Chipmunk Rapids is a rapids located in Florence County, Wisconsin. It appears on the Long Lake NE USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,453.32 feet (442.97 m) above sea level. The nearest populated place is Tipler, approximately 3.8 miles to the WNW.