I though that too "oh no look at those chavs" at MacDonald's Supersize me also did not see what happened to you if you eat a full xmass dinner every day for a month did it.
I don't think I've ever seen a hipster rocking the chav look.
I don't think there's a race-neutral equivalent in American English, but "white trash" captures much of the spirit.