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We have a bunch of examples that predates the sphinx scripts to generate the gallery located in doc/pyplots. For consistency, these should be moved to the example folder and we should make sure that these are reproducible.
This ticket implies:
moving the python files from doc/pyplots to examples and update the necessary links
make the examples "reproducible" by fixing the random seed used by the generator.
use the numpy.random module and not the stdlib random module.