The foaming prediction map established earlier was applied to predict the foaming behavior of an additional 92 pure liquids. Among these, 33 liquids were accessible to us, and shake test experiments were conducted with them. The Oh and Re values of these liquids were plotted on the foaming prediction map to make foaming predictions (Figure ). Detailed results of both experimental foaming and predictions are provided in the SI, and the corresponding confusion matrix for the 33 liquids is illustrated in Figure .