Monthly downloads
34.1K
Weekly downloads
7.4K
GitHub stars
1.5K
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
>=3.9
Licence
OSI Approved
Last Release
8 months ago
Author
Przemyslaw Biecek
First Release
March 13, 2020
Total Releases
29
Python Versions
3
3.9
3.10
3.11
3.12
3.13
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
Package Risks
- No releases in 176 days despite active commits
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
65
Popularity
66
Adoption
55
Community
50
Provenance
0
How the maintenance status was determined
Last commit
93 days ago
Monthly downloads
34,068
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
34,068
Stars
1,488
Stars per 1k downloads
43.68
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
1,058
Month daily avg
1,136
Momentum
-6.8%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
Python version support tiers
requires_python
>=3.9
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
License categories
License
OSI Approved
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
269 days ago
Total releases
29
Releases/year
4.4
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
32
Monthly downloads
34,068
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
52
Issue Burden
19.5
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
18.5%
contrib / forks
Stale Release
176d
PR Velocity
Quiet
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
673
Windows
4
macOS
2
Python Versions
3.11
48.6%
327
3.10
39.1%
263
3.12
10.7%
72
3.13
1.2%
8
3.14
0.4%
3
Top Countries
1.
US
298
US
2.
NL
142
NL
3.
IE
100
IE
4.
SG
64
SG
5.
AE
45
AE
6.
SE
25
SE
7.
AU
16
AU
8.
FI
7
FI
9.
DE
3
DE
10.
FR
3
FR
Weekly Downloads
GitHub Stars
Dependencies
7
- numpy >=1.23.5
- packaging
- pandas <3.0.0,>=1.5.3
- plotly >=6.0.0
- scipy >=1.6.3
- setuptools
- tqdm >=4.61.2
9 optional dependencies
-
flask>=1.1.2[full]extra == "full"
-
flask-cors>=3.0.8[full]extra == "full"
-
ipywidgets>=7.6.3[full]extra == "full"
-
kaleido>=0.2.1[full]extra == "full"
-
lime>=0.2.0.1[full]extra == "full"
-
requests>=2.24.0[full]extra == "full"
-
scikit-learn>=0.22.0[full]extra == "full"
-
shap>=0.35.0[full]extra == "full"
-
statsmodels>=0.11.1[full]extra == "full"
Used By
8
- kyle-out-zip 499/mo
- edgaro 173/mo
- fairdetect-groupb 167/mo
- explain-spike 149/mo
- equalityml 96/mo
- plsexplain 81/mo
- fairdetect-groupb-ra 54/mo
- spike-explainability 44/mo
Repository details
GitHub Topics
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh