Blue Mills Island (historical) is a island located in Jackson County, Missouri. It appears on the Missouri City USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 725.07 feet (221.00 m) above sea level. The nearest populated place is Eton, approximately 0.4 miles to the WSW.

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