Although the summary statistics of fitted regression models show that the four data
sets are similar, they can be dramatically different as shown in the four scatter plots.
When analyzing a data set, we can not only rely on summary statistics. Graphs can
also tell us a lot about the data set, they allow analysts to readily visualize nonlinear
relationships that are hard to find when expressed verbally or by mathematical formula.