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How to Standardize Data: Text Case Normalization Techniques

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Before importing CSVs or comparing user input against a database, normalize:

  • Trim leading/trailing whitespace
  • Collapse internal whitespace to single spaces
  • Lowercase for case-insensitive comparison
  • Normalize Unicode with NFC or NFKC form
  • Deduplicate identical rows after normalization

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