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Chapter 19: Two-Way Tables and Independence
                                                                                                              Support
                                                                                                21%
                                                                           33%
                                                          80
                                          Figure 19-3:
                                                          60
                                             Stacked
                                            bar graph
                                          showing the
                                                          40
                                           conditional
                                                                           67%
                                                                                                79%
                                          distributions
                                           of opinion
                                                          20
                                              for pet
                                            campers
                                          and non–pet   Percentage with each opinion  100 0  Campers’ Opinions on Having a Pet Section  Oppose  307
                                            campers.             Pet campers         Non-pet campers

                                                    Now you compare the opinions of the two groups by comparing the per-
                                                    centage of supporters in the pet camping group (67%) to the percentage of
                                                    supporters in the non-pet camping group (79%). While both groups have a
                                                    majority of supporters of the pet section, you see more of the non–pet camp-
                                                    ers support the policy than pet campers (because 79% > 67%). By comparing
                                                    the conditional distributions, you’ve found that a relationship appears to
                                                    exist between opinion and pet camping, and your original hunch that non-
                                                    pet campers in the area may be more in favor of a separate pet area than pet
                                                    campers is correct, based on this data.
                                                    The difference in the results found in Figure 19-3 isn’t as large as you may have
                                                    thought by looking at the joint distribution in Figure 19-2. The conditional dis-
                                                    tribution takes into account and adjusts for the number in each group being
                                                    compared, while the joint distribution puts everyone in the same boat. That’s
                                                    why you need conditional distributions to make fair comparisons.
                                                    When making my conclusions regarding the pet-camping data, the opera-
                                                    tive words I use are “a relationship appears to exist.” The results of the pet
                                                    camping survey are based on only your sample of 100 campers. To be able to
                                                    generalize these results to the whole population of pet campers and non–pet
                                                    campers in this community (which is really what you want to do), you need to
                                                    take into account that these sample results will vary, and when they do vary,
                                                    will they still show the same kind of difference? That’s what a hypothesis test
                                                    will tell you (all the details are in Chapter 14).





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