This iterative method produced a CC parser with substantially improved performance, eliminating many obvious incorrect classifications and resulting in a smaller number of more meaningful alerts for public health investigation. The process could be used to tune parsers to meet the unique medical terminology used in different communities. Moreover, daily CC and diagnostic counts should not be crudely pooled, but do provide complementary views of the population health status. 