Surprise

factorization machine-learning matrix recommendation recommender svd systems

Score: 24.235942126512704

Last synced: about 11 hours ago
JSON representation

Repository metadata:

A Python scikit for building and analyzing recommender systems

Host: GitHub
URL: https://github.com/NicolasHug/Surprise
Owner: NicolasHug
License: bsd-3-clause
Created: 2016-10-23T14:59:38.000Z (almost 10 years ago)
Default Branch: master
Last Pushed: 2026-05-30T17:11:41.000Z (2 months ago)
Last Synced: 2026-08-07T05:15:03.763Z (6 days ago)
Topics: factorization, machine-learning, matrix, recommendation, recommender, svd, systems
Language: Python
Homepage: http://surpriselib.com
Size: 6.37 MB
Stars: 6,805
Watchers: 136
Forks: 1,051
Open Issues: 81
Metadata Files:
- Readme: README.md
- Changelog: CHANGELOG.md
- Contributing: CONTRIBUTING.md
- License: LICENSE.md

Owner metadata:

Name: Nicolas Hug
Login: NicolasHug
Email:
Kind: user
Description: ML engineer, Scikit-learn core-dev, working on PyTorch at Meta AI
Website: http://nicolas-hug.com
Location: London
Twitter: hug_nicolas
Company:
Icon url: https://avatars.githubusercontent.com/u/1190450?u=c20b01c8240814fa1358eb1fb2c91e73bc02e546&v=4
Repositories: 5
Last Synced at: 2024-12-06T22:13:40.811Z
Profile URL: https://github.com/NicolasHug

GitHub Events

Total

Fork event: 44
Issue comment event: 16
Issues event: 7
Pull request event: 4
Push event: 5
Watch event: 337
Total: 413

Last Year

Fork event: 6
Issues event: 2
Push event: 4
Watch event: 57
Total: 69

Committers metadata

Last synced: 1 day ago

Total Commits: 622
Total Committers: 44
Avg Commits per committer: 14.136
Development Distribution Score (DDS): 0.096

Commits in past year: 2
Committers in past year: 1
Avg Commits per committer in past year: 2.0
Development Distribution Score (DDS) in past year: 0.0

Name	Email	Commits
Nicolas Hug	n**g@g**m	562
Nicolas Hug	d**l@l**t	4
PF	t**l@g**m	4
Charles-Emmanuel	C**s@e**r	3
Hengji Liu	h**u@o**m	3
Maher Malaeb	m**b@g**m	2
Tim Gates	t**s@i**m	2
Sihyung-Park	t**h@k**r	2
Manoj K	5****0	2
Jannik	6****s	2
TomatenMarc	m**r@h**e	2
z1mvader	z**r@p**m	2
Abhishek Bhatia	3****3	1
Aimee C. Chen ✌️	l****h	1
Ashkan	a**i@g**m	1
David Stevens	3****h	1
Dmitry	d**n@g**m	1
Doruk Kilitcioglu	d**c@g**m	1
Hercules Smith	3****s	1
James McNeilis	j**1@d**k	1
Jay Wong	x**7@g**m	1
Jeff Hale	d****r	1
Jay Qi	j****i	1
verashira	v**a@g**m	1
skywhat	i**@s**m	1
nju-luke	n**b@g**m	1
lucas rebscher	L**r@w**e	1
lapidshay	3****y	1
franckjay	f**y@g**m	1
caoyi	c**5@1**m	1
and 14 more...

Issue and Pull Request metadata

Last synced: 14 days ago

Total issues: 94
Total pull requests: 60
Average time to close issues: 6 months
Average time to close pull requests: 9 months
Total issue authors: 88
Total pull request authors: 25
Average comments per issue: 3.16
Average comments per pull request: 0.83
Merged pull request: 30
Bot issues: 0
Bot pull requests: 0

Past year issues: 6
Past year pull requests: 6
Past year average time to close issues: 28 days
Past year average time to close pull requests: about 1 month
Past year issue authors: 4
Past year pull request authors: 4
Past year average comments per issue: 0.0
Past year average comments per pull request: 0.33
Past year merged pull request: 2
Past year bot issues: 0
Past year bot pull requests: 0

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

Top Issue Authors

graciasdios9999-prog (3)
sumit-mandal (2)
SaschaAtOmina (2)
bodymostafa123 (2)
mmlynarik (2)
sukalyanM (1)
dongwonmoon (1)
zlooxoficial-beep (1)
DiegoCorrea (1)
seanv507 (1)
oanaale95 (1)
soliverc (1)
nitayalon (1)
zhenglaizhang (1)
mtilda (1)

Top Pull Request Authors

NicolasHug (29)
miguelgfierro (2)
ODemidenko (2)
harryw1 (2)
SaschaAtOmina (2)
abhi8893 (2)
ProfHercules (2)
rodrigc (2)
morsoletodev (1)
vcoscrato (1)
Raphael-Dayan (1)
Shiti (1)
ravicube (1)
VesnaT (1)
mihaiblidaru (1)

Top Issue Labels

enhancement (1)

Top Pull Request Labels

Package metadata

Total packages: 6
Total downloads:
- pypi: 109,293 last-month
Total docker downloads: 918
Total dependent packages: 5 (may contain duplicates)
Total dependent repositories: 458 (may contain duplicates)
Total versions: 70
Total maintainers: 2

pypi.org: scikit-surprise

An easy-to-use library for recommender systems.

Homepage:
Documentation: https://scikit-surprise.readthedocs.io/
Licenses: BSD License
Latest release: 1.1.5 (published 2 months ago)
Last Synced: 2026-08-12T01:01:16.607Z (1 day ago)
Versions: 13
Dependent Packages: 5
Dependent Repositories: 453
Downloads: 109,203 Last month
Docker Downloads: 918
Rankings:
- Dependent repos count: 0.678%
- Downloads: 0.862%
- Average: 1.113%
- Dependent packages count: 1.267%
- Docker downloads count: 1.646%
Maintainers (1)
- NicolasHug

proxy.golang.org: github.com/NicolasHug/Surprise

Homepage:
Documentation: https://pkg.go.dev/github.com/NicolasHug/Surprise#section-documentation
Licenses: bsd-3-clause
Latest release: v1.1.5 (published 2 months ago)
Last Synced: 2026-08-12T01:01:16.794Z (1 day ago)
Versions: 15
Dependent Packages: 0
Dependent Repositories: 1
Rankings:
- Stargazers count: 0.869%
- Forks count: 0.882%
- Average: 4.018%
- Dependent repos count: 4.749%
- Dependent packages count: 9.572%

proxy.golang.org: github.com/nicolashug/Surprise

Homepage:
Documentation: https://pkg.go.dev/github.com/nicolashug/Surprise#section-documentation
Licenses: bsd-3-clause
Latest release: v1.1.5 (published 2 months ago)
Last Synced: 2026-08-12T01:01:16.809Z (1 day ago)
Versions: 15
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent packages count: 4.564%
- Average: 4.718%
- Dependent repos count: 4.871%

proxy.golang.org: github.com/nicolashug/surprise

Homepage:
Documentation: https://pkg.go.dev/github.com/nicolashug/surprise#section-documentation
Licenses: bsd-3-clause
Latest release: v1.1.5 (published 2 months ago)
Last Synced: 2026-08-12T01:01:16.832Z (1 day ago)
Versions: 15
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent packages count: 6.999%
- Average: 8.173%
- Dependent repos count: 9.346%

conda-forge.org: scikit-surprise

Homepage: http://surpriselib.com
Licenses: BSD-3-Clause
Latest release: 1.1.3 (published almost 4 years ago)
Last Synced: 2026-04-01T03:22:01.777Z (4 months ago)
Versions: 8
Dependent Packages: 0
Dependent Repositories: 4
Rankings:
- Stargazers count: 4.586%
- Forks count: 4.94%
- Dependent repos count: 16.144%
- Average: 19.315%
- Dependent packages count: 51.589%

pypi.org: scikit-surprise-2

An easy-to-use library for recommender systems.

Homepage:
Documentation: https://scikit-surprise-2.readthedocs.io/
Licenses: BSD License
Latest release: 1.2.6 (published 5 months ago)
Last Synced: 2026-08-12T01:01:16.688Z (1 day ago)
Versions: 4
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 90 Last month
Rankings:
- Dependent packages count: 7.834%
- Average: 26.062%
- Dependent repos count: 44.29%
Maintainers (1)
- luissanchez

Dependencies

.github/workflows/benchmarks.yml actions

actions/checkout v3 composite
actions/setup-python v3 composite

.github/workflows/build_docs.yml actions

actions/checkout v3 composite
actions/setup-python v3 composite
actions/upload-artifact v3 composite

.github/workflows/build_sdist.yml actions

actions/checkout v3 composite
actions/download-artifact v3 composite
actions/setup-python v3 composite
actions/upload-artifact v3 composite

.github/workflows/lint.yml actions

actions/checkout v3 composite
actions/setup-python v3 composite

setup.py pypi

line.strip *

doc/requirements.txt pypi

pandas *
sphinx *
sphinx_rtd_theme *
sphinxcontrib-bibtex *
sphinxcontrib-spelling *

pyproject.toml pypi

joblib >=1.2.0
numpy >=1.19.5
scipy >=1.6.0

.github/workflows/min_deps.yml actions

actions/checkout v4 composite
actions/setup-python v5 composite

.github/workflows/build_wheels.yml actions

actions/checkout v4 composite
actions/upload-artifact v4 composite
pypa/cibuildwheel v3.4.1 composite

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