In the US, with the overload of illegals, the police can ask you for your ID if they have probable cause. There is no other way to know, and by law we all must have a verified form of government ID on our person and we must surrender it if asked. Refusing will only draw more suspicion. If you are not an illegal, you will be on your way in a few moments.
