mlxtend

association-rules data-mining data-science machine-learning python supervised-learning unsupervised-learning

Score: 27.379354247434744

Last synced: about 4 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 (almost 12 years ago)
Default Branch: master
Last Pushed: 2026-08-05T14:38:28.000Z (8 days ago)
Last Synced: 2026-08-06T17:44:09.730Z (7 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: 99 MB
Stars: 5,170
Watchers: 115
Forks: 911
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: 19
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: 523

Last Year

Create event: 6
Delete event: 10
Discussion event: 1
Fork event: 10
Issue comment event: 18
Issues event: 8
Pull request event: 23
Pull request review comment event: 7
Pull request review event: 13
Push event: 16
Watch event: 33
Total: 145

Committers metadata

Last synced: 2 days ago

Total Commits: 1,398
Total Committers: 122
Avg Commits per committer: 11.459
Development Distribution Score (DDS): 0.33

Commits in past year: 38
Committers in past year: 11
Avg Commits per committer in past year: 3.455
Development Distribution Score (DDS) in past year: 0.684

Name	Email	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
reiinakano	r**o@y**m	13
Maitreyee Mhasakar	m**r@g**m	12
dependabot[bot]	4****]	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 92 more...

Issue and Pull Request metadata

Last synced: 7 days ago

Total issues: 96
Total pull requests: 152
Average time to close issues: 5 months
Average time to close pull requests: about 2 months
Total issue authors: 71
Total pull request authors: 44
Average comments per issue: 3.36
Average comments per pull request: 2.9
Merged pull request: 110
Bot issues: 0
Bot pull requests: 8

Past year issues: 4
Past year pull requests: 32
Past year average time to close issues: N/A
Past year average time to close pull requests: 24 days
Past year issue authors: 3
Past year pull request authors: 10
Past year average comments per issue: 0.25
Past year average comments per pull request: 0.75
Past year merged pull request: 11
Past year bot issues: 0
Past year bot pull requests: 8

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

Top Issue Authors

rasbt (17)
NimaSarajpoor (4)
ftnext (3)
carlsmedstad (2)
it176131 (2)
bartolomeo3000 (2)
arilwan (2)
prateek-bricklane (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] (8)
fkdosilovic (4)
NimaSarajpoor (4)
namanmistry (4)
it176131 (4)
HassaneSkikri (4)
zuari1993 (4)
zazass8 (4)
ftnext (3)
muhammadanas0716 (2)
sachinn854 (2)
soumyadsanyal (2)

Top Issue Labels

Bug (30)
New Feature (20)
Question (12)
Documentation (12)
Enhancement (9)
help wanted (5)
easy (4)

Top Pull Request Labels

python:uv (8)
dependencies (8)
in progress (2)
Enhancement (2)

Package metadata

Total packages: 14
Total downloads:
- pypi: 1,086,521 last-month
- conda: 3,666
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

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 2 months ago)
Last Synced: 2026-08-12T04:01:13.046Z (1 day ago)
Versions: 55
Dependent Packages: 56
Dependent Repositories: 1,293
Downloads: 1,086,521 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)
- rasbt

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 2 months ago)
Last Synced: 2026-08-12T04:02:27.407Z (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 almost 4 years ago)
Last Synced: 2026-03-20T21:34:30.320Z (5 months 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 about 2 months ago)
Last Synced: 2026-08-03T14:02:39.095Z (10 days 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 6 months ago)
Last Synced: 2026-05-11T15:09:59.811Z (3 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)
- evax

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 6 months ago)
Last Synced: 2026-03-07T06:39:53.861Z (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)
- evax

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 5 months ago)
Last Synced: 2026-03-07T08:26:33.744Z (5 months ago)
Versions: 2
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
Maintainers (1)
- evax

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 6 months ago)
Last Synced: 2026-04-13T18:04:14.923Z (4 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)
- evax

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 7 months ago)
Last Synced: 2026-04-09T16:01:31.624Z (4 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)
- evax

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 6 months ago)
Last Synced: 2026-03-08T04:30:58.444Z (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)
- evax

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 5 months ago)
Last Synced: 2026-03-05T16:03:50.276Z (5 months ago)
Versions: 2
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
Maintainers (1)
- evax

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 6 months ago)
Last Synced: 2026-05-13T03:02:36.689Z (3 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)
- evax

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 7 months ago)
Last Synced: 2026-04-03T09:25:28.721Z (4 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)
- evax

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 6 months ago)
Last Synced: 2026-03-08T07:12:47.682Z (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)
- evax

Dependencies

requirements-test.txt pypi

dlib * test
imageio * test
isort * test
joblib * test
scikit-image * test

requirements.txt pypi

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

.github/workflows/linter.yml actions

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

.github/workflows/python-package-conda.yml actions

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

requirements.lock pypi

cycler ==0.11.0
fonttools ==4.34.4
joblib ==1.1.0
kiwisolver ==1.4.4
matplotlib ==3.5.2
numpy ==1.23.1
packaging ==21.3
pandas ==1.4.3
pillow ==9.2.0
pyparsing ==3.0.9
python-dateutil ==2.8.2
pytz ==2022.1
scikit-learn ==1.1.1
scipy ==1.8.1
six ==1.16.0
threadpoolctl ==3.1.0

environment.yml pypi

markdown >=3.3.6

setup.py pypi

ecosyste.ms

Data

Tools

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Applications

Experiments

Summary

JOSS: https://github.com/rasbt/mlxtend

Repository metadata:

Owner metadata:

GitHub Events

Total

Last Year

Committers metadata

Issue and Pull Request metadata

Top Issue Authors

Top Pull Request Authors

Top Issue Labels

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Package metadata

pypi.org: mlxtend

proxy.golang.org: github.com/rasbt/mlxtend

conda-forge.org: mlxtend

anaconda.org: mlxtend

nixpkgs-24.05: python311Packages.mlxtend

nixpkgs-23.11: python310Packages.mlxtend

nixpkgs-unstable: python314Packages.mlxtend

nixpkgs-23.11: python311Packages.mlxtend

nixpkgs-23.05: python310Packages.mlxtend

nixpkgs-24.11: python311Packages.mlxtend

nixpkgs-unstable: python313Packages.mlxtend

nixpkgs-24.05: python312Packages.mlxtend

nixpkgs-23.05: python311Packages.mlxtend

nixpkgs-24.11: python312Packages.mlxtend

Dependencies