Suppose there is a higher percentage of successes with Treatment A than with Treatment B at a clinic in Rochester, and there is a higher percentage of successes with Treatment A than with Treatment B at a clinic in Syracuse. For the overall sample (combining results for the two cities), there must be a higher percentage of successes with Treatment A than with Treatment B.