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
745 days ago
Monthly downloads
2,784
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
2,784
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
68
Month daily avg
93
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.
Python version support tiers
requires_python
>=3.8
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
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
745 days ago
Total releases
57
Releases/year
6.8
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
2,784
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
-
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
17
Windows
5
Python Versions
3.11
36.4%
8
3.10
27.3%
6
3.9
22.7%
5
3.13
9.1%
2
3.7
4.5%
1
Top Countries
1.
CN
15
CN
2.
JP
6
JP
3.
US
5
US
4.
CA
1
CA
5.
SG
1
SG
Dependencies
7
83 optional dependencies
- bs4[full]
- bs4[test]
- bs4[spider]
- flake8[dev]
- flake8[test]
- image[doc]
- image[dev]
- ipython[dev]
- ipython[doc]
- lxml[test]
- lxml[spider]
- lxml[full]
- m2r2[dev]
- m2r2[doc]
- matplotlib[dm]
- matplotlib[viz]
- matplotlib[full]
- matplotlib[ml-full]
- matplotlib[ml-viz]
- matplotlib[test]
- nbsphinx[doc]
- nbsphinx[dev]
- nni[test]
- nni[ml-viz]
- nni[ml-full]
- nni[ml]
- nni[full]
- numpy[ml-viz]
- numpy[test]
- numpy[dm]
- numpy[full]
- numpy[ml]
- numpy[ml-full]
- pandas[ml-full]
- pandas[test]
- pandas[ml]
- pandas[ml-viz]
- pandas[dm]
- pandas[full]
- pytest[test]
- pytest[dev]
- pytest-cov[dev]
- pytest-cov[test]
- rarfile[full]
- rarfile[spider]
- rarfile[test]
- recommonmark[doc]
- recommonmark[dev]
- requests[test]
- requests[full]
- requests[spider]
- scikit-learn[ml-full]
- scikit-learn[ml-viz]
- scikit-learn[test]
- scikit-learn[ml]
- scikit-learn[full]
- scipy[ml-full]
- scipy[ml-viz]
- scipy[test]
- scipy[full]
- scipy[ml]
- setuptools[dev]
- sphinx[doc]
- sphinx[dev]
- sphinx-rtd-theme[doc]
- sphinx-rtd-theme[dev]
- sphinx-toggleprompt[doc]
- sphinx-toggleprompt[dev]
- tensorboard[viz]
- tensorboard[test]
- tensorboard[ml-viz]
- tensorboard[ml-full]
- tensorboard[full]
- tensorboardx[test]
- tensorboardx[full]
- tensorboardx[ml-full]
- tensorboardx[ml-viz]
- tensorboardx[viz]
- twine[dev]
- urllib3[full]
- urllib3[spider]
- urllib3[test]
- wheel[dev]
Package Information
License
LICENSE.txt
First Release
December 17, 2017
Last Release
2 years ago
Last Commit
-
Latest Version
1.4.3
Total Releases
57
Contributors
-
Open PRs
-
Archived
-
Author
Sherlock, Shiwei Tong
Python Versions
3
3.8
3.9
3.10
3.11
3.12
Topics
-
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh