PyPI Stats
artefactory

choice-learn

Discrete choice modeling in Python with large datasets & single choice / basket models - Assortment & Pricing Optimization .
PyPI GitHub
Downloads
Day
109
Week
573
Month
1.2K
Stars
107
Forks
13
Issues
30
Version
1.3.2

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
90
Popularity
39
Adoption
30
Community
50
How the maintenance status was determined
Last commit
3 days ago
Monthly downloads
1,211
• 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
1,211
Stars
107
Stars per 1k downloads
88.36
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
82
Month daily avg
40
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
Python version support tiers
requires_python
<3.13,>=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
MIT License
• 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
3 days ago
Total releases
13
Releases/year
6.7
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
1,211
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
60
 
Issue Burden
280.4
per 1k stars
Discussions
65.4
per 1k stars
Fork Ratio
92.3%
contrib / forks
Stale Release
No
 
PR Velocity
Active
 

Weekly Downloads

GitHub Stars

Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Windows 8
Linux 4

Python Versions

3.14
50.0% 6
3.12
33.3% 4
3.11
16.7% 2

Top Countries

1. US US
9
2. NL NL
2
3. TW TW
2
4. CA CA
1

Dependencies

6
2 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
MIT License
First Release
May 28, 2024
Last Release
3 days ago
Last Commit
3 days ago
Latest Version
1.3.2
Total Releases
13
Contributors
12
Open PRs
10
Archived
No
Author
Vincent Auriau
Python Versions
3 3.9 3.10 3.11 3.12
Keywords
discrete choice model machine learning assortment pricing retail supermarket
Topics
assortment choice learning machine ml model gurobi optimization or-tools pricing tensorflow deep neural-networks conditional-logit-model rum choice-modeling choice-model discrete-choice-models research-center multinomial-logit
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links