documentation with updated notebooks and plotly

[tgoelles]

Currently the notebooks are not updated by sphinx.

This is due to 2 reasons:

1. Github actions and notebook kernels.
   Kernel "base" is not in the environment of the current github action for doc.

2. Plotly plots are not in the html documentation
   There is only an empty spot. The problem is there on the local docker environment and also with github actions