We analyze weekly emergency room discharges for acute upper respiratory infections, influenza, acute bronchitis, asthma and pneumonia in 2009. The data are available by county for the 46 counties of South Carolina. The use of a shared component model accounting for correlation across diseases provides a better overall fit. In addition, the use of the multivariate SCPO increases the statistical power for detection of outbreaks.