pycm

accuracy ai artificial-intelligence classification confusion-matrix data data-analysis data-mining data-science deep-learning deeplearning evaluation machine-learning mathematics matrix ml multiclass-classification neural-network statistical-analysis statistics

Score: 20.079146963626158

Last synced: about 5 hours ago
JSON representation

Repository metadata:

Multi-class confusion matrix library in Python

Host: GitHub
URL: https://github.com/sepandhaghighi/pycm
Owner: sepandhaghighi
License: mit
Created: 2018-01-22T19:46:54.000Z (over 8 years ago)
Default Branch: master
Last Pushed: 2026-07-13T01:32:30.000Z (about 1 month ago)
Last Synced: 2026-07-23T16:05:24.622Z (22 days ago)
Topics: accuracy, ai, artificial-intelligence, classification, confusion-matrix, data, data-analysis, data-mining, data-science, deep-learning, deeplearning, evaluation, machine-learning, mathematics, matrix, ml, multiclass-classification, neural-network, statistical-analysis, statistics
Language: Python
Homepage: http://pycm.io
Size: 13.6 MB
Stars: 1,506
Watchers: 32
Forks: 126
Open Issues: 14
Metadata Files:
- Readme: README.md
- Changelog: CHANGELOG.md
- Contributing: .github/CONTRIBUTING.md
- Funding: .github/FUNDING.yml
- License: LICENSE
- Code of conduct: .github/CODE_OF_CONDUCT.md
- Citation: CITATION.cff
- Security: SECURITY.md
- Authors: AUTHORS.md
Funding:
- Custom: https://www.pycm.io/donate.html

Owner metadata:

Name: Sepand Haghighi
Login: sepandhaghighi
Email: sepand.haghighi@yahoo.com
Kind: user
Description: Open Source Enthusiast
Website: https://www.sepand.tech
Location: Aalborg, Denmark
Twitter: sepkjaer20
Company: Open Science Laboratory
Icon url: https://avatars.githubusercontent.com/u/7515099?u=24dd320fbe2d5ff91c87bdf7072237ab313e4467&v=4
Repositories: 135
Last Synced at: 2026-06-11T02:22:27.808Z
Profile URL: https://github.com/sepandhaghighi

GitHub Events

Total

Create event: 50
Delete event: 50
Fork event: 6
Issue comment event: 51
Issues event: 13
Pull request event: 111
Pull request review comment event: 80
Pull request review event: 102
Push event: 114
Release event: 3
Watch event: 45
Total: 625

Last Year

Create event: 19
Delete event: 22
Fork event: 2
Issue comment event: 13
Issues event: 3
Pull request event: 48
Pull request review comment event: 41
Pull request review event: 38
Push event: 45
Watch event: 9
Total: 240

Committers metadata

Last synced: 1 day ago

Total Commits: 2,877
Total Committers: 19
Avg Commits per committer: 151.421
Development Distribution Score (DDS): 0.235

Commits in past year: 22
Committers in past year: 4
Avg Commits per committer in past year: 5.5
Development Distribution Score (DDS) in past year: 0.364

Name	Email	Commits
sepandhaghighi	s**i@y**m	2200
sadrasabouri	s**a@g**m	288
alirezazolanvari	a**3@g**m	165
pyup-bot	g**t@p**o	81
dependabot[bot]	4****]	51
dependabot-preview[bot]	2****]	36
alirezazolanvari	a**3@g**m	20
geet	w**4@g**m	9
Negar Zabetian	n**n@g**m	5
sadrasabouri	s**i@g**m	4
AmirHosein Rostami	3****e	3
Kwame Porter Robinson	k**n@g**m	3
Lewi Uberg	4****g	3
Mohammad Mahdi Rahimi	m**6@G**m	3
fhausmann	f**1@g**m	2
Masi_Jsm	m**i@g**m	1
Sohee Yang	s**g@n**m	1
cclauss	c**s@m**m	1
the-lay	i**n@g**m	1

Issue and Pull Request metadata

Last synced: 1 day ago

Total issues: 45
Total pull requests: 269
Average time to close issues: 9 months
Average time to close pull requests: 5 days
Total issue authors: 13
Total pull request authors: 10
Average comments per issue: 1.38
Average comments per pull request: 1.46
Merged pull request: 209
Bot issues: 0
Bot pull requests: 99

Past year issues: 3
Past year pull requests: 48
Past year average time to close issues: N/A
Past year average time to close pull requests: 6 days
Past year issue authors: 1
Past year pull request authors: 6
Past year average comments per issue: 0.0
Past year average comments per pull request: 1.23
Past year merged pull request: 24
Past year bot issues: 0
Past year bot pull requests: 17

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

Top Issue Authors

sepandhaghighi (28)
tanjiu (3)
alirezazolanvari (3)
lewiuberg (2)
manjaneqx (1)
adrianog (1)
huhang14 (1)
myacinecoding (1)
ghnreigns (1)
elliestath (1)
fhausmann (1)
dillonroach (1)
bcdarwin (1)

Top Pull Request Authors

sepandhaghighi (112)
dependabot[bot] (97)
sadrasabouri (31)
alirezazolanvari (17)
AHReccese (6)
dependabot-preview[bot] (2)
tosemml (1)
fhausmann (1)
sheetcoder (1)
gaoflow (1)

Top Issue Labels

enhancement (11)
Document (10)
new feature (8)
test (4)
bug (3)
refactoring (3)
discussion (2)
installation (1)
question (1)
warning (1)
minor (1)

Top Pull Request Labels

dependencies (103)
nlnet (65)
Document (61)
enhancement (45)
test (34)
python (21)
minor (19)
refactoring (16)
new feature (16)
website (15)
release (15)
bug (8)
performance (4)
broken link (2)
psf (2)
major (1)
stale (1)
warning (1)
installation (1)

Package metadata

Total packages: 5
Total downloads:
- pypi: 18,086 last-month
Total docker downloads: 36
Total dependent packages: 4 (may contain duplicates)
Total dependent repositories: 50 (may contain duplicates)
Total versions: 57
Total maintainers: 3

ubuntu-24.10: python-pycm

Homepage: https://github.com/sepandhaghighi/pycm
Licenses: mit
Latest release: 4.0-2 (published 6 months ago)
Last Synced: 2026-03-09T13:05:33.915Z (5 months ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 0.296%
- Stargazers count: 0.513%
- Forks count: 0.671%

pypi.org: pycm

Multi-class confusion matrix library in Python

Homepage: https://github.com/sepandhaghighi/pycm
Documentation: https://pycm.readthedocs.io/
Licenses: MIT
Latest release: 0.9.5 (published about 8 years ago)
Last Synced: 2026-08-13T03:38:41.006Z (1 day ago)
Versions: 50
Dependent Packages: 4
Dependent Repositories: 50
Downloads: 18,086 Last month
Docker Downloads: 36
Rankings:
- Downloads: 1.549%
- Stargazers count: 1.799%
- Dependent packages count: 1.862%
- Dependent repos count: 2.081%
- Docker downloads count: 2.17%
- Average: 2.292%
- Forks count: 4.292%
Maintainers (3)

proxy.golang.org: github.com/sepandhaghighi/pycm

Homepage:
Documentation: https://pkg.go.dev/github.com/sepandhaghighi/pycm#section-documentation
Licenses: mit
Latest release: v0.9.5 (published about 8 years ago)
Last Synced: 2026-08-13T03:42:31.572Z (1 day ago)
Versions: 4
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent packages count: 5.594%
- Average: 5.782%
- Dependent repos count: 5.969%

debian-13: python-pycm

Homepage: https://github.com/sepandhaghighi/pycm
Documentation: https://packages.debian.org/trixie/python-pycm
Licenses: mit
Latest release: 4.3-1 (published 6 months ago)
Last Synced: 2026-03-13T18:14:10.758Z (5 months ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%

ubuntu-24.04: python-pycm

Homepage: https://github.com/sepandhaghighi/pycm
Licenses: mit
Latest release: 4.0-2 (published 6 months ago)
Last Synced: 2026-03-06T12:08:22.303Z (5 months ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:

Dependencies

dev-requirements.txt pypi

art ==5.6 development
bandit >=1.5.1 development
codecov >=2.0.15 development
matplotlib >=3.0.0 development
numpy ==1.22.3 development
pydocstyle >=3.0.0 development
pytest >=4.3.1 development
pytest-cov >=2.6.1 development
seaborn >=0.9.1 development
setuptools >=40.8.0 development
vulture >=1.0 development

requirements.txt pypi

art >=1.8
numpy >=1.9.0

.github/workflows/publish_conda.yaml actions

actions/checkout v1 composite
sepandhaghighi/conda-package-publish-action v1.2 composite

.github/workflows/publish_pypi.yml actions

actions/checkout v2 composite
actions/setup-python v1 composite

.github/workflows/test.yml actions

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

docker/Dockerfile docker

ubuntu 16.04 build

setup.py pypi

Otherfiles/doc-requirements.txt pypi

MarkupSafe ==2.0.1
art ==6.5
jinja2 ==2.10.1
jupyter_contrib_nbextensions ==0.5.1
nbconvert ==5.6.1
nbformat ==5.0.8
notebook ==5.7.4
traitlets ==4.3.3

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