A practical starting point

Clean text lists and deduplicate CSV records

Clean repeated list entries or compare CSV records by selected columns. Review kept and removed results, preserve input order, and keep a source copy.

4 steps to get startedSources reviewed
Use the line counter for a one-item-per-line list. For a CSV table, use the record-aware duplicate remover and select comparison columns. Both are bounded cleanup tools, not contact-management or fuzzy identity-matching services.

Useful starting points

Tools and resources you can explore today. External services have their own terms and availability.

A practical way forward

  1. Keep the original data

    Save an unchanged source copy. Decide whether order matters and whether similar-looking entries could represent different people, items or events.
  2. Apply one cleanup at a time

    Inspect the blank-line and duplicate counts, remove only the unwanted rows, and review the result before sorting.
  3. Verify what remains

    Compare the cleaned list with the original. Check accented characters, letter case and spaces because near-matches are different from exact duplicate lines.
  4. Use record-aware matching for CSV

    A CSV field can contain a comma or newline, so do not treat CSV records as independent text lines. Use the CSV duplicate remover, choose comparison columns and first/last input order, then review both kept and removed records.

Keep in mind

  • Exact duplicate removal does not resolve spelling variants or identify the same person.
  • Sorting changes order; preserve a copy if sequence has meaning.
  • CSV key matching is not fuzzy identity matching. First/last refers to input order, and records with empty selected keys are kept separately by default.

Sources, not guesswork

Background for this guide. Discussion and documentation are useful signals, not proof of demand or an endorsement of every service.

Planned · Research

Reviewable list cleanup

Research only — not available yet. Would near-duplicate suggestions with an approval step be useful for the lists you handle?

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AN IDEA IN RESEARCH

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