The removal of the confederate flag from the Statehouse in South Carolina spawned the re-evaluation of confederate symbols across the South. We were curious to know how many other locations across the US still had names that would be considered derogatory in today's society. We used Vocativ's proprietary technology identify cities, towns, lakes, springs, mines and local landmarks with a potentially hurtful name. We then created a series of data visualizations including an interactive map that can searched by state to show hundreds of federally recognized places across the nation that include racial slurs in their names. Some examples are Dead Negro Hollow in Tennessee, Wetback Tank in New Mexico and Dead Injun Creek in Oregon.