imodels

ai artificial-intelligence bayesian-rule-list data-science explainable-ai explainable-ml imodels interpretability machine-learning ml optimal-classification-tree python rule-learning rulefit rules scikit-learn statistics supervised-learning

Score: 20.976172110679908

Last synced: about 4 hours ago
JSON representation

Repository metadata:

Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).

Host: GitHub
URL: https://github.com/csinva/imodels
Owner: csinva
License: mit
Created: 2019-07-04T15:38:48.000Z (about 7 years ago)
Default Branch: master
Last Pushed: 2026-09-28T19:17:23.000Z (1 day ago)
Last Synced: 2026-09-28T21:40:36.387Z (1 day ago)
Topics: ai, artificial-intelligence, bayesian-rule-list, data-science, explainable-ai, explainable-ml, imodels, interpretability, machine-learning, ml, optimal-classification-tree, python, rule-learning, rulefit, rules, scikit-learn, statistics, supervised-learning
Language: Jupyter Notebook
Homepage: https://csinva.io/imodels
Size: 171 MB
Stars: 1,621
Watchers: 19
Forks: 143
Open Issues: 10
Metadata Files:
- Readme: readme.md
- Contributing: docs/contributing.md
- License: license.md
- Citation: citation.cff

Owner metadata:

Name: Chandan Singh
Login: csinva
Email: csinva23@gmail.com
Kind: user
Description: Seeking superhuman explanations. Prev @MicrosoftResearch & AI PhD from UC Berkeley.
Website: csinva.io
Location: Voyage AI
Twitter: csinva
Company: Staff research scientist
Icon url: https://avatars.githubusercontent.com/u/4960970?u=e7ae9f4b67102be3050c4975638153bedf2331fe&v=4
Repositories: 68
Last Synced at: 2026-09-25T21:12:27.473Z
Profile URL: https://github.com/csinva

GitHub Events

Total

Create event: 11
Fork event: 10
Issue comment event: 10
Issues event: 6
Member event: 1
Pull request event: 3
Push event: 53
Watch event: 123
Total: 217

Last Year

Create event: 10
Fork event: 2
Issue comment event: 2
Push event: 31
Watch event: 14
Total: 59

Committers metadata

Last synced: 1 day ago

Total Commits: 1,175
Total Committers: 29
Avg Commits per committer: 40.517
Development Distribution Score (DDS): 0.447

Commits in past year: 219
Committers in past year: 4
Avg Commits per committer in past year: 54.75
Development Distribution Score (DDS) in past year: 0.05

Name	Email	Commits
Chandan Singh	c**h@b**u	650
Keyan Nasseri	k**3@b**u	184
Yan Shuo Tan	y**o@g**m	77
aagarwal1996	a**7@b**u	68
Tiffany Tang	t**g@b**u	60
Matthew Epland	m**d@g**m	37
jak_tkvs	3****s	31
OmerRonen	o**0@g**m	23
Sean Smith	s**4@g**m	11
dependabot[bot]	4****]	9
Abhineet Agarwal	a**7@l**c	2
Tiffany Meihui Tang	t**g@n**0	2
Davide Fiocco	d****o	2
Manuel Schmitz	m**z@g**t	2
Matt Chan	4****n	2
zyliang2001	z**g@b**u	2
mattyshen	m**n@b**u	1
awhug	a**s@o**m	1
Abhineet Agarwal	a**7@l**c	1
Martin Holoubek	m**k@a**m	1
Omer Ronen	o**r@O**l	1
Omer Ronen	o**n@a**U	1
Tiffany Meihui Tang	t**g@n**3	1
Tuomo Kalliokoski	t**l@g**m	1
Matthew Epland	m**d@k**m	1
Manolis Christoforou	e**u@g**m	1
Hagai Drory	h**d@s**m	1
Giovanni Misitano	g**o@j**i	1
Avi A	a**v@g**m	1

Issue and Pull Request metadata

Last synced: 1 day ago

Total issues: 84
Total pull requests: 142
Average time to close issues: over 1 year
Average time to close pull requests: 7 days
Total issue authors: 53
Total pull request authors: 19
Average comments per issue: 1.57
Average comments per pull request: 0.63
Merged pull request: 130
Bot issues: 0
Bot pull requests: 12

Past year issues: 5
Past year pull requests: 76
Past year average time to close issues: 2 months
Past year average time to close pull requests: about 8 hours
Past year issue authors: 4
Past year pull request authors: 5
Past year average comments per issue: 1.0
Past year average comments per pull request: 0.12
Past year merged pull request: 69
Past year bot issues: 0
Past year bot pull requests: 12

More stats: https://issues.ecosyste.ms/repositories/lookup?url=https://github.com/csinva/imodels

Top Issue Authors

davidefiocco (6)
mepland (6)
csinva (5)
Yannahhh (4)
Innixma (3)
vinay-k12 (2)
davips (2)
gialmisi (2)
LuisaMaria2010 (2)
tigerinus (2)
JSONG006 (2)
avraam-inside (2)
erkankarabulut (2)
man-c (2)
Vikram12301 (2)

Top Pull Request Authors

csinva (70)
dependabot[bot] (12)
keyan3 (11)
OmerRonen (11)
mepland (9)
jckkvs (4)
yanshuotan (4)
tiffanymtang (3)
zachrewolinski (2)
davidefiocco (2)
Hagai (2)
mattyshen (2)
mattheweplandKH (2)
gialmisi (2)
thewchan (2)

Top Issue Labels

enhancement (14)
bug (5)
duplicate (2)

Top Pull Request Labels

python:uv (12)
dependencies (12)
documentation (1)

Package metadata

Total packages: 2
Total downloads:
- pypi: 27,214 last-month
Total dependent packages: 7 (may contain duplicates)
Total dependent repositories: 4 (may contain duplicates)
Total versions: 97
Total maintainers: 1

pypi.org: imodels

Implementations of various interpretable models

Homepage: https://github.com/csinva/imodels
Documentation: https://imodels.readthedocs.io/
Licenses: MIT
Latest release: 3.0.2 (published 3 days ago)
Last Synced: 2026-09-28T18:37:37.547Z (1 day ago)
Versions: 58
Dependent Packages: 7
Dependent Repositories: 4
Downloads: 27,214 Last month
Rankings:
- Downloads: 0.718%
- Dependent packages count: 1.389%
- Stargazers count: 1.891%
- Average: 3.189%
- Forks count: 4.434%
- Dependent repos count: 7.515%
Maintainers (1)
- csinva

proxy.golang.org: github.com/csinva/imodels

Homepage:
Documentation: https://pkg.go.dev/github.com/csinva/imodels#section-documentation
Licenses: mit
Latest release: v3.0.2+incompatible (published 3 days ago)
Last Synced: 2026-09-28T18:38:03.197Z (1 day ago)
Versions: 39
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent packages count: 9.016%
- Average: 9.591%
- Dependent repos count: 10.166%

Dependencies

.github/workflows/python-package.yml actions

actions/checkout v2 composite
actions/setup-python v2 composite

pyproject.toml pypi

matplotlib *
mlxtend *
numpy *
pandas *
requests *
scikit-learn *
scipy *
tqdm *

uv.lock pypi

224 dependencies

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