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El Dorado Lake is located in Butler County, Kansas. This lake is 7,407 acres in size. It is approximately 42 feet deep at its deepest point. When fishing, anglers can expect to catch a variety of fish including Bluegill, Channel Catfish, Flathead Catfish, Green Sunfish, Largemouth Bass, Smallmouth Bass, Walleye and.