It's more a reflection of the general trend for middle-class folks in the US to flee to the suburbs, plus the fact that a cop job generally makes one middle-class (in both directions: the weeding process of getting hired tends to exclude the lower classes, and the pay scale tends to make one able to afford a middle-class dwelling arrangement).