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Training and Testing datasets classification?

I'm using MADE4 R package for which I need to assign training and testing dataset from my whole dataset. I have a TCGA expression dataset with 440 samples (20 normals + 420 tumor). Which samples should be assigned as testing and training dataset and why?

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