This example uses a hybrid lollipop-bubble chart where in the Y-axis is the Total Spend, the X-axis is nominal categorizing the different channels, the size of the points is linked to the Mean value and the width of the point’s gradient is representative of the model’s confidence. This direction also lends itself well to a time series. The third example of this direction shows that by replacing the X-Axis with time and switching to color coded channels the viewer can see changes over time.