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Backport PR #27818 on branch 0.25.x (COMPAT: restore shape for 'invalid' Index with nd array) #27836

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Backport PR #27818: COMPAT: restore shape for 'invalid' Index with nd array

@lumberbot-app lumberbot-app bot added this to the 0.25.1 milestone Aug 9, 2019
@jorisvandenbossche jorisvandenbossche merged commit 464d3e8 into pandas-dev:0.25.x Aug 9, 2019
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