JOSS: https://github.com/csinva/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: 21.161476462379966
Last synced: about 24 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 (over 6 years ago)
- Default Branch: master
- Last Pushed: 2025-11-20T18:33:25.000Z (3 months ago)
- Last Synced: 2026-01-22T07:36:51.772Z (15 days 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: 162 MB
- Stars: 1,567
- Watchers: 19
- Forks: 136
- Open Issues: 39
-
Metadata Files:
- Readme: readme.md
- Contributing: docs/contributing.md
- License: license.md
- Citation: citation.cff
Owner metadata:
- Name: Chandan Singh
- Login: csinva
- Email:
- Kind: user
- Description: Senior researcher @Microsoft interpreting ML models in science and medicine. PhD from UC Berkeley.
- Website: csinva.io
- Location: Microsoft research
- Twitter: csinva_
- Company: Senior researcher
- Icon url: https://avatars.githubusercontent.com/u/4960970?u=e7ae9f4b67102be3050c4975638153bedf2331fe&v=4
- Repositories: 29
- Last Synced at: 2023-03-02T11:05:30.824Z
- Profile URL: https://github.com/csinva
GitHub Events
Total
- Create event: 1
- Fork event: 10
- Issue comment event: 10
- Issues event: 6
- Member event: 1
- Pull request event: 3
- Push event: 23
- Watch event: 119
- Total: 173
Last Year
- Create event: 1
- Fork event: 5
- Issue comment event: 8
- Issues event: 2
- Member event: 1
- Pull request event: 3
- Push event: 8
- Watch event: 79
- Total: 107
Committers metadata
Last synced: 24 days ago
Total Commits: 957
Total Committers: 27
Avg Commits per committer: 35.444
Development Distribution Score (DDS): 0.538
Commits in past year: 14
Committers in past year: 4
Avg Commits per committer in past year: 3.5
Development Distribution Score (DDS) in past year: 0.286
| Name | Commits | |
|---|---|---|
| Chandan Singh | c****h@b****u | 442 |
| 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 |
| 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 |
| Avi A | a****v@g****m | 1 |
| Giovanni Misitano | g****o@j****i | 1 |
| Hagai Drory | h****d@s****m | 1 |
| Manolis Christoforou | e****u@g****m | 1 |
| Matthew Epland | m****d@k****m | 1 |
| Tiffany Meihui Tang | t****g@n****3 | 1 |
| Omer Ronen | o****n@a****U | 1 |
| Omer Ronen | o****r@O****l | 1 |
| Martin Holoubek | m****k@a****m | 1 |
| Abhineet Agarwal | a****7@l****c | 1 |
| Tuomo Kalliokoski | t****l@g****m | 1 |
| mattyshen | m****n@b****u | 1 |
Issue and Pull Request metadata
Last synced: 2 months ago
Total issues: 79
Total pull requests: 67
Average time to close issues: 21 days
Average time to close pull requests: 13 days
Total issue authors: 50
Total pull request authors: 17
Average comments per issue: 1.51
Average comments per pull request: 1.27
Merged pull request: 62
Bot issues: 0
Bot pull requests: 0
Past year issues: 6
Past year pull requests: 4
Past year average time to close issues: 3 days
Past year average time to close pull requests: about 12 hours
Past year issue authors: 4
Past year pull request authors: 3
Past year average comments per issue: 0.83
Past year average comments per pull request: 1.75
Past year merged pull request: 4
Past year bot issues: 0
Past year bot pull requests: 0
Top Issue Authors
- davidefiocco (6)
- mepland (6)
- Yannahhh (4)
- csinva (4)
- Innixma (3)
- vinay-k12 (2)
- davips (2)
- LuisaMaria2010 (2)
- tigerinus (2)
- JSONG006 (2)
- avraam-inside (2)
- erkankarabulut (2)
- man-c (2)
- Vikram12301 (2)
- athammad (2)
Top Pull Request Authors
- keyan3 (11)
- OmerRonen (11)
- mepland (9)
- csinva (9)
- jckkvs (4)
- yanshuotan (4)
- tiffanymtang (3)
- zachrewolinski (2)
- davidefiocco (2)
- Hagai (2)
- mattheweplandKH (2)
- gialmisi (2)
- thewchan (2)
- mattyshen (1)
- man-c (1)
Top Issue Labels
- enhancement (12)
- bug (5)
- duplicate (2)
Top Pull Request Labels
- documentation (1)
Package metadata
- Total packages: 2
-
Total downloads:
- pypi: 35,732 last-month
- Total dependent packages: 7 (may contain duplicates)
- Total dependent repositories: 4 (may contain duplicates)
- Total versions: 91
- 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: 2.0.4 (published 2 months ago)
- Last Synced: 2026-01-26T17:17:32.690Z (10 days ago)
- Versions: 55
- Dependent Packages: 7
- Dependent Repositories: 4
- Downloads: 35,732 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)
proxy.golang.org: github.com/csinva/imodels
- Homepage:
- Documentation: https://pkg.go.dev/github.com/csinva/imodels#section-documentation
- Licenses: mit
- Latest release: v2.3.0+incompatible (published over 3 years ago)
- Last Synced: 2026-01-26T17:17:30.442Z (10 days ago)
- Versions: 36
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent packages count: 9.016%
- Average: 9.591%
- Dependent repos count: 10.166%
Dependencies
- actions/checkout v2 composite
- actions/setup-python v2 composite