Using graphical techniques is another way to illustrate and examine relationships among important subsets of variables when a large number of independent variables are used. An interesting exercise would be to select several pairs of independent variables, randomly or purposely, from the data set and plot the three-dimensional relationships with the dependent variable. One result would be a visual of the limited relationships, which the analysis assumes, perhaps incorrectly, are essentially linear after the applied variable transformations.