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spatstat (version 1.8-2)

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

1.8-2

License

GPL version 2 or newer

Maintainer

Adrian Baddeley

Last Published

March 22nd, 2025

Functions in spatstat (1.8-2)

Gdot

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

K-function
Softcore

The Soft Core Point Process Model
chorley

Chorley-Ribble Cancer Data
Gmulti

Marked Nearest Neighbour Distance Function
PairPiece

The Piecewise Constant Pairwise Interaction Point Process Model
is.marked

Test Whether Marks Are Present
copper

Berman-Huntington points and lines data
affine

Apply Affine Transformation
area.owin

Area of a Window
MultiStrauss

The Multitype Strauss Point Process Model
distmap.owin

Distance Map of Window
demopat

Artificial Data Point Pattern
LennardJones

The Lennard-Jones Potential
nndist

Nearest neighbour distances
distmap.ppp

Distance Map of Point Pattern
Gest

Nearest Neighbour Distance Function G
StraussHard

The Strauss / Hard Core Point Process Model
as.mask

Pixel Image Approximation of a Window
centroid.owin

Centroid of a window
dirichlet.weights

Compute Quadrature Weights Based on Dirichlet Tessellation
betacells

Beta Ganglion Cells in Cat Retina
complement.owin

Take Complement of a Window
eval.fv

Evaluate Expression Involving Functions
markstat

Summarise Marks in Every Neighbourhood in a Point Pattern
quadscheme

Generate a Quadrature Scheme from a Point Pattern
Kmeasure

Reduced Second Moment Measure
rThomas

Simulate Thomas Process
gridweights

Compute Quadrature Weights Based on Grid Counts
ppm.object

Class of Fitted Point Process Models
ants

Harkness-Isham ants' nests data
Poisson

Poisson Point Process Model
harmonic

Basis for Harmonic Functions
intersect.owin

Intersection or Union of Two Windows
affine.ppp

Apply Affine Transformation To Point Pattern
compatible.fv

Test Whether Two Function Objects Are Compatible
concatxy

Concatenate x,y Coordinate Vectors
gridcentres

Rectangular grid of points
raster.x

Cartesian Coordinates for a Pixel Raster
pcf.fv

Pair Correlation Function obtained from K Function
Geyer

Geyer's Saturation Point Process Model
is.owin

Test Whether An Object Is A Window
pairsat.family

Saturated Pairwise Interaction Point Process Family
Kinhom

Inhomogeneous K-function
Jdot

Multitype J Function (i-to-any)
Jest

Estimate the J-function
Kdot

Multitype K Function (i-to-any)
cells

Biological Cells Point Pattern
fitted.ppm

Fitted Conditional Intensity for Point Process Model
MultiStraussHard

The Multitype/Hard Core Strauss Point Process Model
rSSI

Simple Sequential Inhibition
psp.object

Class of Line Segment Patterns
amacrine

Hughes' Amacrine Cell Data
plot.ppm

plot a Fitted Point Process Model
dummy.ppm

Extract Dummy Points Used to Fit a Point Process Model
affine.psp

Apply Affine Transformation To Line Segment Pattern
hamster

Aherne's hamster tumour data
is.subset.owin

Determine Whether One Window is Contained In Another
print.im

Print Brief Details of an Image
corners

Corners of a rectangle
shift

Apply Vector Translation
reduced.sample

Reduced Sample Estimator using Histogram Data
pcf.ppp

Pair Correlation Function of Point Pattern
bounding.box

Bounding Box of a Window
subset.fasp

Extract Subset of Function Array
default.dummy

Generate a Default Pattern of Dummy Points
psp

Create a Line Segment Pattern
swedishpines

Swedish Pines Point Pattern
residuals.ppm

Residuals for Fitted Point Process Model
is.ppp

Test Whether An Object Is A Point Pattern
inside.owin

Test Whether Points Are Inside A Window
shift.psp

Apply Vector Translation To Line Segment Pattern
is.marked.ppm

Test Whether A Point Process Model is Marked
Kest.fft

K-function using FFT
qqplot.ppm

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

Summarizing a Quadrature Scheme
redwoodfull

California Redwoods Point Pattern (Entire Dataset)
DiggleGratton

Diggle-Gratton model
rmpoispp

Generate Multitype Poisson Point Pattern
Kmulti

Marked K-Function
rotate.owin

Rotate a Window
Gcross

Multitype Nearest Neighbour Distance Function (i-to-j)
owin.object

Class owin
erode.owin

Erode a Window
alltypes

Calculate Statistic for All Types in a Multitype Point Pattern
ganglia

Beta Ganglion Cells in Cat Retina, Old Version
rmpoint

Generate N Random Multitype Points
rotate

Rotate
affine.owin

Apply Affine Transformation To Window
is.marked.ppp

Test Whether A Point Pattern is Marked
Jmulti

Marked J Function
envelope

Simulation envelopes of summary function
markcorr

Mark Correlation Function
square

Square Window
summary.owin

Summary of a Spatial Window
km.rs

Kaplan-Meier and Reduced Sample Estimator using Histograms
quadratcount

Quadrat counting for a point pattern
Saturated

Saturated Pairwise Interaction model
plot.fasp

Plot a Function Array
OrdThresh

Ord's Interaction model
ppp.object

Class of Point Patterns
Jcross

Multitype J Function (i-to-j)
is.im

Test Whether An Object Is A Pixel Image
rNeymanScott

Simulate Neyman-Scott Process
plot.psp

plot a Spatial Line Segment Pattern
midpoints.psp

Midpoints of Line Segment Pattern
quad.ppm

Extract Quadrature Scheme Used to Fit a Point Process Model
rpoispp

Generate Poisson Point Pattern
ppp

Create a Point Pattern
rmh

Simulate point patterns using the Metropolis-Hastings algorithm.
eval.im

Evaluate Expression Involving Pixel Images
as.ppp

Convert Data To Class ppp
plot.splitppp

Plot a List of Point Patterns
lansing

Lansing Woods Point Pattern
as.im

Convert to Pixel Image
spruces

Spruces Point Pattern
rMatClust

Simulate Matern Cluster Process
ppm

Fit Point Process Model to Data
is.ppm

Test Whether An Object Is A Fitted Point Process Model
pairdist

Pairwise distances
print.quad

Print a Quadrature Scheme
Iest

Estimate the I-function
setmarks

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

Print a Fitted Point Process Model
diagnose.ppm

Diagnostic Plots for Fitted Point Process Model
fv.object

Data Frames of Function Values
kaplan.meier

Kaplan-Meier Estimator using Histogram Data
data.ppm

Extract Original Data from a Fitted Point Process Model
stratrand

Stratified random point pattern
shift.ppp

Apply Vector Translation To Point Pattern
as.rectangle

Window Frame
ripras

Estimate window from points alone
fasp.object

Function Arrays for Spatial Patterns
letterR

Window in Shape of Letter R
ksmooth.ppp

Kernel Smoothed Intensity of Point Pattern
bdist.pixels

Distance to Boundary of Window
rpoint

Generate N Random Points
as.owin

Convert Data To Class owin
Kcross.inhom

Inhomogeneous Cross K Function
pairwise.family

Pairwise Interaction Process Family
rmh.default

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

Apply Vector Translation To Pixel Image
nztrees

New Zealand Trees Point Pattern
cut.ppp

Convert Point Pattern Marks from Numeric to Factor
shift.owin

Apply Vector Translation To Window
pcf.fasp

Pair Correlation Function obtained from array of K functions
as.psp

Convert Data To Class psp
crossdist

Pairwise distances between two different point patterns
split.ppp

Divide Point Pattern into Sub-patterns
spokes

Spokes pattern of dummy points
subset.ppp

Extract or Replace Subset of Point Pattern
suffstat

Sufficient Statistic of Point Process Model
Pairwise

Generic Pairwise Interaction model
Kdot.inhom

Inhomogeneous Multitype K Dot Function
nearest.raster.point

Find Pixel Nearest to a Given Point
spatstat-internal

Internal spatstat functions
diameter

Diameter of a Window Frame
summary.im

Summarizing a Pixel Image
rotate.ppp

Rotate a Point Pattern
runifpoint

Generate N Uniform Random Points
anova.ppm

ANOVA for Fitted Point Process Models
bdist.points

Distance to Boundary of Window
spatstat

The Spatstat Package
longleaf

Longleaf Pines Point Pattern
humberside

Humberside Data on Childhood Leukaemia and Lymphoma
spatstat.options

Internal Options in Spatstat Package
owin

Create a Window
print.ppp

Print Brief Details of a Point Pattern Dataset
summary.ppm

Summarizing a Fitted Point Process Model
angles.psp

Orientation Angles of Line Segments
plot.plotppm

Plot a plotppm Object Created by plot.ppm
subset.im

Extract Subset of Image
allstats

Calculate four standard summary functions of a point pattern.
rMaternII

Simulate Matern Model II
lengths.psp

Lengths of Line Segments
Ord

Generic Ord Interaction model
Kcross

Multitype K Function (Cross-type)
plot.quad

plot a Spatial Quadrature Scheme
compatible.im

Test Whether Two Pixel Images Are Compatible
reach

Interaction Distance of a Point Process
im.object

Class of Images
plot.fv

Plot Function Valuesn
predict.ppm

Prediction from a Fitted Point Process Model
plot.ppp

plot a Spatial Point Pattern
summary.ppp

Summary of a Point Pattern Dataset
union.quad

Union of Data and Dummy Points
rmhmodel

Define Point Process Model for Metropolis-Hastings Simulation.
print.owin

Print Brief Details of a Spatial Window
unmark

Remove Marks from a Marked Point Pattern
rMaternI

Simulate Matern Model I
rmhcontrol

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

Identify Points in a Point Pattern
Strauss

The Strauss Point Process Model
coef.ppm

Coefficients of Fitted Point Process Model
im

Create a Pixel Image Object
rmhstart

Determine Initial State for Metropolis-Hastings Simulation.
residualspaper

Data and Code From JRSS Discussion Paper on Residuals
rescue.rectangle

Convert Window Back To Rectangle
distmap

Distance Map
pcf

Pair Correlation Function
rtoro

Random Toroidal Shift of Point Pattern
print.psp

Print Brief Details of a Line Segment Pattern Dataset
Fest

Estimate the empty space function F
eroded.areas

Areas of Morphological Erosions
japanesepines

Japanese Pines Point Pattern
finpines

Pine saplings in Finland.
update.ppm

Update a Fitted Point Process Model
scanpp

Read Point Pattern From Data File
plot.owin

Plot a Spatial Window
subset.fv

Extract Subset of Function Values
summary.psp

Summary of a Line Segment Pattern Dataset
plot.im

Plot a Pixel Image
distmap.psp

Distance Map of Line Segment Pattern
superimpose

Superimpose Several Point Patterns
redwood

California Redwoods Point Pattern (Ripley's Subset)
setcov

Set Covariance of a Window
spatstat-deprecated

Deprecated spatstat functions
quad.object

Class of Quadrature Schemes
lurking

Lurking variable plot
eem

Exponential Energy Marks
rlabel

Random Re-Labelling of Point Pattern
rotate.psp

Rotate a Line Segment Pattern
rmh.ppm

Simulate from a Fitted Point Process Model
applynbd

Apply Function to Every Neighbourhood in a Point Pattern
bramblecanes

Hutchings' Bramble Canes data
expand.owin

Expand Window By Factor
ord.family

Ord Interaction Process Family
subset.psp

Extract Subset of Line Segment Pattern
simdat

Simulated Point Pattern