Relation between the residuals of the transformed and the ‘original’ APOGEE-2 values for effective temperature as a function of the S/N of the input data is depicted for two cases: when colours are used for the transformation (circles) and when colours are not used (squares). The red line shows the percentage increase in the residual of the effective temperature for the transformation without colours compared to the transformation using colours.