Each calculated descriptor was used as a stand-alone input and was also combined with other inputs to develop hybrid features, aiming to deliver a streamlined set of input features which allow for a detailed description of the reaction conditions. A feature importance assessment based on Gini importance (or mean decrease in impurity, MDI) was conducted and indicated high importance for the ligand fingerprints and the DFT descriptors (see SI for more details).