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FAQ: Why is the Mann-Whitney significant when the medians are equal?
A nice example of why the rank-sum test *doesn't* test whether the medians are the same. (Unless the distributions are otherwise very similar.)
to median non-parametric significance statistics ... on 26 March 2014
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tasty by Adam Sampson.