What is the meaning of the bubbles / spikes in the shap values ​plot?
That's to help indicate the volume of points in that region, which would be lost due to overlap if all plotted along the horizontal line.  This kind of plot is referred to as a &quot;bee-swarm&quot;, and is somewhat similar to violin plots, strip plots, or scatter plots with jitter.