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I think this was intentional indeed so I am going to close. The reason behind this is that the scikit-learn examples existed before sphinx-gallery had the notebook-like feature. Most of the examples that were using the notebook-like syntax looked a bit off and the simplest thing to do was that to add a space in the line of hashes.
It looks like a number of the sphinx gallery docs aren't rendering properly because they've got an extra space in the
######
separators. E.g.http://scikit-learn.org/stable/auto_examples/plot_isotonic_regression.html#sphx-glr-auto-examples-plot-isotonic-regression-py
has this code in it
That extra space is preventing the text from being rendered as rST. Just checking to see if this is intentional or not...
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