Package Insights
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
80
Popularity
24
Adoption
37
Community
30
How the maintenance status was determined
Last commit
36 days ago
Monthly downloads
5,562
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
5,562
Stars
19
Stars per 1k downloads
3.42
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
148
Month daily avg
185
Momentum
-20.0%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
<4.0,>=3.9
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
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
58 days ago
Total releases
62
Releases/year
13.8
•
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
12
Monthly downloads
5,562
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
35
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
400.0%
contrib / forks
Stale Release
No
PR Velocity
Quiet
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
39
Python Versions
3.12
61.5%
24
3.10
30.8%
12
3.11
5.1%
2
3.9
2.6%
1
Top Countries
1.
DE
30
DE
2.
CN
19
CN
3.
US
18
US
4.
TW
2
TW
5.
CA
1
CA
6.
SG
1
SG
Dependencies
6
- joblib >=1.3
- numpy >=1.0
- pandas >=1.3
- scikit-learn >=1.2.0
- tqdm >=4.62.3
- typing-extensions >=4.1.1
4 optional dependencies
- attrs[attrs]
- optuna[optuna]
- tensorflow-cpu[x-tensorflow]
- torch[x-torch-cpu]
Package Information
License
Unknown
First Release
November 3, 2021
Last Release
1 month ago
Last Commit
1 month ago
Latest Version
2.2.0
Total Releases
62
Contributors
12
Open PRs
0
Archived
No
Author
Arne Küderle, Robert Richer, Raul C. Sîmpetru, Björn Eskofier
Wheels
py3
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh