Among the 33 liquids, 11 exhibited foaming, while 22 did not foam during the shake test experiments. Our predictive model indicated that six of the liquids would foam, and 27 would not. Overall, the predictions aligned with the experimental outcomes for 22 liquids, while for 11 liquids, there were deviations from the experimental results.