ggRGB: Create ggplot2 Raster Plots with RGB from 3 RasterLayers
In RStoolbox: Remote Sensing Data Analysis

ggRGB

R Documentation

Create ggplot2 Raster Plots with RGB from 3 RasterLayers

Description

Calculates RGB color composite raster for plotting with ggplot2. Optional values for clipping and and stretching can be used to enhance the imagery.

Usage

ggRGB(
  img,
  r = 3,
  g = 2,
  b = 1,
  scale,
  maxpixels = 5e+05,
  stretch = "none",
  ext = NULL,
  limits = NULL,
  clipValues = "limits",
  quantiles = c(0.02, 0.98),
  ggObj = TRUE,
  ggLayer = FALSE,
  alpha = 1,
  coord_equal = TRUE,
  geom_raster = FALSE,
  nullValue = 0
)

Arguments

`img`	SpatRaster
`r`	Integer or character. Red layer in x. Can be set to `NULL`, in which case the red channel will be set to zero.
`g`	Integer or character. Green layer in x. Can be set to `NULL`, in which case the green channel will be set to zero.
`b`	Integer or character. Blue layer in x. Can be set to `NULL`, in which case the blue channel will be set to zero.
`scale`	Numeric. Maximum possible pixel value (optional). Defaults to 255 or to the maximum value of x if that is larger than 255
`maxpixels`	Integer. Maximal number of pixels used for plotting.
`stretch`	Character. Either 'none', 'lin', 'hist', 'sqrt' or 'log' for no stretch, linear, histogram, square-root or logarithmic stretch.
`ext`	Extent or SpatExtent object to crop the image
`limits`	Vector or matrix. Can be used to reduce the range of values. Either a vector of two values for all bands (c(min, max)) or a 3x2 matrix with min and max values (columns) for each layer (rows).
`clipValues`	Matrix, numeric vector, string or NA. Values to reset out of range (out of `limits`) values to. By default ('limits') values are reset to `limits`. A single value (e.g. NA) will be recycled to all lower/higher clippings, A vector of length two (c(min,max)) can be used to specify lower and higher replace values, applied to all bands. A two column matrix (typically with three rows) can be used to fully control lower and upper clipping values differently for each band.
`quantiles`	Numeric vector with two elements. Min and max quantiles to stretch. Defaults to 2% stretch, i.e. c(0.02,0.98).
`ggObj`	Logical. If `TRUE` a ggplot2 object is returned. If `FALSE` a data.frame with coordinates and color will be returned.
`ggLayer`	Logical. If `TRUE` a ggplot2 layer is returned. This is useful if you want to add it to an existing ggplot2 object. Note that if `TRUE` & `annotate = FALSE` you have to add a scale_fill_identity() manually in your call to ggplot().
`alpha`	Numeric. Transparency (0-1).
`coord_equal`	Logical. Force addition of coord_equal, i.e. aspect ratio of 1:1. Typically useful for remote sensing data (depending on your projection), hence it defaults to TRUE. Note howver, that this does not apply if (`ggLayer=FALSE`).
`geom_raster`	Logical. If `FALSE` annotation_raster is used, otherwise geom_raster()+scale_fill_identity is used. Note that you can't use scale_fill* in addition to the latter, because it already requires scale_fill_identity().
`nullValue`	Numeric. Intensity value used for NULL layers in color compositing. E.g. set g=NULL and fix green value at 0.5 (defaults to 0).

Details

Functionality is based on plotRGB from the raster package.

Value

`ggObj = TRUE`:	ggplot2 plot
`ggLayer = TRUE`:	ggplot2 layer to be combined with an existing ggplot2
`ggObj = FALSE`:	data.frame in long format suitable for plotting with ggplot2, includes the pixel values and the calculated colors

Examples

  
library(ggplot2)

ggRGB(rlogo, r=1, g=2, b=3)

## Define minMax ranges
ggRGB(rlogo, r=1,g=2, b=3, limits = matrix(c(100,150,10,200,50,255),  ncol = 2, by = TRUE))

## Perform stong linear contrast stretch
ggRGB(rlogo, r = 1, g = 2, b = 3,stretch = "lin", quantiles = c(0.2, 0.8))

## Use only two layers for color calculation
ggRGB(rlogo, r = 1, g = 2, b = NULL)

## Return only data.frame
df <- ggRGB(rlogo, ggObj = FALSE)
head(df)

## Use in layer-mode, e.g. to add to another plot
wave <- data.frame(x = c(0, 0:100,100), y = c(0,sin(seq(0,2*pi,pi/50))*10+20, 0))
p <- ggplot(wave, aes(x, y)) 
p + ggRGB(rlogo, ggLayer = TRUE) +
       geom_polygon(aes(x, y), fill = "blue", alpha = 0.4) +
       coord_equal(ylim=c(0,75))

RStoolbox documentation built on May 29, 2024, 6:34 a.m.