Energy cannot be created or destroyed. So the same amount of energy has to go somewhere. Since there is less water, and being that the energy cannot just dissappear, all things remaining equal, the water will evaporate faster.

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You don't need a weatherman to know which way the wind blows - Robert A. Zimmerman