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spatstat (version 1.8-1)

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

1.8-1

License

GPL version 2 or newer

Maintainer

Adrian Baddeley

Last Published

March 22nd, 2025

Functions in spatstat (1.8-1)

Jdot

Multitype J Function (i-to-any)
bounding.box

Bounding Box of a Window
betacells

Beta Ganglion Cells in Cat Retina
Gcross

Multitype Nearest Neighbour Distance Function (i-to-j)
affine.ppp

Apply Affine Transformation To Point Pattern
DiggleGratton

Diggle-Gratton model
Gest

Nearest Neighbour Distance Function G
eroded.areas

Areas of Morphological Erosions
Iest

Estimate the I-function
erode.owin

Erode a Window
Kcross.inhom

Inhomogeneous Cross K Function
Kdot

Multitype K Function (i-to-any)
StraussHard

The Strauss / Hard Core Point Process Model
Saturated

Saturated Pairwise Interaction model
Fest

Estimate the empty space function F
Geyer

Geyer's Saturation Point Process Model
Gmulti

Marked Nearest Neighbour Distance Function
bdist.pixels

Distance to Boundary of Window
affine.owin

Apply Affine Transformation To Window
PairPiece

The Piecewise Constant Pairwise Interaction Point Process Model
Poisson

Poisson Point Process Model
as.mask

Pixel Image Approximation of a Window
diagnose.ppm

Diagnostic Plots for Fitted Point Process Model
concatxy

Concatenate x,y Coordinate Vectors
LennardJones

The Lennard-Jones Potential
Gdot

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

Estimate the J-function
area.owin

Area of a Window
Kinhom

Inhomogeneous K-function
data.ppm

Extract Original Data from a Fitted Point Process Model
cut.ppp

Convert Point Pattern Marks from Numeric to Factor
crossdist

Pairwise distances between two different point patterns
MultiStraussHard

The Multitype/Hard Core Strauss Point Process Model
fitted.ppm

Fitted Conditional Intensity for Point Process Model
Softcore

The Soft Core Point Process Model
applynbd

Apply Function to Every Neighbourhood in a Point Pattern
lurking

Lurking variable plot
centroid.owin

Centroid of a window
Kest

K-function
ants

Harkness-Isham ants' nests data
hamster

Aherne's hamster tumour data
Jmulti

Marked J Function
Kcross

Multitype K Function (Cross-type)
distmap.ppp

Distance Map of Point Pattern
Ord

Generic Ord Interaction model
OrdThresh

Ord's Interaction model
plot.ppm

plot a Fitted Point Process Model
is.marked

Test Whether Marks Are Present
is.im

Test Whether An Object Is A Pixel Image
as.im

Convert to Pixel Image
alltypes

Calculate Statistic for All Types in a Multitype Point Pattern
chorley

Chorley-Ribble Cancer Data
rMaternI

Simulate Matern Model I
complement.owin

Take Complement of a Window
eval.im

Evaluate Expression Involving Pixel Images
shift

Apply Vector Translation
default.dummy

Generate a Default Pattern of Dummy Points
anova.ppm

ANOVA for Fitted Point Process Models
as.owin

Convert Data To Class owin
Jcross

Multitype J Function (i-to-j)
Kest.fft

K-function using FFT
Kdot.inhom

Inhomogeneous Multitype K Dot Function
eem

Exponential Energy Marks
is.marked.ppm

Test Whether A Point Process Model is Marked
as.rectangle

Window Frame
cells

Biological Cells Point Pattern
bdist.points

Distance to Boundary of Window
eval.fv

Evaluate Expression Involving Functions
MultiStrauss

The Multitype Strauss Point Process Model
owin

Create a Window
as.ppp

Convert Data To Class ppp
bramblecanes

Hutchings' Bramble Canes data
is.subset.owin

Determine Whether One Window is Contained In Another
gridcentres

Rectangular grid of points
rSSI

Simple Sequential Inhibition
ppm

Fit Point Process Model to Data
compatible.fv

Test Whether Two Function Objects Are Compatible
plot.fasp

Plot a Function Array
japanesepines

Japanese Pines Point Pattern
spatstat-deprecated

Deprecated spatstat functions
is.owin

Test Whether An Object Is A Window
Kmeasure

Reduced Second Moment Measure
kaplan.meier

Kaplan-Meier Estimator using Histogram Data
pcf.fasp

Pair Correlation Function obtained from array of K functions
allstats

Calculate four standard summary functions of a point pattern.
amacrine

Hughes' Amacrine Cell Data
coef.ppm

Coefficients of Fitted Point Process Model
demopat

Artificial Data Point Pattern
is.ppp

Test Whether An Object Is A Point Pattern
humberside

Humberside Data on Childhood Leukaemia and Lymphoma
is.ppm

Test Whether An Object Is A Fitted Point Process Model
lansing

Lansing Woods Point Pattern
print.ppp

Print Brief Details of a Point Pattern Dataset
plot.im

Plot a Pixel Image
rotate

Rotate
compatible.im

Test Whether Two Pixel Images Are Compatible
envelope

Simulation envelopes of summary function
corners

Corners of a rectangle
inside.owin

Test Whether Points Are Inside A Window
longleaf

Longleaf Pines Point Pattern
spatstat-internal

Internal spatstat functions
shift.ppp

Apply Vector Translation To Point Pattern
Pairwise

Generic Pairwise Interaction model
letterR

Window in Shape of Letter R
Kmulti

Marked K-Function
distmap.owin

Distance Map of Window
harmonic

Basis for Harmonic Functions
is.marked.ppp

Test Whether A Point Pattern is Marked
im

Create a Pixel Image Object
plot.fv

Plot Function Valuesn
rotate.ppp

Rotate a Point Pattern
copper

Berman-Huntington points and lines data
pairdist

Pairwise distances
ppp

Create a Point Pattern
fv.object

Data Frames of Function Values
rmh.default

Simulate Point Process Models using the Metropolis-Hastings Algorithm.
plot.splitppp

Plot a List of Point Patterns
rescue.rectangle

Convert Window Back To Rectangle
ppp.object

Class of Point Patterns
Strauss

The Strauss Point Process Model
nndist

Nearest neighbour distances
subset.fv

Extract Subset of Function Values
print.im

Print Brief Details of an Image
subset.fasp

Extract Subset of Function Array
residuals.ppm

Residuals for Fitted Point Process Model
dummy.ppm

Extract Dummy Points Used to Fit a Point Process Model
quad.ppm

Extract Quadrature Scheme Used to Fit a Point Process Model
pairsat.family

Saturated Pairwise Interaction Point Process Family
owin.object

Class owin
markcorr

Mark Correlation Function
rMatClust

Simulate Matern Cluster Process
print.quad

Print a Quadrature Scheme
rmpoint

Generate N Random Multitype Points
pcf

Pair Correlation Function
im.object

Class of Images
dirichlet.weights

Compute Quadrature Weights Based on Dirichlet Tessellation
print.owin

Print Brief Details of a Spatial Window
ord.family

Ord Interaction Process Family
summary.ppp

Summary of a Point Pattern Dataset
stratrand

Stratified random point pattern
rmhcontrol

Set Control Parameters for Metropolis-Hastings Algorithm.
rpoispp

Generate Poisson Point Pattern
finpines

Pine saplings in Finland.
plot.owin

Plot a Spatial Window
summary.ppm

Summarizing a Fitted Point Process Model
ganglia

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

Extract Subset of Image
markstat

Summarise Marks in Every Neighbourhood in a Point Pattern
rMaternII

Simulate Matern Model II
subset.ppp

Extract or Replace Subset of Point Pattern
predict.ppm

Prediction from a Fitted Point Process Model
distmap

Distance Map
diameter

Diameter of a Window Frame
raster.x

Cartesian Coordinates for a Pixel Raster
affine

Apply Affine Transformation
spatstat.options

Internal Options in Spatstat Package
qqplot.ppm

Q-Q Plot of Residuals from Fitted Point Process Model
summary.owin

Summary of a Spatial Window
rNeymanScott

Simulate Neyman-Scott Process
pcf.ppp

Pair Correlation Function of Point Pattern
redwood

California Redwoods Point Pattern (Ripley's Subset)
rotate.owin

Rotate a Window
ripras

Estimate window from points alone
intersect.owin

Intersection or Union of Two Windows
identify.ppp

Identify Points in a Point Pattern
rThomas

Simulate Thomas Process
rmh

Simulate point patterns using the Metropolis-Hastings algorithm.
quadscheme

Generate a Quadrature Scheme from a Point Pattern
rmhstart

Determine Initial State for Metropolis-Hastings Simulation.
shift.owin

Apply Vector Translation To Window
fasp.object

Function Arrays for Spatial Patterns
expand.owin

Expand Window By Factor
scanpp

Read Point Pattern From Data File
ksmooth.ppp

Kernel Smoothed Intensity of Point Pattern
plot.plotppm

Plot a plotppm Object Created by plot.ppm
unmark

Remove Marks from a Marked Point Pattern
gridweights

Compute Quadrature Weights Based on Grid Counts
split.ppp

Divide Point Pattern into Sub-patterns
rlabel

Random Re-Labelling of Point Pattern
plot.ppp

plot a Spatial Point Pattern
km.rs

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

Pairwise Interaction Process Family
nearest.raster.point

Find Pixel Nearest to a Given Point
square

Square Window
update.ppm

Update a Fitted Point Process Model
redwoodfull

California Redwoods Point Pattern (Entire Dataset)
ppm.object

Class of Fitted Point Process Models
pcf.fv

Pair Correlation Function obtained from K Function
residualspaper

Data and Code From JRSS Discussion Paper on Residuals
rmpoispp

Generate Multitype Poisson Point Pattern
rmh.ppm

Simulate from a Fitted Point Process Model
rpoint

Generate N Random Points
setmarks

Set or Reset the Marks in a Point Pattern
union.quad

Union of Data and Dummy Points
superimpose

Superimpose Several Point Patterns
reach

Interaction Distance of a Point Process
nztrees

New Zealand Trees Point Pattern
spokes

Spokes pattern of dummy points
print.ppm

Print a Fitted Point Process Model
plot.quad

plot a Spatial Quadrature Scheme
quadratcount

Quadrat counting for a point pattern
setcov

Set Covariance of a Window
summary.im

Summarizing a Pixel Image
rtoro

Random Toroidal Shift of Point Pattern
rmhmodel

Define Point Process Model for Metropolis-Hastings Simulation.
reduced.sample

Reduced Sample Estimator using Histogram Data
spruces

Spruces Point Pattern
spatstat

The Spatstat Package
swedishpines

Swedish Pines Point Pattern
quad.object

Class of Quadrature Schemes
simdat

Simulated Point Pattern
runifpoint

Generate N Uniform Random Points
shift.im

Apply Vector Translation To Pixel Image
suffstat

Sufficient Statistic of Point Process Model
summary.quad

Summarizing a Quadrature Scheme