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Steam locomotives were gradually phased out from the 1950s to the 1970s.They are more expensive to operate because their thermodynamic efficiency is very low, and they need a long time to heat up, clean, resupply and maintain, which is unproductive because they are not available for trains, but needs staff to work too.