[dxnnystyles]

Summary

this adds an Issues Closed comparison to the live traction check for the latest METRICS ISO week, using issue-only search and the complete count.

Type

• Audit
• Explainer
• Bug fix
• Other

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Audit checklist

N/A — this is a repository tooling change, not an audit.

• I opened or linked a corresponding issue first — N/A
• The folder is named after the domain, not the dataset — N/A
• unfair.py includes protected attributes and prints the required output format — N/A
• fair.py removes protected attributes and identified proxy variables — N/A
• Both scripts use random_state=42 and an 80/20 train/test split — N/A
• Proxy variables were actually tested, not just guessed — N/A
• unfair.png and fair.png are included as PNG screenshots — N/A
• The dataset is public and accessible without login or payment — N/A
• The dataset file is included, or DATA.md is included if the file is too large — N/A
• README.md includes the new results row and audit section — N/A
• A notebook was added if the audit benefits from one — N/A

Before fairness gap: N/A

After fairness gap: N/A

Reduction: N/A

Protected attribute(s): N/A

Proxy variables dropped: N/A

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Explainer checklist

N/A — this change does not add an explainer.

• The file is in explainers/ and uses lowercase hyphenated naming — N/A
• It includes a plain-language definition — N/A
• It uses a real example from this repo or a documented real-world case — N/A
• It includes runnable Python detection or measurement code — N/A
• It acknowledges limitations or trade-offs — N/A
• It links to related explainers or repo projects — N/A
• It includes 2-3 primary sources — N/A
• The Explainers table in README.md was updated — N/A

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Linked issue

Closes #1202

Verification

• focused traction tests: 27 passed
• make test-fast: 1,202 passed, 33 skipped, 27 deselected
• make lint and git diff --check: passed
• --live currently reports the snapshot value 7 versus live count 17; W44 is still in progress, so the weekly value can change before the week is complete
• slow tests and hosted CI were not run

[vercel]

@dxnnystyles is attempting to deploy a commit to the yashkewlani2020-gmailcom's projects Team on Vercel.

A member of the Team first needs to authorize it.

[github-actions]

@yakew7 @ahmdkaml @propcgamer20-png - new PR touching a path you own, please review.