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getINLAResult<-function(result,all,exceed=c(1.1,1.2),below=NULL,write.shape="shapefile",CRSString="+proj=utm +zone=17 +datum=NAD83"){
all$U<-result$summary.random[[1]][,2]
all$fitted<-result$summary.fitted.values[,1]
all$fitted[all$fitted<0]<-0
all$linear<-result$summary.linear.predictor[,1]
all$sdFitted = result$summary.fitted.values[,2]
all$sdlinear<-result$summary.linear.predictor[,2]
for (i in 1:length(exceed)){
fitName <-paste("fitted",exceed[i],sep="ex")
UName <-paste("U",exceed[i],sep="ex")
all[[fitName]]<-getEx(result$marginals.linear.predictor,exceed[i])
all[[UName]]<-getEx(result$marginals.random[[1]],exceed[i])
}
if(!is.null(below)){
for (i in 1:length(below)){
fitName <-paste("fitted",below[i],sep="_")
UName <-paste("U",below[i],sep="_")
all[[fitName]]<-getExx(result$marginals.linear.predictor,below[i])
all[[UName]]<-getExx(result$marginals.random[[1]],below[i])
}
}
library(maptools)
sppp<-SpatialPixelsDataFrame(all[,c("x","y")],all, proj=CRS(CRSString))
if(length(write.shape)==1){
writePointsShape(sppp, write.shape)
}
sppp
}
getINLAResultCOV<-function(result,allPoly,partPoly=NULL,offsetExp=1,exceed=c(1.1,1.2),below=NULL){
allPoly$U<-result$summary.random[[1]][,2]
#all = allPoly@data
all = allPoly
if(is.null(partPoly)){
all$fitted<-result$summary.fitted.values[,1]/offsetExp
all$fitted[all$fitted<0]<-0
all$linear<-result$summary.linear.predictor[,1]-log(offsetExp)
all$sdFitted = result$summary.fitted.values[,2]
all$sdlinear<-result$summary.linear.predictor[,2]
for (i in 1:length(exceed)){
fitName <-paste("fitted",exceed[i],sep="ex")
UName <-paste("U",exceed[i],sep="ex")
all[[fitName]]<-getExOFF(result$marginals.linear.predictor,exceed[i],offsetExp)
all[[UName]]<-getEx(result$marginals.random[[1]],exceed[i])
}
if(!is.null(below)){
for (i in 1:length(below)){
fitName <-paste("fitted",below[i],sep="_")
UName <-paste("U",below[i],sep="_")
all[[fitName]]<-getExx(result$marginals.linear.predictor,below[i])
all[[UName]]<-getExx(result$marginals.random[[1]],below[i])
}
}
}
if(!is.null(partPoly)){
#part = partPoly@data
part = partPoly
part$fitted<-result$summary.fitted.values[,1]/offsetExp
part$fitted[part$fitted<0]<-0
part$linear<-result$summary.linear.predictor[,1] - log(offsetExp)
part$sdFitted = result$summary.fitted.values[,2]
part$sdlinear<-result$summary.linear.predictor[,2]
for (i in 1:length(exceed)){
fitName <-paste("fitted",exceed[i],sep="ex")
UName <-paste("U",exceed[i],sep="ex")
part[[fitName]]<-getExOFF(result$marginals.linear.predictor,exceed[i],offsetExp)
all[[UName]]<-getExOFF(result$marginals.random[[1]],exceed[i],offsetExp=NULL)
}
if(!is.null(below)){
for (i in 1:length(below)){
fitName <-paste("fitted",below[i],sep="_")
UName <-paste("U",below[i],sep="_")
part[[fitName]]<-getExx(result$marginals.linear.predictor,below[i])
all[[UName]]<-getExx(result$marginals.random[[1]],below[i])
}
}
#partPoly@data = part
partPoly = part
}
#allPoly@data=all
allPoly=all
ll=list(allPoly,partPoly)
names(ll) = c("Grid","Partition")
ll
}
getExOFF<-function(post,r,offsetExp=NULL){
if(is.null(offsetExp)) offsetExp =rep(1,length(post))
if(length(offsetExp)==1 &offsetExp[1]==1) offsetExp =rep(1,length(post))
offset = log(offsetExp)
V<-NULL
for(i in 1:length(post)){
post1<-post[[i]]
post1[,"x"] = post1[,"x"] - offset[i]
colnames(post1) = c("x", "y")
thediff = diff(post1[,"x"])
thediff = 0.5*c(0, thediff) + 0.5*c(thediff, 0)
above= post1[,"x"] > log(r)
V[i]<-sum(post1[above,"y"] * thediff[above])
}
V
}
getEx<-function(post,r, logscale=T){
if(logscale)
r = log(r)
V<-NULL
for(i in 1:length(post)){
post1<-post[[i]]
colnames(post1) = c("x", "y")
thediff = diff(post1[,"x"])
thediff = 0.5*c(0, thediff) + 0.5*c(thediff, 0)
above= post1[,"x"] > r
V[i]<-sum(post1[above,"y"] * thediff[above])
}
V
}
getExx<-function(post,r){
V<-NULL
for(i in 1:length(post)){
post1<-post[[i]]
colnames(post1) = c("x", "y")
thediff = diff(post1[,"x"])
thediff = 0.5*c(0, thediff) + 0.5*c(thediff, 0)
above= post1[,"x"] < log(r)
V[i]<-sum(post1[above,"y"] * thediff[above])
}
V
}
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