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Rheem was born in Minnesota and raised in Pennsylvania. At age 23, he became a chemist for Standard Oil in Franklin, Pennsylvania. He later led the construction efforts for a Standard Oil refinery in Whiting, Indiana. In 1900, Standard Oil acquired the Pacific Coast Oil Company of California. Rheem was dispatched to Alameda, California to manage their refinery.