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I'm not sure if this has been brought up, but NCAR maintains a Climate Data Guide. It has links to major data sets along with documents describing how to use them.
Also, I just ran across a DOE-funded project called ClimatePipes, which is supposed to provide a web-based workflow for non-researchers to access climate and analyze climate data. Nothing released so far, but potentially something to keep an eye on.