Since LineUp does not support the representation of temporal data (C2) and uncertain data (C4) simultaneously, we developed a custom LineUp column that shows the mean predicted value after each cycle as an interactive line chart and the uncertainty of the prediction as an area around the line (see Figure ). This column helps users to understand how a model's prediction developed over time and understand model predictions (T4). To identify critical factors (T3), users can use LineUp's aggregation functionality to view summaries for groups of experiments (see Figure ). For example, users can identify the top 10 experiments with regard to the predicted yield. Then, users can compare the summaries and find which parameter values might be beneficial for a high predicted yield.