Violin

import hvplot.pandas  # noqa

violin plots are similar to box plots, but provide a better sense of the distribution of data. Note that violin plots depend on the scipy library.

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

df.hvplot.violin(y='Time', by='Medal', c='Medal', ylabel='Sprint Time',
                 cmap=['gold', 'silver', 'brown'], legend=False, 
                 width=500, height=500, padding=0.4)