Data analysis notebooks are annoying to read because you're forced to choose between:

a) ugly, unlabelled plots

b) including tons of uninteresting code that labels the axes (etc)

c) putting the plotting code into a separate module.

There are some extensions that do help with this, but extensions also kinda defeat the whole purpose of a notebook.