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If you need to get a lot of weather data all over the earth, and in a number of locations, Meteonorm is a valuable resource. It has the data for some 9,000 locations, and for where it does not it will synthesize it by evaluating nearby weather stations and taking into consideration other factors. Synthesized data has limitations, but as a tool to get you the data you need when there is no other option, it seems to work well.

It can be found here: http://www.meteonorm.com/