classeval
Evaluation of supervised predictions for two-class and multi-class classifiers
Science Score: 54.0%
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✓CITATION.cff file
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✓codemeta.json file
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○Scientific vocabulary similarity
Low similarity (13.8%) to scientific vocabulary
Keywords
Repository
Evaluation of supervised predictions for two-class and multi-class classifiers
Basic Info
- Host: GitHub
- Owner: erdogant
- License: other
- Language: Python
- Default Branch: master
- Homepage: https://erdogant.github.io/classeval
- Size: 7.48 MB
Statistics
- Stars: 7
- Watchers: 1
- Forks: 2
- Open Issues: 0
- Releases: 17
Topics
Metadata Files
README.md
classeval
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The library classeval is developed to evaluate the models performance of any kind of two-class or multi-class model. classeval computes many scoring measures in case of a two-class clasification model. Some measures are utilized from sklearn, among them AUC, MCC, Cohen kappa score, matthews correlation coefficient, whereas others are custom. This library can help to consistenly compare the output of various models. In addition, it can also give insights in tuning the models performance as the the threshold being used can be adjusted and evaluated. The output of classeval can subsequently plotted in terms of ROC curves, confusion matrices, class distributions, and probability plots. Such plots can help in better understanding of the results.
⭐️ Star this repo if you like it ⭐️
Documentation pages
On the documentation pages you can find more information about classeval with examples.
Install classeval from PyPI
bash
pip install classeval # normal install
pip install -U classeval # update if needed
Import classeval package
```python import classeval as clf
```
Examples
Example: Evaluate Two-class model
Example: Evaluate multi-class model
Example: Model performance tweaking
Contribute
- All kinds of contributions are welcome!
Citation
Please cite classeval in your publications if this is useful for your research. See column right for citation information.
Maintainer
Owner
- Name: Erdogan
- Login: erdogant
- Kind: user
- Location: Den Haag
- Website: https://erdogant.github.io/
- Repositories: 51
- Profile: https://github.com/erdogant
Machine Learning | Statistics | Bayesian | D3js | Visualizations
Citation (CITATION.cff)
# YAML 1.2
---
authors:
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family-names: Taskesen
given-names: Erdogan
orcid: "https://orcid.org/0000-0002-3430-9618"
cff-version: "1.1.0"
date-released: 2020-10-07
keywords:
- "python"
- "classification"
- "auc"
- "evaluation-functions"
- "evaluation-metrics"
- "ROC"
license: "MIT"
message: "If you use this software, please cite it using these metadata."
repository-code: "https://erdogant.github.io/classeval/"
title: "classeval is a python package for the evaluation of supervised predictions for two-class and multi-class classifiers."
version: "0.1.0"
...
GitHub Events
Total
- Watch event: 1
- Push event: 1
Last Year
- Watch event: 1
- Push event: 1
Issues and Pull Requests
Last synced: 6 months ago
All Time
- Total issues: 2
- Total pull requests: 0
- Average time to close issues: 3 months
- Average time to close pull requests: N/A
- Total issue authors: 2
- Total pull request authors: 0
- Average comments per issue: 1.0
- Average comments per pull request: 0
- Merged pull requests: 0
- Bot issues: 0
- Bot pull requests: 0
Past Year
- Issues: 0
- Pull requests: 0
- Average time to close issues: N/A
- Average time to close pull requests: N/A
- Issue authors: 0
- Pull request authors: 0
- Average comments per issue: 0
- Average comments per pull request: 0
- Merged pull requests: 0
- Bot issues: 0
- Bot pull requests: 0
Top Authors
Issue Authors
- eseller (1)
- fitsie007 (1)
Pull Request Authors
Top Labels
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Packages
- Total packages: 1
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Total downloads:
- pypi 1,359 last-month
- Total dependent packages: 2
- Total dependent repositories: 2
- Total versions: 17
- Total maintainers: 1
pypi.org: classeval
Python package classeval
- Homepage: https://erdogant.github.io/classeval/
- Documentation: https://classeval.readthedocs.io/
- License: MIT License
-
Latest release: 0.2.2
published almost 2 years ago
Rankings
Maintainers (1)
Dependencies
- pipinstallsphinx_rtd_theme *
- sphinx_rtd_theme * development
- actions/checkout v2 composite
- github/codeql-action/analyze v1 composite
- github/codeql-action/autobuild v1 composite
- github/codeql-action/init v1 composite
- colourmap *
- funcsigs *
- matplotlib *
- numpy *
- pandas *
- scikit-learn *
- sklearn *
- colourmap *
- funcsigs *
- matplotlib *
- numpy *
- scikit-learn *