#LDAtribe<-trainPredToothLDA(cleanData,resp="Species",cond=TRUE)
#model<-LDAtribe
#predToothLDA(model,predData,cond=TRUE)
predToothLDA <- function(model,predData,cond=FALSE){
if (cond==TRUE){
tribeVec <- unique(predData[["Tribe"]])
predList<-list()
for (ttt in as.character(tribeVec)){print(ttt)
predDataTemp <- predData[predData$Tribe==ttt,]
predList[[ttt]]<-list()
if (length(unique(predDataTemp$Species))==1){
predList[[ttt]]$posterior <- data.frame(x=rep(1,length(predDataTemp$Species)))
names(predList[[ttt]]$posterior)<-as.character(unique(predDataTemp$Species))
predList[[ttt]]$class <- rep(predDataTemp$Species,length(predDataTemp$Species))
}
if (length(unique(predDataTemp$Species))>1){
predList[[ttt]]$posterior <- predict(model[[ttt]],predData[predData$Tribe==ttt,])$posterior
predList[[ttt]]$class <- predict(model[[ttt]],predData[predData$Tribe==ttt,])$class
}
}
out<-predList
}
if (cond==FALSE){
out <- predict(model,predData)
out
}
out
}
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