Bar chart

In [1]:

from plotnine import ggplot, aes, geom_bar, coord_flip, theme_classic
from plotnine.data import mpg

geom_bar() makes the height of the bar proportional to the number of cases in each group

In [2]:

mpg.head()

	manufacturer	model	displ	year	cyl	trans	drv	cty	hwy	fl	class
0	audi	a4	1.8	1999	4	auto(l5)	f	18	29	p	compact
1	audi	a4	1.8	1999	4	manual(m5)	f	21	29	p	compact
2	audi	a4	2.0	2008	4	manual(m6)	f	20	31	p	compact
3	audi	a4	2.0	2008	4	auto(av)	f	21	30	p	compact
4	audi	a4	2.8	1999	6	auto(l5)	f	16	26	p	compact

Bar Plot with Counts

In [3]:

# Gallery, distributions
ggplot(mpg) + geom_bar(aes(x="class"))

In [4]:

(
    ggplot(mpg)
    + geom_bar(aes(x="class", fill="drv"))
)

Horizontal Bar Plot with Counts

In [5]:

# Gallery, distributions
(
    ggplot(mpg) 
    + geom_bar(aes(x="class", fill="drv"))
    + coord_flip()
    + theme_classic()
)