The FBI keeps track of homicide statistics, including the race of victims and offenders. However, a substantial number of homicides have unknown offenders. Herein I develop a method that combines CDC victimization data and FBI perpetrator data to produce more reliable homicide perpetration statistics. The analysis provides clues about the distribution of the unknown perpetrators.