def METHOD_NAME(self, X: DataFrame):
    """
    Call this method directly to get numpy output.
    Skips pandas conversion (much faster if only the numpy output is required).
    """
    if self._cat_feat_gen is not None:
        X = self._cat_feat_gen.transform(X)
    X = self._ohe.transform(X)
    return X