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spatstat (version 1.8-4)

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

1.8-4

License

GPL version 2 or newer

Maintainer

Adrian Baddeley

Last Published

March 22nd, 2025

Functions in spatstat (1.8-4)

Jest

Estimate the J-function
OrdThresh

Ord's Interaction model
Kdot

Multitype K Function (i-to-any)
affine.psp

Apply Affine Transformation To Line Segment Pattern
Geyer

Geyer's Saturation Point Process Model
Gest

Nearest Neighbour Distance Function G
compatible.im

Test Whether Two Pixel Images Are Compatible
Jdot

Multitype J Function (i-to-any)
affine.owin

Apply Affine Transformation To Window
complement.owin

Take Complement of a Window
Kdot.inhom

Inhomogeneous Multitype K Dot Function
Jmulti

Marked J Function
DiggleGratton

Diggle-Gratton model
Poisson

Poisson Point Process Model
spatstat-deprecated

Deprecated spatstat functions
Kest

K-function
MultiStraussHard

The Multitype/Hard Core Strauss Point Process Model
distmap.ppp

Distance Map of Point Pattern
as.im

Convert to Pixel Image
betacells

Beta Ganglion Cells in Cat Retina
identify.ppp

Identify Points in a Point Pattern
Gdot

Multitype Nearest Neighbour Distance Function (i-to-any)
as.ppp

Convert Data To Class ppp
copper

Berman-Huntington points and lines data
Kmeasure

Reduced Second Moment Measure
fitted.ppm

Fitted Conditional Intensity for Point Process Model
lurking

Lurking variable plot
Kmulti

Marked K-Function
crossdist.psp

Pairwise distances between two different line segment patterns
compatible.fv

Test Whether Two Function Objects Are Compatible
harmonic

Basis for Harmonic Functions
PairPiece

The Piecewise Constant Pairwise Interaction Point Process Model
as.mask

Pixel Image Approximation of a Window
Jcross

Multitype J Function (i-to-j)
Gmulti

Marked Nearest Neighbour Distance Function
density.ppp

Kernel Smoothed Intensity of Point Pattern
corners

Corners of a rectangle
bdist.points

Distance to Boundary of Window
bounding.box

Bounding Box of a Window
Pairwise

Generic Pairwise Interaction model
Kinhom

Inhomogeneous K-function
coef.ppm

Coefficients of Fitted Point Process Model
distmap.owin

Distance Map of Window
eval.fv

Evaluate Expression Involving Functions
humberside

Humberside Data on Childhood Leukaemia and Lymphoma
centroid.owin

Centroid of a window
subset.im

Extract Subset of Image
distmap.psp

Distance Map of Line Segment Pattern
default.dummy

Generate a Default Pattern of Dummy Points
affine

Apply Affine Transformation
im.object

Class of Images
Kcross

Multitype K Function (Cross-type)
as.owin

Convert Data To Class owin
Kest.fft

K-function using FFT
area.owin

Area of a Window
diameter

Diameter of a Window Frame
im

Create a Pixel Image Object
StraussHard

The Strauss / Hard Core Point Process Model
spatstat-internal

Internal spatstat functions
pcf.ppp

Pair Correlation Function of Point Pattern
is.ppp

Test Whether An Object Is A Point Pattern
ppm

Fit Point Process Model to Data
lansing

Lansing Woods Point Pattern
eem

Exponential Energy Marks
owin

Create a Window
lengths.psp

Lengths of Line Segments
is.subset.owin

Determine Whether One Window is Contained In Another
pairdist.default

Pairwise distances
km.rs

Kaplan-Meier and Reduced Sample Estimator using Histograms
ord.family

Ord Interaction Process Family
ants

Harkness-Isham ants' nests data
alltypes

Calculate Statistic for All Types in a Multitype Point Pattern
is.marked.ppp

Test Whether A Point Pattern is Marked
crossdist

Pairwise distances
angles.psp

Orientation Angles of Line Segments
dirichlet.weights

Compute Quadrature Weights Based on Dirichlet Tessellation
markcorr

Mark Correlation Function
dummy.ppm

Extract Dummy Points Used to Fit a Point Process Model
plot.fasp

Plot a Function Array
chorley

Chorley-Ribble Cancer Data
psp.object

Class of Line Segment Patterns
Ord

Generic Ord Interaction model
concatxy

Concatenate x,y Coordinate Vectors
as.psp

Convert Data To Class psp
print.quad

Print a Quadrature Scheme
is.owin

Test Whether An Object Is A Window
rMaternII

Simulate Matern Model II
Saturated

Saturated Pairwise Interaction model
subset.ppp

Extract or Replace Subset of Point Pattern
demopat

Artificial Data Point Pattern
gridcentres

Rectangular grid of points
endpoints.psp

Endpoints of Line Segment Pattern
erode.owin

Erode a Window
print.psp

Print Brief Details of a Line Segment Pattern Dataset
shift

Apply Vector Translation
plot.ppp

plot a Spatial Point Pattern
pairdist

Pairwise distances
spatstat

The Spatstat Package
rlabel

Random Re-Labelling of Point Pattern
as.rectangle

Window Frame
rThomas

Simulate Thomas Process
is.ppm

Test Whether An Object Is A Fitted Point Process Model
kaplan.meier

Kaplan-Meier Estimator using Histogram Data
longleaf

Longleaf Pines Point Pattern
expand.owin

Expand Window By Factor
letterR

Window in Shape of Letter R
redwood

California Redwoods Point Pattern (Ripley's Subset)
rmpoispp

Generate Multitype Poisson Point Pattern
plot.plotppm

Plot a plotppm Object Created by plot.ppm
setcov

Set Covariance of a Window
plot.psp

plot a Spatial Line Segment Pattern
pcf

Pair Correlation Function
data.ppm

Extract Original Data from a Fitted Point Process Model
markstat

Summarise Marks in Every Neighbourhood in a Point Pattern
pairwise.family

Pairwise Interaction Process Family
update.ppm

Update a Fitted Point Process Model
bdist.pixels

Distance to Boundary of Window
scanpp

Read Point Pattern From Data File
owin.object

Class owin
gridweights

Compute Quadrature Weights Based on Grid Counts
ppp.object

Class of Point Patterns
is.marked.ppm

Test Whether A Point Process Model is Marked
inside.owin

Test Whether Points Are Inside A Window
bramblecanes

Hutchings' Bramble Canes data
eval.im

Evaluate Expression Involving Pixel Images
finpines

Pine saplings in Finland.
quad.ppm

Extract Quadrature Scheme Used to Fit a Point Process Model
plot.owin

Plot a Spatial Window
quadscheme

Generate a Quadrature Scheme from a Point Pattern
redwoodfull

California Redwoods Point Pattern (Entire Dataset)
pcf.fasp

Pair Correlation Function obtained from array of K functions
rotate

Rotate
nearest.raster.point

Find Pixel Nearest to a Given Point
intersect.owin

Intersection or Union of Two Windows
rotate.owin

Rotate a Window
superimpose

Superimpose Several Point Patterns
rotate.psp

Rotate a Line Segment Pattern
LennardJones

The Lennard-Jones Potential
ppm.object

Class of Fitted Point Process Models
midpoints.psp

Midpoints of Line Segment Pattern
pairdist.ppp

Pairwise distances
spatstat.options

Internal Options in Spatstat Package
shift.ppp

Apply Vector Translation To Point Pattern
is.marked

Test Whether Marks Are Present
print.im

Print Brief Details of an Image
rmh.default

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

Simulate Matern Cluster Process
diagnose.ppm

Diagnostic Plots for Fitted Point Process Model
envelope

Simulation envelopes of summary function
Fest

Estimate the empty space function F
swedishpines

Swedish Pines Point Pattern
Softcore

The Soft Core Point Process Model
rmhmodel

Define Point Process Model for Metropolis-Hastings Simulation.
rmh

Simulate point patterns using the Metropolis-Hastings algorithm.
rpoispp

Generate Poisson Point Pattern
nztrees

New Zealand Trees Point Pattern
spruces

Spruces Point Pattern
ppp

Create a Point Pattern
rescue.rectangle

Convert Window Back To Rectangle
ripras

Estimate window from points alone
split.ppp

Divide Point Pattern into Sub-patterns
rpoint

Generate N Random Points
residuals.ppm

Residuals for Fitted Point Process Model
eroded.areas

Areas of Morphological Erosions
affine.ppp

Apply Affine Transformation To Point Pattern
summary.ppp

Summary of a Point Pattern Dataset
Iest

Estimate the I-function
Gcross

Multitype Nearest Neighbour Distance Function (i-to-j)
runifpoint

Generate N Uniform Random Points
stratrand

Stratified random point pattern
is.im

Test Whether An Object Is A Pixel Image
print.ppm

Print a Fitted Point Process Model
anova.ppm

ANOVA for Fitted Point Process Models
density.psp

Kernel Smoothing of Line Segment Pattern
psp

Create a Line Segment Pattern
shift.psp

Apply Vector Translation To Line Segment Pattern
shift.im

Apply Vector Translation To Pixel Image
subset.fasp

Extract Subset of Function Array
reach

Interaction Distance of a Point Process
simdat

Simulated Point Pattern
print.ppp

Print Brief Details of a Point Pattern Dataset
summary.owin

Summary of a Spatial Window
shift.owin

Apply Vector Translation To Window
square

Square Window
pairdist.psp

Pairwise distances between line segments
plot.quad

plot a Spatial Quadrature Scheme
suffstat

Sufficient Statistic of Point Process Model
print.owin

Print Brief Details of a Spatial Window
cut.ppp

Convert Point Pattern Marks from Numeric to Factor
fasp.object

Function Arrays for Spatial Patterns
plot.fv

Plot Function Valuesn
rmhstart

Determine Initial State for Metropolis-Hastings Simulation.
quadratcount

Quadrat counting for a point pattern
plot.ppm

plot a Fitted Point Process Model
subset.psp

Extract Subset of Line Segment Pattern
rotate.ppp

Rotate a Point Pattern
summary.ppm

Summarizing a Fitted Point Process Model
rmh.ppm

Simulate from a Fitted Point Process Model
summary.im

Summarizing a Pixel Image
subset.fv

Extract Subset of Function Values
predict.ppm

Prediction from a Fitted Point Process Model
plot.splitppp

Plot a List of Point Patterns
amacrine

Hughes' Amacrine Cell Data
unmark

Remove Marks from a Marked Point Pattern
quad.object

Class of Quadrature Schemes
ganglia

Beta Ganglion Cells in Cat Retina, Old Version
plot.im

Plot a Pixel Image
MultiStrauss

The Multitype Strauss Point Process Model
union.quad

Union of Data and Dummy Points
summary.psp

Summary of a Line Segment Pattern Dataset
rSSI

Simple Sequential Inhibition
reduced.sample

Reduced Sample Estimator using Histogram Data
raster.x

Cartesian Coordinates for a Pixel Raster
cells

Biological Cells Point Pattern
pairsat.family

Saturated Pairwise Interaction Point Process Family
allstats

Calculate four standard summary functions of a point pattern.
Kcross.inhom

Inhomogeneous Cross K Function
crossdist.default

Pairwise distances between two different sets of points
distmap

Distance Map
spokes

Spokes pattern of dummy points
residualspaper

Data and Code From JRSS Discussion Paper on Residuals
qqplot.ppm

Q-Q Plot of Residuals from Fitted Point Process Model
crossdist.ppp

Pairwise distances between two different point patterns
fv.object

Data Frames of Function Values
setmarks

Set or Reset the Marks in a Point Pattern
hamster

Aherne's hamster tumour data
rmhcontrol

Set Control Parameters for Metropolis-Hastings Algorithm.
japanesepines

Japanese Pines Point Pattern
rtoro

Random Toroidal Shift of Point Pattern
Strauss

The Strauss Point Process Model
nndist

Nearest neighbour distances
applynbd

Apply Function to Every Neighbourhood in a Point Pattern
pcf.fv

Pair Correlation Function obtained from K Function
rMaternI

Simulate Matern Model I
rNeymanScott

Simulate Neyman-Scott Process
rmpoint

Generate N Random Multitype Points
summary.quad

Summarizing a Quadrature Scheme