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spatstat (version 1.8-6)

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

1.8-6

License

GPL version 2 or newer

Maintainer

Adrian Baddeley

Last Published

March 22nd, 2025

Functions in spatstat (1.8-6)

Ord

Generic Ord Interaction model
alltypes

Calculate Statistic for All Types in a Multitype Point Pattern
Jcross

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

K-function using FFT
Jest

Estimate the J-function
OrdThresh

Ord's Interaction model
Poisson

Poisson Point Process Model
affine.ppp

Apply Affine Transformation To Point Pattern
affine.psp

Apply Affine Transformation To Line Segment Pattern
Fest

Estimate the empty space function F
area.owin

Area of a Window
Kdot

Multitype K Function (i-to-any)
pairdist

Pairwise distances
centroid.owin

Centroid of a window
betacells

Beta Ganglion Cells in Cat Retina
affine.owin

Apply Affine Transformation To Window
Jmulti

Marked J Function
Gest

Nearest Neighbour Distance Function G
is.owin

Test Whether An Object Is A Window
letterR

Window in Shape of Letter R
Kcross

Multitype K Function (Cross-type)
pairdist.psp

Pairwise distances between line segments
is.marked.ppp

Test Whether A Point Pattern is Marked
MultiStrauss

The Multitype Strauss Point Process Model
copper

Berman-Huntington points and lines data
compatible.im

Test Whether Two Pixel Images Are Compatible
ants

Harkness-Isham ants' nests data
applynbd

Apply Function to Every Neighbourhood in a Point Pattern
coef.ppm

Coefficients of Fitted Point Process Model
density.psp

Kernel Smoothing of Line Segment Pattern
midpoints.psp

Midpoints of Line Segment Pattern
Kcross.inhom

Inhomogeneous Cross K Function
distmap

Distance Map
pairsat.family

Saturated Pairwise Interaction Point Process Family
MultiStraussHard

The Multitype/Hard Core Strauss Point Process Model
dirichlet.weights

Compute Quadrature Weights Based on Dirichlet Tessellation
Iest

Estimate the I-function
as.ppp

Convert Data To Class ppp
envelope

Simulation envelopes of summary function
markcorr

Mark Correlation Function
allstats

Calculate four standard summary functions of a point pattern.
plot.fv

Plot Function Valuesn
spatstat-deprecated

Deprecated spatstat functions
default.dummy

Generate a Default Pattern of Dummy Points
quadscheme

Generate a Quadrature Scheme from a Point Pattern
angles.psp

Orientation Angles of Line Segments
Saturated

Saturated Pairwise Interaction model
DiggleGratton

Diggle-Gratton model
Gmulti

Marked Nearest Neighbour Distance Function
diameter

Diameter of a Window Frame
Gdot

Multitype Nearest Neighbour Distance Function (i-to-any)
distmap.psp

Distance Map of Line Segment Pattern
complement.owin

Take Complement of a Window
erode.owin

Erode a Window
PairPiece

The Piecewise Constant Pairwise Interaction Point Process Model
corners

Corners of a rectangle
plot.owin

Plot a Spatial Window
gridcentres

Rectangular grid of points
plot.psp

plot a Spatial Line Segment Pattern
crossdist.default

Pairwise distances between two different sets of points
bdist.points

Distance to Boundary of Window
Kmulti

Marked K-Function
rotate

Rotate
print.ppp

Print Brief Details of a Point Pattern Dataset
as.mask

Pixel Image Approximation of a Window
Kest

K-function
crossdist

Pairwise distances
reach

Interaction Distance of a Point Process
rMatClust

Simulate Matern Cluster Process
lengths.psp

Lengths of Line Segments
intersect.owin

Intersection or Union of Two Windows
amacrine

Hughes' Amacrine Cell Data
bounding.box

Bounding Box of a Window
endpoints.psp

Endpoints of Line Segment Pattern
predict.ppm

Prediction from a Fitted Point Process Model
hamster

Aherne's hamster tumour data
Softcore

The Soft Core Point Process Model
Strauss

The Strauss Point Process Model
lansing

Lansing Woods Point Pattern
psp

Create a Line Segment Pattern
as.im

Convert to Pixel Image
plot.fasp

Plot a Function Array
concatxy

Concatenate x,y Coordinate Vectors
update.ppm

Update a Fitted Point Process Model
as.owin

Convert Data To Class owin
plot.ppm

plot a Fitted Point Process Model
japanesepines

Japanese Pines Point Pattern
demopat

Artificial Data Point Pattern
bdist.pixels

Distance to Boundary of Window
harmonic

Basis for Harmonic Functions
eval.im

Evaluate Expression Involving Pixel Images
lurking

Lurking variable plot
cut.ppp

Convert Point Pattern Marks from Numeric to Factor
print.ppm

Print a Fitted Point Process Model
duplicated.ppp

Determine Duplicated Points in a Spatial Point Pattern
nearest.raster.point

Find Pixel Nearest to a Given Point
eval.fv

Evaluate Expression Involving Functions
Jdot

Multitype J Function (i-to-any)
union.quad

Union of Data and Dummy Points
pairdist.ppp

Pairwise distances
crossdist.ppp

Pairwise distances between two different point patterns
affine

Apply Affine Transformation
humberside

Humberside Data on Childhood Leukaemia and Lymphoma
plot.plotppm

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

Expand Window By Factor
spatstat

The Spatstat Package
superimpose

Superimpose Several Point Patterns
quad.object

Class of Quadrature Schemes
summary.im

Summarizing a Pixel Image
eroded.areas

Areas of Morphological Erosions
nndist

Nearest neighbour distances
Kinhom

Inhomogeneous K-function
as.psp

Convert Data To Class psp
ppp

Create a Point Pattern
ppm.object

Class of Fitted Point Process Models
print.psp

Print Brief Details of a Line Segment Pattern Dataset
rMaternII

Simulate Matern Model II
LennardJones

The Lennard-Jones Potential
Gcross

Multitype Nearest Neighbour Distance Function (i-to-j)
is.ppm

Test Whether An Object Is A Fitted Point Process Model
spatstat-internal

Internal spatstat functions
eem

Exponential Energy Marks
plot.splitppp

Plot a List of Point Patterns
Kdot.inhom

Inhomogeneous Multitype K Dot Function
im

Create a Pixel Image Object
rlabel

Random Re-Labelling of Point Pattern
Geyer

Geyer's Saturation Point Process Model
pcf.fasp

Pair Correlation Function obtained from array of K functions
rescue.rectangle

Convert Window Back To Rectangle
cells

Biological Cells Point Pattern
rMaternI

Simulate Matern Model I
km.rs

Kaplan-Meier and Reduced Sample Estimator using Histograms
rmhcontrol

Set Control Parameters for Metropolis-Hastings Algorithm.
dummy.ppm

Extract Dummy Points Used to Fit a Point Process Model
Pairwise

Generic Pairwise Interaction model
pairdist.default

Pairwise distances
residuals.ppm

Residuals for Fitted Point Process Model
distmap.owin

Distance Map of Window
rmh

Simulate point patterns using the Metropolis-Hastings algorithm.
density.ppp

Kernel Smoothed Intensity of Point Pattern
qqplot.ppm

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

Class owin
rmhmodel

Define Point Process Model for Metropolis-Hastings Simulation.
kaplan.meier

Kaplan-Meier Estimator using Histogram Data
rotate.owin

Rotate a Window
rpoint

Generate N Random Points
pcf

Pair Correlation Function
crossdist.psp

Pairwise distances between two different line segment patterns
is.marked

Test Whether Marks Are Present
redwood

California Redwoods Point Pattern (Ripley's Subset)
rmpoint

Generate N Random Multitype Points
spokes

Spokes pattern of dummy points
StraussHard

The Strauss / Hard Core Point Process Model
ord.family

Ord Interaction Process Family
pcf.ppp

Pair Correlation Function of Point Pattern
Kmeasure

Reduced Second Moment Measure
data.ppm

Extract Original Data from a Fitted Point Process Model
ganglia

Beta Ganglion Cells in Cat Retina, Old Version
chorley

Chorley-Ribble Cancer Data
raster.x

Cartesian Coordinates for a Pixel Raster
anova.ppm

ANOVA for Fitted Point Process Models
compatible.fv

Test Whether Two Function Objects Are Compatible
shift.ppp

Apply Vector Translation To Point Pattern
print.owin

Print Brief Details of a Spatial Window
spruces

Spruces Point Pattern
bramblecanes

Hutchings' Bramble Canes data
print.im

Print Brief Details of an Image
as.rectangle

Window Frame
summary.quad

Summarizing a Quadrature Scheme
shift.psp

Apply Vector Translation To Line Segment Pattern
nztrees

New Zealand Trees Point Pattern
is.im

Test Whether An Object Is A Pixel Image
plot.ppp

plot a Spatial Point Pattern
runifpoint

Generate N Uniform Random Points
shift

Apply Vector Translation
fasp.object

Function Arrays for Spatial Patterns
gridweights

Compute Quadrature Weights Based on Grid Counts
ppp.object

Class of Point Patterns
multiplicity.ppp

Count Multiplicity of Duplicate Points
unmark

Remove Marks from a Marked Point Pattern
rSSI

Simple Sequential Inhibition
subset.fv

Extract Subset of Function Values
im.object

Class of Images
subset.im

Extract Subset of Image
quadratcount

Quadrat counting for a point pattern
quad.ppm

Extract Quadrature Scheme Used to Fit a Point Process Model
pcf.fv

Pair Correlation Function obtained from K Function
setcov

Set Covariance of a Window
is.subset.owin

Determine Whether One Window is Contained In Another
summary.owin

Summary of a Spatial Window
redwoodfull

California Redwoods Point Pattern (Entire Dataset)
ppm

Fit Point Process Model to Data
diagnose.ppm

Diagnostic Plots for Fitted Point Process Model
subset.fasp

Extract Subset of Function Array
suffstat

Sufficient Statistic of Point Process Model
print.quad

Print a Quadrature Scheme
rmpoispp

Generate Multitype Poisson Point Pattern
subset.psp

Extract Subset of Line Segment Pattern
rtoro

Random Toroidal Shift of Point Pattern
longleaf

Longleaf Pines Point Pattern
summary.ppp

Summary of a Point Pattern Dataset
reduced.sample

Reduced Sample Estimator using Histogram Data
plot.im

Plot a Pixel Image
markstat

Summarise Marks in Every Neighbourhood in a Point Pattern
rmhstart

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

Dilate a Window
summary.ppm

Summarizing a Fitted Point Process Model
distmap.ppp

Distance Map of Point Pattern
swedishpines

Swedish Pines Point Pattern
residualspaper

Data and Code From JRSS Discussion Paper on Residuals
setmarks

Set or Reset the Marks in a Point Pattern
ripras

Estimate window from points alone
rThomas

Simulate Thomas Process
rmh.ppm

Simulate from a Fitted Point Process Model
fv.object

Data Frames of Function Values
identify.ppp

Identify Points in a Point Pattern
is.marked.ppm

Test Whether A Point Process Model is Marked
pairwise.family

Pairwise Interaction Process Family
fitted.ppm

Fitted Conditional Intensity for Point Process Model
square

Square Window
owin

Create a Window
scanpp

Read Point Pattern From Data File
rotate.psp

Rotate a Line Segment Pattern
shift.im

Apply Vector Translation To Pixel Image
spatstat.options

Internal Options in Spatstat Package
subset.ppp

Extract or Replace Subset of Point Pattern
psp.object

Class of Line Segment Patterns
inside.owin

Test Whether Points Are Inside A Window
stratrand

Stratified random point pattern
summary.psp

Summary of a Line Segment Pattern Dataset
rmh.default

Simulate Point Process Models using the Metropolis-Hastings Algorithm.
unique.ppp

Extract Unique Points from a Spatial Point Pattern
finpines

Pine saplings in Finland.
is.ppp

Test Whether An Object Is A Point Pattern
plot.quad

plot a Spatial Quadrature Scheme
split.ppp

Divide Point Pattern into Sub-patterns
rotate.ppp

Rotate a Point Pattern
simdat

Simulated Point Pattern
rpoispp

Generate Poisson Point Pattern
shift.owin

Apply Vector Translation To Window
rNeymanScott

Simulate Neyman-Scott Process