Data Cleaning Exercises

Pro exercise

Round numbers are often estimates

Self-reported task times cluster on 30, 60, 90 and 120 minutes — the numbers people type when they estimate. Flag those as likely estimates so analysts can weigh them, while keeping every valid entry.

  • outliers
  • heaping
  • flags

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