Learn R Programming

⚠️There's a newer version (3.3-1) of this package.Take me there.

spatstat (version 1.6-1)

Spatial Point Pattern analysis, model-fitting and simulation

Description

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

Copy Link

Version

Install

install.packages('spatstat')

Monthly Downloads

17,668

Version

1.6-1

License

GPL version 2 or newer

Maintainer

Adrian Baddeley

Last Published

March 22nd, 2025

Functions in spatstat (1.6-1)

DiggleGratton

Diggle-Gratton model
as.mask

Pixel Image Approximation of a Window
harmonic

Basis for Harmonic Functions
StraussHard

The Strauss / Hard Core Point Process Model
ganglia

Beta Ganglion Cells in Cat Retina, Old Version
distmap

Distance Map
Poisson

Poisson Point Process Model
demopat

Artificial Data Point Pattern
Gest

Nearest Neighbour Distance Function G
Gdot

Multitype Nearest Neighbour Distance Function (i-to-any)
anova.ppm

ANOVA for Fitted Point Process Models
as.ppp

Convert Data To Class ppp
distmap.owin

Distance Map of Window
print.owin

Print Brief Details of a Spatial Window
copper

Berman-Huntington points and lines data
spatstat-deprecated

Deprecated spatstat functions
Jest

Estimate the J-function
plot.ppm

plot a Fitted Point Process Model
rpoint

Generate N Random Points
gridweights

Compute Quadrature Weights Based on Grid Counts
cells

Biological Cells Point Pattern
Gmulti

Marked Nearest Neighbour Distance Function
as.owin

Convert Data To Class owin
bdist.pixels

Distance to Boundary of Window
Jdot

Multitype J Function (i-to-any)
default.dummy

Generate a Default Pattern of Dummy Points
rNeymanScott

Simulate Neyman-Scott Process
distmap.ppp

Distance Map of Point Pattern
Kest

K-function
Saturated

Saturated Pairwise Interaction model
concatxy

Concatenate x,y Coordinate Vectors
predict.ppm

Prediction from a Fitted Point Process Model
owin

Create a Window
dummy.ppm

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

Coefficients of Fitted Point Process Model
is.ppp

Test Whether An Object Is A Point Pattern
betacells

Beta Ganglion Cells in Cat Retina
runifpoint

Generate N Uniform Random Points
MultiStraussHard

The Multitype/Hard Core Strauss Point Process Model
Kinhom

Inhomogeneous K-function
plot.fasp

Plot a Function Array
Kdot

Multitype K Function (i-to-any)
plot.plotppm

Plot a plotppm Object Created by plot.ppm
owin.object

Class owin
bramblecanes

Hutchings' Bramble Canes data
fitted.ppm

Fitted Conditional Intensity for Point Process Model
Kest.fft

K-function using FFT
applynbd

Apply Function to Every Neighbourhood in a Point Pattern
reach

Interaction Distance of a Point Process
print.quad

Print a Quadrature Scheme
print.ppp

Print Brief Details of a Point Pattern Dataset
Ord

Generic Ord Interaction model
Geyer

Geyer's Saturation Point Process Model
Gcross

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

Longleaf Pines Point Pattern
rmhmodel

Define Point Process Model for Metropolis-Hastings Simulation.
Kmulti

Marked K-Function
amacrine

Hughes' Amacrine Cell Data
nndist

Nearest neighbour distances
nztrees

New Zealand Trees Point Pattern
plot.ppp

plot a Spatial Point Pattern
eroded.areas

Areas of Morphological Erosions
corners

Corners of a rectangle
subset.ppp

Extract or Replace Subset of Point Pattern
rmh.default

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

Multitype J Function (i-to-j)
hamster

Aherne's hamster tumour data
bounding.box

Bounding Box of a Window
ppm.object

Class of Fitted Point Process Models
Jmulti

Marked J Function
Softcore

The Soft Core Point Process Model
ksmooth.ppp

Kernel Smoothed Intensity of Point Pattern
Pairwise

Generic Pairwise Interaction model
expand.owin

Expand Window By Factor
erode.owin

Erode a Window
pcf

Pair Correlation Function
gridcentres

Rectangular grid of points
km.rs

Kaplan-Meier and Reduced Sample Estimator using Histograms
spatstat-internal

Internal spatstat functions
MultiStrauss

The Multitype Strauss Point Process Model
print.im

Print Brief Details of an Image
PairPiece

The Piecewise Constant Pairwise Interaction Point Process Model
diameter

Diameter of a Window Frame
area.owin

Area of a Window
LennardJones

The Lennard-Jones Potential
pairsat.family

Saturated Pairwise Interaction Point Process Family
complement.owin

Take Complement of a Window
data.ppm

Extract Original Data from a Fitted Point Process Model
is.ppm

Test Whether An Object Is A Fitted Point Process Model
ppm

Fit Point Process Model to Data
alltypes

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

Test Whether Marks Are Present
affine.owin

Apply Affine Transformation To Window
fv.object

Data Frames of Function Values
Kmeasure

Reduced Second Moment Measure
dirichlet.weights

Compute Quadrature Weights Based on Dirichlet Tessellation
affine.ppp

Apply Affine Transformation To Point Pattern
as.im

Convert to Pixel Image
im.object

Class of Images
is.owin

Test Whether An Object Is A Window
ants

Harkness-Isham ants' nests data
summary.ppm

Summarizing a Fitted Point Process Model
bdist.points

Distance to Boundary of Window
subset.im

Extract Subset of Image
spruces

Spruces Point Pattern
shift.owin

Apply Vector Translation To Window
reduced.sample

Reduced Sample Estimator using Histogram Data
compatible.im

Test Whether Two Pixel Images Are Compatible
rmhcontrol

Set Control Parameters for Metropolis-Hastings Algorithm.
cut.ppp

Convert Point Pattern Marks from Numeric to Factor
is.subset.owin

Determine Whether One Window is Contained In Another
is.im

Test Whether An Object Is A Pixel Image
Strauss

The Strauss Point Process Model
identify.ppp

Identify Points in a Point Pattern
OrdThresh

Ord's Interaction model
pairwise.family

Pairwise Interaction Process Family
allstats

Calculate four standard summary functions of a point pattern.
as.rectangle

Window Frame
pcf.ppp

Pair Correlation Function of Point Pattern
rmpoint

Generate N Random Multitype Points
rotate

Rotate
square

Square Window
lansing

Lansing Woods Point Pattern
is.marked.ppm

Test Whether A Point Process Model is Marked
summary.ppp

Summary of a Point Pattern Dataset
subset.fv

Extract Subset of Function Values
stratrand

Stratified random point pattern
plot.quad

plot a Spatial Quadrature Scheme
ppp.object

Class of Point Patterns
eval.im

Evaluate Expression Involving Pixel Images
inside.owin

Test Whether Points Are Inside A Window
letterR

Window in Shape of Letter R
pairdist

Pairwise distances
redwood

California Redwoods Point Pattern (Ripley's Subset)
union.quad

Union of Data and Dummy Points
plot.fv

Plot Function Valuesn
scanpp

Read Point Pattern From Data File
plot.owin

Plot a Spatial Window
simdat

Simulated Point Pattern
rSSI

Simple Sequential Inhibition
rescue.rectangle

Convert Window Back To Rectangle
update.ppm

Update a Fitted Point Process Model
rmpoispp

Generate Multitype Poisson Point Pattern
markcorr

Mark Correlation Function
shift.im

Apply Vector Translation To Pixel Image
fasp.object

Function Arrays for Spatial Patterns
rThomas

Simulate Thomas Process
setcov

Set Covariance of a Window
rMaternII

Simulate Matern Model II
setmarks

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

Diagnostic Plots for Fitted Point Process Model
redwoodfull

California Redwoods Point Pattern (Entire Dataset)
is.marked.ppp

Test Whether A Point Pattern is Marked
intersect.owin

Intersection or Union of Two Windows
rmh.ppm

Simulate from a Fitted Point Process Model
affine

Apply Affine Transformation
plot.splitppp

Plot a List of Point Patterns
Iest

Estimate the I-function
summary.quad

Summarizing a Quadrature Scheme
quadscheme

Generate a Quadrature Scheme from a Point Pattern
Fest

Estimate the empty space function F
japanesepines

Japanese Pines Point Pattern
unmark

Remove Marks from a Marked Point Pattern
quad.ppm

Extract Quadrature Scheme Used to Fit a Point Process Model
Kcross

Multitype K Function (Cross-type)
raster.x

Cartesian Coordinates for a Pixel Raster
eem

Exponential Energy Marks
rmhstart

Determine Initial State for Metropolis-Hastings Simulation.
print.ppm

Print a Fitted Point Process Model
rMaternI

Simulate Matern Model I
swedishpines

Swedish Pines Point Pattern
shift.ppp

Apply Vector Translation To Point Pattern
ppp

Create a Point Pattern
plot.im

Plot a Pixel Image
nearest.raster.point

Find Pixel Nearest to a Given Point
rmh

Simulate point patterns using the Metropolis-Hastings algorithm.
rotate.owin

Rotate a Window
finpines

Pine saplings in Finland.
quadratcount

Quadrat counting for a point pattern
centroid.owin

Centroid of a window
shift

Apply Vector Translation
summary.owin

Summary of a Spatial Window
envelope

Simulation envelopes of summary function
quad.object

Class of Quadrature Schemes
im

Create a Pixel Image Object
spokes

Spokes pattern of dummy points
rotate.ppp

Rotate a Point Pattern
split.ppp

Divide Point Pattern into Sub-patterns
rMatClust

Simulate Matern Cluster Process
rlabel

Random Re-Labelling of Point Pattern
ripras

Estimate window from points alone
rpoispp

Generate Poisson Point Pattern
spatstat.options

Internal Options in Spatstat Package
subset.fasp

Extract Subset of Function Array
residualspaper

Data and Code From JRSS Discussion Paper on Residuals
spatstat

The Spatstat Package
pcf.fv

Pair Correlation Function obtained from K Function
superimpose

Superimpose Several Point Patterns
pcf.fasp

Pair Correlation Function obtained from array of K functions
eval.fv

Evaluate Expression Involving Functions
ord.family

Ord Interaction Process Family
rtoro

Random Toroidal Shift of Point Pattern
chorley

Chorley-Ribble Cancer Data
humberside

Humberside Data on Childhood Leukaemia and Lymphoma
kaplan.meier

Kaplan-Meier Estimator using Histogram Data
compatible.fv

Test Whether Two Function Objects Are Compatible
summary.im

Summarizing a Pixel Image
lurking

Lurking variable plot
qqplot.ppm

Q-Q Plot of Residuals from Fitted Point Process Model
suffstat

Sufficient Statistic of Point Process Model
residuals.ppm

Residuals for Fitted Point Process Model
crossdist

Pairwise distances between two different point patterns
markstat

Summarise Marks in Every Neighbourhood in a Point Pattern