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spatstat (version 1.7-13)

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

1.7-13

License

GPL version 2 or newer

Maintainer

Adrian Baddeley

Last Published

March 22nd, 2025

Functions in spatstat (1.7-13)

OrdThresh

Ord's Interaction model
Ord

Generic Ord Interaction model
concatxy

Concatenate x,y Coordinate Vectors
Softcore

The Soft Core Point Process Model
amacrine

Hughes' Amacrine Cell Data
Kcross.inhom

Inhomogeneous Cross K Function
Jcross

Multitype J Function (i-to-j)
affine.ppp

Apply Affine Transformation To Point Pattern
Jmulti

Marked J Function
eval.im

Evaluate Expression Involving Pixel Images
Poisson

Poisson Point Process Model
LennardJones

The Lennard-Jones Potential
default.dummy

Generate a Default Pattern of Dummy Points
pcf

Pair Correlation Function
bramblecanes

Hutchings' Bramble Canes data
harmonic

Basis for Harmonic Functions
diameter

Diameter of a Window Frame
crossdist

Pairwise distances between two different point patterns
spatstat-deprecated

Deprecated spatstat functions
fasp.object

Function Arrays for Spatial Patterns
pairdist

Pairwise distances
simdat

Simulated Point Pattern
spatstat

The Spatstat Package
applynbd

Apply Function to Every Neighbourhood in a Point Pattern
Kmulti

Marked K-Function
DiggleGratton

Diggle-Gratton model
compatible.fv

Test Whether Two Function Objects Are Compatible
Fest

Estimate the empty space function F
Kest.fft

K-function using FFT
Saturated

Saturated Pairwise Interaction model
as.ppp

Convert Data To Class ppp
Kdot.inhom

Inhomogeneous Multitype K Dot Function
inside.owin

Test Whether Points Are Inside A Window
Kdot

Multitype K Function (i-to-any)
nearest.raster.point

Find Pixel Nearest to a Given Point
Kinhom

Inhomogeneous K-function
distmap.owin

Distance Map of Window
as.owin

Convert Data To Class owin
kaplan.meier

Kaplan-Meier Estimator using Histogram Data
anova.ppm

ANOVA for Fitted Point Process Models
StraussHard

The Strauss / Hard Core Point Process Model
alltypes

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

Test Whether A Point Process Model is Marked
as.rectangle

Window Frame
ppm.object

Class of Fitted Point Process Models
centroid.owin

Centroid of a window
data.ppm

Extract Original Data from a Fitted Point Process Model
rThomas

Simulate Thomas Process
affine.owin

Apply Affine Transformation To Window
markcorr

Mark Correlation Function
Strauss

The Strauss Point Process Model
plot.ppm

plot a Fitted Point Process Model
reduced.sample

Reduced Sample Estimator using Histogram Data
eval.fv

Evaluate Expression Involving Functions
erode.owin

Erode a Window
shift.im

Apply Vector Translation To Pixel Image
rNeymanScott

Simulate Neyman-Scott Process
Gmulti

Marked Nearest Neighbour Distance Function
identify.ppp

Identify Points in a Point Pattern
bounding.box

Bounding Box of a Window
longleaf

Longleaf Pines Point Pattern
print.ppp

Print Brief Details of a Point Pattern Dataset
ants

Harkness-Isham ants' nests data
demopat

Artificial Data Point Pattern
copper

Berman-Huntington points and lines data
dummy.ppm

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

Fitted Conditional Intensity for Point Process Model
diagnose.ppm

Diagnostic Plots for Fitted Point Process Model
intersect.owin

Intersection or Union of Two Windows
MultiStraussHard

The Multitype/Hard Core Strauss Point Process Model
pcf.fv

Pair Correlation Function obtained from K Function
is.marked

Test Whether Marks Are Present
spruces

Spruces Point Pattern
quad.object

Class of Quadrature Schemes
bdist.points

Distance to Boundary of Window
Gest

Nearest Neighbour Distance Function G
rotate.owin

Rotate a Window
ppp

Create a Point Pattern
cells

Biological Cells Point Pattern
runifpoint

Generate N Uniform Random Points
rmh.default

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

plot a Spatial Quadrature Scheme
compatible.im

Test Whether Two Pixel Images Are Compatible
nndist

Nearest neighbour distances
reach

Interaction Distance of a Point Process
corners

Corners of a rectangle
dirichlet.weights

Compute Quadrature Weights Based on Dirichlet Tessellation
Geyer

Geyer's Saturation Point Process Model
finpines

Pine saplings in Finland.
MultiStrauss

The Multitype Strauss Point Process Model
affine

Apply Affine Transformation
predict.ppm

Prediction from a Fitted Point Process Model
summary.owin

Summary of a Spatial Window
cut.ppp

Convert Point Pattern Marks from Numeric to Factor
coef.ppm

Coefficients of Fitted Point Process Model
im.object

Class of Images
rMatClust

Simulate Matern Cluster Process
is.subset.owin

Determine Whether One Window is Contained In Another
shift.owin

Apply Vector Translation To Window
rmhstart

Determine Initial State for Metropolis-Hastings Simulation.
is.ppp

Test Whether An Object Is A Point Pattern
letterR

Window in Shape of Letter R
allstats

Calculate four standard summary functions of a point pattern.
print.quad

Print a Quadrature Scheme
print.im

Print Brief Details of an Image
quadscheme

Generate a Quadrature Scheme from a Point Pattern
rlabel

Random Re-Labelling of Point Pattern
is.owin

Test Whether An Object Is A Window
area.owin

Area of a Window
spatstat.options

Internal Options in Spatstat Package
gridcentres

Rectangular grid of points
Gcross

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

Set Control Parameters for Metropolis-Hastings Algorithm.
humberside

Humberside Data on Childhood Leukaemia and Lymphoma
as.im

Convert to Pixel Image
Gdot

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

plot a Spatial Point Pattern
rpoispp

Generate Poisson Point Pattern
is.marked.ppp

Test Whether A Point Pattern is Marked
eem

Exponential Energy Marks
pcf.ppp

Pair Correlation Function of Point Pattern
plot.plotppm

Plot a plotppm Object Created by plot.ppm
Pairwise

Generic Pairwise Interaction model
rotate.ppp

Rotate a Point Pattern
PairPiece

The Piecewise Constant Pairwise Interaction Point Process Model
is.ppm

Test Whether An Object Is A Fitted Point Process Model
chorley

Chorley-Ribble Cancer Data
Jest

Estimate the J-function
ord.family

Ord Interaction Process Family
Kcross

Multitype K Function (Cross-type)
fv.object

Data Frames of Function Values
ripras

Estimate window from points alone
eroded.areas

Areas of Morphological Erosions
is.im

Test Whether An Object Is A Pixel Image
distmap.ppp

Distance Map of Point Pattern
plot.im

Plot a Pixel Image
rotate

Rotate
Kest

K-function
hamster

Aherne's hamster tumour data
print.owin

Print Brief Details of a Spatial Window
residuals.ppm

Residuals for Fitted Point Process Model
quadratcount

Quadrat counting for a point pattern
ppp.object

Class of Point Patterns
lansing

Lansing Woods Point Pattern
rmhmodel

Define Point Process Model for Metropolis-Hastings Simulation.
superimpose

Superimpose Several Point Patterns
plot.fv

Plot Function Valuesn
residualspaper

Data and Code From JRSS Discussion Paper on Residuals
nztrees

New Zealand Trees Point Pattern
redwood

California Redwoods Point Pattern (Ripley's Subset)
print.ppm

Print a Fitted Point Process Model
as.mask

Pixel Image Approximation of a Window
square

Square Window
summary.ppp

Summary of a Point Pattern Dataset
envelope

Simulation envelopes of summary function
rtoro

Random Toroidal Shift of Point Pattern
Jdot

Multitype J Function (i-to-any)
owin

Create a Window
summary.ppm

Summarizing a Fitted Point Process Model
plot.splitppp

Plot a List of Point Patterns
expand.owin

Expand Window By Factor
rmh.ppm

Simulate from a Fitted Point Process Model
ganglia

Beta Ganglion Cells in Cat Retina, Old Version
rMaternI

Simulate Matern Model I
plot.fasp

Plot a Function Array
shift.ppp

Apply Vector Translation To Point Pattern
unmark

Remove Marks from a Marked Point Pattern
rSSI

Simple Sequential Inhibition
scanpp

Read Point Pattern From Data File
redwoodfull

California Redwoods Point Pattern (Entire Dataset)
distmap

Distance Map
split.ppp

Divide Point Pattern into Sub-patterns
stratrand

Stratified random point pattern
shift

Apply Vector Translation
summary.im

Summarizing a Pixel Image
setmarks

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

Extract Quadrature Scheme Used to Fit a Point Process Model
rescue.rectangle

Convert Window Back To Rectangle
pcf.fasp

Pair Correlation Function obtained from array of K functions
rmpoint

Generate N Random Multitype Points
subset.im

Extract Subset of Image
subset.fasp

Extract Subset of Function Array
rmh

Simulate point patterns using the Metropolis-Hastings algorithm.
im

Create a Pixel Image Object
swedishpines

Swedish Pines Point Pattern
gridweights

Compute Quadrature Weights Based on Grid Counts
spatstat-internal

Internal spatstat functions
union.quad

Union of Data and Dummy Points
km.rs

Kaplan-Meier and Reduced Sample Estimator using Histograms
japanesepines

Japanese Pines Point Pattern
pairwise.family

Pairwise Interaction Process Family
plot.owin

Plot a Spatial Window
rmpoispp

Generate Multitype Poisson Point Pattern
qqplot.ppm

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

Kernel Smoothed Intensity of Point Pattern
Iest

Estimate the I-function
spokes

Spokes pattern of dummy points
betacells

Beta Ganglion Cells in Cat Retina
Kmeasure

Reduced Second Moment Measure
pairsat.family

Saturated Pairwise Interaction Point Process Family
rpoint

Generate N Random Points
lurking

Lurking variable plot
subset.fv

Extract Subset of Function Values
complement.owin

Take Complement of a Window
summary.quad

Summarizing a Quadrature Scheme
bdist.pixels

Distance to Boundary of Window
markstat

Summarise Marks in Every Neighbourhood in a Point Pattern
owin.object

Class owin
ppm

Fit Point Process Model to Data
setcov

Set Covariance of a Window
raster.x

Cartesian Coordinates for a Pixel Raster
suffstat

Sufficient Statistic of Point Process Model
rMaternII

Simulate Matern Model II
subset.ppp

Extract or Replace Subset of Point Pattern
update.ppm

Update a Fitted Point Process Model