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Feature 3: [A,D] Feature 1, Feature 2, Feature 3: [B] Where the A,B,C,D,E are possible labels. Now, as obvious, this data has a imbalance i.e. few classes like E,C & D are under-represented while labels like A are with every sample. Now if you try to handle imbalance by Upsampling minority: You