III. —ASSOCTATION. "1 It will be evident from §§ 1 and 2 that a large number of such comparisons are available for the purpose, and the question arises, therefore, which is the best comparison to adopt? 10. Two principles should decide this point: (1) of any two comparisons, that is the better which brings out the more clearly the degree of association ; (2) of any two comparisons, that is the better which illustrates the more important aspect of the problem under discussion. The first condition at once suggests that comparisons of the form (4B) _ (48) ) ®) ~ ®) “ are better than comparisons of the form (48) (4) @ F 0) For it is evident that if most of the objects or individuals in the universe are B's, i.e. if (B)/N approaches unity, (4B)/(B) will necessarily approach (4)/N even though the difference between (4B)[(B) and (4B)/(B) is considerable. The second form of comparison may therefore be misleading. Setting aside, then, comparisons of the general form (), the question remains whether to apply the comparison of the form (a) to the rows or the columns of the table, if the data are tabulated as on p. 26. This question must be decided with reference to the second principle, 7.e. with regard to the more important aspect of the problem under discussion, the exact question to be answered, or the hypothesis to be tested, as illustrated by the examples below. Where no definite question has to be answered or hypothesis tested both pairs of proportions may be tabulated, as in Example vi. Example v.— Association between inoculation against cholera and exemption from attack. (Data from Greenwood and Yule, Table II1., ref. 6.) Not attacked. Attacked. Total. Inoculated . . : 276 279 Not inoculated . 473 539 cL... 5 3 66 L0LalL 749 69 318