Monthly downloads
2.0K
Weekly downloads
535
GitHub stars
-
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
>=3.8
Licence
LICENSE.txt
Last Release
2 years ago
Author
Sherlock, Shiwei Tong
First Release
December 17, 2017
Total Releases
57
Python Versions
3
3.8
3.9
3.10
3.11
3.12
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 based on PyPI data only - no linked source repository
N/A
Health Score
Not available
requires GitHub data
How the maintenance status was determined
Last release
908 days ago
Monthly downloads
1,979
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
1,979
Stars
Unknown
Stars per 1k downloads
—
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
No star data — can't compute stars-to-downloads ratio.
How download momentum is calculated
Week daily avg
76
Month daily avg
66
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
More insights and metrics
Python version support tiers
requires_python
>=3.8
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
LICENSE.txt
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
908 days ago
Total releases
57
Releases/year
6.5
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
Unknown
Monthly downloads
1,979
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
Contributor count is missing — this usually indicates the package has no linked GitHub repository.
Engagement
0
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
-
contrib / forks
Stale Release
No
PR Velocity
-
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
9
macOS
1
Python Versions
3.10
60.0%
6
3.12
20.0%
2
3.13
10.0%
1
3.14
10.0%
1
Top Countries
1.
US
72
US
2.
TW
3
TW
3.
DE
2
DE
4.
FR
2
FR
5.
GB
2
GB
6.
CA
1
CA
7.
CN
1
CN
8.
HK
1
HK
9.
JP
1
JP
Weekly Downloads
GitHub Stars
Dependencies
7
83 optional dependencies
-
bs4[full]extra == "full"
-
bs4[test]extra == "test"
-
bs4[spider]extra == "spider"
-
flake8[dev]extra == "dev"
-
flake8[test]extra == "test"
-
image[doc]extra == "doc"
-
image[dev]extra == "dev"
-
ipython[dev]extra == "dev"
-
ipython[doc]extra == "doc"
-
lxml[test]extra == "test"
-
lxml[spider]extra == "spider"
-
lxml[full]extra == "full"
-
m2r2[dev]extra == "dev"
-
m2r2[doc]extra == "doc"
-
matplotlib[dm]extra == "dm"
-
matplotlib[viz]extra == "viz"
-
matplotlib[full]extra == "full"
-
matplotlib[ml-full]extra == "ml-full"
-
matplotlib[ml-viz]extra == "ml-viz"
-
matplotlib[test]extra == "test"
-
nbsphinx[doc]extra == "doc"
-
nbsphinx[dev]extra == "dev"
-
nni[test]extra == "test"
-
nni[ml-viz]extra == "ml-viz"
-
nni[ml-full]extra == "ml-full"
-
nni[ml]extra == "ml"
-
nni[full]extra == "full"
-
numpy>=1.16.5[ml-viz]extra == "ml-viz"
-
numpy>=1.16.5[test]extra == "test"
-
numpy[dm]extra == "dm"
-
numpy>=1.16.5[full]extra == "full"
-
numpy>=1.16.5[ml]extra == "ml"
-
numpy>=1.16.5[ml-full]extra == "ml-full"
-
pandas[ml-full]extra == "ml-full"
-
pandas[test]extra == "test"
-
pandas[ml]extra == "ml"
-
pandas[ml-viz]extra == "ml-viz"
-
pandas>=2.0[dm]extra == "dm"
-
pandas[full]extra == "full"
-
pytest>=4[test]extra == "test"
-
pytest>=4[dev]extra == "dev"
-
pytest-cov>=2.6.0[dev]extra == "dev"
-
pytest-cov>=2.6.0[test]extra == "test"
-
rarfile[full]extra == "full"
-
rarfile[spider]extra == "spider"
-
rarfile[test]extra == "test"
-
recommonmark[doc]extra == "doc"
-
recommonmark[dev]extra == "dev"
-
requests[test]extra == "test"
-
requests[full]extra == "full"
-
requests[spider]extra == "spider"
-
scikit-learn[ml-full]extra == "ml-full"
-
scikit-learn[ml-viz]extra == "ml-viz"
-
scikit-learn[test]extra == "test"
-
scikit-learn[ml]extra == "ml"
-
scikit-learn[full]extra == "full"
-
scipy[ml-full]extra == "ml-full"
-
scipy[ml-viz]extra == "ml-viz"
-
scipy[test]extra == "test"
-
scipy[full]extra == "full"
-
scipy[ml]extra == "ml"
-
setuptools>=40[dev]extra == "dev"
-
sphinx[doc]extra == "doc"
-
sphinx[dev]extra == "dev"
-
sphinx-rtd-theme[doc]extra == "doc"
-
sphinx-rtd-theme[dev]extra == "dev"
-
sphinx-toggleprompt[doc]extra == "doc"
-
sphinx-toggleprompt[dev]extra == "dev"
-
tensorboard[viz]extra == "viz"
-
tensorboard[test]extra == "test"
-
tensorboard[ml-viz]extra == "ml-viz"
-
tensorboard[ml-full]extra == "ml-full"
-
tensorboard[full]extra == "full"
-
tensorboardx[test]extra == "test"
-
tensorboardx[full]extra == "full"
-
tensorboardx[ml-full]extra == "ml-full"
-
tensorboardx[ml-viz]extra == "ml-viz"
-
tensorboardx[viz]extra == "viz"
-
twine[dev]extra == "dev"
-
urllib3[full]extra == "full"
-
urllib3[spider]extra == "spider"
-
urllib3[test]extra == "test"
-
wheel[dev]extra == "dev"
Repository details
Forks
-
Issues
-
Last Commit
-
Contributors
-
Open PRs
-
Archived
-
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh