Violin plots of the residuals of the metallicity and the elemental abundances. The residuals are shown for the RF classifier of Monash models, ordered by increasing atomic number. The black boxes above the violins show the interquartile region (IQR) of the residual distribution (i.e. the region where half of the data points lie around the median). Its notch and the corresponding white marker indicate the position of the median.