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Originally from Novato, California, Norris attended Marin Catholic High School in Kentfield, California, later transferring and graduating from San Marin High School in Novato, California, and later California Polytechnic State University in San Luis Obispo, California. At Cal Poly, Norris was a roommate as well as a teammate of fellow major league pitcher Casey Fien.