The National Center for Health Statistics, CDC, has produced an Atlas of Un
ited States Mortality which includes maps of rates for the leading causes o
f death in the United States for the period 1988-1992. As part of this proj
ect, many aspects of statistical mapping have been re-examined to maximize
the atlas's effectiveness in conveying accurate mortality patterns to epide
miologists and public health practitioners. Because recent cognitive resear
ch demonstrated that no one map style is optimal for answering many differe
nt map questions, maps and graphs of several different mortality statistics
are included for each cause of death. New mixed effects models were develo
ped to provide predicted rates and improved variance estimates. Results fro
m these models were smoothed using a weighted head-banging algorithm to pro
duce maps of general spatial trends free of background noise. Maps of White
female lung cancer rates from the new atlas are presented here to illustra
te how this innovative combination of maps and graphs permits greater explo
ration of the underlying mortality data than is possible from previous sing
le-map atlas designs. Published in 1999 by John Wiley & Sons, Ltd. This art
icle is a U.S. Government work and is in the public domain in the United St
ates.