Monthly downloads
147.3K
Weekly downloads
28.5K
GitHub stars
251
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
<4,>=3.9.0
Licence
MIT
Last Release
2 years ago
Author
Adrian Garcia Badaracco
First Release
May 19, 2020
Total Releases
20
Python Versions
3
3.9
3.10
3.11
3.12
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
8
Popularity
50
Adoption
51
Community
70
Provenance
0
How the maintenance status was determined
Last commit
918 days ago
Monthly downloads
147,325
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
Repository is archived on GitHub — no further commits expected.
How the popularity category was determined
Monthly downloads
147,325
Stars
251
Stars per 1k downloads
1.70
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
4,073
Month daily avg
4,911
Momentum
-17.1%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
Python version support tiers
requires_python
<4,>=3.9.0
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
MIT
•
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
918 days ago
Total releases
20
Releases/year
3.1
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
39
Monthly downloads
147,325
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
68
Issue Burden
143.4
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
76.5%
contrib / forks
Stale Release
No
PR Velocity
Quiet
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
2.6K
Windows
33
macOS
9
Python Versions
3.12
91.5%
2.4K
3.13
3.2%
83
3.8
1.9%
50
3.11
1.7%
44
3.10
1.7%
43
Top Countries
1.
US
2.2K
US
2.
SE
285
SE
3.
VN
27
VN
4.
IE
23
IE
5.
IN
17
IN
6.
GB
15
GB
7.
NL
15
NL
8.
SG
15
SG
9.
TW
9
TW
10.
DE
6
DE
Weekly Downloads
GitHub Stars
Dependencies
2
- keras >=3.2.0
- scikit-learn >=1.4.2
1 optional dependencies
-
tensorflow>=2.16.1[tensorflow]extra == "tensorflow" or extra == "test"
Used By
13
- aimodelshare 24.9K/mo
- adapt 1.5K/mo
- madml 677/mo
- flowi 565/mo
- churn-modeling-pipelines 376/mo
- auto-ml-kinder 299/mo
- stpredict 194/mo
- thermo-stability 170/mo
- spotfire-dsml 148/mo
- pymaise-dev 113/mo
Repository details
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords