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Rathbun Reservoir is located in Appanoose County, Iowa. This lake is 11,000 acres in size. It is approximately 50 feet deep at its deepest point. When fishing, anglers can expect to catch a variety of fish including Channel Catfish, Largemouth Bass, Walleye, White Bass, White Crappie,.