Colour-magnitude diagram showing the 3084 objects included in Solano et al. (2022). Single stars are plotted as blue triangles, while binaries are plotted as green stars. The central line is the optimal hyperplane that best separates the two populations, computed using support vector machines (SVMs) with a linear kernel. The dashed lines are the positive and negative bounding hyperplanes that separate the soft margin.