Diagrams are visual representations of statistical data that are simple, easy to understand, and allow for quick comparison. Common types include bar charts, pie charts, and pictograms. Effective diagrams are clear, appropriately scaled and labeled, and chosen based on the type of data and intended audience. Histograms and frequency polygons are graphic representations used to display frequency distributions.