Package Insights
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
20
Popularity
58
Adoption
48
Community
30
How the maintenance status was determined
Last commit
533 days ago
Monthly downloads
63,565
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
63,565
Stars
625
Stars per 1k downloads
9.83
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
1,364
Month daily avg
2,119
Momentum
-35.6%
((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
GNU General Public License v3.0
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
1041 days ago
Total releases
9
Releases/year
2.1
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
7
Monthly downloads
63,565
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
36
Issue Burden
28.8
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
7.8%
contrib / forks
Stale Release
507d
PR Velocity
Quiet
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
411
macOS
17
Windows
9
Python Versions
3.12
53.2%
219
3.11
27.2%
112
3.10
15.5%
64
3.9
2.4%
10
3.14
1.7%
7
Top Countries
1.
US
282
US
2.
DE
67
DE
3.
AU
18
AU
4.
FR
18
FR
5.
NL
13
NL
6.
BR
6
BR
7.
GB
6
GB
8.
IE
5
IE
9.
IT
5
IT
10.
SG
4
SG
Dependencies
9
- category-encoders
- jinja2
- joblib
- numpy >=1.18.1
- pandas >=1.0.3
- polars >=0.12.5
- scikit-learn
- scipy
- tqdm
Package Information
License
GNU General Public License v3.0
First Release
February 15, 2022
Last Release
2 years ago
Last Commit
1 year ago
Latest Version
0.2.8
Total Releases
9
Contributors
7
Open PRs
1
Archived
No
Author
Samuele Mazzanti
Wheels
py3
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh