SPATIAL STATISTICS IN R - Amazon S3 · DataCamp Spatial Statistics in R UFO Data. DataCamp Spatial...

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DataCamp Spatial Statistics in R Bivariate point patterns SPATIAL STATISTICS IN R Barry Rowlingson Research Fellow, Lancaster University

Transcript of SPATIAL STATISTICS IN R - Amazon S3 · DataCamp Spatial Statistics in R UFO Data. DataCamp Spatial...

DataCamp SpatialStatisticsinR

Bivariatepointpatterns

SPATIALSTATISTICSINR

BarryRowlingsonResearchFellow,LancasterUniversity

DataCamp SpatialStatisticsinR

DataCamp SpatialStatisticsinR

DataCamp SpatialStatisticsinR

DataCamp SpatialStatisticsinR

BivariatePointPattern

DataCamp SpatialStatisticsinR

BivariateNearest-Neighbor

DataCamp SpatialStatisticsinR

BivariateK-Function

DataCamp SpatialStatisticsinR

KernelSmoothing

DataCamp SpatialStatisticsinR

spatstatKernelDensityplot(density(ppp))

DataCamp SpatialStatisticsinR

Splittingpointpatternsplot(ppp)

plot(split(ppp))

DataCamp SpatialStatisticsinR

DensityofSplitscontrol_density<-density(split(ppp))plot(control_density)

#ratiocases/allplot(control_density[[2]]/density(ppp))

DataCamp SpatialStatisticsinR

Let'spractice!

SPATIALSTATISTICSINR

DataCamp SpatialStatisticsinR

Spatialsegregation

SPATIALSTATISTICSINR

BarryRowlingsonResearchFellow,LancasterUniversity

DataCamp SpatialStatisticsinR

DensityRatio

DataCamp SpatialStatisticsinR

BandwidthSelection>bw<-spseg(pts,marks,h,poly)>plotcv(bw)>abline(v=bw$hcv,col="red")

DataCamp SpatialStatisticsinR

RelativeCaseRate

DataCamp SpatialStatisticsinR

Simulations

DataCamp SpatialStatisticsinR

SimulatedRates

DataCamp SpatialStatisticsinR

CompareDatawithSimulations

DataCamp SpatialStatisticsinR

Usingspatialkernel>plotmc(seg,"Violentcrime")

DataCamp SpatialStatisticsinR

Let'spractice!

SPATIALSTATISTICSINR

DataCamp SpatialStatisticsinR

Space-timedata

SPATIALSTATISTICSINR

BarryRowlingsonSpace-timeTraveller

DataCamp SpatialStatisticsinR

1-DTimePointProcess

DataCamp SpatialStatisticsinR

Space-TimeData

DataCamp SpatialStatisticsinR

Space-timeDotmap

DataCamp SpatialStatisticsinR

HistogramsinTime

DataCamp SpatialStatisticsinR

Usingrgl

DataCamp SpatialStatisticsinR

Usingrggobi

DataCamp SpatialStatisticsinR

DataCamp SpatialStatisticsinR

Let'spractice!

SPATIALSTATISTICSINR

DataCamp SpatialStatisticsinR

Space-timeclustering

SPATIALSTATISTICSINR

BarryRowlingsonAClusterofLivingCells

DataCamp SpatialStatisticsinR

UFOData

DataCamp SpatialStatisticsinR

SpatialKFunction

DataCamp SpatialStatisticsinR

Space-TimeKFunction

DataCamp SpatialStatisticsinR

Space-timeCylinder

DataCamp SpatialStatisticsinR

KandD

DataCamp SpatialStatisticsinR

KandD

DataCamp SpatialStatisticsinR

Permutationtest

DataCamp SpatialStatisticsinR

Permutationtest

DataCamp SpatialStatisticsinR

Usingstmctest>ufo_test<-stmctest(ufo_pts,ufo_times,NM,tlimits,d,t,99)>plot(density(ufo_test$t))>abline(ufo_test$t0)

DataCamp SpatialStatisticsinR

DataCamp SpatialStatisticsinR

TheTruthisOutThere

SPATIALSTATISTICSINR