Data Cleaning Exercises

Dataset pack

Contacts with optional phones

Contacts duplicated by email and phone, where many rows have no phone.

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 Missing values group together.

contacts 16 rows × 3 columns

Download contacts.csv (Pro)

Data dictionary

id
Unique contact ID.
email
Email as typed.
phone
Phone as typed (optional).

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.