Monthly downloads
32.7K
Weekly downloads
9.0K
GitHub stars
631
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
Not specified
Licence
GNU General Public License v3.0
Last Release
3 years ago
Author
Samuele Mazzanti
First Release
February 15, 2022
Total Releases
9
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 breakdown - each component scores 0-100, weighted by percentage
Maintenance
20
Popularity
58
Adoption
75
Community
30
Provenance
0
How the maintenance status was determined
Last commit
696 days ago
Monthly downloads
32,717
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
32,717
Stars
631
Stars per 1k downloads
19.29
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
1,283
Month daily avg
1,091
Momentum
+17.7%
((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
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
1203 days ago
Total releases
9
Releases/year
1.9
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
32,717
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
28.5
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
7.7%
contrib / forks
Stale Release
507d
PR Velocity
Quiet
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
194
Windows
24
macOS
4
Python Versions
3.11
45.0%
95
3.13
23.7%
50
3.12
19.4%
41
3.10
8.1%
17
3.8
3.8%
8
Top Countries
1.
US
105
US
2.
DE
73
DE
3.
SG
13
SG
4.
CN
7
CN
5.
NL
4
NL
6.
TR
4
TR
7.
AU
2
AU
8.
ES
2
ES
9.
IN
2
IN
10.
IT
2
IT
Weekly Downloads
GitHub Stars
Dependencies
9
- category-encoders
- jinja2
- joblib
- numpy >=1.18.1
- pandas >=1.0.3
- polars >=0.12.5
- scikit-learn
- scipy
- tqdm
Used By
10
- geocif 62.5K/mo
- kreview 923/mo
- jarvais 565/mo
- metaclock-analysis-workflows 435/mo
- aging-metaclock 433/mo
- py-neuromodulation 334/mo
- ensemble-binclass 216/mo
- njab 194/mo
- moose-fs 147/mo
- smlptech 73/mo
Repository details
GitHub Topics
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh