Phase 8 · Data Cleaning & Wrangling

Topics

Handling Duplicates

Part of the Data Analyst Roadmap.

Summary

Distinguishing true duplicate records from legitimately repeated events (e.g. the same customer ordering twice) before blindly deduplicating a dataset.

How to Learn This

  • 1Practice identifying duplicates using a full-row match versus a key-column match.
  • 2Investigate a few 'duplicate' rows manually before deciding whether to remove them.
  • 3Learn why deduplication logic should be documented, not just applied silently.
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