No, it's not!
Many AF Ams all over the country understand Chocolate City. There was a record label named Chocolate City. Many funkateers George Clinton, etc have used the term in their lyrics.
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ALPHA KAPPA ALPHA SORORITY, INCORPORATED Just Fine since 1908.
NO EXPLANATIONS NECESSARY!
Move Away from the Keyboard, Sometimes It's Better to Observe!