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spatstat (version 1.7-12)

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

17,668

Version

1.7-12

License

GPL version 2 or newer

Maintainer

Adrian Baddeley

Last Published

March 22nd, 2025

Functions in spatstat (1.7-12)

amacrine

Hughes' Amacrine Cell Data
alltypes

Calculate Statistic for All Types in a Multitype Point Pattern
LennardJones

The Lennard-Jones Potential
area.owin

Area of a Window
Geyer

Geyer's Saturation Point Process Model
Fest

Estimate the empty space function F
Gdot

Multitype Nearest Neighbour Distance Function (i-to-any)
complement.owin

Take Complement of a Window
Pairwise

Generic Pairwise Interaction model
as.mask

Pixel Image Approximation of a Window
crossdist

Pairwise distances between two different point patterns
quad.ppm

Extract Quadrature Scheme Used to Fit a Point Process Model
Kdot

Multitype K Function (i-to-any)
cells

Biological Cells Point Pattern
Jmulti

Marked J Function
DiggleGratton

Diggle-Gratton model
plot.plotppm

Plot a plotppm Object Created by plot.ppm
Jest

Estimate the J-function
applynbd

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

Test Whether An Object Is A Point Pattern
as.ppp

Convert Data To Class ppp
Kcross

Multitype K Function (Cross-type)
Gmulti

Marked Nearest Neighbour Distance Function
PairPiece

The Piecewise Constant Pairwise Interaction Point Process Model
MultiStraussHard

The Multitype/Hard Core Strauss Point Process Model
Kest

K-function
Iest

Estimate the I-function
chorley

Chorley-Ribble Cancer Data
affine

Apply Affine Transformation
eroded.areas

Areas of Morphological Erosions
bounding.box

Bounding Box of a Window
Kmulti

Marked K-Function
cut.ppp

Convert Point Pattern Marks from Numeric to Factor
ppm.object

Class of Fitted Point Process Models
nztrees

New Zealand Trees Point Pattern
Softcore

The Soft Core Point Process Model
affine.ppp

Apply Affine Transformation To Point Pattern
residuals.ppm

Residuals for Fitted Point Process Model
Ord

Generic Ord Interaction model
as.rectangle

Window Frame
pcf

Pair Correlation Function
plot.splitppp

Plot a List of Point Patterns
Jcross

Multitype J Function (i-to-j)
plot.fv

Plot Function Valuesn
pairdist

Pairwise distances
Kest.fft

K-function using FFT
quad.object

Class of Quadrature Schemes
anova.ppm

ANOVA for Fitted Point Process Models
distmap.owin

Distance Map of Window
longleaf

Longleaf Pines Point Pattern
diameter

Diameter of a Window Frame
compatible.im

Test Whether Two Pixel Images Are Compatible
Strauss

The Strauss Point Process Model
rmpoint

Generate N Random Multitype Points
bramblecanes

Hutchings' Bramble Canes data
humberside

Humberside Data on Childhood Leukaemia and Lymphoma
distmap

Distance Map
rpoint

Generate N Random Points
plot.owin

Plot a Spatial Window
predict.ppm

Prediction from a Fitted Point Process Model
markstat

Summarise Marks in Every Neighbourhood in a Point Pattern
ganglia

Beta Ganglion Cells in Cat Retina, Old Version
identify.ppp

Identify Points in a Point Pattern
markcorr

Mark Correlation Function
Gcross

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

Find Pixel Nearest to a Given Point
copper

Berman-Huntington points and lines data
ppp.object

Class of Point Patterns
concatxy

Concatenate x,y Coordinate Vectors
gridweights

Compute Quadrature Weights Based on Grid Counts
OrdThresh

Ord's Interaction model
finpines

Pine saplings in Finland.
allstats

Calculate four standard summary functions of a point pattern.
fasp.object

Function Arrays for Spatial Patterns
corners

Corners of a rectangle
StraussHard

The Strauss / Hard Core Point Process Model
pcf.ppp

Pair Correlation Function of Point Pattern
Kinhom

Inhomogeneous K-function
Poisson

Poisson Point Process Model
stratrand

Stratified random point pattern
affine.owin

Apply Affine Transformation To Window
MultiStrauss

The Multitype Strauss Point Process Model
Gest

Nearest Neighbour Distance Function G
is.marked.ppm

Test Whether A Point Process Model is Marked
Saturated

Saturated Pairwise Interaction model
spatstat-deprecated

Deprecated spatstat functions
default.dummy

Generate a Default Pattern of Dummy Points
data.ppm

Extract Original Data from a Fitted Point Process Model
pairwise.family

Pairwise Interaction Process Family
im.object

Class of Images
Jdot

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

Extract Dummy Points Used to Fit a Point Process Model
is.im

Test Whether An Object Is A Pixel Image
is.marked

Test Whether Marks Are Present
is.owin

Test Whether An Object Is A Window
eval.im

Evaluate Expression Involving Pixel Images
harmonic

Basis for Harmonic Functions
ants

Harkness-Isham ants' nests data
lansing

Lansing Woods Point Pattern
as.im

Convert to Pixel Image
bdist.pixels

Distance to Boundary of Window
pairsat.family

Saturated Pairwise Interaction Point Process Family
envelope

Simulation envelopes of summary function
eem

Exponential Energy Marks
is.subset.owin

Determine Whether One Window is Contained In Another
distmap.ppp

Distance Map of Point Pattern
eval.fv

Evaluate Expression Involving Functions
inside.owin

Test Whether Points Are Inside A Window
rtoro

Random Toroidal Shift of Point Pattern
as.owin

Convert Data To Class owin
Kmeasure

Reduced Second Moment Measure
subset.fv

Extract Subset of Function Values
pcf.fasp

Pair Correlation Function obtained from array of K functions
is.ppm

Test Whether An Object Is A Fitted Point Process Model
unmark

Remove Marks from a Marked Point Pattern
coef.ppm

Coefficients of Fitted Point Process Model
expand.owin

Expand Window By Factor
letterR

Window in Shape of Letter R
setmarks

Set or Reset the Marks in a Point Pattern
bdist.points

Distance to Boundary of Window
rotate

Rotate
japanesepines

Japanese Pines Point Pattern
subset.ppp

Extract or Replace Subset of Point Pattern
hamster

Aherne's hamster tumour data
centroid.owin

Centroid of a window
rlabel

Random Re-Labelling of Point Pattern
erode.owin

Erode a Window
suffstat

Sufficient Statistic of Point Process Model
fv.object

Data Frames of Function Values
ripras

Estimate window from points alone
rmhmodel

Define Point Process Model for Metropolis-Hastings Simulation.
im

Create a Pixel Image Object
diagnose.ppm

Diagnostic Plots for Fitted Point Process Model
kaplan.meier

Kaplan-Meier Estimator using Histogram Data
demopat

Artificial Data Point Pattern
intersect.owin

Intersection or Union of Two Windows
fitted.ppm

Fitted Conditional Intensity for Point Process Model
print.quad

Print a Quadrature Scheme
quadratcount

Quadrat counting for a point pattern
swedishpines

Swedish Pines Point Pattern
nndist

Nearest neighbour distances
redwoodfull

California Redwoods Point Pattern (Entire Dataset)
lurking

Lurking variable plot
shift.owin

Apply Vector Translation To Window
ppp

Create a Point Pattern
ksmooth.ppp

Kernel Smoothed Intensity of Point Pattern
is.marked.ppp

Test Whether A Point Pattern is Marked
compatible.fv

Test Whether Two Function Objects Are Compatible
setcov

Set Covariance of a Window
quadscheme

Generate a Quadrature Scheme from a Point Pattern
print.ppp

Print Brief Details of a Point Pattern Dataset
owin

Create a Window
rMaternII

Simulate Matern Model II
pcf.fv

Pair Correlation Function obtained from K Function
summary.ppm

Summarizing a Fitted Point Process Model
print.ppm

Print a Fitted Point Process Model
rpoispp

Generate Poisson Point Pattern
subset.im

Extract Subset of Image
plot.ppp

plot a Spatial Point Pattern
redwood

California Redwoods Point Pattern (Ripley's Subset)
dirichlet.weights

Compute Quadrature Weights Based on Dirichlet Tessellation
plot.quad

plot a Spatial Quadrature Scheme
reduced.sample

Reduced Sample Estimator using Histogram Data
superimpose

Superimpose Several Point Patterns
spatstat-internal

Internal spatstat functions
summary.owin

Summary of a Spatial Window
betacells

Beta Ganglion Cells in Cat Retina
gridcentres

Rectangular grid of points
shift

Apply Vector Translation
km.rs

Kaplan-Meier and Reduced Sample Estimator using Histograms
owin.object

Class owin
ppm

Fit Point Process Model to Data
rSSI

Simple Sequential Inhibition
qqplot.ppm

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

Simulate Neyman-Scott Process
reach

Interaction Distance of a Point Process
ord.family

Ord Interaction Process Family
rMaternI

Simulate Matern Model I
summary.quad

Summarizing a Quadrature Scheme
rmhcontrol

Set Control Parameters for Metropolis-Hastings Algorithm.
rotate.owin

Rotate a Window
print.im

Print Brief Details of an Image
split.ppp

Divide Point Pattern into Sub-patterns
print.owin

Print Brief Details of a Spatial Window
plot.ppm

plot a Fitted Point Process Model
rotate.ppp

Rotate a Point Pattern
residualspaper

Data and Code From JRSS Discussion Paper on Residuals
rmh

Simulate point patterns using the Metropolis-Hastings algorithm.
rThomas

Simulate Thomas Process
shift.im

Apply Vector Translation To Pixel Image
rmh.ppm

Simulate from a Fitted Point Process Model
runifpoint

Generate N Uniform Random Points
plot.fasp

Plot a Function Array
raster.x

Cartesian Coordinates for a Pixel Raster
rmh.default

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

Plot a Pixel Image
square

Square Window
rescue.rectangle

Convert Window Back To Rectangle
rMatClust

Simulate Matern Cluster Process
union.quad

Union of Data and Dummy Points
rmhstart

Determine Initial State for Metropolis-Hastings Simulation.
rmpoispp

Generate Multitype Poisson Point Pattern
spatstat.options

Internal Options in Spatstat Package
simdat

Simulated Point Pattern
spatstat

The Spatstat Package
shift.ppp

Apply Vector Translation To Point Pattern
update.ppm

Update a Fitted Point Process Model
spruces

Spruces Point Pattern
scanpp

Read Point Pattern From Data File
subset.fasp

Extract Subset of Function Array
summary.ppp

Summary of a Point Pattern Dataset
summary.im

Summarizing a Pixel Image
spokes

Spokes pattern of dummy points