Following #13046, we have redundant code in estimator which should support string dtype (object dtype). Those estimators should make similar validation and raise consistent errors and have (a) common test(s).

The estimators which are involved will be:

• SimpleImputer
• MissingIndicator
• OneHotEncoder
• OrdinalEncoder

I open this issue such that we can agree on the way to refactor this part.