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3682f238
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Adam M. Wilson @ pfe
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#### Script to facilitate processing of MOD06 data
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2 |
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setwd("/nobackupp1/awilso10/mod06")
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4 |
b6e392da
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Adam M. Wilson @ pfe
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5 |
0bddce86
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Adam M. Wilson @ pfe
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library(rgdal)
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library(raster)
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7 |
3682f238
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Adam M. Wilson @ pfe
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8 |
9d52d7e0
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Adam M. Wilson @ pfe
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## get MODLAND tile information
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tb=read.table("http://landweb.nascom.nasa.gov/developers/sn_tiles/sn_bound_10deg.txt",skip=6,nrows=648,header=T)
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tb$tile=paste("h",sprintf("%02d",tb$ih),"v",sprintf("%02d",tb$iv),sep="")
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807fa48c
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Adam M. Wilson @ pfe
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save(tb,file="modlandTiles.Rdata")
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12 |
3682f238
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Adam M. Wilson @ pfe
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13 |
b6e392da
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Adam M. Wilson @ pfe
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## delete temporary log file that can grow to GB
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system("rm /nobackupp1/awilso10/software/heg/TOOLKIT_MTD/runtime/LogStatus")
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tile="h11v08" # Venezuela
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tile="h11v07" # Venezuela coast
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tile="h09v04" # Oregon
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2c238837
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Adam M. Wilson @ pfe
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outdir="2_daily" #directory for separate daily files
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b6e392da
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Adam M. Wilson @ pfe
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outdir=paste("daily/",tile,"/",sep="") #directory for separate daily files
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if(!file.exists(outdir)) dir.create(outdir)
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outdir2="summary" #directory for combined daily files and summarized files
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if(!file.exists(outdir2)) dir.create(outdir2)
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2c238837
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Adam M. Wilson @ pfe
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## load a MOD11A1 file to define grid
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gridfile=list.files("/nobackupp4/datapool/modis/MOD11A1.005/2006.01.27/",pattern=paste(tile,".*hdf$",sep=""),full=T)[1]
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td=readGDAL(paste("HDF4_EOS:EOS_GRID:\"",gridfile,"\":MODIS_Grid_Daily_1km_LST:Night_view_angl",sep=""))
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projection(td)="+proj=sinu +lon_0=0 +x_0=0 +y_0=0 +a=6371007.181 +b=6371007.181 +units=m +no_defs +datum=WGS84 +ellps=WGS84 "
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### get list of files to process
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datadir="/nobackupp4/datapool/modis/MOD06_L2.005/"
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b6e392da
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Adam M. Wilson @ pfe
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datadir="/nobackupp1/awilso10/mod06/data" #for data downloaded from
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2c238837
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Adam M. Wilson @ pfe
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fs=data.frame(path=list.files(datadir,full=T,recursive=T,pattern="hdf"),stringsAsFactors=F)
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fs$file=basename(fs$path)
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fs$date=as.Date(substr(fs$file,11,17),"%Y%j")
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fs$month=format(fs$date,"%m")
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fs$year=format(fs$date,"%Y")
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fs$time=substr(fs$file,19,22)
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fs$datetime=as.POSIXct(strptime(paste(substr(fs$file,11,17),substr(fs$file,19,22)), '%Y%j %H%M'))
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fs$dateid=format(fs$date,"%Y%m%d")
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fs$path=as.character(fs$path)
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fs$file=as.character(fs$file)
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## get all unique dates
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alldates=unique(fs$dateid)
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#### Generate submission file
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## identify which have been completed
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b6e392da
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Adam M. Wilson @ pfe
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#fdone=system(paste("ssh -q lou2 \"ls ",pdir," | grep \"nc$\"\"",sep=""),intern=T)
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fdone=list.files(outdir,pattern="nc$")
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done=alldates%in%substr(fdone,14,21)
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2c238837
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Adam M. Wilson @ pfe
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b6e392da
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Adam M. Wilson @ pfe
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if(exists("fdly")){ #update using table from below
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done[alldates%in%fdly$dateid[is.na(fdly$npar)]]=F
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}
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07f76f37
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Adam M. Wilson @ pfe
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b6e392da
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Adam M. Wilson @ pfe
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table(done)
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notdone=alldates[!done] #these are the dates that still need to be processed
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07f76f37
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Adam M. Wilson @ pfe
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2c238837
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Adam M. Wilson @ pfe
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script="/u/awilso10/environmental-layers/climate/procedures/MOD06_L2_process.r"
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b6e392da
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Adam M. Wilson @ pfe
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write.table(paste("--verbose ",script," --date ",notdone," --verbose T --tile \"",tile,"\"",sep=""),file=paste(tile,"_notdone.txt",sep=""),row.names=F,col.names=F,quote=F)
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2c238837
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Adam M. Wilson @ pfe
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save(fs,alldates,gridfile,td,file="allfiles.Rdata")
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b6e392da
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Adam M. Wilson @ pfe
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### qsub script
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07f76f37
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Adam M. Wilson @ pfe
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cat(paste("
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#PBS -S /bin/bash
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b6e392da
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Adam M. Wilson @ pfe
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#PBS -l select=40:ncpus=8:mpiprocs=8
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07f76f37
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Adam M. Wilson @ pfe
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##PBS -l select=2:ncpus=4:mpiprocs=4
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b6e392da
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Adam M. Wilson @ pfe
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#PBS -l walltime=2:00:00
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07f76f37
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Adam M. Wilson @ pfe
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#PBS -j n
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#PBS -m be
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#PBS -N mod06
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#PBS -q devel
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#PBS -V
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b6e392da
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Adam M. Wilson @ pfe
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CORES=320
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07f76f37
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Adam M. Wilson @ pfe
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HDIR=/u/armichae/pr/
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source $HDIR/etc/environ.sh
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source /u/awilso10/.bashrc
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IDIR=/nobackupp1/awilso10/mod06/
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##WORKLIST=$HDIR/var/run/pxrRgrs/work.txt
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b6e392da
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Adam M. Wilson @ pfe
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WORKLIST=$IDIR/",tile,"_notdone.txt
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07f76f37
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Adam M. Wilson @ pfe
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EXE=Rscript
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LOGSTDOUT=$IDIR/log/log.stdout
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LOGSTDERR=$IDIR/log/log.stderr
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mpiexec -np $CORES pxargs -a $WORKLIST -p $EXE -v -v -v --work-analyze 1> $LOGSTDOUT 2> $LOGSTDERR
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b6e392da
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Adam M. Wilson @ pfe
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",sep=""),file=paste(tile,"_mod06_qsub",sep=""))
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827b4b87
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Adam M. Wilson @ pfe
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9d52d7e0
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Adam M. Wilson @ pfe
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### Check the file
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b6e392da
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Adam M. Wilson @ pfe
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system(paste("cat ",tile,"_mod06_qsub",sep=""))
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807fa48c
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Adam M. Wilson @ pfe
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#system("cat ~/environmental-layers/climate/procedures/MOD06_L2_process.r")
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92fd8a10
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Adam M. Wilson @ pfe
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## check queue status
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system("/u/scicon/tools/bin/node_stats.sh")
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0bddce86
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Adam M. Wilson @ pfe
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system("/u/scicon/tools/bin/qtop.pl 492352")
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92fd8a10
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Adam M. Wilson @ pfe
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807fa48c
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Adam M. Wilson @ pfe
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## Submit it (and keep the pid)!
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b6e392da
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Adam M. Wilson @ pfe
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system(paste("qsub ",tile,"_mod06_qsub",sep=""))
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9d52d7e0
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Adam M. Wilson @ pfe
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807fa48c
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Adam M. Wilson @ pfe
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## work in interactive mode
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827b4b87
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Adam M. Wilson @ pfe
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# system("qsub -I -l walltime=2:00:00 -lselect=2:ncpus=16:model=san -q devel")
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# mpirun -np 1 -r ssh R --no-save
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9d52d7e0
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Adam M. Wilson @ pfe
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## check progress
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system("qstat -u awilso10")
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07f76f37
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Adam M. Wilson @ pfe
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system(paste("/u/scicon/tools/bin/qps ",568835))
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807fa48c
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Adam M. Wilson @ pfe
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system(paste("qstat -t -x",pid))
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9d52d7e0
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Adam M. Wilson @ pfe
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2c238837
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Adam M. Wilson @ pfe
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####################################
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b6e392da
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Adam M. Wilson @ pfe
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## move to permanent storage on lou?
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# system(paste("scp -r ",ncfile," ",pdir,sep=""))
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file.remove(
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list.files(pattern="filetable[.]temp|GetAttrtemp|core[.]|MCFWrite[.]temp")
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)
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2c238837
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Adam M. Wilson @ pfe
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################################################################################
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## now generate the climatologies
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fdly=data.frame(
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path=list.files(outdir,pattern="nc$",full=T),
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file=list.files(outdir,pattern="nc$"))
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b6e392da
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Adam M. Wilson @ pfe
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fdly$dateid=substr(fdly$file,14,21)
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fdly$date=as.Date(substr(fdly$file,14,21),"%Y%m%d")
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07f76f37
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Adam M. Wilson @ pfe
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fdly$month=format(fdly$date,"%m")
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fdly$year=format(fdly$date,"%Y")
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b6e392da
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Adam M. Wilson @ pfe
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nrow(fdly)
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2c238837
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Adam M. Wilson @ pfe
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## check validity (via npar and ntime) of nc files
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for(i in 1:nrow(fdly)){
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b6e392da
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Adam M. Wilson @ pfe
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fdly$ntime[i]<-as.numeric(system(paste("cdo -s ntime ",fdly$path[i]),intern=T))
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07f76f37
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Adam M. Wilson @ pfe
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fdly$npar[i]<-as.numeric(system(paste("cdo -s npar ",fdly$path[i]),intern=T))
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b6e392da
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Adam M. Wilson @ pfe
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fdly$fyear[i]<-as.numeric(system(paste("cdo -s showyear ",fdly$path[i]),intern=T))
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fdly$fmonth[i]<-as.numeric(system(paste("cdo -s showmon ",fdly$path[i]),intern=T))
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fdly$fvar[i]<-system(paste("cdo -s showvar ",fdly$path[i]),intern=T)
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print(paste(i," out of ",nrow(fdly)," for year ", fdly$fyear[i]))
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}
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### table of problematic files
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table(is.na(fdly$npar))
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table(fdly$fmonth)
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table(fdly$fvar)
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fdly[is.na(fdly$npar),]
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## delete files that fail check?
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delete=T
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if(delete) {
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drop=is.na(fdly$npar)|fdly$fvar!=" CER COT CLD"
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file.remove(as.character(fdly$path[drop]))
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fdly=fdly[!drop,]
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2c238837
|
Adam M. Wilson @ pfe
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}
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## Combine all days within years into a single file (can't mergetime all days at once because this opens too many files)
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b6e392da
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Adam M. Wilson @ pfe
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ncopath="/nasa/sles11/nco/4.0.8/gcc/mpt/bin/"
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library(multicore)
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## create temporary directory to put intermediate files (will be deleted when R quits)
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2c238837
|
Adam M. Wilson @ pfe
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tsdir=paste(tempdir(),"/summary",sep="")
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dir.create(tsdir)
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b6e392da
|
Adam M. Wilson @ pfe
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## create a file of daily scenes for each year
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#mclapply(unique(fdly$year),function(y){
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# system(paste("cdo -O mergetime ",paste(fdly$path[!is.na(fdly$npar)&fdly$year==y],collapse=" ")," ",tsdir,"/MOD06_",tile,"_",y,"_daily.nc",sep=""))
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# print(paste("Finished merging daily files for year",y))
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#},mc.cores=5)
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## merge all daily files to create a single file with all dates
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system(paste(ncopath,"ncrcat -O ",outdir,"/*nc ",outdir2,"/MOD06_",tile,"_daily.nc",sep=""))
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##############################
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## Combine the year-by-year files into a single daily file in the summary directory (for archiving)
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#system(paste("cdo -O mergetime ",paste(list.files(tsdir,full=T,pattern="daily[.]nc$"),collapse=" ")," ",outdir2,"/MOD06_",tile,"_daily.nc",sep=""))
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system(paste(ncopath,"ncatted ",
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" -a units,time,o,c,\"days since 2000-1-1 0:0:0\" ",
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" -a title,global,o,c,\"MODIS Cloud Product (MOD06) Daily Timeseries\" ",
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" -a institution,global,o,c,\"Yale University\" ",
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" -a source,global,o,c,\"MODIS Cloud Product (MOD06)\" ",
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" -a comment,global,o,c,\"Compiled by Adam M. Wilson (adam.wilson@yale.edu)\" ",
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outdir2,"/MOD06_",tile,"_daily.nc",sep=""))
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#system(paste("cdo -O monmean ",outdir2,"/MOD06_",tile,"_daily.nc ",tsdir,"/MOD06_",tile,"_monmean.nc",sep=""))
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#############################
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## Generate the Climatologies
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myear=as.integer(max(fdly$year)) #this year will be used in all dates of monthly climatologies (and day will = 15)
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## Monthly means
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system(paste("cdo -O sorttimestamp -setyear,",myear," -setday,15 -ymonmean ",outdir2,"/MOD06_",tile,"_daily.nc ",tsdir,"/MOD06_",tile,"_ymonmean.nc",sep=""))
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## Monthly standard deviation
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system(paste("cdo -O sorttimestamp -setyear,",myear," -setday,15 -ymonstd ",outdir2,"/MOD06_",tile,"_daily.nc ",tsdir,"/MOD06_",tile,"_ymonstd.nc",sep=""))
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system(paste(ncopath,"ncrename -v CER,CER_sd -v CLD,CLD_sd -v COT,COT_sd ",tsdir,"/MOD06_",tile,"_ymonstd.nc",sep=""))
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system(paste(ncopath,"ncatted ",
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" -a long_name,CER_sd,o,c,\"Cloud Particle Effective Radius (standard deviation of daily observations)\" ",
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" -a long_name,CLD_sd,o,c,\"Cloud Mask (standard deviation of daily observations)\" ",
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" -a long_name,COT_sd,o,c,\"Cloud Optical Thickness (standard deviation of daily observations)\" ",
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tsdir,"/MOD06_",tile,"_ymonstd.nc",sep=""))
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## cer > 20
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system(paste("cdo -O sorttimestamp -setyear,",myear," -setday,15 -ymonmean -gtc,20 -selvar,CER ",outdir2,"/MOD06_",tile,"_daily.nc ",tsdir,"/MOD06_",tile,"_ymoncer20.nc",sep=""))
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system(paste(ncopath,"ncrename -v CER,CER20 ",tsdir,"/MOD06_",tile,"_ymoncer20.nc",sep=""))
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system(paste(ncopath,"ncatted ",
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" -a long_name,CER20,o,c,\"Proportion of Days with Cloud Particle Effective Radius > 20um\" ",
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" -a units,CER20,o,c,\"Proportion\" ",
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tsdir,"/MOD06_",tile,"_ymoncer20.nc",sep=""))
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## number of observations
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system(paste("cdo -O sorttimestamp -setyear,",myear," -setday,15 -nint -mulc,100 -ymonmean -eqc,9999 -setmisstoc,9999 -selvar,CER,CLD ",outdir2,"/MOD06_",tile,"_daily.nc ",tsdir,"/MOD06_",tile,"_ymonmiss.nc",sep=""))
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system(paste(ncopath,"ncrename -v CER,CER_pmiss -v CLD,CLD_pmiss ",tsdir,"/MOD06_",tile,"_ymonmiss.nc",sep=""))
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system(paste(ncopath,"ncatted ",
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" -a long_name,CER_pmiss,o,c,\"Proportion of Days with missing data for CER\" ",
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" -a long_name,CLD_pmiss,o,c,\"Proportion of Days with missing data for CLD\" ",
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" -a scale_factor,CER_pmiss,o,d,0.01 ",
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" -a units,CER_pmiss,o,c,\"Proportion\" ",
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" -a scale_factor,CLD_pmiss,o,d,0.01 ",
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" -a units,CLD_pmiss,o,c,\"Proportion\" ",
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tsdir,"/MOD06_",tile,"_ymonmiss.nc",sep=""))
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## append variables to a single file
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system(paste(ncopath,"ncks -O ",tsdir,"/MOD06_",tile,"_ymonmean.nc ",tsdir,"/MOD06_",tile,"_ymon.nc",sep=""))
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system(paste(ncopath,"ncks -A ",tsdir,"/MOD06_",tile,"_ymonstd.nc ",tsdir,"/MOD06_",tile,"_ymon.nc",sep=""))
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system(paste(ncopath,"ncks -A ",tsdir,"/MOD06_",tile,"_ymoncer20.nc ",tsdir,"/MOD06_",tile,"_ymon.nc",sep=""))
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system(paste(ncopath,"ncks -A ",tsdir,"/MOD06_",tile,"_ymonmiss.nc ",tsdir,"/MOD06_",tile,"_ymon.nc",sep=""))
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## append sinusoidal grid from one of input files as CDO doesn't transfer all attributes
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system(paste(ncopath,"ncks -A -v sinusoidal ",list.files(tsdir,full=T,pattern="daily[.]nc$")[1]," ",tsdir,"/MOD06_",tile,"_ymon.nc",sep=""))
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238 |
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## invert latitude so it plays nicely with gdal
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239 |
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system(paste(ncopath,"ncpdq -O -a -y ",tsdir,"/MOD06_",tile,"_ymon.nc ",outdir2,"/MOD06_",tile,".nc",sep=""))
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240 |
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241 |
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## update attributes
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242 |
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system(paste(ncopath,"ncatted ",
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243 |
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#" -a standard_parallel,sinusoidal,o,c,\"0\" ",
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244 |
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#" -a longitude_of_central_meridian,sinusoidal,o,c,\"0\" ",
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245 |
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#" -a latitude_of_central_meridian,sinusoidal,o,c,\"0\" ",
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246 |
|
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" -a units,time,o,c,\"days since 2000-1-1 0:0:0\" ",
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247 |
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" -a title,global,o,c,\"MODIS Cloud Product (MOD06) Climatology\" ",
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248 |
|
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" -a institution,global,o,c,\"Yale University\" ",
|
249 |
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" -a source,global,o,c,\"MODIS Cloud Product (MOD06)\" ",
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250 |
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" -a comment,global,o,c,\"Compiled by Adam M. Wilson (adam.wilson@yale.edu)\" ",
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251 |
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outdir2,"/MOD06_",tile,".nc",sep=""))
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252 |
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253 |
2c238837
|
Adam M. Wilson @ pfe
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254 |
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print("Finished! %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%")
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255 |
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|
## quit R
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256 |
07f76f37
|
Adam M. Wilson @ pfe
|
#q("no")
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257 |
2c238837
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Adam M. Wilson @ pfe
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|
258 |
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|
259 |
|
|
#################################################################
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260 |
9d52d7e0
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Adam M. Wilson @ pfe
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261 |
807fa48c
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Adam M. Wilson @ pfe
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### copy the files back to Yale
|
262 |
b6e392da
|
Adam M. Wilson @ pfe
|
system(paste("scp ",outdir2,"/MOD06_",tile,".nc adamw@acrobates.eeb.yale.edu:/data/personal/adamw/projects/interp/data/modis/mod06/summary",sep=""))
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263 |
3959e686
|
Adam M. Wilson @ pfe
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|
264 |
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|
system("scp /tmp/Rtmp6I6tFn/MOD06_L2.A2000061.1615.051.2010273184629.hdf adamw@acrobates.eeb.yale.edu:/data/personal/adamw/projects/interp/data/modis/Venezuela")
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265 |
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system("scp 2_daily/MOD06_20000410.nc adamw@acrobates.eeb.yale.edu:/data/personal/adamw/projects/interp/data/modis/Venezuela")
|
266 |
cf724805
|
Adam M. Wilson @ pfe
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|
267 |
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|
268 |
2c238837
|
Adam M. Wilson @ pfe
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269 |
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|
270 |
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