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Chapter 6: How Can I Miss You If You Won’t Leave? Regression Model Selection


                                            Matrix Plot of Distance, Hang, R_Strength, L_Strength . . .  107
                                               3  4   5        120  150 180    80 90 100
                                    200
                                    150  Distance
                                    100                                                         5
                                                 Hang                                           4
                                    180                                                         3
                                    150                 R_Strength
                                    120
                         Figure 6-1:                                                            180
                         A matrix of                            L_Strength                      150
                         all scatter-  110                                                      120
                             plots   100                                R_Flexibility
                          between   90
                           pairs of                                                             100
                                                                                L_Flexibility   90
                        variables in
                                                                                                80
                         the punting   250
                                    200                                                 O_Strength
                          distance
                                    150
                          example.
                                     100  150  200     120 150 180      90  100 110     150 200 250

                                  To get a matrix of all scatterplots between a set of variables in Minitab, go to
                                  Graph>Matrix Plot and choose Matrix of Plots>Simple. Highlight all the vari-
                                  ables in the left-hand box for which you want scatterplots by clicking on them;
                                  click Select, and then click OK. You’ll see the matrix of scatterplots with a
                                  format similar to Figure 6-1.
                                  Looking across row one of Figure 6-1, you can see that all the variables seem
                                  to have a positive linear relationship with punt distance except left leg flexibil-
                                  ity. Perhaps the reason left leg flexibility isn’t much related to punt distance is
                                  because the left foot is planted into the ground when the kick is made — for a
                                  right-footed kicker, the left leg doesn’t have to be nearly as flexible as the right
                                  leg, which does the kicking. So it doesn’t appear that left leg flexibility contrib-
                                  utes a great deal to the estimation of punt distance on its own.

                                  You can also see in Figure 6-1 that the scatterplots showing relationships
                                  between pairs of x variables are to the right of column one and below row one.
                                  (Remember, you need to look on only the bottom part of the matrix or the top
                                  part of the matrix to see the relevant scatterplots.) It appears that hang time
                                  is somewhat related to each of the other variables (except left leg flexibility,
                                  which doesn’t contribute to estimating y). So hang time could possibly be the
                                  most important single variable in estimating the distance of a punt.














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           11_466469-ch06.indd   107                                                                   7/23/09   9:27:03 PM
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