As a remedy for this, I made the following map of the results:
Obama is green, and Clinton is red. The towns' sizes are in proportion to the combined number of votes that Obama and Clinton received on Tuesday. (Unfortunately, I couldn't find a good way to overlay county lines, congressional district lines, or town names.)