Data Cleaning Exercises

Glossary

Data dictionary

A document that defines every column: meaning, type, allowed values and who owns it.

Read the data dictionary before changing anything. It tells you whether a blank is allowed, which codes are valid and what unit a number is in. When the data contradicts the dictionary, record the conflict and ask; don't silently pick one.

Related: Schema, Data profiling, Validation rule