Use category data type when working with low-cardinality categorical features — Categorical variables can take on a value from a limited number of values, which are usually fixed. Here are some examples of categorical variables: English skill level indicator (A1, A2, B1, B2, C1, C2) Blood type of a person (A, B, AB, 0) Demographic information such as race and gender …