DOC Improve visibility of warning message on example "Pitfalls in the interpretation of coefficients of linear models" #25441
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Reference Issues/PRs
See #20451.
What does this implement/fix? Explain your changes.
As mentioned in this comment, the warning message introduced in #20451 is quite relevant for passing the intended messages of the example. Therefore it would gain visibility if stated in the header instead of appearing in a section at the end of the example.
Any other comments?
I also took the opportunity to fix the second plot in Failure of Machine Learning to infer causal effects notebook, which was not rendering properly.