Package Insights
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
90
Popularity
82
Adoption
58
Community
60
How the maintenance status was determined
Last commit
11 days ago
Monthly downloads
72,422
•
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
72,422
Stars
5,826
Stars per 1k downloads
80.45
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
2,274
Month daily avg
2,414
Momentum
-5.8%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
>=3.11
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
Apache Software License
•
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
89 days ago
Total releases
29
Releases/year
4.3
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
81
Monthly downloads
72,422
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
75
Issue Burden
4.3
per 1k stars
Discussions
6.2
per 1k stars
Fork Ratio
9.5%
contrib / forks
Stale Release
77d
PR Velocity
Quiet
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
1.3K
macOS
15
Windows
14
Python Versions
3.8
33.4%
421
3.10
21.6%
273
3.11
21.3%
269
3.12
12.4%
156
3.13
11.3%
143
Top Countries
1.
IN
604
IN
2.
US
470
US
3.
BE
80
BE
4.
SG
46
SG
5.
IE
42
IE
6.
CH
31
CH
7.
DE
23
DE
8.
CN
10
CN
9.
FI
9
FI
10.
NL
8
NL
Dependencies
18
- black >=26.1.0
- dill
- forestci ==0.6
- graphviz
- lightgbm
- matplotlib
- numpy >=1.25.2
- packaging
- pandas >=0.24.1
- pathos ==0.2.9
- pydotplus
- scikit-learn >=1.6.0
- scipy >=1.16.0
- seaborn
- shap
- statsmodels >=0.14.5
- tqdm
- xgboost
5 optional dependencies
- pyro-ppl[torch]
- pytest[test]
- pytest-cov[test]
- tensorflow[tf]
- torch[torch]
Package Information
License
Apache Software License
First Release
August 12, 2019
Last Release
3 months ago
Last Commit
1 week ago
Latest Version
0.16.0
Total Releases
29
Contributors
81
Open PRs
3
Archived
No
Author
Huigang Chen, Totte Harinen, Jeong-Yoon Lee, Jing Pan, Mike Yung, Zhenyu Zhao
Wheels
cp310
cp311
cp312
cp36
cp37
cp38
cp39
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh