江南 (Jiangnan) = south of the Yangtze: soft, lush, cultured (Suzhou, Hangzhou).
江北 (Jiangbei) = north of the Yangtze: often rougher, agricultural. The pairing is geographic *and* cultural — an old Chinese shorthand for 'two worlds, one river.'
与 = and (formal).