Data Cleaning Exercises

Dataset pack

Product ratings

Star ratings for kitchen appliances, some products with only a few reviews.

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 Flag small samples, don't hide them.

reviews 26 rows × 3 columns

Download reviews.csv (Pro)

Data dictionary

id
Unique review ID.
product
Product name as typed.
rating
Star rating as text (1–5).

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.