Bar graphs and pie charts are used to visualize categorical data. Bar graphs show counts or percentages of observations in different categories using rectangular bars of varying heights. Pie charts show the proportion of a whole taken up by different categories using slices of a circle. This document provides examples and steps for creating bar graphs and discusses when pie charts can and cannot be used based on whether the data sums to 100%.