The novel was set in North Carolina, which isn't the Deep South, but it apparently was filmed in Louisiana, which is (a good move given the substantial number of protests from North Carolinians who said it didn't sound like the state). On the other hands, South Carolina is the Deep South, so maybe Swift was using "Carolina" generically.