Atlantic City is famous for its casinos and beaches.
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大西洋 is the Chinese name for the Atlantic Ocean (literally 'Great Western Ocean'), so 大西洋城 = Atlantic City, i.e. 'Atlantic Ocean City'. The same 大西洋 appears wherever the Atlantic is mentioned.