Demographic Aspects of Surnames from Census 2000U.S. Census Bureau. Documents the Census 2000 surname universe, the 100-occurrence publication threshold, editing, and cell suppression for values from 1 through 4.
2010 Census Surname Table archiveU.S. Census Bureau. The deterministic parser uses Names_2010Census.csv. The ALL OTHER NAMES aggregate is validated separately and excluded from surname entities.Read the methodology
Last Name Data From the 2020 CensusU.S. Census Bureau. Documents the 2010-and-2020 cohort rule, noise infusion into race and Hispanic-origin counts, derived totals, optimization against negatives, and the possibility of published totals below 100.