Observations pertaining to occurrences of events are important in medical research. They are qualitative and are analyzed to assess the likelihoods of events. This chapter demonstrates that revelations of a set of qualitative observations are clearly manifested by percentages of observations belonging to categories that comprise the distribution of the data set. Revelation of unpaired qualitative data sets is clearly manifested by the respective distributions of the data sets.