Free practice · numeric · medium
Practice
Calculate the duplicate removal rate
One confirmed duplicate is removed from four raw rows. What percentage of raw rows was removed?
Confirmed duplicate · cleaning reconciliation
A controlled removal changes rows and revenue predictably
Row control
Raw4 rows
Clean3 rows
Revenue control
Raw$335
Clean$235
The $100 difference equals the one confirmed extraction duplicate; the raw layer and cleaning log remain preserved.