You would be shocked at the number of tony neighborhoods in the US that are no longer safe after dark.
The crime photo at the scene showed a 50s style rented bunglow with an unkempt yard, front porch gutter full of leaves this early in the fall, and simple clapboard construction with carport; hardly your typical tony neighborhood.