We caution against mistaking association for causality in our interpretation of the SVM, as (i) the two random variables indicating the presence of two subgraphs (described by two MACCS keybits) in a molecule are generally not independent and (ii) anthropogenic biases could be involved in the generation and curation of the training data set.