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BUG: Fix failing stats tests #9681
Pending the result of the related NumPy issue
This might not be the right fix. But in the meantime this should get Travis happy again, so probably worth merging and following up on later if necessary.
I've tried to partially cherry-pick this PR for a backport in #9683. The reason for partial backport is that only the vstack-related change seems to have been causing a test failure. If I need the rest I can include it, but should be good reason first.