From the Round 2 and initial sets, 567 traces annotated as affected by air bubbles were combined with 5,670 SNA samples randomly drawn from the initial datasetpreselected using an Upper Confidence Bound (UCB) threshold of <0.05 (where UCB is defined as "class1 prob mean"+"class1 prob std" from the Round 1 RandomForest