It sounds to me that you should consider the test statistic with the following null/alternative hypothesis:

H0: There is no difference between the distribution in population X1 and population X2

H1: There is a difference between the distribution of the two populations

Call X1 the observed and X2 the predicted

I'm having trouble picturing your data. Can you share the data set?