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spatstat (version 1.8-5)

Spatial Point Pattern analysis, model-fitting and simulation

Description

Spatial Point Pattern data analysis, modelling and simulation including multitype/marked points and spatial covariates

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Version

Install

install.packages('spatstat')

Monthly Downloads

16,590

Version

1.8-5

License

GPL version 2 or newer

Maintainer

Adrian Baddeley

Last Published

March 22nd, 2025

Functions in spatstat (1.8-5)

Pairwise

Generic Pairwise Interaction model
Kdot.inhom

Inhomogeneous Multitype K Dot Function
affine.owin

Apply Affine Transformation To Window
Iest

Estimate the I-function
Jcross

Multitype J Function (i-to-j)
spatstat-deprecated

Deprecated spatstat functions
angles.psp

Orientation Angles of Line Segments
as.mask

Pixel Image Approximation of a Window
Kmulti

Marked K-Function
Kcross

Multitype K Function (Cross-type)
Kest

K-function
compatible.im

Test Whether Two Pixel Images Are Compatible
demopat

Artificial Data Point Pattern
compatible.fv

Test Whether Two Function Objects Are Compatible
Kdot

Multitype K Function (i-to-any)
Saturated

Saturated Pairwise Interaction model
fv.object

Data Frames of Function Values
MultiStraussHard

The Multitype/Hard Core Strauss Point Process Model
Jdot

Multitype J Function (i-to-any)
OrdThresh

Ord's Interaction model
envelope

Simulation envelopes of summary function
diagnose.ppm

Diagnostic Plots for Fitted Point Process Model
data.ppm

Extract Original Data from a Fitted Point Process Model
cells

Biological Cells Point Pattern
bounding.box

Bounding Box of a Window
eval.fv

Evaluate Expression Involving Functions
allstats

Calculate four standard summary functions of a point pattern.
humberside

Humberside Data on Childhood Leukaemia and Lymphoma
crossdist.default

Pairwise distances between two different sets of points
Geyer

Geyer's Saturation Point Process Model
dummy.ppm

Extract Dummy Points Used to Fit a Point Process Model
pairdist.default

Pairwise distances
coef.ppm

Coefficients of Fitted Point Process Model
StraussHard

The Strauss / Hard Core Point Process Model
density.ppp

Kernel Smoothed Intensity of Point Pattern
corners

Corners of a rectangle
hamster

Aherne's hamster tumour data
crossdist

Pairwise distances
complement.owin

Take Complement of a Window
distmap.psp

Distance Map of Line Segment Pattern
as.ppp

Convert Data To Class ppp
cut.ppp

Convert Point Pattern Marks from Numeric to Factor
fitted.ppm

Fitted Conditional Intensity for Point Process Model
distmap

Distance Map
endpoints.psp

Endpoints of Line Segment Pattern
Gest

Nearest Neighbour Distance Function G
eval.im

Evaluate Expression Involving Pixel Images
affine.psp

Apply Affine Transformation To Line Segment Pattern
is.owin

Test Whether An Object Is A Window
rMatClust

Simulate Matern Cluster Process
distmap.owin

Distance Map of Window
Fest

Estimate the empty space function F
Kest.fft

K-function using FFT
kaplan.meier

Kaplan-Meier Estimator using Histogram Data
is.marked

Test Whether Marks Are Present
as.psp

Convert Data To Class psp
crossdist.psp

Pairwise distances between two different line segment patterns
alltypes

Calculate Statistic for All Types in a Multitype Point Pattern
Jest

Estimate the J-function
anova.ppm

ANOVA for Fitted Point Process Models
eem

Exponential Energy Marks
DiggleGratton

Diggle-Gratton model
plot.ppm

plot a Fitted Point Process Model
Softcore

The Soft Core Point Process Model
ppm

Fit Point Process Model to Data
distmap.ppp

Distance Map of Point Pattern
is.ppm

Test Whether An Object Is A Fitted Point Process Model
finpines

Pine saplings in Finland.
im.object

Class of Images
plot.fasp

Plot a Function Array
japanesepines

Japanese Pines Point Pattern
ppp

Create a Point Pattern
amacrine

Hughes' Amacrine Cell Data
Gcross

Multitype Nearest Neighbour Distance Function (i-to-j)
nearest.raster.point

Find Pixel Nearest to a Given Point
ants

Harkness-Isham ants' nests data
Strauss

The Strauss Point Process Model
reduced.sample

Reduced Sample Estimator using Histogram Data
longleaf

Longleaf Pines Point Pattern
Ord

Generic Ord Interaction model
default.dummy

Generate a Default Pattern of Dummy Points
midpoints.psp

Midpoints of Line Segment Pattern
km.rs

Kaplan-Meier and Reduced Sample Estimator using Histograms
redwood

California Redwoods Point Pattern (Ripley's Subset)
is.ppp

Test Whether An Object Is A Point Pattern
lengths.psp

Lengths of Line Segments
Jmulti

Marked J Function
erode.owin

Erode a Window
rpoispp

Generate Poisson Point Pattern
inside.owin

Test Whether Points Are Inside A Window
LennardJones

The Lennard-Jones Potential
ord.family

Ord Interaction Process Family
rSSI

Simple Sequential Inhibition
rlabel

Random Re-Labelling of Point Pattern
Kcross.inhom

Inhomogeneous Cross K Function
Kinhom

Inhomogeneous K-function
markstat

Summarise Marks in Every Neighbourhood in a Point Pattern
rotate.psp

Rotate a Line Segment Pattern
density.psp

Kernel Smoothing of Line Segment Pattern
affine

Apply Affine Transformation
rThomas

Simulate Thomas Process
runifpoint

Generate N Uniform Random Points
plot.owin

Plot a Spatial Window
rmhmodel

Define Point Process Model for Metropolis-Hastings Simulation.
lansing

Lansing Woods Point Pattern
identify.ppp

Identify Points in a Point Pattern
diameter

Diameter of a Window Frame
quadscheme

Generate a Quadrature Scheme from a Point Pattern
rmhcontrol

Set Control Parameters for Metropolis-Hastings Algorithm.
nztrees

New Zealand Trees Point Pattern
as.owin

Convert Data To Class owin
print.psp

Print Brief Details of a Line Segment Pattern Dataset
fasp.object

Function Arrays for Spatial Patterns
summary.ppp

Summary of a Point Pattern Dataset
reach

Interaction Distance of a Point Process
Kmeasure

Reduced Second Moment Measure
plot.quad

plot a Spatial Quadrature Scheme
ganglia

Beta Ganglion Cells in Cat Retina, Old Version
as.rectangle

Window Frame
print.im

Print Brief Details of an Image
MultiStrauss

The Multitype Strauss Point Process Model
plot.psp

plot a Spatial Line Segment Pattern
Poisson

Poisson Point Process Model
Gdot

Multitype Nearest Neighbour Distance Function (i-to-any)
simdat

Simulated Point Pattern
bdist.points

Distance to Boundary of Window
ripras

Estimate window from points alone
gridcentres

Rectangular grid of points
gridweights

Compute Quadrature Weights Based on Grid Counts
affine.ppp

Apply Affine Transformation To Point Pattern
pairsat.family

Saturated Pairwise Interaction Point Process Family
summary.ppm

Summarizing a Fitted Point Process Model
rMaternI

Simulate Matern Model I
shift

Apply Vector Translation
psp.object

Class of Line Segment Patterns
PairPiece

The Piecewise Constant Pairwise Interaction Point Process Model
plot.im

Plot a Pixel Image
subset.ppp

Extract or Replace Subset of Point Pattern
markcorr

Mark Correlation Function
Gmulti

Marked Nearest Neighbour Distance Function
rotate

Rotate
print.ppm

Print a Fitted Point Process Model
nndist

Nearest neighbour distances
is.im

Test Whether An Object Is A Pixel Image
residualspaper

Data and Code From JRSS Discussion Paper on Residuals
bramblecanes

Hutchings' Bramble Canes data
suffstat

Sufficient Statistic of Point Process Model
owin

Create a Window
split.ppp

Divide Point Pattern into Sub-patterns
rpoint

Generate N Random Points
plot.fv

Plot Function Valuesn
pairwise.family

Pairwise Interaction Process Family
rmh.default

Simulate Point Process Models using the Metropolis-Hastings Algorithm.
chorley

Chorley-Ribble Cancer Data
swedishpines

Swedish Pines Point Pattern
pcf.fasp

Pair Correlation Function obtained from array of K functions
intersect.owin

Intersection or Union of Two Windows
area.owin

Area of a Window
bdist.pixels

Distance to Boundary of Window
pcf.ppp

Pair Correlation Function of Point Pattern
centroid.owin

Centroid of a window
pcf.fv

Pair Correlation Function obtained from K Function
quad.ppm

Extract Quadrature Scheme Used to Fit a Point Process Model
psp

Create a Line Segment Pattern
residuals.ppm

Residuals for Fitted Point Process Model
pairdist.psp

Pairwise distances between line segments
eroded.areas

Areas of Morphological Erosions
ppm.object

Class of Fitted Point Process Models
redwoodfull

California Redwoods Point Pattern (Entire Dataset)
rMaternII

Simulate Matern Model II
ppp.object

Class of Point Patterns
is.marked.ppp

Test Whether A Point Pattern is Marked
plot.splitppp

Plot a List of Point Patterns
shift.ppp

Apply Vector Translation To Point Pattern
rmh.ppm

Simulate from a Fitted Point Process Model
spruces

Spruces Point Pattern
as.im

Convert to Pixel Image
im

Create a Pixel Image Object
lurking

Lurking variable plot
plot.plotppm

Plot a plotppm Object Created by plot.ppm
copper

Berman-Huntington points and lines data
summary.im

Summarizing a Pixel Image
quad.object

Class of Quadrature Schemes
shift.psp

Apply Vector Translation To Line Segment Pattern
betacells

Beta Ganglion Cells in Cat Retina
predict.ppm

Prediction from a Fitted Point Process Model
rmpoint

Generate N Random Multitype Points
setcov

Set Covariance of a Window
rmhstart

Determine Initial State for Metropolis-Hastings Simulation.
is.marked.ppm

Test Whether A Point Process Model is Marked
print.quad

Print a Quadrature Scheme
square

Square Window
crossdist.ppp

Pairwise distances between two different point patterns
concatxy

Concatenate x,y Coordinate Vectors
unmark

Remove Marks from a Marked Point Pattern
plot.ppp

plot a Spatial Point Pattern
rotate.owin

Rotate a Window
quadratcount

Quadrat counting for a point pattern
update.ppm

Update a Fitted Point Process Model
spatstat

The Spatstat Package
rmh

Simulate point patterns using the Metropolis-Hastings algorithm.
rNeymanScott

Simulate Neyman-Scott Process
harmonic

Basis for Harmonic Functions
pcf

Pair Correlation Function
union.quad

Union of Data and Dummy Points
subset.im

Extract Subset of Image
letterR

Window in Shape of Letter R
pairdist.ppp

Pairwise distances
summary.owin

Summary of a Spatial Window
dirichlet.weights

Compute Quadrature Weights Based on Dirichlet Tessellation
expand.owin

Expand Window By Factor
stratrand

Stratified random point pattern
shift.owin

Apply Vector Translation To Window
rotate.ppp

Rotate a Point Pattern
rescue.rectangle

Convert Window Back To Rectangle
spatstat-internal

Internal spatstat functions
shift.im

Apply Vector Translation To Pixel Image
qqplot.ppm

Q-Q Plot of Residuals from Fitted Point Process Model
spatstat.options

Internal Options in Spatstat Package
owin.object

Class owin
scanpp

Read Point Pattern From Data File
summary.psp

Summary of a Line Segment Pattern Dataset
is.subset.owin

Determine Whether One Window is Contained In Another
summary.quad

Summarizing a Quadrature Scheme
pairdist

Pairwise distances
superimpose

Superimpose Several Point Patterns
rtoro

Random Toroidal Shift of Point Pattern
print.owin

Print Brief Details of a Spatial Window
rmpoispp

Generate Multitype Poisson Point Pattern
raster.x

Cartesian Coordinates for a Pixel Raster
subset.psp

Extract Subset of Line Segment Pattern
subset.fasp

Extract Subset of Function Array
spokes

Spokes pattern of dummy points
setmarks

Set or Reset the Marks in a Point Pattern
subset.fv

Extract Subset of Function Values
applynbd

Apply Function to Every Neighbourhood in a Point Pattern
print.ppp

Print Brief Details of a Point Pattern Dataset