Yvonne Fair's rather striking version of this old Motown semi-classic did nothing in the US but became a surprise Top 5 hit in the UK, spawning a whole generation of drag queens lip-synching "Somebody call the Po-lice! That woman down there is a doggone thief!"
The 7" and 12" mixes of this track are so different they're practically different records - to my ears the 7" sounds completely dull and flat in comparison to the magnificent 12" mix here.
Have posted the 7" version for comparison (video response).