The original distribution of actives ratio in each of the balancing strategies affected the predicted actives ratio by the models. Due to the lack of correlation between training and test ratios (Figure ), the semi_resampling strategy was the ideal scenario to disentangle their effect on the predicted ratio of actives (see model in table of the Supporting Information).