In this case it feels like this could be turned into titles. If you apply my suggestions it should work.

In other words, I find it slightly weird to have small text elements like this before a code cell and think a title would be more appropriate here:

This is the kind of things that others may not have the same opinion ...

Also I added the issue reference #22406 in your PR description to make it easier to track the advancement on this issue. If you ever open another PR tackling part of this issue, it would be great if you can remember to do it!

Thank you for your suggestions, it was my first pr.

LGTM!

For others, this looks like this:

direct link: https://174517-843222-gh.circle-artifacts.com/0/doc/auto_examples/neighbors/plot_regression.html

I am not sure about the Author/License block appearing as commented code, can we turn it into markdown?

I am not sure about the Author/License block appearing as commented code, can we turn it into markdown?

I don't think it is worth it, I agree it looks a bit weird on its own like this but 🤷, maybe we can move it down in the first code cell

If you look for instance here

https://scikit-learn.org/stable/auto_examples/calibration/plot_compare_calibration.html#sphx-glr-auto-examples-calibration-plot-compare-calibration-py

The author and license is part of the text.

Let's merge this this is a good improvement already, thanks a lot!