A scatter plot displays values for two variables from a data set as a collection of points, with one variable determining the horizontal position and the other determining the vertical position. Scatter plots can reveal correlations between variables, such as positive, negative, or no correlation. They are useful for visualizing nonlinear relationships and comparing two data sets. An example shows lung capacity on the x-axis and breath holding time on the y-axis for a study of individuals.