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Given instance a described by the categorical features ("Medium", "Slow", "Male"...

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Given instance a described by the categorical features ("Medium", "Slow", "Male", "Bulldog") and instance b described by the categorical features ("Small", "Slow", "Male", "Chihuahua"), what is the similarity between the features? Assume none of the features are ordinal.
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