What are the precipitation’s mm referring to?

The precipitation value in mm is referring to the amount of rain per square meter in one hour. One millimeter of rainfall is the equivalent of one liter of water per square meter. See also http://en.wikipedia.org/wiki/Rain#Measurement

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