Visualization tools such as maps, graphs, and charts are commonly used to represent disease distribution data. Geographic Information Systems (GIS) are particularly useful for mapping disease patterns and identifying clusters of cases. These visual tools enhance the understanding of data, making it easier for public health officials to make informed decisions.