Hi all!
I would love some help with an issue I’m having with my multi-session oSCR with sex and habitat co-variates, please! The issue comes when trying to create ssDF as the error states ‘error: cannot allocate vector of size 52.1 gb’. My confusion comes from two things: 1) my dataset is relatively small and the chances of a vector being 52.1gb seem slim! 2) I ran the exact code with another dataset and it ran perfectly, a dataset that is similar, if not larger, in size.
I’ve tried reading (and re-reading) several papers, manuals and help forums, but no luck yet. I’ve tried all of the usual solutions for similar problems, such as gc(), memory.limit, memory.limit(size=), and clearly apps, etc from the computer, but none have worked. I've tried it on several different computers/laptops etc, using external hardrives with TBs of memory too, but the same error appears. I don't get this issue when running a single session oSCR, however would love to run a multi-session oSCR as it better suits my data.
The data set: 3 sessions, with 10 occasions in each, all with 126 traps. I have attached the data and the relevant code is below.
What could be causing this issue (what seems to be a mismatch between dataset size and apparent size of vector being made by ssDF) and is there a solution? I’d be really grateful for any thoughts.
Thank you very much!
Code:
hog_edf <- read.csv("Frn.sessions.edf.csv")
hog.tdf <- read.csv("Frn.hab.tdf.csv",header = TRUE)
## Step 2: Format data, make scrFrame and state space ----
hog.data <-
data2oscr(edf = hog_edf,
tdf = list(hog.tdf,hog.tdf,hog.tdf),
sess.col = which(colnames(hog_edf)%in%"SESSION"),
id.col = which(colnames(hog_edf)%in%"ANIMAL_ID"),
occ.col = which(colnames(hog_edf)%in%"SO"),
trap.col = which(colnames(hog_edf)%in%"TRAP_ID"),
sex.col = which(colnames(hog_edf)%in%"SEX"),
sex.nacode = "NA",
K = c(10,10,10), #number of occasions per session
ntraps = rep(126,3), #number of traps per session
trapcov.names = c("hab"),
tdf.sep = "/")
# make scrFrame
hog.sf <- hog.data$scrFrame
# get summary
hog.sf
#plot a summary
par(mfrow=c(3,3),mar=c(1,1,1,1),oma=c(0,0,0,0))
plot(hog.sf, ax = F) #plot a summary
#### Make state space and buffer using make.ssDF ####
# buffer should be ~3x sigma.
hog.sf$mmdm
# buffer should be between 600-800m
# pixel resolution = 100m x 100m = 0.01km2, buffer 600m
ssDF <- make.ssDF(hog.sf,res=0.1, buff=0.6) #THIS IS WHERE THE ERROR APPEARS
par(mfrow=c(3,3),mar=c(1,1,1,1),oma=c(0,0,0,0))
plot(ssDF, hog.sf, spider=TRUE)
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