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http://www.ecmwf.int/en/research/climate-reanalysis/era-interim
A remodel of weather since 1979, based on many many measurements. The resulting dataset contains daily to hourly values around the globe for many meteorological and climatological parameters such as temperatures, water content, wind, radiation and various fluxes.

http://disc.sci.gsfc.nasa.gov/mdisc/data-holdings
A similar project as above the one above.

http://www.esrl.noaa.gov/ The Earth System Research Laboratory, with data and information or aerosols, as well as other temperature, precipitation etc. Within this organisation:

• http://www.esrl.noaa.gov/research/products/
• http://www.esrl.noaa.gov/psd/ (http://www.esrl.noaa.gov/psd/data)