Yes, I understand that. but ussually we evaluate our model on validation test, taking from train, considering distribution of features the same in train and test. Such big difference shows that test sreatures structure actually differs from train. It was shown by Humza, that, for example, test set doesn't include some amino acids (X, U), that are present in train. But I beleive it it not the only reason.