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The test set should represents the "real" data distribution your model will tackle once deployed and used in real applications. So the quick answer is yes, the test data should be imbalanced, which comes also as a sort of forced choice for you considering the super small size of you dataset. You want to keep in mind though that this makes a bit ...


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