The rule of the function usually applies to city names that have a known association with a country or U.S. state. However, this rule does not hold for several inputs, such as London, Berlin, Tokyo, Barcelona, Moscow, Rome, and Amsterdam, among others, as the function returns 'undefined' for those inputs.