Facets (subplots)

Facets split a plot into multiple subplots, based on one or more variables. facet_wrap() creates a sequence of subplots, while facet_grid() creates a matrix of subplots.

TipYou will learn
  • How to create a sequence or matrix of subplots.
  • How to use a special facetting syntax to define subplots.
  • How to configure the x- and y-axis of subplots.
  • facet_wrap() creates a sequence of subplots.
  • The ncol or nrow arguments to facet_wrap() control the number of columns or rows.
  • facet_grid() creates a matrix of subplots based on two or more variables.
  • The scales argument can set a combination of the x and y axis to fixed for free.

Setup

from plotnine import *
from plotnine.data import mpg

Here is a single big plot that you might want to split into subplots.

(
    ggplot(mpg, aes("displ", "hwy", color="class")) + geom_point()
)

facet_wrap(): subplot sequence

Use facet_wrap() to create a sequence of subplots. It accepts as its first argument the name of the column that should be used to split the data for subplots.

(
    ggplot(mpg, aes("displ", "hwy", color="class"))
    + geom_point(show_legend=False)
    + facet_wrap("class")
)

Note that by default facet_wrap() fills row-by-row, with defaults for the number of subplots per row and column. Use either the ncol= or nrow= argument to fix the number of plots per column or row, respectively.

(
    ggplot(mpg, aes("displ", "hwy", color="class"))
    + geom_point(show_legend=False)
    + facet_wrap("class", ncol=2)
)

facet_grid(): subplot matrix

Use facet_grid() to create a matrix of subplots. It accepts two column names as arguments, the first for the rows and the second for the columns.

(ggplot(mpg, aes("displ", "hwy")) + geom_point() + facet_grid("cyl", "year"))

facetting syntax

Both facet_wrap() and facet_grid() support a special syntax for defining subplots. It takes the form "var1 ~ var2 + var3"

(ggplot(mpg, aes("displ", "hwy")) + geom_point() + facet_grid("cyl ~ year"))

Notice that cyl values (e.g. 4, 5, 6, 8) are on the rows, while year values are on the columns.

The column names to the left of the tilde (~) define subplot rows, while those to the right define subplot columns. The plus sign (+) groups variables for creating subplots.

scales= for freeing axes

By default, the x- and y-axes of each subplot have the same range. Use the scales= argument to allow each row or column to have its own range.

(
    ggplot(mpg, aes("displ", "hwy"))
    + geom_point()
    + facet_grid("cyl ~ year", scales="free_y")
)