Data Cleaning Exercises

Pro exercise

Placeholder dates mean unknown

The membership system writes 1900-01-01 (and, in old records, 0001-01-01) when a birth date is unknown. Turn those placeholders into missing values before anyone computes ages, and quarantine real errors.

  • missing values
  • sentinels
  • dates

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