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Testing raw data will allow direct testing of your variables. Testing (dis)similarity data adds another level of abstraction, thus affecting interpretation; however, this allows you to take advantage of a range of (dis)similarity measures to express differences between objects. For more information on (dis)similarity-based methods, see this page.