pipe = pipeline.make_union(
    pipeline.make_pipeline(
        TypeSelector("category"),
        preprocessing.OneHotEncoder()
    ),
    pipeline.make_pipeline(
        TypeSelector(np.number),
        preprocessing.StandardScaler()
    )
)
pipe.fit_transform(data.copy()).toarray()