Web documentation don't correpond to Jupyter notebooks

[raffaem]

I noticed that the web documentation sometimes don't correspond to what I see in the Jupyter notebooks.

For example, that's how I see it on the web:

And that's what I see on the Jupyter notebooks:

Here is another example:

On the web:

On Jupyter notebook (notice that the link to the python documentation is in full):