This sample shows a messy
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This sample shows a messy business list before and after cleanup. Duplicates are removed, names, phone numbers, and dates are formatted consistently, and entries that could not be verified are flagged rather than changed. It demonstrates my core data rule: cleanup changes how data looks, never what it says.

0 likes · 1 view · Nov 7, 2026
This sample shows a messy business list before and after cleanup. Duplicates are removed, names, phone numbers, and dates are formatted consistently, and ent...




