Clustering of all data (‘MC1’) with k-means after PCA algorithm for line ratios without attenuation (‘MC1_unatt’, top panel) and with attenuation (‘MC1_att’, bottom panel). Colours represent real datasets; symbols represent predicted datasets. The best result shows the line ratios with attenuation (bottom panel). There, we can separate the different distances from the SN explosion to the centre of mass of the MC.