Data Cleaning Exercises

Dataset pack

Payments with export copies

A payment export where a glitch repeated some rows, mixed with genuine repeat payments.

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 Exact copies versus repeat payments.

payments 17 rows × 4 columns

Download payments.csv (Pro)

Data dictionary

row_id
Unique export row ID.
payer
Payer email as typed.
amount
Amount paid as text.
paid_at
Payment time, ISO 8601 with offset.

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.