The best prediction of the enantioface of the substrate attacked by the allyl is from the GB algorithm, with a precision of 0.997. We have noticed the classification algorithms make no major distinction between electronic descriptors. The reason of this is that all the electronic descriptors have very high correlation between them, which in a classification algorithm, makes little impact on the final training and testing of the model.