Data Cleaning Exercises

Pro exercise

Future dates are errors, old dates are stale

The device list was extracted on 30 June 2026. A last-seen date after the extract is impossible and quarantined; a date before 2026 is real but stale, so the device is kept and flagged.

  • dates
  • validation
  • flags

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