terra-package: Description of the methods in the terra package
In rspatial/terra: Spatial Data Analysis
terra-package R Documentation
Description of the methods in the terra package
Description
terra provides methods to manipulate geographic (spatial) data in "raster" and "vector" form. Raster data divide space into rectangular grid cells and they are commonly used to represent spatially continuous phenomena, such as elevation or the weather. Satellite images also have this data structure, and in that context grid cells are often referred to as pixels. In contrast, "vector" spatial data (points, lines, polygons) are typically used to represent discrete spatial entities, such as a road, country, or bus stop.
The package implements two main classes (data types): SpatRaster and SpatVector. SpatRaster supports handling large raster files that cannot be loaded into memory; local, focal, zonal, and global raster operations; polygon, line and point to raster conversion; integration with modeling methods to make spatial predictions; and more. SpatVector supports all types of geometric operations such as intersections.
Additional classes include SpatExtent, which is used to define a spatial extent (bounding box); SpatRasterDataset, which represents a collection of sub-datasets for the same area. Each sub-dataset is a SpatRaster with possibly many layers, and may, for example, represent different weather variables; and SpatRasterCollection and SpatVectorCollection that are equivalent to lists of SpatRaster or SpatVector objects. There is also a SpatGraticule class to assist in adding a longitude/latitude lines and labels to a map with another coordinate reference system.
These classes hold a C++ pointer to the data "reference class" and that creates some limitations. They cannot be recovered from a saved R session either or directly passed to nodes on a computer cluster. Generally, you should use writeRaster to save SpatRaster objects to disk (and pass a filename or cell values to cluster nodes). Also see wrap. Also, package developers should not directly access this pointer, as its user-interface is not stable.
The terra package is conceived as a replacement of the raster package. terra has a very similar, but simpler, interface, and it is faster than raster. At the bottom of this page there is a table that shows differences in the methods between the two packages.
Below is a list of some of the most important methods grouped by theme.
———————————————————————————————————————
SpatRaster
———————————————————————————————————————
I. Creating, combining and sub-setting
rast Create a SpatRaster from scratch, file, or another object
c Combine SpatRasters (multiple layers)
add<- Add a SpatRaster to another one
subset or [[, or $ Select layers of a SpatRaster
selectRange Select cell values from different layers using an index layer
--------------------------- ------------------------------------------------------------------------------------------
II. Changing the spatial extent or resolution
Also see the methods in section VIII
merge Combine SpatRasters with different extents (but same origin and resolution)
mosaic Combine SpatRasters with different extents using a function for overlapping cells
crop Select a geographic subset of a SpatRaster
extend Add rows and/or columns to a SpatRaster
trim Trim a SpatRaster by removing exterior rows and/or columns that only have NAs
aggregate Combine cells of a SpatRaster to create larger cells
disagg Subdivide cells
resample Resample (warp) values to a SpatRaster with a different origin and/or resolution
project Project (warp) values to a SpatRaster with a different coordinate reference system
shift Adjust the location of SpatRaster
flip Flip values horizontally or vertically
rotate Rotate values around the date-line (for lon/lat data)
t Transpose a SpatRaster
--------------------------- ------------------------------------------------------------------------------------------
III. Local (cell based) methods
Apply-like methods
app Apply a function to all cells, across layers, typically to summarize (as in base::apply)
tapp Apply a function to groups of layers (as in base::tapply and stats::aggregate)
lapp Apply a function to using the layers of a SpatRaster as variables
sapp Apply a function to each layer
rapp Apply a function to a spatially variable range of layers
--------------------------- ------------------------------------------------------------------------------------------
Arithmetic, logical, and standard math methods
Arith-methods Standard arithmetic methods (+, -, *, ^, %%, %/%, /)
Compare-methods Comparison methods for SpatRaster (==, !=, >, <, <=, >=m is.na, is.finite)
not.na a one-step equivalent to !is.na
Summary-methods mean, max, min, median, sum, range, prod,
any, all, stdev, which.min, which.max, anyNA, noNA, allNA
Logic-methods Boolean methods (!, &, |)
Math-methods abs, sign, sqrt, ceiling, floor, trunc, cummax, cummin, cumprod,
cumsum, log, log10, log2, log1p, acos, acosh, asin, asinh, atan, atanh,
exp, expm1, cos, cosh, sin, sinh, tan, tanh, round, signif
as.bool create a Boolean (logical) SpatRaster
as.int create an integer (whole numbers) SpatRaster
--------------------------- ------------------------------------------------------------------------------------------
Other methods
approximate Compute missing values for cells by interpolation across layers
roll Rolling functions such as the rolling mean
cellSize Compute the area of cells
classify (Re-)classify values
subst Substitute (replace) cell values
cover First layer covers second layer except where the first layer is NA
init Initialize cells with new values
mask Replace values in a SpatRaster based on values in another SpatRaster
which.lyr which is the first layer that is TRUE?
segregate Make a 0/1 layer for each unique value
rangeFill Make a 0/1 SpatRaster for a time series
regress Cell-based regression models
--------------------------- ------------------------------------------------------------------------------------------
IV. Zonal and global methods
expanse Compute the summed area of cells
crosstab Cross-tabulate two SpatRasters
freq Frequency table of SpatRaster cell values
global Summarize SpatRaster cell values with a function
quantile Quantiles
layerCor Correlation between layers
stretch Stretch values
scale Scale values
summary Summary of the values of a SpatRaster (quartiles and mean)
unique Get the unique values in a SpatRaster
zonal Summarize a SpatRaster by zones in another SpatRaster
--------------------------- ------------------------------------------------------------------------------------------
V. Situation (spatial context) based methods
adjacent Identify cells that are adjacent to a set of cells of a SpatRaster
boundaries Detection of boundaries (edges)
distance Shortest distance to a cell that is not NA or to or from a vector object
gridDist Shortest distance through adjacent grid cells
costDist Shortest distance considering cell-varying friction
direction Direction (azimuth) to or from cells that are not NA
focal Focal (neighborhood; moving window) functions
focal3D Three dimensional (row, col, lyr) focal functions
focalCpp Faster focal by using custom C++ functions
focalReg Regression between layers for focal areas
focalPairs Apply a function (e.g. a correlation coefficient) to focal values for pairs of layers
patches Find patches (clumps)
sieve Sieve filter to remove small patches
terrain Compute slope, aspect and other terrain characteristics from elevation data
viewshed Compute viewshed (showing areas that are visible from a particular location
shade Compute hill shade from slope and aspect layers
autocor Compute global or local spatial autocorrelation
--------------------------- ------------------------------------------------------------------------------------------
VI. Model predictions
predict Predict a non-spatial (regression or classification) model to a SpatRaster
interpolate Predict a spatial model to a SpatRaster
interpIDW Inverse-distance-weighted interpolation
interpNear Nearest neighbor interpolation
k_means k-means clustering of SpatRaster data
princomp and prcomp Principal Component Analysis (PCA) with raster data
--------------------------- ------------------------------------------------------------------------------------------
VII. Accessing cell values
Apart from the function listed below, you can also use indexing with [ with cell numbers, and row and/or column numbers
values cell values (fails with very large rasters)
values<- Set new values to the cells of a SpatRaster
setValues Set new values to the cells of a SpatRaster
as.matrix Get cell values as a matrix
as.array Get cell values as an array
extract Extract cell values from a SpatRaster (with cell numbers, coordinates, points, lines, or polygons)
extractAlong Extract cell values along a line such that the values are in the right order
spatSample Regular or random sample
minmax Get the minimum and maximum value of the cells of a SpatRaster (if known)
setMinMax Compute the minimum and maximum value of a SpatRaster if these are not known
extract spatial queries of a SpatRaster with a SpatVector
--------------------------- ------------------------------------------------------------------------------------------
VIII. Getting and setting dimensions
Get or set basic parameters of SpatRasters. If there are values associated with a SpatRaster (either in memory or via a link to a file) these are lost when you change the number of columns or rows or the resolution. This is not the case when the extent is changed (as the number of columns and rows will not be affected). Similarly, with crs you can set the coordinate reference system, but this does not transform the data (see project for that).
ncol The number of columns
nrow The number of rows
ncell The number of cells (can not be set directly, only via ncol or nrow)
res The resolution (x and y)
nlyr Get or set the number of layers
names Get or set the layer names
xres The x resolution (can be set with res)
yres The y resolution (can be set with res)
xmin The minimum x coordinate (or longitude)
xmax The maximum x coordinate (or longitude)
ymin The minimum y coordinate (or latitude)
ymax The maximum y coordinate (or latitude)
ext Get or set the extent (minimum and maximum x and y coordinates ("bounding box")
origin The origin of a SpatRaster
crs The coordinate reference system (map projection)
is.lonlat Test if an object has (or may have) a longitude/latitude coordinate reference system
sources Get the filename(s) to which a SpatRaster is linked
inMemory Are the data sources in memory (or on disk)?
compareGeom Compare the geometry of SpatRasters
NAflag Set the NA value (for reading from a file with insufficient metadata)
--------------------------- ------------------------------------------------------------------------------------------
IX. Computing row, column, cell numbers and coordinates
Cell numbers start at 1 in the upper-left corner. They increase within rows, from left to right, and then row by row from top to bottom. Likewise, row numbers start at 1 at the top of the raster, and column numbers start at 1 at the left side of the raster.
xFromCol x-coordinates from column numbers
yFromRow y-coordinates from row numbers
xFromCell x-coordinates from row numbers
yFromCell y-coordinates from cell numbers
xyFromCell x and y coordinates from cell numbers
colFromX Column numbers from x-coordinates (or longitude)
rowFromY Row numbers from y-coordinates (or latitude)
rowColFromCell Row and column numbers from cell numbers
cellFromXY Cell numbers from x and y coordinates
cellFromRowCol Cell numbers from row and column numbers
cellFromRowColCombine Cell numbers from all combinations of row and column numbers
cells Cell numbers from an SpatVector or SpatExtent
--------------------------- ------------------------------------------------------------------------------------------
X. Time related methods
time Get or set time
fillTime can add empty layers in between existing layers to assure that the time step between layers is constant
mergeTime combine multiple rasters, perhaps partly overlapping in time, into a single time series
--------------------------- ------------------------------------------------------------------------------------------
XI. Methods for categorical rasters
is.factor Are there categorical layers?
levels Get active categories, or set categories
activeCat Get or set the active category
cats Get categories (active and inactive)
set.cats Set categories in place
concats Combine SpatRasters with different categories
catalyze Create a layer for each category
as.numeric use the active category to create a non-categorical SpatRaster
as.factor Make the layers of a SpatRaster categorical
--------------------------- ------------------------------------------------------------------------------------------
XII. Writing SpatRaster files
Basic
writeRaster Write all values of SpatRaster to disk. You can set the filetype, datatype, compression.
writeCDF Write SpatRaster data to a netCDF file
--------------------------- ------------------------------------------------------------------------------------------
Advanced
readStart Open file connections for efficient multi-chunk reading
readStop Close file connections
writeStart Open a file for writing
writeValues Write some values
writeStop Close the file after writing
blocks Get blocksize for reading files (when not writing)
--------------------------- ------------------------------------------------------------------------------------------
XIII. Miscellaneous SpatRaster methods
terraOptions Show, set, or get session options, mostly to control memory use and to set write options
sources Show the data sources of a SpatRaster
tmpFiles Show or remove temporary files
mem_info memory needs and availability
inMemory Are the cell values in memory?
--------------------------- ------------------------------------------------------------------------------------------
XIV. SpatRasterDataset
A SpatRasterDataset contains SpatRasters that represent sub-datasets for the same area. They all have the same extent and resolution.
sds Create a SpatRasterDataset from a file with subdatasets (ncdf or hdf) or from SpatRasters
[ or $ Extract a SpatRaster
names Get the names of the sub-datasets
--------------------------- ------------------------------------------------------------------------------------------
XV. SpatRasterCollections
A SpatRasterCollection is a vector of SpatRaster objects. Unlike for a SpatRasterDataset, there the extent and resolution of the SpatRasters do not need to match each other.
sprc create a SpatRasterCollection from (a list of) SpatRasters
length how many SpatRasters does the SpatRasterCollection have?
crop crop a SpatRasterCollection
impose force the members of SpatRasterCollection to the same geometry
merge merge the members of a SpatRasterCollection
mosaic mosaic (merge with a function for overlapping areas) the members of a SpatRasterCollection
[ extract a SpatRaster
--------------------------- ------------------------------------------------------------------------------------------
SpatVector
———————————————————————————————————————
XVI. Create SpatVector objects
vect Create a SpatVector from a file (for example a "shapefile") or from another object
vector_layers list or delete layers in a vector database such as GPGK
rbind append SpatVectors of the same geometry type
unique remove duplicates
na.omit remove empty geometries and/or fields that are NA
project Project a SpatVector to a different coordinate reference system
writeVector Write SpatVector data to disk
centroids Get the centroids of a SpatVector
voronoi Voronoi diagram
delaunay Delaunay triangles
convHull Compute the convex hull of a SpatVector
minRect Compute the minimum minimal bounding rotated rectangle of a SpatVector
minCircle Compute the minimal bounding circle of a SpatVector
fillHoles Remove or extract holes from polygons
--------------------------- ------------------------------------------------------------------------------------------
XVII. Properties of SpatVector objects
geom returns the geometries as matrix or WKT
crds returns the coordinates as a matrix
linearUnits returns the linear units of the crs (in meter)
ncol The number of columns (of the attributes)
nrow The number of rows (of the geometries and attributes)
names Get or set the layer names
ext Get the extent (minimum and maximum x and y coordinates ("bounding box")
crs The coordinate reference system (map projection)
is.lonlat Test if an object has (or may have) a longitude/latitude coordinate reference system
--------------------------- ------------------------------------------------------------------------------------------
XVIII. Geometric queries
adjacent find adjacent polygons
expanse computes the area covered by polygons
nearby find nearby geometries
nearest find the nearest geometries
relate geometric relationships such as "intersects", "overlaps", and "touches"
perim computes the length of the perimeter of polygons, and the length of lines
--------------------------- ------------------------------------------------------------------------------------------
XIX. Geometric operations
erase or "-" erase (parts of) geometries
intersect or "*" intersect geometries
union or "+" Merge geometries
cover update polygons
symdif symmetrical difference of two polygons
aggregate dissolve smaller polygons into larger ones
buffer buffer geometries
disagg split multi-geometries into separate geometries
crop clip geometries using a rectangle (SpatExtent) or SpatVector
--------------------------- ------------------------------------------------------------------------------------------
XX. SpatVector attributes
We use the term "attributes" for the tabular data (data.frame) associated with vector geometries.
extract spatial queries between SpatVector and SpatVector (e.g. point in polygons)
sel select - interactively select geometries
click identify attributes by clicking on a map
merge Join a table with a SpatVector
as.data.frame get attributes as a data.frame
as.list get attributes as a list
values Get the attributes of a SpatVector
values<- Set new attributes to the geometries of a SpatRaster
sort sort SpatVector by the values in a field
--------------------------- ------------------------------------------------------------------------------------------
XXI. Change geometries (for display, experimentation)
shift change the position geometries by shifting their coordinates in horizontal and/or vertical direction
spin rotate geometries around an origin
rescale shrink (or expand) geometries, for example to make an inset map
flip flip geometries vertically or horizontally
t transpose geometries (switch x and y)
--------------------------- ------------------------------------------------------------------------------------------
XXII. Geometry properties and topology
width the minimum diameter of the geometries
clearance the minimum clearance of the geometries
sharedPaths shared paths (arcs) between line or polygon geometries
simplifyGeom simplify geometries
gaps find gaps between polygon geometries
fillHoles get or remove the polygon holes
makeNodes create nodes on lines
mergeLines connect lines to form polygons
removeDupNodes remove duplicate nodes in geometries and optionally rounds the coordinates
is.valid check if geometries are valid
makeValid attempt to repair invalid geometries
snap make boundaries of geometries identical if they are very close to each other
erase (single argument) remove parts of geometries that overlap
union (single argument) create new polygons such that there are no overlapping polygons
rotate rotate to (dis-) connect them across the date-line
normalize.longitude move geometries that are outside of the -180 to 180 degrees range.
elongate make lines longer by extending both sides
combineGeoms combine geometries that overlap, share a border, or are within a minimum distance of each other
forceCCW force counter-clockwise polygon winding
--------------------------- ------------------------------------------------------------------------------------------
XXIII. SpatVectorCollections
A SpatVectorCollection is a vector of SpatVector objects.
svc create a SpatVectorCollection from (a list of) SpatVector objects
length how many SpatRasters does the SpatRasterCollection have?
[ extract a SpatVector
--------------------------- ------------------------------------------------------------------------------------------
Other classes
———————————————————————————————————————
XXIV. SpatExtent
ext Create a SpatExtent object. For example to crop a Spatial dataset
intersect Intersect two SpatExtent objects, same as -
union Combine two SpatExtent objects, same as +
Math-methods round/floor/ceiling of a SpatExtent
align Align a SpatExtent with a SpatRaster
draw Create a SpatExtent by drawing it on top of a map (plot)
--------------------------- ------------------------------------------------------------------------------------------
XXV. SpatGraticule
graticule Create a graticule
crop crop a graticule
plot<SpatGraticule> plot a graticule
--------------------------- ------------------------------------------------------------------------------------------
General methods
———————————————————————————————————————
XXVI. Conversion between spatial data objects from different packages
You can coerce SpatRasters to Raster* objects, after loading the raster package, with as(object, "Raster"), or raster(object) or brick(object) or stack(object)
rast SpatRaster from matrix and other objects
vect SpatVector from sf or Spatial* vector data
sf::st_as_sf sf object from SpatVector
rasterize Rasterizing points, lines or polygons
rasterizeWin Rasterize points with a moving window
rasterizeGeom Rasterize attributes of geometries such as "count", "area", or "length"
as.points Create points from a SpatRaster or SpatVector
as.lines Create lines from a SpatRaster or SpatVector
as.polygons Create polygons from a SpatRaster
as.contour Contour lines from a SpatRaster
--------------------------- ------------------------------------------------------------------------------------------
XXVII. Plotting
Maps
plot Plot a SpatRaster or SpatVector. The main method to create a map
panel Combine multiple plots
points Add points to a map
lines Add lines to a map
polys Add polygons to a map
text Add text (such as the values of a SpatRaster or SpatVector) to a map
halo Add text with a halo to a map
map.pal Color palettes for mapping
image Alternative to plot to make a map with a SpatRaster
plotRGB Combine three layers (red, green, blue channels) into a single "real color" plot
plot<SpatGraticule> plot a graticule
sbar Add a scale bar to a map
north Add a north arrow to a map
inset Add a small inset (overview) map
add_legend Add a legend to a map
add_box Add a bounding box to a map
map_extent Get the coordinates of a map's axes positions
dots Make a dot-density map
cartogram Make a cartogram
persp Perspective plot of a SpatRaster
contour Contour plot or filled-contour plot of a SpatRaster
colorize Combine three layers (red, green, blue channels) into a single layer with a color-table
--------------------------- ------------------------------------------------------------------------------------------
Interacting with a map
zoom Zoom in to a part of a map by drawing a bounding box on it
click Query values of SpatRaster or SpatVector by clicking on a map
sel Select a spatial subset of a SpatRaster or SpatVector by drawing on a map
draw Create a SpatExtent or SpatVector by drawing on a map
--------------------------- ------------------------------------------------------------------------------------------
Other plots
plot x-y scatter plot of the values of (a sample of) the layers of two SpatRaster objects
hist Histogram of SpatRaster values
barplot Bar plot of a SpatRaster
density Density plot of SpatRaster values
pairs Pairs plot for layers in a SpatRaster
boxplot Box plot of the values of a SpatRaster
--------------------------- ------------------------------------------------------------------------------------------
Comparison with the raster package
———————————————————————————————————————
XXVIII. New method names
terra has a single class SpatRaster for which raster has three (RasterLayer, RasterStack, RasterBrick). Likewise there is a single class for vector data SpatVector that replaces six Spatial* classes. Most method names are the same, but note the following important differences in methods names with the raster package
raster package terra package
raster, brick, stack rast
rasterFromXYZ rast( , type="xyz")
stack, addLayer c
addLayer add<-
area cellSize or expanse
approxNA approximate
calc app
cellFromLine, cellFromPolygon, cells
cellsFromExtent cells
cellStats global
clump patches
compareRaster compareGeom
corLocal focalPairs
coordinates crds
couldBeLonLat is.lonlat
disaggregate disagg
distanceFromPoints distance
drawExtent, drawPoly, drawLine draw
dropLayer subset
extent ext
getValues values
isLonLat, isGlobalLonLat is.lonlat
layerize segregate
layerStats layerCor
movingFun roll
NAvalue NAflag
nlayers nlyr
overlay lapp
unstack as.list
projectRaster project
rasterToPoints as.points
rasterToPolygons as.polygons
reclassify, subs, cut classify
sampleRandom, sampleRegular spatSample
shapefile vect
stackApply tapp
stackSelect selectRange
XXIX. Changed behavior
Also note that even if function names are the same in terra and raster, their output can be different. In most cases this was done to get more consistency in the returned values (and thus fewer errors in the downstream code that uses them). In other cases it simply seemed better. Here are some examples:
as.polygons By default, terra returns dissolved polygons
quantile computes by cell, across layers instead of the other way around
extract By default, terra returns a matrix, with the first column the sequential ID of the vectors.
raster returns a list (for lines or polygons) or a matrix (for points, but without the ID
column. You can use list=TRUE to get the results as a list
values terra always returns a matrix. raster returns a vector for a RasterLayer
Summary-methods With raster, mean(x, y) and mean(stack(x, y) return the same result, a single
layer with the mean of all cell values. This is also what terra returns with
mean(c(x, y)), but with mean(x, y) the parallel mean is returned -- that is, the
computation is done layer-wise, and the number of layers in the output is the same as
that of x and y (or the larger of the two if they are not the same). This affects
all summary functions (sum, mean, median, which.min, which.max, min, max,
prod, any, all, stdev), except range, which is not implemented for this case
(you can use min and max instead)
--------------------------- ------------------------------------------------------------------------------------------
Authors
Except where indicated otherwise, the methods and functions in this package were written by Robert Hijmans. The configuration scripts were written by Roger Bivand. Some of code using the GEOS library was adapted from code by Edzer Pebesma for sf. Michael Sumner contributed various bits and pieces.
Acknowledgments
This package is an attempt to climb on the shoulders of giants (GDAL, PROJ, GEOS, NCDF, GeographicLib, Rcpp, R). Many people have contributed by asking questions or raising issues. Feedback and suggestions by Márcia Barbosa, Kendon Bell, Andrew Gene Brown, Jean-Luc Dupouey, Krzysztof Dyba, Sarah Endicott, Derek Friend, Alex Ilich, Gerald Nelson, Jakub Nowosad, and Monika Tomaszewska have been especially helpful.
rspatial/terra documentation built on Nov. 5, 2024, 5:13 p.m.
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| terra-package | R Documentation |
Description of the methods in the terra package
Description
terra provides methods to manipulate geographic (spatial) data in "raster" and "vector" form. Raster data divide space into rectangular grid cells and they are commonly used to represent spatially continuous phenomena, such as elevation or the weather. Satellite images also have this data structure, and in that context grid cells are often referred to as pixels. In contrast, "vector" spatial data (points, lines, polygons) are typically used to represent discrete spatial entities, such as a road, country, or bus stop.
The package implements two main classes (data types): SpatRaster and SpatVector. SpatRaster supports handling large raster files that cannot be loaded into memory; local, focal, zonal, and global raster operations; polygon, line and point to raster conversion; integration with modeling methods to make spatial predictions; and more. SpatVector supports all types of geometric operations such as intersections.
Additional classes include SpatExtent, which is used to define a spatial extent (bounding box); SpatRasterDataset, which represents a collection of sub-datasets for the same area. Each sub-dataset is a SpatRaster with possibly many layers, and may, for example, represent different weather variables; and SpatRasterCollection and SpatVectorCollection that are equivalent to lists of SpatRaster or SpatVector objects. There is also a SpatGraticule class to assist in adding a longitude/latitude lines and labels to a map with another coordinate reference system.
These classes hold a C++ pointer to the data "reference class" and that creates some limitations. They cannot be recovered from a saved R session either or directly passed to nodes on a computer cluster. Generally, you should use writeRaster to save SpatRaster objects to disk (and pass a filename or cell values to cluster nodes). Also see wrap. Also, package developers should not directly access this pointer, as its user-interface is not stable.
The terra package is conceived as a replacement of the raster package. terra has a very similar, but simpler, interface, and it is faster than raster. At the bottom of this page there is a table that shows differences in the methods between the two packages.
Below is a list of some of the most important methods grouped by theme.
———————————————————————————————————————
SpatRaster
———————————————————————————————————————
I. Creating, combining and sub-setting
rast | Create a SpatRaster from scratch, file, or another object |
c | Combine SpatRasters (multiple layers) |
add<- | Add a SpatRaster to another one |
subset or [[, or $ | Select layers of a SpatRaster |
selectRange | Select cell values from different layers using an index layer |
| --------------------------- | ------------------------------------------------------------------------------------------ |
II. Changing the spatial extent or resolution
Also see the methods in section VIII
merge | Combine SpatRasters with different extents (but same origin and resolution) |
mosaic | Combine SpatRasters with different extents using a function for overlapping cells |
crop | Select a geographic subset of a SpatRaster |
extend | Add rows and/or columns to a SpatRaster |
trim | Trim a SpatRaster by removing exterior rows and/or columns that only have NAs |
aggregate | Combine cells of a SpatRaster to create larger cells |
disagg | Subdivide cells |
resample | Resample (warp) values to a SpatRaster with a different origin and/or resolution |
project | Project (warp) values to a SpatRaster with a different coordinate reference system |
shift | Adjust the location of SpatRaster |
flip | Flip values horizontally or vertically |
rotate | Rotate values around the date-line (for lon/lat data) |
t | Transpose a SpatRaster |
| --------------------------- | ------------------------------------------------------------------------------------------ |
III. Local (cell based) methods
Apply-like methods
app | Apply a function to all cells, across layers, typically to summarize (as in base::apply) |
tapp | Apply a function to groups of layers (as in base::tapply and stats::aggregate) |
lapp | Apply a function to using the layers of a SpatRaster as variables |
sapp | Apply a function to each layer |
rapp | Apply a function to a spatially variable range of layers |
| --------------------------- | ------------------------------------------------------------------------------------------ |
Arithmetic, logical, and standard math methods
Arith-methods | Standard arithmetic methods (+, -, *, ^, %%, %/%, /) |
Compare-methods | Comparison methods for SpatRaster (==, !=, >, <, <=, >=m is.na, is.finite) |
not.na | a one-step equivalent to !is.na |
Summary-methods | mean, max, min, median, sum, range, prod, |
any, all, stdev, which.min, which.max, anyNA, noNA, allNA |
|
Logic-methods | Boolean methods (!, &, |) |
Math-methods | abs, sign, sqrt, ceiling, floor, trunc, cummax, cummin, cumprod, |
cumsum, log, log10, log2, log1p, acos, acosh, asin, asinh, atan, atanh, |
|
exp, expm1, cos, cosh, sin, sinh, tan, tanh, round, signif |
|
as.bool | create a Boolean (logical) SpatRaster |
as.int | create an integer (whole numbers) SpatRaster |
| --------------------------- | ------------------------------------------------------------------------------------------ |
Other methods
approximate | Compute missing values for cells by interpolation across layers |
roll | Rolling functions such as the rolling mean |
cellSize | Compute the area of cells |
classify | (Re-)classify values |
subst | Substitute (replace) cell values |
cover | First layer covers second layer except where the first layer is NA |
init | Initialize cells with new values |
mask | Replace values in a SpatRaster based on values in another SpatRaster |
which.lyr | which is the first layer that is TRUE? |
segregate | Make a 0/1 layer for each unique value |
rangeFill | Make a 0/1 SpatRaster for a time series |
regress | Cell-based regression models |
| --------------------------- | ------------------------------------------------------------------------------------------ |
IV. Zonal and global methods
expanse | Compute the summed area of cells |
crosstab | Cross-tabulate two SpatRasters |
freq | Frequency table of SpatRaster cell values |
global | Summarize SpatRaster cell values with a function |
quantile | Quantiles |
layerCor | Correlation between layers |
stretch | Stretch values |
scale | Scale values |
summary | Summary of the values of a SpatRaster (quartiles and mean) |
unique | Get the unique values in a SpatRaster |
zonal | Summarize a SpatRaster by zones in another SpatRaster |
| --------------------------- | ------------------------------------------------------------------------------------------ |
V. Situation (spatial context) based methods
adjacent | Identify cells that are adjacent to a set of cells of a SpatRaster |
boundaries | Detection of boundaries (edges) |
distance | Shortest distance to a cell that is not NA or to or from a vector object |
gridDist | Shortest distance through adjacent grid cells |
costDist | Shortest distance considering cell-varying friction |
direction | Direction (azimuth) to or from cells that are not NA |
focal | Focal (neighborhood; moving window) functions |
focal3D | Three dimensional (row, col, lyr) focal functions |
focalCpp | Faster focal by using custom C++ functions |
focalReg | Regression between layers for focal areas |
focalPairs | Apply a function (e.g. a correlation coefficient) to focal values for pairs of layers |
patches | Find patches (clumps) |
sieve | Sieve filter to remove small patches |
terrain | Compute slope, aspect and other terrain characteristics from elevation data |
viewshed | Compute viewshed (showing areas that are visible from a particular location |
shade | Compute hill shade from slope and aspect layers |
autocor | Compute global or local spatial autocorrelation |
| --------------------------- | ------------------------------------------------------------------------------------------ |
VI. Model predictions
predict | Predict a non-spatial (regression or classification) model to a SpatRaster |
interpolate | Predict a spatial model to a SpatRaster |
interpIDW | Inverse-distance-weighted interpolation |
interpNear | Nearest neighbor interpolation |
k_means | k-means clustering of SpatRaster data |
princomp and prcomp | Principal Component Analysis (PCA) with raster data |
| --------------------------- | ------------------------------------------------------------------------------------------ |
VII. Accessing cell values
Apart from the function listed below, you can also use indexing with [ with cell numbers, and row and/or column numbers
values | cell values (fails with very large rasters) |
values<- | Set new values to the cells of a SpatRaster |
setValues | Set new values to the cells of a SpatRaster |
as.matrix | Get cell values as a matrix |
as.array | Get cell values as an array |
extract | Extract cell values from a SpatRaster (with cell numbers, coordinates, points, lines, or polygons) |
extractAlong | Extract cell values along a line such that the values are in the right order |
spatSample | Regular or random sample |
minmax | Get the minimum and maximum value of the cells of a SpatRaster (if known) |
setMinMax | Compute the minimum and maximum value of a SpatRaster if these are not known |
extract | spatial queries of a SpatRaster with a SpatVector |
| --------------------------- | ------------------------------------------------------------------------------------------ |
VIII. Getting and setting dimensions
Get or set basic parameters of SpatRasters. If there are values associated with a SpatRaster (either in memory or via a link to a file) these are lost when you change the number of columns or rows or the resolution. This is not the case when the extent is changed (as the number of columns and rows will not be affected). Similarly, with crs you can set the coordinate reference system, but this does not transform the data (see project for that).
ncol | The number of columns |
nrow | The number of rows |
ncell | The number of cells (can not be set directly, only via ncol or nrow) |
res | The resolution (x and y) |
nlyr | Get or set the number of layers |
names | Get or set the layer names |
xres | The x resolution (can be set with res) |
yres | The y resolution (can be set with res) |
xmin | The minimum x coordinate (or longitude) |
xmax | The maximum x coordinate (or longitude) |
ymin | The minimum y coordinate (or latitude) |
ymax | The maximum y coordinate (or latitude) |
ext | Get or set the extent (minimum and maximum x and y coordinates ("bounding box") |
origin | The origin of a SpatRaster |
crs | The coordinate reference system (map projection) |
is.lonlat | Test if an object has (or may have) a longitude/latitude coordinate reference system |
sources | Get the filename(s) to which a SpatRaster is linked |
inMemory | Are the data sources in memory (or on disk)? |
compareGeom | Compare the geometry of SpatRasters |
NAflag | Set the NA value (for reading from a file with insufficient metadata) |
| --------------------------- | ------------------------------------------------------------------------------------------ |
IX. Computing row, column, cell numbers and coordinates
Cell numbers start at 1 in the upper-left corner. They increase within rows, from left to right, and then row by row from top to bottom. Likewise, row numbers start at 1 at the top of the raster, and column numbers start at 1 at the left side of the raster.
xFromCol | x-coordinates from column numbers |
yFromRow | y-coordinates from row numbers |
xFromCell | x-coordinates from row numbers |
yFromCell | y-coordinates from cell numbers |
xyFromCell | x and y coordinates from cell numbers |
colFromX | Column numbers from x-coordinates (or longitude) |
rowFromY | Row numbers from y-coordinates (or latitude) |
rowColFromCell | Row and column numbers from cell numbers |
cellFromXY | Cell numbers from x and y coordinates |
cellFromRowCol | Cell numbers from row and column numbers |
cellFromRowColCombine | Cell numbers from all combinations of row and column numbers |
cells | Cell numbers from an SpatVector or SpatExtent |
| --------------------------- | ------------------------------------------------------------------------------------------ |
X. Time related methods
time | Get or set time |
fillTime | can add empty layers in between existing layers to assure that the time step between layers is constant |
mergeTime | combine multiple rasters, perhaps partly overlapping in time, into a single time series |
| --------------------------- | ------------------------------------------------------------------------------------------ |
XI. Methods for categorical rasters
is.factor | Are there categorical layers? |
levels | Get active categories, or set categories |
activeCat | Get or set the active category |
cats | Get categories (active and inactive) |
set.cats | Set categories in place |
concats | Combine SpatRasters with different categories |
catalyze | Create a layer for each category |
as.numeric | use the active category to create a non-categorical SpatRaster |
as.factor | Make the layers of a SpatRaster categorical |
| --------------------------- | ------------------------------------------------------------------------------------------ |
XII. Writing SpatRaster files
Basic
writeRaster | Write all values of SpatRaster to disk. You can set the filetype, datatype, compression. |
writeCDF | Write SpatRaster data to a netCDF file |
| --------------------------- | ------------------------------------------------------------------------------------------ |
Advanced
readStart | Open file connections for efficient multi-chunk reading |
readStop | Close file connections |
writeStart | Open a file for writing |
writeValues | Write some values |
writeStop | Close the file after writing |
blocks | Get blocksize for reading files (when not writing) |
| --------------------------- | ------------------------------------------------------------------------------------------ |
XIII. Miscellaneous SpatRaster methods
terraOptions | Show, set, or get session options, mostly to control memory use and to set write options |
sources | Show the data sources of a SpatRaster |
tmpFiles | Show or remove temporary files |
mem_info | memory needs and availability |
inMemory | Are the cell values in memory? |
| --------------------------- | ------------------------------------------------------------------------------------------ |
XIV. SpatRasterDataset
A SpatRasterDataset contains SpatRasters that represent sub-datasets for the same area. They all have the same extent and resolution.
sds | Create a SpatRasterDataset from a file with subdatasets (ncdf or hdf) or from SpatRasters |
[ or $ | Extract a SpatRaster |
names | Get the names of the sub-datasets |
| --------------------------- | ------------------------------------------------------------------------------------------ |
XV. SpatRasterCollections
A SpatRasterCollection is a vector of SpatRaster objects. Unlike for a SpatRasterDataset, there the extent and resolution of the SpatRasters do not need to match each other.
sprc | create a SpatRasterCollection from (a list of) SpatRasters |
length | how many SpatRasters does the SpatRasterCollection have? |
crop | crop a SpatRasterCollection |
impose | force the members of SpatRasterCollection to the same geometry |
merge | merge the members of a SpatRasterCollection |
mosaic | mosaic (merge with a function for overlapping areas) the members of a SpatRasterCollection |
[ | extract a SpatRaster |
| --------------------------- | ------------------------------------------------------------------------------------------ |
SpatVector
———————————————————————————————————————
XVI. Create SpatVector objects
vect | Create a SpatVector from a file (for example a "shapefile") or from another object |
vector_layers | list or delete layers in a vector database such as GPGK |
rbind | append SpatVectors of the same geometry type |
unique | remove duplicates |
na.omit | remove empty geometries and/or fields that are NA |
project | Project a SpatVector to a different coordinate reference system |
writeVector | Write SpatVector data to disk |
centroids | Get the centroids of a SpatVector |
voronoi | Voronoi diagram |
delaunay | Delaunay triangles |
convHull | Compute the convex hull of a SpatVector |
minRect | Compute the minimum minimal bounding rotated rectangle of a SpatVector |
minCircle | Compute the minimal bounding circle of a SpatVector |
fillHoles | Remove or extract holes from polygons |
| --------------------------- | ------------------------------------------------------------------------------------------ |
XVII. Properties of SpatVector objects
geom | returns the geometries as matrix or WKT |
crds | returns the coordinates as a matrix |
linearUnits | returns the linear units of the crs (in meter) |
ncol | The number of columns (of the attributes) |
nrow | The number of rows (of the geometries and attributes) |
names | Get or set the layer names |
ext | Get the extent (minimum and maximum x and y coordinates ("bounding box") |
crs | The coordinate reference system (map projection) |
is.lonlat | Test if an object has (or may have) a longitude/latitude coordinate reference system |
| --------------------------- | ------------------------------------------------------------------------------------------ |
XVIII. Geometric queries
adjacent | find adjacent polygons |
expanse | computes the area covered by polygons |
nearby | find nearby geometries |
nearest | find the nearest geometries |
relate | geometric relationships such as "intersects", "overlaps", and "touches" |
perim | computes the length of the perimeter of polygons, and the length of lines |
| --------------------------- | ------------------------------------------------------------------------------------------ |
XIX. Geometric operations
erase or "-" | erase (parts of) geometries |
intersect or "*" | intersect geometries |
union or "+" | Merge geometries |
cover | update polygons |
symdif | symmetrical difference of two polygons |
aggregate | dissolve smaller polygons into larger ones |
buffer | buffer geometries |
disagg | split multi-geometries into separate geometries |
crop | clip geometries using a rectangle (SpatExtent) or SpatVector |
| --------------------------- | ------------------------------------------------------------------------------------------ |
XX. SpatVector attributes
We use the term "attributes" for the tabular data (data.frame) associated with vector geometries.
extract | spatial queries between SpatVector and SpatVector (e.g. point in polygons) |
sel | select - interactively select geometries |
click | identify attributes by clicking on a map |
merge | Join a table with a SpatVector |
as.data.frame | get attributes as a data.frame |
as.list | get attributes as a list |
values | Get the attributes of a SpatVector |
values<- | Set new attributes to the geometries of a SpatRaster |
sort | sort SpatVector by the values in a field |
| --------------------------- | ------------------------------------------------------------------------------------------ |
XXI. Change geometries (for display, experimentation)
shift | change the position geometries by shifting their coordinates in horizontal and/or vertical direction |
spin | rotate geometries around an origin |
rescale | shrink (or expand) geometries, for example to make an inset map |
flip | flip geometries vertically or horizontally |
t | transpose geometries (switch x and y) |
| --------------------------- | ------------------------------------------------------------------------------------------ |
XXII. Geometry properties and topology
width | the minimum diameter of the geometries |
clearance | the minimum clearance of the geometries |
sharedPaths | shared paths (arcs) between line or polygon geometries |
simplifyGeom | simplify geometries |
gaps | find gaps between polygon geometries |
fillHoles | get or remove the polygon holes |
makeNodes | create nodes on lines |
mergeLines | connect lines to form polygons |
removeDupNodes | remove duplicate nodes in geometries and optionally rounds the coordinates |
is.valid | check if geometries are valid |
makeValid | attempt to repair invalid geometries |
snap | make boundaries of geometries identical if they are very close to each other |
erase (single argument) | remove parts of geometries that overlap |
union (single argument) | create new polygons such that there are no overlapping polygons |
rotate | rotate to (dis-) connect them across the date-line |
normalize.longitude | move geometries that are outside of the -180 to 180 degrees range. |
elongate | make lines longer by extending both sides |
combineGeoms | combine geometries that overlap, share a border, or are within a minimum distance of each other |
forceCCW | force counter-clockwise polygon winding |
| --------------------------- | ------------------------------------------------------------------------------------------ |
XXIII. SpatVectorCollections
A SpatVectorCollection is a vector of SpatVector objects.
svc | create a SpatVectorCollection from (a list of) SpatVector objects |
length | how many SpatRasters does the SpatRasterCollection have? |
[ | extract a SpatVector |
| --------------------------- | ------------------------------------------------------------------------------------------ |
Other classes
———————————————————————————————————————
XXIV. SpatExtent
ext | Create a SpatExtent object. For example to crop a Spatial dataset |
intersect | Intersect two SpatExtent objects, same as - |
union | Combine two SpatExtent objects, same as + |
Math-methods | round/floor/ceiling of a SpatExtent |
align | Align a SpatExtent with a SpatRaster |
draw | Create a SpatExtent by drawing it on top of a map (plot) |
| --------------------------- | ------------------------------------------------------------------------------------------ |
XXV. SpatGraticule
graticule | Create a graticule |
crop | crop a graticule |
plot<SpatGraticule> | plot a graticule |
| --------------------------- | ------------------------------------------------------------------------------------------ |
General methods
———————————————————————————————————————
XXVI. Conversion between spatial data objects from different packages
You can coerce SpatRasters to Raster* objects, after loading the raster package, with as(object, "Raster"), or raster(object) or brick(object) or stack(object)
rast | SpatRaster from matrix and other objects |
vect | SpatVector from sf or Spatial* vector data |
sf::st_as_sf | sf object from SpatVector |
rasterize | Rasterizing points, lines or polygons |
rasterizeWin | Rasterize points with a moving window |
rasterizeGeom | Rasterize attributes of geometries such as "count", "area", or "length" |
as.points | Create points from a SpatRaster or SpatVector |
as.lines | Create lines from a SpatRaster or SpatVector |
as.polygons | Create polygons from a SpatRaster |
as.contour | Contour lines from a SpatRaster |
| --------------------------- | ------------------------------------------------------------------------------------------ |
XXVII. Plotting
Maps
plot | Plot a SpatRaster or SpatVector. The main method to create a map |
panel | Combine multiple plots |
points | Add points to a map |
lines | Add lines to a map |
polys | Add polygons to a map |
text | Add text (such as the values of a SpatRaster or SpatVector) to a map |
halo | Add text with a halo to a map |
map.pal | Color palettes for mapping |
image | Alternative to plot to make a map with a SpatRaster |
plotRGB | Combine three layers (red, green, blue channels) into a single "real color" plot |
plot<SpatGraticule> | plot a graticule |
sbar | Add a scale bar to a map |
north | Add a north arrow to a map |
inset | Add a small inset (overview) map |
add_legend | Add a legend to a map |
add_box | Add a bounding box to a map |
map_extent | Get the coordinates of a map's axes positions |
dots | Make a dot-density map |
cartogram | Make a cartogram |
persp | Perspective plot of a SpatRaster |
contour | Contour plot or filled-contour plot of a SpatRaster |
colorize | Combine three layers (red, green, blue channels) into a single layer with a color-table |
| --------------------------- | ------------------------------------------------------------------------------------------ |
Interacting with a map
zoom | Zoom in to a part of a map by drawing a bounding box on it |
click | Query values of SpatRaster or SpatVector by clicking on a map |
sel | Select a spatial subset of a SpatRaster or SpatVector by drawing on a map |
draw | Create a SpatExtent or SpatVector by drawing on a map |
| --------------------------- | ------------------------------------------------------------------------------------------ |
Other plots
plot | x-y scatter plot of the values of (a sample of) the layers of two SpatRaster objects |
hist | Histogram of SpatRaster values |
barplot | Bar plot of a SpatRaster |
density | Density plot of SpatRaster values |
pairs | Pairs plot for layers in a SpatRaster |
boxplot | Box plot of the values of a SpatRaster |
| --------------------------- | ------------------------------------------------------------------------------------------ |
Comparison with the raster package
———————————————————————————————————————
XXVIII. New method names
terra has a single class SpatRaster for which raster has three (RasterLayer, RasterStack, RasterBrick). Likewise there is a single class for vector data SpatVector that replaces six Spatial* classes. Most method names are the same, but note the following important differences in methods names with the raster package
| raster package | terra package |
raster, brick, stack | rast |
rasterFromXYZ | rast( , type="xyz") |
stack, addLayer | c |
addLayer | add<- |
area | cellSize or expanse |
approxNA | approximate |
calc | app |
cellFromLine, cellFromPolygon, | cells |
cellsFromExtent | cells |
cellStats | global |
clump | patches |
compareRaster | compareGeom |
corLocal | focalPairs |
coordinates | crds |
couldBeLonLat | is.lonlat |
disaggregate | disagg |
distanceFromPoints | distance |
drawExtent, drawPoly, drawLine | draw |
dropLayer | subset |
extent | ext |
getValues | values |
isLonLat, isGlobalLonLat | is.lonlat |
layerize | segregate |
layerStats | layerCor |
movingFun | roll |
NAvalue | NAflag |
nlayers | nlyr |
overlay | lapp |
unstack | as.list |
projectRaster | project |
rasterToPoints | as.points |
rasterToPolygons | as.polygons |
reclassify, subs, cut | classify |
sampleRandom, sampleRegular | spatSample |
shapefile | vect |
stackApply | tapp |
stackSelect | selectRange |
XXIX. Changed behavior
Also note that even if function names are the same in terra and raster, their output can be different. In most cases this was done to get more consistency in the returned values (and thus fewer errors in the downstream code that uses them). In other cases it simply seemed better. Here are some examples:
as.polygons | By default, terra returns dissolved polygons |
quantile | computes by cell, across layers instead of the other way around |
extract | By default, terra returns a matrix, with the first column the sequential ID of the vectors. |
raster returns a list (for lines or polygons) or a matrix (for points, but without the ID |
|
column. You can use list=TRUE to get the results as a list |
|
values | terra always returns a matrix. raster returns a vector for a RasterLayer |
Summary-methods | With raster, mean(x, y) and mean(stack(x, y) return the same result, a single |
layer with the mean of all cell values. This is also what terra returns with |
|
mean(c(x, y)), but with mean(x, y) the parallel mean is returned -- that is, the |
|
| computation is done layer-wise, and the number of layers in the output is the same as | |
that of x and y (or the larger of the two if they are not the same). This affects |
|
all summary functions (sum, mean, median, which.min, which.max, min, max, |
|
prod, any, all, stdev), except range, which is not implemented for this case |
|
(you can use min and max instead) |
|
| --------------------------- | ------------------------------------------------------------------------------------------ |
Authors
Except where indicated otherwise, the methods and functions in this package were written by Robert Hijmans. The configuration scripts were written by Roger Bivand. Some of code using the GEOS library was adapted from code by Edzer Pebesma for sf. Michael Sumner contributed various bits and pieces.
Acknowledgments
This package is an attempt to climb on the shoulders of giants (GDAL, PROJ, GEOS, NCDF, GeographicLib, Rcpp, R). Many people have contributed by asking questions or raising issues. Feedback and suggestions by Márcia Barbosa, Kendon Bell, Andrew Gene Brown, Jean-Luc Dupouey, Krzysztof Dyba, Sarah Endicott, Derek Friend, Alex Ilich, Gerald Nelson, Jakub Nowosad, and Monika Tomaszewska have been especially helpful.
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