Data Cleaning Exercises

Guide · updated 2026-11-04

Reconciliation: proving nothing was lost

Row counts and totals that show your cleaning kept every record accounted for.

The basic equation

Input rows = clean rows + exception rows + rows filtered by a declared scope rule.

Totals too

Compare sums of amounts before and after, per currency. A join or dedup that changes totals needs an explanation.

Put it in the handoff

A small reconciliation table at the top of your report lets reviewers trust the rest.

Practise it