JOSS: https://github.com/rasbt/mlxtend
association-rules data-mining data-science machine-learning python supervised-learning unsupervised-learning
Score: 26.99337592239637
Last synced: about 9 hours ago
JSON representation
Repository metadata:
A library of extension and helper modules for Python's data analysis and machine learning libraries.
- Host: GitHub
- URL: https://github.com/rasbt/mlxtend
- Owner: rasbt
- License: other
- Created: 2014-08-14T01:56:16.000Z (about 12 years ago)
- Default Branch: master
- Last Pushed: 2026-09-25T21:02:06.000Z (3 days ago)
- Last Synced: 2026-09-26T09:47:24.593Z (3 days ago)
- Topics: association-rules, data-mining, data-science, machine-learning, python, supervised-learning, unsupervised-learning
- Language: Python
- Homepage: https://rasbt.github.io/mlxtend/
- Size: 98.8 MB
- Stars: 5,177
- Watchers: 115
- Forks: 918
- Open Issues: 138
-
Metadata Files:
- Readme: README.md
- License: LICENSE-BSD3.txt
- Code of conduct: .github/CODE_OF_CONDUCT.md
Owner metadata:
- Name: Sebastian Raschka
- Login: rasbt
- Email:
- Kind: user
- Description: Machine Learning and AI researcher & currently research engineer at a startup
- Website: https://magazine.sebastianraschka.com
- Location: Madison, WI
- Twitter: rasbt
- Company: @Lightning-AI , University of Wisconsin-Madison
- Icon url: https://avatars.githubusercontent.com/u/5618407?u=fb6135afa4c7095d0f94c4c0e0eee37d1979a764&v=4
- Repositories: 136
- Last Synced at: 2024-05-14T00:04:50.518Z
- Profile URL: https://github.com/rasbt
GitHub Events
Total
- Create event: 11
- Delete event: 13
- Discussion event: 1
- Fork event: 44
- Issue comment event: 80
- Issues event: 20
- Pull request event: 51
- Pull request review comment event: 20
- Pull request review event: 38
- Push event: 36
- Release event: 3
- Watch event: 207
- Total: 524
Last Year
- Create event: 6
- Delete event: 10
- Discussion event: 1
- Fork event: 8
- Issue comment event: 18
- Issues event: 7
- Pull request event: 23
- Pull request review comment event: 7
- Pull request review event: 13
- Push event: 16
- Watch event: 20
- Total: 129
Committers metadata
Last synced: 1 day ago
Total Commits: 1,404
Total Committers: 125
Avg Commits per committer: 11.232
Development Distribution Score (DDS): 0.333
Commits in past year: 44
Committers in past year: 14
Avg Commits per committer in past year: 3.143
Development Distribution Score (DDS) in past year: 0.705
| Name | Commits | |
|---|---|---|
| rasbt | m****l@s****m | 936 |
| SolidAhmad | n****r@g****m | 110 |
| Dmitry Labazkin | l****y@g****m | 25 |
| James Bourbeau | j****u@g****m | 18 |
| Sebastian Raschka | r****s@m****u | 16 |
| dependabot[bot] | 4****] | 13 |
| reiinakano | r****o@y****m | 13 |
| Maitreyee Mhasakar | m****r@g****m | 12 |
| Kota Mori | k****5@g****m | 10 |
| Takashi Oya | t****a@T****l | 10 |
| JJLWHarrison | j****9@g****m | 9 |
| jaksmid | j****d@b****i | 8 |
| fatihsen20 | f****0@g****m | 8 |
| Zach Griffith | z****h@i****u | 8 |
| Will McGinnis | w****l@p****m | 8 |
| Ne-oL | 3****L | 7 |
| zuari1993 | l****n@w****u | 7 |
| Daniel Kleine | 5****e | 6 |
| ftnext | t****p@g****m | 6 |
| Daniel | d****9@g****m | 5 |
| F.J.H. Heras | f****s@g****m | 5 |
| Guillaume Poirier-Morency | g****y@g****m | 5 |
| Jean-Baptiste Braun | 8****f | 5 |
| Mariam Zakaria | 1****1 | 5 |
| Qiang Gu | 3****u | 5 |
| Vahid Mirjalili | 2****y | 4 |
| Colin Carroll | c****l@g****m | 4 |
| Floris Hoogenboom | f****s@d****l | 4 |
| Steve Harenberg | h****d@g****m | 4 |
| naman.mistry | 6****y | 4 |
| and 95 more... | ||
Issue and Pull Request metadata
Last synced: 1 day ago
Total issues: 97
Total pull requests: 161
Average time to close issues: 8 months
Average time to close pull requests: about 2 months
Total issue authors: 72
Total pull request authors: 47
Average comments per issue: 3.33
Average comments per pull request: 2.76
Merged pull request: 116
Bot issues: 0
Bot pull requests: 11
Past year issues: 3
Past year pull requests: 41
Past year average time to close issues: N/A
Past year average time to close pull requests: 18 days
Past year issue authors: 3
Past year pull request authors: 13
Past year average comments per issue: 0.0
Past year average comments per pull request: 0.66
Past year merged pull request: 17
Past year bot issues: 0
Past year bot pull requests: 11
Top Issue Authors
- rasbt (17)
- NimaSarajpoor (4)
- ftnext (3)
- carlsmedstad (2)
- it176131 (2)
- arilwan (2)
- bartolomeo3000 (2)
- mikaelmv (1)
- huanfachen (1)
- labdmitriy (1)
- zuari1993 (1)
- ltbd78 (1)
- josejub (1)
- rich-ard (1)
- nucsit026 (1)
Top Pull Request Authors
- rasbt (43)
- mariam851 (15)
- d-kleine (12)
- dependabot[bot] (11)
- fkdosilovic (4)
- NimaSarajpoor (4)
- it176131 (4)
- namanmistry (4)
- zazass8 (4)
- zuari1993 (4)
- HassaneSkikri (4)
- ftnext (3)
- VenishPaneliya (3)
- soumyadsanyal (2)
- sachinn854 (2)
Top Issue Labels
- Bug (31)
- New Feature (20)
- Question (12)
- Documentation (12)
- Enhancement (9)
- help wanted (5)
- easy (4)
Top Pull Request Labels
- python:uv (11)
- dependencies (11)
- in progress (2)
- Enhancement (2)
Package metadata
- Total packages: 14
-
Total downloads:
- pypi: 681,422 last-month
- conda: 3,666 total
- Total docker downloads: 109,005
- Total dependent packages: 58 (may contain duplicates)
- Total dependent repositories: 1,311 (may contain duplicates)
- Total versions: 119
- Total maintainers: 2
nixpkgs-unstable: python313Packages.mlxtend
Library of Python tools and extensions for data science
- Homepage: https://github.com/rasbt/mlxtend
- Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-unstable/pkgs/development/python-modules/mlxtend/default.nix#L69
- Licenses: BSD-3-Clause
- Latest release: 0.24.0 (published 7 months ago)
- Last Synced: 2026-08-13T12:30:29.517Z (about 2 months ago)
- Versions: 2
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 0.749%
- Forks count: 1.487%
- Stargazers count: 1.51%
- Maintainers (1)
pypi.org: mlxtend
Machine Learning Library Extensions
- Homepage: https://github.com/rasbt/mlxtend
- Documentation: https://rasbt.github.io/mlxtend
- Licenses: BSD 3-Clause
- Latest release: 0.25.0 (published 4 months ago)
- Last Synced: 2026-09-27T23:31:47.075Z (1 day ago)
- Versions: 55
- Dependent Packages: 56
- Dependent Repositories: 1,293
- Downloads: 681,422 Last month
- Docker Downloads: 109,005
-
Rankings:
- Dependent repos count: 0.321%
- Dependent packages count: 0.383%
- Downloads: 0.407%
- Average: 0.786%
- Stargazers count: 1.032%
- Docker downloads count: 1.111%
- Forks count: 1.462%
- Maintainers (1)
proxy.golang.org: github.com/rasbt/mlxtend
- Homepage:
- Documentation: https://pkg.go.dev/github.com/rasbt/mlxtend#section-documentation
- Licenses: other
- Latest release: v0.25.0 (published 4 months ago)
- Last Synced: 2026-09-27T23:31:48.465Z (1 day ago)
- Versions: 30
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent packages count: 9.016%
- Average: 9.591%
- Dependent repos count: 10.166%
conda-forge.org: mlxtend
A library of Python tools and extensions for data science and machine learning. Contact ============= If you have any questions or comments about mlxtend, please feel free to contact me via eMail: mail@sebastianraschka.com or Twitter: https://twitter.com/rasbt This project is hosted at https://github.com/rasbt/mlxtend The documentation can be found at http://rasbt.github.io/mlxtend/
- Homepage: https://github.com/rasbt/mlxtend
- Licenses: BSD-3-Clause
- Latest release: 0.21.0 (published about 4 years ago)
- Last Synced: 2026-08-27T08:28:00.892Z (about 1 month ago)
- Versions: 17
- Dependent Packages: 2
- Dependent Repositories: 9
-
Rankings:
- Stargazers count: 5.36%
- Forks count: 5.769%
- Average: 10.592%
- Dependent repos count: 11.632%
- Dependent packages count: 19.607%
anaconda.org: mlxtend
A library of Python tools and extensions for data science and machine learning.
- Homepage: https://github.com/rasbt/mlxtend
- Licenses: BSD-3-Clause
- Latest release: 0.25.0 (published 3 months ago)
- Last Synced: 2026-08-03T14:02:39.095Z (about 2 months ago)
- Versions: 5
- Dependent Packages: 0
- Dependent Repositories: 9
- Downloads: 3,666 Total
-
Rankings:
- Stargazers count: 11.96%
- Forks count: 12.323%
- Average: 28.587%
- Dependent repos count: 38.87%
- Dependent packages count: 51.193%
nixpkgs-24.05: python311Packages.mlxtend
A library of Python tools and extensions for data science
- Homepage: https://github.com/rasbt/mlxtend
- Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-24.05/pkgs/development/python-modules/mlxtend/default.nix#L51
- Licenses: BSD-3-Clause
- Latest release: 0.23.1 (published 8 months ago)
- Last Synced: 2026-05-11T15:09:59.811Z (5 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
nixpkgs-23.11: python310Packages.mlxtend
A library of Python tools and extensions for data science
- Homepage: https://github.com/rasbt/mlxtend
- Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-23.11/pkgs/development/python-modules/mlxtend/default.nix#L43
- Licenses: BSD-3-Clause
- Latest release: 0.22.0 (published 8 months ago)
- Last Synced: 2026-03-07T06:39:53.861Z (7 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
nixpkgs-unstable: python314Packages.mlxtend
Library of Python tools and extensions for data science
- Homepage: https://github.com/rasbt/mlxtend
- Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-unstable/pkgs/development/python-modules/mlxtend/default.nix#L69
- Licenses: BSD-3-Clause
- Latest release: 0.24.0 (published 7 months ago)
- Last Synced: 2026-09-13T01:27:43.292Z (16 days ago)
- Versions: 2
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
nixpkgs-23.11: python311Packages.mlxtend
A library of Python tools and extensions for data science
- Homepage: https://github.com/rasbt/mlxtend
- Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-23.11/pkgs/development/python-modules/mlxtend/default.nix#L43
- Licenses: BSD-3-Clause
- Latest release: 0.22.0 (published 8 months ago)
- Last Synced: 2026-04-13T18:04:14.923Z (6 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
nixpkgs-23.05: python310Packages.mlxtend
A library of Python tools and extensions for data science
- Homepage: https://github.com/rasbt/mlxtend
- Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-23.05/pkgs/development/python-modules/mlxtend/default.nix#L43
- Licenses: BSD-3-Clause
- Latest release: 0.21.0 (published 8 months ago)
- Last Synced: 2026-04-09T16:01:31.624Z (6 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
nixpkgs-24.11: python311Packages.mlxtend
Library of Python tools and extensions for data science
- Homepage: https://github.com/rasbt/mlxtend
- Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-24.11/pkgs/development/python-modules/mlxtend/default.nix#L51
- Licenses: BSD-3-Clause
- Latest release: 0.23.1 (published 8 months ago)
- Last Synced: 2026-09-02T15:28:45.500Z (27 days ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
nixpkgs-24.05: python312Packages.mlxtend
A library of Python tools and extensions for data science
- Homepage: https://github.com/rasbt/mlxtend
- Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-24.05/pkgs/development/python-modules/mlxtend/default.nix#L51
- Licenses: BSD-3-Clause
- Latest release: 0.23.1 (published 8 months ago)
- Last Synced: 2026-05-13T03:02:36.689Z (5 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
nixpkgs-23.05: python311Packages.mlxtend
A library of Python tools and extensions for data science
- Homepage: https://github.com/rasbt/mlxtend
- Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-23.05/pkgs/development/python-modules/mlxtend/default.nix#L43
- Licenses: BSD-3-Clause
- Latest release: 0.21.0 (published 8 months ago)
- Last Synced: 2026-09-26T08:26:18.075Z (3 days ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
nixpkgs-24.11: python312Packages.mlxtend
Library of Python tools and extensions for data science
- Homepage: https://github.com/rasbt/mlxtend
- Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-24.11/pkgs/development/python-modules/mlxtend/default.nix#L51
- Licenses: BSD-3-Clause
- Latest release: 0.23.1 (published 8 months ago)
- Last Synced: 2026-03-08T07:12:47.682Z (7 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
Dependencies
- joblib >=0.13.2
- matplotlib >=3.0.0
- numpy >=1.16.2
- pandas >=0.24.2
- scikit-learn >=1.0.2
- scipy >=1.2.1
- actions/checkout v2 composite
- actions/setup-python v2 composite
- actions/checkout v4 composite
- actions/setup-python v5 composite
- astral-sh/setup-uv 08807647e7069bb48b6ef5acd8ec9567f424441b composite
- codecov/codecov-action v4 composite
- 111 dependencies
- joblib >=1.5.2
- matplotlib >=3.10.8
- numpy >=2.3.5
- pandas >=2.3.3
- scikit-learn >=1.8.0
- scipy >=1.16.3
- actions/checkout v4 composite
- actions/setup-python v5 composite
- astral-sh/setup-uv 08807647e7069bb48b6ef5acd8ec9567f424441b composite
- pypa/gh-action-pypi-publish release/v1 composite