-
ruff[dev]extra == "dev"
-
seaborn[doc]extra == "doc"
-
setuptools-scm~=9.0[dev]extra == "dev"
-
simplegeneric[doc]extra == "doc"
-
sphinx[doc]extra == "doc"
Used By
3442
- plotnine 2.5M/mo
- pmdarima 1.6M/mo
- statsforecast 1.6M/mo
- arch 1.1M/mo
- scanpy 853.3K/mo
- evidently 849.0K/mo
- plotly-express 845.0K/mo
- causallib 774.6K/mo
- ydata-profiling 659.1K/mo
- pingouin 475.6K/mo
Repository details
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords
statistics
econometrics
time series
regression
anova
statistical tests
linear models
generalized linear models
discrete choice models
robust linear models
mixed linear models
time series analysis
state space models
vector autoregression
volatility modeling
unit root tests
cointegration tests
nonparametric methods
multivariate statistics