Violin plots are a superset of box plots, and give a much richer understanding of the data distribution, while not taking more space. You will be able to instantly spot too-sparse data, or multi-modal ...

When using matplotlib, plotnine, or other Python plotting libraries, clearing plots in the plot pane does not work as expected. Previously cleared plots may reappear, and some earlier plots remain ...