Two heatmaps are provided as examples of our visualization approach (see Fig. 1 ). Since applying this visualization to our syndromic data, PHSKC has identified several data quality errors that are likely to have gone undetected or been slow to detect otherwise, including out of range ages and sudden data drop-offs. Consequently, we have adopted the methodology to other nonsyndromic data sources, including notifiable condition reporting to the health department.