Using several states as covariates in models seem to improve their forecasting power. This suggests that these models 'learn' the dynamics of syphilis between different states. In addition, we have identified the existence of specific bellwether states. By using these bellwether states, it is possible to forecast syphilis cases in almost all the states in the country.