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Clint Dempsey stunned the Black Stars after just 29 seconds when he latched onto a pass from Jermaine Jones, skipped beyond John Boye and coolly fired a left-foot shot across Adam Kwarasey into the bottom corner.
Andre Ayew scored an equalizer on 82 minutes, while John Brooks headed a late winner on 86 minutes to give all three points to the US.