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
13 days ago
Monthly downloads
23,863
•
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
23,863
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
141
Month daily avg
795
Momentum
-82.3%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
Not specified
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
Package does not declare a minimum Python version.
License categories
License
Not specified
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
Package does not declare a license.
How the release cadence was determined
Last release
13 days ago
Total releases
28
Releases/year
10.6
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
23,863
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
1
Python Versions
3.11
100.0%
1
Top Countries
1.
US
22
US
2.
HK
7
HK
3.
KR
7
KR
4.
ES
2
ES
5.
CA
1
CA
6.
CN
1
CN
Dependencies
14
- cloudpickle <3.0.0,>=1.5.0
- defusedxml >=0.5.0
- importlib-metadata >=1.4
- msgpack >=1.0.0
- numpy <2.0.0,>=1.19.0
- pandas <3.0.0,>=1.0.0
- pickle5
- pyarrow >=1.0.0
- pyodps >=0.12.0
- pyyaml >=5.1
- scipy >=1.0
- tornado >=6.0
- tqdm >=4.1.0
- traitlets >=5.0
14 optional dependencies
- black[dev]
- flake8[dev]
- flake8-type-checking[dev]
- graphviz[dev]
- lightgbm[test]
- matplotlib[test]
- mock[test]
- pre-commit[dev]
- pytest[test]
- pytest-asyncio[test]
- pytest-cov[test]
- pytest-timeout[test]
- scikit-learn[test]
- xgboost[test]
Used By
0
Not used by any tracked packages
Package Information
License
Unknown
First Release
September 15, 2023
Last Release
1 week ago
Last Commit
-
Latest Version
2.6.0
Total Releases
28
Contributors
-
Open PRs
-
Archived
-
Wheels
cp311
cp37
cp39
Topics
-
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh