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Dissimilarity
Using Negation
Think of 'dissimilarity' as pointing out differences; it emphasizes what is not the same. 
Not Opposites
Two things can be dissimilar without being complete opposites; they may share some qualities. 
Subtle Differences
Use 'dissimilarity' when discussing subtle or minor differences that are not immediately obvious. 