Merriam Webster Dictionary defines Freak Show as an exhibition (as a sideshow) featuring freaks of nature but Ryan Murphy explanation is all that matters.
WirSindAlleFreaks
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REWATCHING...
American Horror Story Murder House
Jimmy Darling in American Horror Story, Freak Show