Hi Ed welcome to the board.
I don't know about the south but here names chosen for real estate have little to do with reality. "Oak Hills" was a trailer park with a few scrubby pines in the bottom of the valley near where I grew up.
(The second time it flooded someone added an "S" to the front of the sign. )