PyCM: Multiclass confusion matrix library in Python
PyCM: Multiclass confusion matrix library in Python - Published in JOSS (2018)
https://github.com/sepandhaghighi/pycm
Keywords
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
Keywords from Contributors
transformers simulator measuring language-model pypy chart mock breath cryptocurrency reporter
Last synced: 2 months ago
JSON representation
Acceptance Criteria
- Revelant topics? true
- External users? true
- Open source license? true
- Active? true
- Fork? false
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 (almost 8 years ago)
- Default Branch: master
- Last Pushed: 2025-10-18T10:39:07.000Z (2 months ago)
- Last Synced: 2025-10-25T02:48:35.077Z (2 months 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: 12 MB
- Stars: 1,489
- Watchers: 31
- Forks: 125
- Open Issues: 13
- Releases: 0
-
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
Owner metadata
- Name: Sepand Haghighi
- Login: sepandhaghighi
- Email:
- Kind: user
- Description: Open Source Enthusiast
- Website: https://www.sepand.tech
- Location: Aalborg, Denmark
- Twitter: sepkjaer20
- Company: Denu
- Icon url: https://avatars.githubusercontent.com/u/7515099?u=c792c70d3bef661a5b79a43b997d984e827f5852&v=4
- Repositories: 124
- Last ynced at: 2024-06-11T15:42:58.930Z
- Profile URL: https://github.com/sepandhaghighi
GitHub Events
Total
- Create event: 33
- Issues event: 11
- Release event: 3
- Watch event: 38
- Delete event: 35
- Issue comment event: 43
- Push event: 84
- Pull request event: 72
- Pull request review comment event: 60
- Pull request review event: 80
- Fork event: 5
Last Year
- Create event: 27
- Release event: 2
- Issues event: 9
- Watch event: 36
- Delete event: 29
- Issue comment event: 39
- Push event: 78
- Pull request review comment event: 57
- Pull request review event: 72
- Pull request event: 61
- Fork event: 3
Committers metadata
Last synced: 2 months ago
Total Commits: 2,864
Total Committers: 18
Avg Commits per committer: 159.111
Development Distribution Score (DDS): 0.235
Commits in past year: 34
Committers in past year: 5
Avg Commits per committer in past year: 6.8
Development Distribution Score (DDS) in past year: 0.559
| Name | Commits | |
|---|---|---|
| sepandhaghighi | s****i@y****m | 2191 |
| sadrasabouri | s****a@g****m | 288 |
| alirezazolanvari | a****3@g****m | 163 |
| 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 |
| 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 |
Committer domains:
- me.com: 1
- navercorp.com: 1
- pyup.io: 1
Issue and Pull Request metadata
Last synced: 2 months ago
Total issues: 42
Total pull requests: 230
Average time to close issues: 9 months
Average time to close pull requests: 5 days
Total issue authors: 13
Total pull request authors: 8
Average comments per issue: 1.45
Average comments per pull request: 1.5
Merged pull request: 191
Bot issues: 0
Bot pull requests: 81
Past year issues: 9
Past year pull requests: 64
Past year average time to close issues: N/A
Past year average time to close pull requests: 6 days
Past year issue authors: 2
Past year pull request authors: 5
Past year average comments per issue: 0.0
Past year average comments per pull request: 1.03
Past year merged pull request: 50
Past year bot issues: 0
Past year bot pull requests: 18
Top Issue Authors
- sepandhaghighi (25)
- 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 (97)
- dependabot[bot] (80)
- sadrasabouri (30)
- alirezazolanvari (14)
- AHReccese (6)
- tosemml (1)
- sheetcoder (1)
- dependabot-preview[bot] (1)
Top Issue Labels
- enhancement (11)
- Document (10)
- new feature (8)
- test (4)
- bug (3)
- discussion (2)
- question (1)
- warning (1)
- installation (1)
- minor (1)
Top Pull Request Labels
- dependencies (84)
- Document (53)
- nlnet (47)
- enhancement (44)
- test (32)
- minor (19)
- new feature (16)
- release (14)
- refactoring (10)
- website (9)
- bug (5)
- python (4)
- performance (4)
- psf (2)
- installation (1)
- stale (1)
- major (1)
- warning (1)
- broken link (1)
Package metadata
- Total packages: 2
-
Total downloads:
- pypi: 183,271 last-month
- Total docker downloads: 36
- Total dependent packages: 4 (may contain duplicates)
- Total dependent repositories: 50 (may contain duplicates)
- Total versions: 53
- Total maintainers: 3
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 over 7 years ago)
- Last Synced: 2025-10-26T03:19:59.294Z (2 months ago)
- Versions: 49
- Dependent Packages: 4
- Dependent Repositories: 50
- Downloads: 183,271 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 over 7 years ago)
- Last Synced: 2025-10-26T03:19:56.351Z (2 months ago)
- Versions: 4
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent packages count: 5.594%
- Average: 5.782%
- Dependent repos count: 5.969%
Dependencies
- 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
- art >=1.8
- numpy >=1.9.0
- actions/checkout v1 composite
- sepandhaghighi/conda-package-publish-action v1.2 composite
- actions/checkout v2 composite
- actions/setup-python v1 composite
- actions/checkout v2 composite
- actions/setup-python v2 composite
- ubuntu 16.04 build
Score: 22.324174931794445