An unsophisticated person; a bumpkin or hick. Likely a shortening of the US state "Alabama." I can't believe there are bammas like you who have never been to a big city.
bamma
n. a rural person, such as someone from Alabama; a hick. (Rude and derogatory.) Some bamma in a pickup truck nearly ran me off the road.