Defines functions resampLmer3

Documented in resampLmer3

resampLmer3 <-
function(resamp,dam,sire,response,start,end,remain,ml=F) {
  if (missing(resamp)) stop("Need the resampled data frame")
  if (missing(dam)) stop("Need the dam column name")
  if (missing(sire)) stop("Need the sire column name")
  if (missing(response)) stop("Need the response column name")
  if (missing(start)) stop("Need the starting model number")
  if (missing(end)) stop("Need the ending model number")
  if (missing(remain)) stop("Need the remaining model formula with #")
  print(time1<- Sys.time()) #start time
  response2<- colnames(resamp)[grep(paste(response), colnames(resamp))]
  dam2<- colnames(resamp)[grep(paste(dam), colnames(resamp))]
  sire2<- colnames(resamp)[grep(paste(sire), colnames(resamp))]
  mdl<- matrix(0,ncol=1,nrow=length(response2))
    for (i in 1:length(response2)) { mdl[i,]<- gsub("#",i,remain)  }
  var_fixed<- matrix(0,ncol=1,nrow=length(response2))   #variance of fixed effects
    rand_l<- nchar(remain)- nchar(gsub(")","",remain))  #number of random effects
    var_rand<- matrix(0,ncol=rand_l+4,nrow=length(response2))   #variance of random effects + 4 constant
  for (j in start:end) {
    print(paste("Working on model: ", j, sep=""))
 if (ml == F) {
  m<- lmer(formula= noquote(paste(response2[j],"~ (1| ",dam2[j],") + (1| ",sire2[j],") + (1|",dam2[j],":",sire2[j],") +",mdl[j,],sep="")),
    data=resamp) }
 if (ml == T) {
  m<- lmer(formula= noquote(paste(response2[j],"~ (1| ",dam2[j],") + (1| ",sire2[j],") + (1|",dam2[j],":",sire2[j],") +",mdl[j,],sep="")),
    data=resamp, REML=F) }
  var_fixed[j,] <- var(as.vector(fixef(m) %*% t(m@pp$X)))  #total variation of fixed effects
  var_rand[j,]<- c(colSums(diag(VarCorr(m))),attr(VarCorr(m),"sc")^2)
  col_names<- as.data.frame(VarCorr(m))$grp; rm(m)  }
if (sum(var_fixed[,1]) != 0) { comp<- as.data.frame(cbind(var_rand,var_fixed))
  colnames(comp)<- c(col_names,"Fixed") }
if (sum(var_fixed[,1]) == 0) { comp<- as.data.frame(var_rand)
  colnames(comp)<- col_names }
comp$Total<- rowSums(comp)
colnames(comp)<- gsub(end,'', colnames(comp))
  temp<- comp #to not override column names
  colnames(temp)[which(colnames(temp)==dam)]<- "dam"
  colnames(temp)[which(colnames(temp)==sire)]<- "sire"
  colnames(temp)[which(colnames(temp)==noquote(paste(dam,":",sire,sep="")))]<- "dam:sire"
  comp$additive<- 4*temp$sire
  comp$nonadd<- 4*temp$'dam:sire'
  comp$maternal<- temp$dam- temp$sire
   print(Sys.time()- time1) #end time
   invisible(comp)  #after time

Try the fullfact package in your browser

Any scripts or data that you put into this service are public.

fullfact documentation built on March 14, 2021, 5:08 p.m.