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Don’t pick a new car that’ll pick your pockets. Online driver education platform Zutobi can help, with the release of its analysis “The Cheapest and Most Expensive Cars to Run in the U.S.” To determine which cars are the most expensive to run, Zutobi gathered data on the most popular vehicles in the country. They looked at the cost of gas per mile with information from the U.S.