Data Cleaning Exercises

Dataset pack

Customer phone columns

Customers with up to three phone numbers in separate columns.

Fictional data · UTF-8 CSV, every value quoted so padding and leading zeros survive; empty fields are missing values · free for personal and classroom practice · practise it in First available contact number.

customers 16 rows × 4 columns

Download customers.csv (Pro)

Data dictionary

id
Unique customer ID.
mobile
Mobile number as typed.
landline
Landline as typed.
work_phone
Work number as typed.

Values are shown in quotes so leading and trailing spaces are visible. ∅ means the cell is missing. Exercises are also graded on hidden datasets that are never published.