Reads an image with magick, applies optional processing, and uses the result as the graphical shape for points in a plot.
This is useful when you want to replace the usual point symbols with arbitrary images while keeping full control over their placement, size, and interpolation.
Usage
geom_magick(
mapping = NULL,
data = NULL,
stat = "identity",
position = "identity",
...,
magick = NULL,
magick_params = list(),
interpolate = TRUE,
na.rm = FALSE,
show.legend = NA,
inherit.aes = TRUE
)
Arguments
- mapping
Set of aesthetic mappings created by
aes()
. If specified andinherit.aes = TRUE
(the default), it is combined with the default mapping at the top level of the plot. You must supplymapping
if there is no plot mapping.- data
The data to be displayed in this layer. There are three options:
If
NULL
, the default, the data is inherited from the plot data as specified in the call toggplot()
.A
data.frame
, or other object, will override the plot data. All objects will be fortified to produce a data frame. Seefortify()
for which variables will be created.A
function
will be called with a single argument, the plot data. The return value must be adata.frame
, and will be used as the layer data. Afunction
can be created from aformula
(e.g.~ head(.x, 10)
).- stat
The statistical transformation to use on the data for this layer. When using a
geom_*()
function to construct a layer, thestat
argument can be used to override the default coupling between geoms and stats. Thestat
argument accepts the following:A
Stat
ggproto subclass, for exampleStatCount
.A string naming the stat. To give the stat as a string, strip the function name of the
stat_
prefix. For example, to usestat_count()
, give the stat as"count"
.For more information and other ways to specify the stat, see the layer stat documentation.
- position
A position adjustment to use on the data for this layer. This can be used in various ways, including to prevent overplotting and improving the display. The
position
argument accepts the following:The result of calling a position function, such as
position_jitter()
. This method allows for passing extra arguments to the position.A string naming the position adjustment. To give the position as a string, strip the function name of the
position_
prefix. For example, to useposition_jitter()
, give the position as"jitter"
.For more information and other ways to specify the position, see the layer position documentation.
- ...
These dots are for future extensions and must be empty.
- magick
A function (purrr-style formula is accepted) that takes an
image_read()
object as input and returns an object compatible withas.raster()
. You can use any of theimage_*()
functions from the magick package to process the raster image.- magick_params
Additional arguments passed on to
magick
- interpolate
A logical value indicating whether to linearly interpolate the image (the alternative is to use nearest-neighbour interpolation, which gives a more blocky result).
- na.rm
If
FALSE
, the default, missing values are removed with a warning. IfTRUE
, missing values are silently removed.- show.legend
logical. Should this layer be included in the legends?
NA
, the default, includes if any aesthetics are mapped.FALSE
never includes, andTRUE
always includes. It can also be a named logical vector to finely select the aesthetics to display. To include legend keys for all levels, even when no data exists, useTRUE
. IfNA
, all levels are shown in legend, but unobserved levels are omitted.- inherit.aes
If
FALSE
, overrides the default aesthetics, rather than combining with them. This is most useful for helper functions that define both data and aesthetics and shouldn't inherit behaviour from the default plot specification, e.g.annotation_borders()
.
Aesthetics
geom_magick()
understands the following aesthetics. Required aesthetics are displayed in bold and defaults are displayed for optional aesthetics:
• | x | |
• | y | |
• | image | |
• | alpha | → NA |
• | angle | → 0 |
• | fill | → NA |
• | group | → inferred |
• | hjust | → 0.5 |
• | size | → via theme() |
• | vjust | → 0.5 |
Learn more about setting these aesthetics in vignette("ggplot2-specs", package = "ggplot2")
.
Examples
set.seed(123)
d <- data.frame(
x = rnorm(10),
y = rnorm(10),
image = "https://jeroenooms.github.io/images/frink.png",
fill = sample(c("A", "B", "C", "D"), 10, replace = TRUE),
alpha = rnorm(10, mean = 0.5, sd = 0.1)
)
d$alpha <- pmax(pmin(d$alpha, 1), 0)
ggplot(d, aes(x, y)) +
geom_magick(aes(image = image, fill = fill, alpha = alpha))