Magnitude and colour distribution of the nearest-neighbour galaxies used in the estimation of photo-z in the incomplete training and the validation sample. The dashed orange lines represent the nearest-neighbour galaxies’ distribution in incomplete training and the blue lines the distribution in the validation sample. The dotted vertical lines are the mean of each distribution. We have not included the distributions of the complete training sample since they overlap perfectly with those of the validation sample.