Box

import hvplot.pandas  # noqa

box plots are most useful when grouped by additional dimensions.

from bokeh.sampledata.sprint import sprint as df

df.head()

	Name	Country	Medal	Time	Year
0	Usain Bolt	JAM	GOLD	9.63	2012
1	Yohan Blake	JAM	SILVER	9.75	2012
2	Justin Gatlin	USA	BRONZE	9.79	2012
3	Usain Bolt	JAM	GOLD	9.69	2008
4	Richard Thompson	TRI	SILVER	9.89	2008

boxplot = df.hvplot.box(y='Time', by='Medal', height=400, width=400, legend=False)
boxplot

Overlay this plot with the jittered scatter plot of the medalist times using the * operator:

boxplot * df.hvplot.scatter(y='Time', x='Medal', c='orange').opts(jitter=0.5)

Use groupby to create a separate plot for each medal type with a widget for selecting between the plots.

df.hvplot.box(y='Time', groupby='Medal', by='Country', ylabel='Sprint Time', height=400, width=600)