To provide a more complex chemical space, we used the set of aryl bromides from Kariofillis et al. . Instead of calculating only selected descriptors, all 2D Mordred descriptors were calculated for the aryl bromides. Again, once descriptors were calculated, they were embedded into a 3D chemical point cloud to allow for downsampling.