[Backport 2.19-dev] Time Unit Unification for bin/stats (#4450)

[ahkcs]

(cherry picked from commit 5bb2747)

[coderabbitai]

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✨ Finishing touches

🧪 Generate unit tests (beta)

• Create PR with unit tests
• Post copyable unit tests in a comment

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