Preprocessor class OneHotEncoder allows transformation if unknown values are found. It would be great to introduce the same option to OrdinalEncoder. It seems simple to do since OrdinalEncoder (as well as OneHotEncoder) is derived from _BaseEncoder which actually implements handling error policy.