A dataset has duplicate business records caused by retries, and each event carries a stable unique identifier. Which approach best fits?

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  1. Normalize missing-value representations using explicit data-quality rules.
  2. Parse dates using explicit expected formats and quarantine invalid records.
  3. Deduplicate using the stable identifier with a defined retention or state strategy.
  4. Use safe conversion and route failed conversions for review.

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