Data Cleaning Exercises

Dataset pack

Event deliveries with resends

Device events, some delivered more than once with timestamps in different offsets.

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 Keep the first delivery of each event.

deliveries 12 rows × 3 columns

Download deliveries.csv (Pro)

Data dictionary

row_id
Unique delivery ID.
event_id
ID of the event (repeats on resend).
received
ISO 8601 timestamp 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.