The Criners LLC · Powered by Money Hunter
From messy export to a usable table
This sample shows the shape of a paid cleanup: issues named, evidence shown, cleaned table returned. The rows below were invented for this demonstration.
Executive summary
The source table had padded mixed-case headers, a duplicate Ada row, and inconsistent spacing in email fields. After cleanup: 2 unique rows, snake_case headers, trimmed values. No encoding repair was required on this tiny example.
Findings
- Header names padded and mixed-case.
- Duplicate Ada row on the same key.
- Inconsistent spacing in email fields.
Evidence — before
| Name | ID | |
|---|---|---|
| Ada | ada@example.com | 1 |
| Ada | ada@example.com | 1 |
| Linus | linus@example.com | 2 |
Recommendations
- Trim and snake_case headers before any join.
- Drop exact-key duplicates rather than guessing which copy is “right.”
- Keep a one-page change note with the cleaned file so the buyer can see what moved.
After — cleaned table and chart
| name | id | |
|---|---|---|
| Ada | ada@example.com | 1 |
| Linus | linus@example.com | 2 |
Next steps
A paid job handles encodings, dates, and much larger files. Send a public file URL at checkout.