The Global Change Master Directory is produced by the US National Aeronautics and Space Administration/Goddard Space Flight Center. It has data on agriculture, atmosphere, biosphere, biology, climate, cryosphere, human dimensions, land, oceans, paleoclimate, the earth, spectra and imagery, sun-earth interactions, and ground water/water quality. You can search by subject, name, date, or location. There are also links to tools for data analysis, models, and metadata handling. If NASA has collected it, you can probably find it here.
URL: http://gcmd.gsfc.nasa.gov/
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