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Version 4.5 (#616)
* rel : migrate to version 4.5 * rel : document updated * rel : release date --> 10/15/2025
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.github/ISSUE_TEMPLATE/bug_report.yml

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label: PyCM version
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description: Which version of PyCM are you using?
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options:
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- PyCM 4.5
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- PyCM 4.4
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- PyCM 4.3
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- PyCM 4.2

CHANGELOG.md

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and this project adheres to [Semantic Versioning](http://semver.org/spec/v2.0.0.html).
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## [Unreleased]
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## [4.5] - 2025-10-15
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### Added
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- `optimal_thresholds` method in `ROCCurve` class
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- TPR
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- documents and `README.md`
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[Unreleased]: https://github.com/sepandhaghighi/pycm/compare/v4.4...dev
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[Unreleased]: https://github.com/sepandhaghighi/pycm/compare/v4.5...dev
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[4.5]: https://github.com/sepandhaghighi/pycm/compare/v4.4...v4.5
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[4.4]: https://github.com/sepandhaghighi/pycm/compare/v4.3...v4.4
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[4.3]: https://github.com/sepandhaghighi/pycm/compare/v4.2...v4.3
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[4.2]: https://github.com/sepandhaghighi/pycm/compare/v4.1...v4.2

Document/Document.ipynb

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Document/Document_files/cm1.html

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<td style="border:1px solid black;padding:4px;border-collapse: collapse;text-align:left;">Similarity index</td>
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</tr>
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</table>
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<p style="text-align:center;border-top:1px solid black;">Generated By <a href="http://www.pycm.io" style="text-decoration:none;color:red;">PyCM</a> Version 4.4</p>
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<p style="text-align:center;border-top:1px solid black;">Generated By <a href="http://www.pycm.io" style="text-decoration:none;color:red;">PyCM</a> Version 4.5</p>
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</body>
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Document/Document_files/cm1.obj

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{"Prob-Vector": null, "Transpose": true, "Sample-Weight": null, "Imbalanced": false, "Predict-Vector": null, "Matrix": [["L1", [["L2", 0], ["L1", 3], ["L3", 2]]], ["L2", [["L2", 1], ["L1", 0], ["L3", 1]]], ["L3", [["L2", 2], ["L1", 0], ["L3", 3]]]], "Digit": 5, "Actual-Vector": null}

Document/Document_files/cm1_colored.html

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<p style="text-align:center;border-top:1px solid black;">Generated By <a href="http://www.pycm.io" style="text-decoration:none;color:red;">PyCM</a> Version 4.4</p>
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<p style="text-align:center;border-top:1px solid black;">Generated By <a href="http://www.pycm.io" style="text-decoration:none;color:red;">PyCM</a> Version 4.5</p>
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Document/Document_files/cm1_colored2.html

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<td style="border:1px solid black;padding:4px;border-collapse: collapse;text-align:left;">Similarity index</td>
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<p style="text-align:center;border-top:1px solid black;">Generated By <a href="http://www.pycm.io" style="text-decoration:none;color:red;">PyCM</a> Version 4.4</p>
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<p style="text-align:center;border-top:1px solid black;">Generated By <a href="http://www.pycm.io" style="text-decoration:none;color:red;">PyCM</a> Version 4.5</p>
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Document/Document_files/cm1_filtered.html

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<td style="border:1px solid black;padding:4px;border-collapse: collapse;text-align:left;">Sensitivity, recall, hit rate, or true positive rate</td>
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</table>
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<p style="text-align:center;border-top:1px solid black;">Generated By <a href="http://www.pycm.io" style="text-decoration:none;color:red;">PyCM</a> Version 4.4</p>
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<p style="text-align:center;border-top:1px solid black;">Generated By <a href="http://www.pycm.io" style="text-decoration:none;color:red;">PyCM</a> Version 4.5</p>
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Document/Document_files/cm1_filtered2.html

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<p style="text-align:center;border-top:1px solid black;">Generated By <a href="http://www.pycm.io" style="text-decoration:none;color:red;">PyCM</a> Version 4.4</p>
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<p style="text-align:center;border-top:1px solid black;">Generated By <a href="http://www.pycm.io" style="text-decoration:none;color:red;">PyCM</a> Version 4.5</p>
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{"Matrix": [["L1", [["L1", 3], ["L2", 0], ["L3", 2]]], ["L2", [["L1", 0], ["L2", 1], ["L3", 1]]], ["L3", [["L1", 0], ["L2", 2], ["L3", 3]]]], "Prob-Vector": null, "Transpose": true, "Imbalanced": false, "Predict-Vector": null, "Actual-Vector": null, "Digit": 5, "Sample-Weight": null}
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{"Prob-Vector": null, "Transpose": true, "Sample-Weight": null, "Imbalanced": false, "Predict-Vector": null, "Matrix": [["L1", [["L2", 0], ["L1", 3], ["L3", 2]]], ["L2", [["L2", 1], ["L1", 0], ["L3", 1]]], ["L3", [["L2", 2], ["L1", 0], ["L3", 3]]]], "Digit": 5, "Actual-Vector": null}

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