During an informal code review, I noticed that transformers/spectral_based.py use a custom mechanism to do the same as applying the compositor RowWiseTransformer from sktime.transformers.compose to single-series-transformers would do.

Should this be re-factored?

I believe @jsellier wrote the original version in an early stag of the project where RowWiseTransformer may not yet have existed.