input: 48x48 pixel gray values (between 0 and 255) target: emotion category (beween 0 and 6: anger=0, disgust=1, fear=2, happy=3, sad=4, surprise=5, neutral=6) auxiliary information which can be used but not as input for predicting emotions at test time: identity (-1: unknown, positive integers = ID, not all contiguous integer values). The auxiliary file contains the identity associated with all the training examples.