Plot hwy
vs. displ
with approx. 1/3 opacity for each point, in blue.
Hint: Use quotes "
for the color.
ggplot(_____) +
geom_point(
mapping = aes(_____),
alpha = ___,
color = "___"
)
► Solution:
ggplot(data = mpg) +
geom_point(
mapping = aes(x = displ, y = hwy),
alpha = 1 / 3,
color = "blue"
)
Some appear darker due to overplotting.
aes()
What happens if you assign a variable, e.g. year
, to an aesthetic outside the aes()
call?
ggplot(_____) +
geom_point(
mapping = aes(_____),
color = year
)
► Solution:
Fails with an error:
ggplot(data = mpg) +
geom_point(
mapping = aes(x = displ, y = hwy),
color = year
)
## Error in layer(data = data, mapping = mapping, stat = stat, geom = GeomPoint, : object 'year' not found
The error message is fairly confusing in some cases:
ggplot(data = mpg) +
geom_point(
mapping = aes(x = displ, y = hwy),
color = class
)
## Error in rep(value[[k]], length.out = n): attempt to replicate an object of type 'builtin'
aes()
What happens if you assign a constant, e.g. 3
, to the “size” aesthetic inside the aes()
call?
ggplot(_____) +
geom_point(
mapping = aes(_____, size = 3)
)
► Solution:
This works, but creates a useless legend and may give unexpected results. Same for color
, shape
, and other aesthetics:
ggplot(data = mpg) +
geom_point(
mapping = aes(x = displ, y = hwy, size = 3)
)
ggplot(data = mpg) +
geom_point(
mapping = aes(x = displ, y = hwy, color = "red")
)
ggplot(data = mpg) +
geom_point(
mapping = aes(x = displ, y = hwy, color = "blue")
)
ggplot(data = mpg) +
geom_point(
mapping = aes(x = displ, y = hwy, shape = "triangle")
)
What values are valid for color
, alpha
, shape
and size
?
ggplot(_____) +
geom_point(
mapping = aes(_____),
___ = ___
)
► Solution:
- color
: basic colors, numbers
alpha
: numbers between 0 and 1
shape
: integers from 0 to 25, negative integers seem to display a letter
size
: positive numbersFind how to update the default point color for all scatterplots in the help for update_geom_defaults()
. Does the setting persist between plots? Is it still active after restarting RStudio (Session → Restart R or Ctrl + Shift + F10, Cmd + Shift + F10 on the Mac).
Find how to update the default color for all label texts in the help for theme()
. How to set or update the theme for all subsequent plots?
ggplot(_____) +
_____ +
theme(___)
Copyright © 2019 Kirill Müller. Licensed under CC BY-NC 4.0.