Monthly downloads
1.1M
Weekly downloads
311.0K
GitHub stars
1.6K
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
>=3.10
Licence
NCSA
Last Release
12 months ago
First Release
September 3, 2014
Total Releases
48
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
Package Risks
- No releases in 354 days despite active commits
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
100
Popularity
69
Adoption
100
Community
60
Provenance
0
How the maintenance status was determined
Last commit
6 days ago
Monthly downloads
1,109,271
•
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
1,109,271
Stars
1,592
Stars per 1k downloads
1.44
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
44,428
Month daily avg
36,976
Momentum
+20.2%
((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
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
360 days ago
Total releases
48
Releases/year
4.0
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
39
Monthly downloads
1,109,271
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
67
Issue Burden
18.2
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
12.9%
contrib / forks
Stale Release
354d
PR Velocity
Quiet
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
30.8K
Windows
936
macOS
519
Python Versions
3.12
50.1%
15.7K
3.11
17.7%
5.5K
3.13
16.0%
5.0K
3.10
11.6%
3.7K
3.14
4.7%
1.5K
Top Countries
1.
US
29.3K
US
2.
CN
1.0K
CN
3.
NL
792
NL
4.
DE
354
DE
5.
KR
299
KR
6.
SG
273
SG
7.
CA
172
CA
8.
ES
172
ES
9.
FR
150
FR
10.
JP
150
JP
Weekly Downloads
GitHub Stars
Dependencies
5
- numpy <3,>=1.22.3
- packaging
- pandas >=1.4.0
- scipy >=1.8
- statsmodels >=0.13.0
52 optional dependencies
-
black~=25.9.0[dev]extra == "dev"
-
colorama[dev]extra == "dev"
-
coverage[test]extra == "test"
-
cython>=3.0.10[dev]extra == "dev"
-
cython<4,>=3.0.13[doc]extra == "doc"
-
flake8[dev]extra == "dev"
-
flake8-bugbear[dev]extra == "dev"
-
fonttools>=4.43.0[doc]extra == "doc"
-
ipython>=8.0.1[doc]extra == "doc"
-
isort~=6.0[dev]extra == "dev"
-
jinja2[doc]extra == "doc"
-
jupyter[doc]extra == "doc"
-
jupyterlab>=4.4.8[doc]extra == "doc"
-
jupyterlab>=4.4.8[dev]extra == "dev"
-
jupyterlab-code-formatter[dev]extra == "dev"
-
matplotlib>=3.10[doc]extra == "doc"
-
matplotlib>=3[dev]extra == "dev"
-
meson[test]extra == "test"
-
mypy>=1.3[dev]extra == "dev"
-
nbconvert[doc]extra == "doc"
-
nbsphinx[doc]extra == "doc"
-
ninja[test]extra == "test"
-
notebook[doc]extra == "doc"
-
numba>=0.55[dev]extra == "dev"
-
numpy>=2.3.4[doc]extra == "doc"
-
numpydoc>=1.0.0[doc]extra == "doc"
-
packaging[dev]extra == "dev"
-
pandas~=2.3.3[doc]extra == "doc"
-
patsy>=0.5.3[doc]extra == "doc"
-
pickleshare[doc]extra == "doc"
-
pytest<9,>=8.4.1[dev]extra == "dev"
-
pytest<9,>=8.4.1[test]extra == "test"
-
pytest-cov[dev]extra == "dev"
-
pytest-cov[test]extra == "test"
-
pytest-randomly[test]extra == "test"
-
pytest-randomly[dev]extra == "dev"
-
pytest-xdist[test]extra == "test"
-
pytest-xdist[dev]extra == "dev"
-
pyupgrade>=3.4.0[dev]extra == "dev"
-
ruff>=0.8.6[dev]extra == "dev"
-
scipy>=1.16.0[doc]extra == "doc"
-
seaborn[doc]extra == "doc"
-
seaborn[dev]extra == "dev"
-
setuptools>=61[doc]extra == "doc"
-
setuptools-scm<10,>=9.2.0[dev]extra == "dev"
-
setuptools-scm<10,>=9.2.0[doc]extra == "doc"
-
sphinx>=7[doc]extra == "doc"
-
sphinx-autodoc-typehints[doc]extra == "doc"
-
sphinx-immaterial[doc]extra == "doc"
-
statsmodels>=0.13.5[doc]extra == "doc"
-
wheel[doc]extra == "doc"
-
zipp>=3.19.1[dev]extra == "dev"
Used By
100
- riskfolio-lib 83.8K/mo
- azureml-automl-runtime 32.6K/mo
- ml4t-diagnostic 11.6K/mo
- rliable 11.4K/mo
- seiche 10.8K/mo
- openbb-nightly 7.9K/mo
- openbb-econometrics 6.1K/mo
- aorta-sirius-dev 5.7K/mo
- aorta-sirius 5.3K/mo
- rdtools 4.8K/mo
Repository details
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh