Which Bijector setup should be used when some columns in my data are circular/periodic?

[MrShoenel]

If we lookt at, e.g., the NeuralSplineCoupling bijector, it has a boolean attribute periodic that we can set to true, so that it works better with periodic/circular data (like lat/long coordinates).

My question is, however, how would I set up the flow if only some of my columns contain periodic data? For example, in the California Housing dataset, you will have the median house price in one column, and lat/long in others.

Thanks!