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Follow-up from #724 and #767.
In ENH Remove boilerplate from non-linear regression notebook #724 I forgot to create a new cell for the code line
np.abs(polynomial_expansion.fit_transform(data) - data_expanded).max()
to render correctly.
In FIX fix several small typos #767 the notebooks diverged from the python files, as mentioned in FIX fix several small typos #767 (comment).
This PR fixes both issues.