Themes are a powerful way to customize the non-data components of your plots:
i.e. titles, labels, fonts, background, gridlines, and legends. Themes can be
used to give plots a consistent customized look. Modify a single plot's theme
using theme()
; see theme_update()
if you want modify the active theme, to
affect all subsequent plots. Use the themes available in complete themes if you would like to use a complete theme such as
theme_bw()
, theme_minimal()
, and more. Theme elements are documented
together according to inheritance, read more about theme inheritance below.
theme(
line,
rect,
text,
title,
aspect.ratio,
axis.title,
axis.title.x,
axis.title.x.top,
axis.title.x.bottom,
axis.title.y,
axis.title.y.left,
axis.title.y.right,
axis.text,
axis.text.x,
axis.text.x.top,
axis.text.x.bottom,
axis.text.y,
axis.text.y.left,
axis.text.y.right,
axis.ticks,
axis.ticks.x,
axis.ticks.x.top,
axis.ticks.x.bottom,
axis.ticks.y,
axis.ticks.y.left,
axis.ticks.y.right,
axis.ticks.length,
axis.ticks.length.x,
axis.ticks.length.x.top,
axis.ticks.length.x.bottom,
axis.ticks.length.y,
axis.ticks.length.y.left,
axis.ticks.length.y.right,
axis.line,
axis.line.x,
axis.line.x.top,
axis.line.x.bottom,
axis.line.y,
axis.line.y.left,
axis.line.y.right,
legend.background,
legend.margin,
legend.spacing,
legend.spacing.x,
legend.spacing.y,
legend.key,
legend.key.size,
legend.key.height,
legend.key.width,
legend.text,
legend.text.align,
legend.title,
legend.title.align,
legend.position,
legend.direction,
legend.justification,
legend.box,
legend.box.just,
legend.box.margin,
legend.box.background,
legend.box.spacing,
panel.background,
panel.border,
panel.spacing,
panel.spacing.x,
panel.spacing.y,
panel.grid,
panel.grid.major,
panel.grid.minor,
panel.grid.major.x,
panel.grid.major.y,
panel.grid.minor.x,
panel.grid.minor.y,
panel.ontop,
plot.background,
plot.title,
plot.title.position,
plot.subtitle,
plot.caption,
plot.caption.position,
plot.tag,
plot.tag.position,
plot.margin,
strip.background,
strip.background.x,
strip.background.y,
strip.placement,
strip.text,
strip.text.x,
strip.text.y,
strip.switch.pad.grid,
strip.switch.pad.wrap,
...,
complete = FALSE,
validate = TRUE
)
all line elements (element_line()
)
all rectangular elements (element_rect()
)
all text elements (element_text()
)
all title elements: plot, axes, legends (element_text()
;
inherits from text
)
aspect ratio of the panel
labels of axes (element_text()
). Specify all axes' labels (axis.title
),
labels by plane (using axis.title.x
or axis.title.y
), or individually
for each axis (using axis.title.x.bottom
, axis.title.x.top
,
axis.title.y.left
, axis.title.y.right
). axis.title.*.*
inherits from
axis.title.*
which inherits from axis.title
, which in turn inherits
from text
tick labels along axes (element_text()
). Specify all axis tick labels (axis.text
),
tick labels by plane (using axis.text.x
or axis.text.y
), or individually
for each axis (using axis.text.x.bottom
, axis.text.x.top
,
axis.text.y.left
, axis.text.y.right
). axis.text.*.*
inherits from
axis.text.*
which inherits from axis.text
, which in turn inherits
from text
tick marks along axes (element_line()
). Specify all tick marks (axis.ticks
),
ticks by plane (using axis.ticks.x
or axis.ticks.y
), or individually
for each axis (using axis.ticks.x.bottom
, axis.ticks.x.top
,
axis.ticks.y.left
, axis.ticks.y.right
). axis.ticks.*.*
inherits from
axis.ticks.*
which inherits from axis.ticks
, which in turn inherits
from line
length of tick marks (unit
)
lines along axes (element_line()
). Specify lines along all axes (axis.line
),
lines for each plane (using axis.line.x
or axis.line.y
), or individually
for each axis (using axis.line.x.bottom
, axis.line.x.top
,
axis.line.y.left
, axis.line.y.right
). axis.line.*.*
inherits from
axis.line.*
which inherits from axis.line
, which in turn inherits
from line
background of legend (element_rect()
; inherits
from rect
)
the margin around each legend (margin()
)
the spacing between legends (unit
). legend.spacing.x
& legend.spacing.y
inherit from legend.spacing
or can be specified separately
background underneath legend keys (element_rect()
;
inherits from rect
)
size of legend keys (unit
); key background height & width inherit from
legend.key.size
or can be specified separately
legend item labels (element_text()
; inherits from
text
)
alignment of legend labels (number from 0 (left) to 1 (right))
title of legend (element_text()
; inherits from
title
)
alignment of legend title (number from 0 (left) to 1 (right))
the position of legends ("none", "left", "right", "bottom", "top", or two-element numeric vector)
layout of items in legends ("horizontal" or "vertical")
anchor point for positioning legend inside plot ("center" or two-element numeric vector) or the justification according to the plot area when positioned outside the plot
arrangement of multiple legends ("horizontal" or "vertical")
justification of each legend within the overall bounding box, when there are multiple legends ("top", "bottom", "left", or "right")
margins around the full legend area, as specified
using margin()
background of legend area (element_rect()
;
inherits from rect
)
The spacing between the plotting area and the
legend box (unit
)
background of plotting area, drawn underneath plot
(element_rect()
; inherits from rect
)
border around plotting area, drawn on top of plot so that
it covers tick marks and grid lines. This should be used with
fill = NA
(element_rect()
; inherits from rect
)
spacing between facet
panels (unit
). panel.spacing.x
& panel.spacing.y
inherit from panel.spacing
or can be specified separately.
grid lines (element_line()
). Specify major grid lines,
or minor grid lines separately (using panel.grid.major
or panel.grid.minor
)
or individually for each axis (using panel.grid.major.x
, panel.grid.minor.x
,
panel.grid.major.y
, panel.grid.minor.y
). Y axis grid lines are horizontal
and x axis grid lines are vertical. panel.grid.*.*
inherits from
panel.grid.*
which inherits from panel.grid
, which in turn inherits
from line
option to place the panel (background, gridlines) over
the data layers (logical
). Usually used with a transparent or blank
panel.background
.
background of the entire plot (element_rect()
;
inherits from rect
)
plot title (text appearance) (element_text()
; inherits
from title
) left-aligned by default
Alignment of the plot title/subtitle
and caption. The setting for plot.title.position
applies to both
the title and the subtitle. A value of "panel" (the default) means that
titles and/or caption are aligned to the plot panels. A value of "plot" means
that titles and/or caption are aligned to the entire plot (minus any space
for margins and plot tag).
plot subtitle (text appearance) (element_text()
;
inherits from title
) left-aligned by default
caption below the plot (text appearance)
(element_text()
; inherits from title
) right-aligned by default
upper-left label to identify a plot (text appearance)
(element_text()
; inherits from title
) left-aligned by default
The position of the tag as a string ("topleft", "top", "topright", "left", "right", "bottomleft", "bottom", "bottomright) or a coordinate. If a string, extra space will be added to accommodate the tag.
margin around entire plot (unit
with the sizes of
the top, right, bottom, and left margins)
background of facet labels (element_rect()
;
inherits from rect
). Horizontal facet background (strip.background.x
)
& vertical facet background (strip.background.y
) inherit from
strip.background
or can be specified separately
placement of strip with respect to axes, either "inside" or "outside". Only important when axes and strips are on the same side of the plot.
facet labels (element_text()
;
inherits from text
). Horizontal facet labels (strip.text.x
) & vertical
facet labels (strip.text.y
) inherit from strip.text
or can be specified
separately
space between strips and axes when strips are
switched (unit
)
space between strips and axes when strips are
switched (unit
)
additional element specifications not part of base ggplot2. In general,
these should also be defined in the element tree
argument.
set this to TRUE
if this is a complete theme, such as
the one returned by theme_grey()
. Complete themes behave
differently when added to a ggplot object. Also, when setting
complete = TRUE
all elements will be set to inherit from blank
elements.
TRUE
to run validate_element()
, FALSE
to bypass checks.
Theme elements inherit properties from other theme elements hierarchically.
For example, axis.title.x.bottom
inherits from axis.title.x
which inherits
from axis.title
, which in turn inherits from text
. All text elements inherit
directly or indirectly from text
; all lines inherit from
line
, and all rectangular objects inherit from rect
.
This means that you can modify the appearance of multiple elements by
setting a single high-level component.
Learn more about setting these aesthetics in vignette("ggplot2-specs")
.
+.gg()
and %+replace%,
element_blank()
, element_line()
,
element_rect()
, and element_text()
for
details of the specific theme elements.
p1 <- ggplot(mtcars, aes(wt, mpg)) +
geom_point() +
labs(title = "Fuel economy declines as weight increases")
p1
# Plot ---------------------------------------------------------------------
p1 + theme(plot.title = element_text(size = rel(2)))
p1 + theme(plot.background = element_rect(fill = "green"))
# Panels --------------------------------------------------------------------
p1 + theme(panel.background = element_rect(fill = "white", colour = "grey50"))
p1 + theme(panel.border = element_rect(linetype = "dashed", fill = NA))
p1 + theme(panel.grid.major = element_line(colour = "black"))
p1 + theme(
panel.grid.major.y = element_blank(),
panel.grid.minor.y = element_blank()
)
# Put gridlines on top of data
p1 + theme(
panel.background = element_rect(fill = NA),
panel.grid.major = element_line(colour = "grey50"),
panel.ontop = TRUE
)
# Axes ----------------------------------------------------------------------
# Change styles of axes texts and lines
p1 + theme(axis.line = element_line(size = 3, colour = "grey80"))
p1 + theme(axis.text = element_text(colour = "blue"))
p1 + theme(axis.ticks = element_line(size = 2))
# Change the appearance of the y-axis title
p1 + theme(axis.title.y = element_text(size = rel(1.5), angle = 90))
# Make ticks point outwards on y-axis and inwards on x-axis
p1 + theme(
axis.ticks.length.y = unit(.25, "cm"),
axis.ticks.length.x = unit(-.25, "cm"),
axis.text.x = element_text(margin = margin(t = .3, unit = "cm"))
)
# \donttest{
# Legend --------------------------------------------------------------------
p2 <- ggplot(mtcars, aes(wt, mpg)) +
geom_point(aes(colour = factor(cyl), shape = factor(vs))) +
labs(
x = "Weight (1000 lbs)",
y = "Fuel economy (mpg)",
colour = "Cylinders",
shape = "Transmission"
)
p2
# Position
p2 + theme(legend.position = "none")
p2 + theme(legend.justification = "top")
p2 + theme(legend.position = "bottom")
# Or place legends inside the plot using relative coordinates between 0 and 1
# legend.justification sets the corner that the position refers to
p2 + theme(
legend.position = c(.95, .95),
legend.justification = c("right", "top"),
legend.box.just = "right",
legend.margin = margin(6, 6, 6, 6)
)
# The legend.box properties work similarly for the space around
# all the legends
p2 + theme(
legend.box.background = element_rect(),
legend.box.margin = margin(6, 6, 6, 6)
)
# You can also control the display of the keys
# and the justification related to the plot area can be set
p2 + theme(legend.key = element_rect(fill = "white", colour = "black"))
p2 + theme(legend.text = element_text(size = 8, colour = "red"))
p2 + theme(legend.title = element_text(face = "bold"))
# Strips --------------------------------------------------------------------
p3 <- ggplot(mtcars, aes(wt, mpg)) +
geom_point() +
facet_wrap(~ cyl)
p3
p3 + theme(strip.background = element_rect(colour = "black", fill = "white"))
p3 + theme(strip.text.x = element_text(colour = "white", face = "bold"))
p3 + theme(panel.spacing = unit(1, "lines"))
# }