Monthly downloads
13.0K
Weekly downloads
2.7K
GitHub stars
-
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
Not specified
Licence
Unknown
Last Release
3 weeks ago
First Release
September 15, 2023
Total Releases
33
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
24 days ago
Monthly downloads
13,043
•
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
13,043
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
380
Month daily avg
435
Momentum
-12.5%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
Python version support tiers
requires_python
Not specified
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
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
24 days ago
Total releases
33
Releases/year
10.7
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
13,043
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
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
macOS
10
Linux
6
Python Versions
3.11
44.4%
8
3.14
22.2%
4
3.12
16.7%
3
3.9
16.7%
3
Top Countries
1.
US
56
US
2.
FR
38
FR
3.
CN
20
CN
4.
SG
6
SG
5.
JP
1
JP
Weekly Downloads
GitHub Stars
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 <3.1.0,>=1.0.0
-
pickle5
python_version < "3.8"
- pyarrow >=1.0.0
- pyodps >=0.12.4
- pyyaml >=5.1
- scipy >=1.0
- tornado >=6.0
- tqdm >=4.1.0
- traitlets >=5.0
15 optional dependencies
-
black>=22.3.0[dev]extra == "dev"
-
flake8>=5.0.4[dev]extra == "dev"
-
flake8-type-checking>=1.0.3[dev]extra == "dev"
-
graphviz>=0.20.1[dev]extra == "dev"
-
lightgbm<4.0.0,>=3.0.0[test]extra == "test"
-
matplotlib>=2.0.0[test]extra == "test"
-
mock[test]extra == "test"
-
pre-commit>=2.15.0[dev]extra == "dev"
-
pylance>=2.0.0[test]python_version >= "3.9" and extra == "test"
-
pytest>=7.3.1[test]extra == "test"
-
pytest-asyncio>=0.21.0[test]extra == "test"
-
pytest-cov>=4.1.0[test]extra == "test"
-
pytest-timeout>=2.1.0[test]extra == "test"
-
scikit-learn<1.8.0,>=1.0[test]extra == "test"
-
xgboost>=1.6.2[test]extra == "test"
Used By
0
Not used by any tracked packages
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