How it works...

The preprocessing.OneHotEncoder() function encodes categorical integer features as a one-hot numeric array. Starting from an array of integers or strings that denotes the values assumed by categorical characteristics (discrete), this function encodes the characteristics using a one-hot coding scheme, returning dummy variables. This creates a binary column for each category and returns a sparse array or a dense array.