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f9d40a14
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Adam M. Wilson @ pfe
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### Process a folder of daily MOD06 HDF files to produce a climatology
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## import commandline arguments
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library(getopt)
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## get options
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opta <- getopt(matrix(c(
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'tile', 't', 1, 'character',
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'verbose','v',1,'logical'
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), ncol=4, byrow=TRUE))
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tile=opta$tile #tile="h11v08"
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verbose=opta$verbose #print out extensive information for debugging?
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### directory containing daily files
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outdir=paste("daily/",tile,"/",sep="") #directory for separate daily files
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### directory to hold climatology
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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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### path to NCO
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ncopath="/nasa/sles11/nco/4.0.8/gcc/mpt/bin/"
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### Vector of variables that must be in file or they will be deleted.
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### Formated as output from system(paste("cdo -s showvar ",fdly$path[i]),intern=T)
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finalvars=" CER COT CLD"
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################################################################################
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## Get list of all daily files
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if(verbose) print("Checking daily output in preparation for generating climatology")
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f27b378d
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Adam M. Wilson @ pfe
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fdly=data.frame(path=list.files(outdir,pattern="nc$",full=T),stringsAsFactors=F)
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fdly$file=basename(fdly$path)
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f9d40a14
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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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fdly$month=format(fdly$date,"%m")
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fdly$year=format(fdly$date,"%Y")
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nrow(fdly)
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## check validity (via npar and ntime) of nc files
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f27b378d
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Adam M. Wilson @ pfe
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#for(i in 1:nrow(fdly)){
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# fdly$ntime[i]<-as.numeric(system(paste("cdo -s ntime ",fdly$path[i]),intern=T))
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# fdly$npar[i]<-as.numeric(system(paste("cdo -s npar ",fdly$path[i]),intern=T))
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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$fyear[i]))
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#}
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f9d40a14
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Adam M. Wilson @ pfe
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## print some summaries
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if(verbose) print("Summary of available daily files")
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f27b378d
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Adam M. Wilson @ pfe
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print(table(fdly$year))
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print(table(fdly$month))
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#print(table(fdly$fvar))
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f9d40a14
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Adam M. Wilson @ pfe
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9c8b4de6
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Adam M. Wilson @ pfe
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## Identify which files failed test
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f27b378d
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Adam M. Wilson @ pfe
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#fdly$drop=is.na(fdly$npar)|fdly$fvar!=finalvars
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9c8b4de6
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Adam M. Wilson @ pfe
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f9d40a14
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Adam M. Wilson @ pfe
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## delete files that fail check?
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f27b378d
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Adam M. Wilson @ pfe
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delete=F
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f9d40a14
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Adam M. Wilson @ pfe
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if(delete) {
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print(paste(sum(fdly$drop),"files will be deleted"))
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file.remove(as.character(fdly$path[fdly$drop]))
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}
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9c8b4de6
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Adam M. Wilson @ pfe
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## remove dropped files from list
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f27b378d
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Adam M. Wilson @ pfe
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#fdly=fdly[!fdly$drop,]
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f9d40a14
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Adam M. Wilson @ pfe
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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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if(verbose) print("Merging daily files into single file output")
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## create temporary directory to put intermediate files (will be deleted when R quits)
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tsdir=paste(tempdir(),"/summary",sep="")
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if(!file.exists(tsdir)) dir.create(tsdir,recursive=T)
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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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## Update attributes
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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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### produce a monthly timeseries?
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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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if(verbose) print("Generate monthly 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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f27b378d
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Adam M. Wilson @ pfe
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if(verbose) print("Calculating the monthly means")
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f9d40a14
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Adam M. Wilson @ pfe
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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=""),wait=T)
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## Monthly standard deviation
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f27b378d
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Adam M. Wilson @ pfe
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if(verbose) print("Calculating the monthly SD")
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f9d40a14
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Adam M. Wilson @ pfe
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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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f27b378d
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Adam M. Wilson @ pfe
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if(verbose) print("Calculating the proportion of days with CER > 20")
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f9d40a14
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Adam M. Wilson @ pfe
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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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f27b378d
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Adam M. Wilson @ pfe
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## cld == 0
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if(verbose) print("Calculating the proportion of cloudy days")
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system(paste("cdo -O sorttimestamp -setyear,",myear," -setday,15 -nint -mulc,100 -ymonmean -eqc,0 -setctomiss,1 -selvar,CLD2 ",outdir2,"/MOD06_",tile,"_daily.nc ",tsdir,"/MOD06_",tile,"_ymoncld0.nc",sep=""))
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system(paste(ncopath,"ncrename -v CLD2,CLD0 ",tsdir,"/MOD06_",tile,"_ymoncld0.nc",sep=""))
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system(paste(ncopath,"ncatted ",
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" -a long_name,CLD0,o,c,\"Proportion of Days with Cloud Mask == 0\" ",
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" -a units,CLD0,o,c,\"Proportion\" ",
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tsdir,"/MOD06_",tile,"_ymoncld0.nc",sep=""))
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## cld == 0|1
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if(verbose) print("Calculating the proportion of cloudy days")
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system(paste("cdo -O sorttimestamp -setyear,",myear," -setday,15 -nint -mulc,100 -ymonmean -lec,1 -selvar,CLD2 ",outdir2,"/MOD06_",tile,"_daily.nc ",tsdir,"/MOD06_",tile,"_ymoncld01.nc",sep=""))
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system(paste(ncopath,"ncrename -v CLD2,CLD01 ",tsdir,"/MOD06_",tile,"_ymoncld01.nc",sep=""))
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system(paste(ncopath,"ncatted ",
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" -a long_name,CLD01,o,c,\"Proportion of Days with Cloud Mask == 0|1\" ",
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" -a units,CLD01,o,c,\"Proportion\" ",
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tsdir,"/MOD06_",tile,"_ymoncld01.nc",sep=""))
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## cld == 1
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if(verbose) print("Calculating the proportion of uncertain days")
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system(paste("cdo -O sorttimestamp -setyear,",myear," -setday,15 -nint -mulc,100 -ymonmean -eqc,1 -selvar,CLD2 ",outdir2,"/MOD06_",tile,"_daily.nc ",tsdir,"/MOD06_",tile,"_ymoncld1.nc",sep=""))
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system(paste(ncopath,"ncrename -v CLD2,CLD1 ",tsdir,"/MOD06_",tile,"_ymoncld1.nc",sep=""))
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system(paste(ncopath,"ncatted ",
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" -a long_name,CLD1,o,c,\"Proportion of Days with Cloud Mask == 1 (uncertain)\" ",
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" -a units,CLD1,o,c,\"Proportion\" ",
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tsdir,"/MOD06_",tile,"_ymoncld1.nc",sep=""))
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## cld >= 2 (setting cld==01 to missing because 'uncertain')
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if(verbose) print("Calculating the proportion of clear days")
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system(paste("cdo -O sorttimestamp -setyear,",myear," -setday,15 -nint -mulc,100 -ymonmean -gtc,1 -setctomiss,1 -selvar,CLD2 ",outdir2,"/MOD06_",tile,"_daily.nc ",tsdir,"/MOD06_",tile,"_ymoncld2.nc",sep=""))
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system(paste(ncopath,"ncrename -v CLD2,CLD23 ",tsdir,"/MOD06_",tile,"_ymoncld2.nc",sep=""))
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system(paste(ncopath,"ncatted ",
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" -a long_name,CLD23,o,c,\"Proportion of Days with Cloud Mask >= 2 (Probably Clear or Certainly Clear)\" ",
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" -a units,CLD23,o,c,\"Proportion\" ",
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tsdir,"/MOD06_",tile,"_ymoncld2.nc",sep=""))
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## cld >= 1
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if(verbose) print("Calculating the proportion of clear days")
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system(paste("cdo -O sorttimestamp -setyear,",myear," -setday,15 -nint -mulc,100 -ymonmean -gec,1 -selvar,CLD2 ",outdir2,"/MOD06_",tile,"_daily.nc ",tsdir,"/MOD06_",tile,"_ymoncld13.nc",sep=""))
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system(paste(ncopath,"ncrename -v CLD2,CLD13 ",tsdir,"/MOD06_",tile,"_ymoncld13.nc",sep=""))
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system(paste(ncopath,"ncatted ",
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" -a long_name,CLD13,o,c,\"Proportion of Days with Cloud Mask >= 1\" ",
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" -a units,CLD13,o,c,\"Proportion\" ",
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tsdir,"/MOD06_",tile,"_ymoncld13.nc",sep=""))
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f9d40a14
|
Adam M. Wilson @ pfe
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## number of observations
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| 168 |
f27b378d
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Adam M. Wilson @ pfe
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if(verbose) print("Calculating the number of missing variables")
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| 169 |
f9d40a14
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Adam M. Wilson @ pfe
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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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if(verbose) print("Append all monthly climatologies into 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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f27b378d
|
Adam M. Wilson @ pfe
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system(paste(ncopath,"ncks -A ",tsdir,"/MOD06_",tile,"_ymoncld0.nc ",tsdir,"/MOD06_",tile,"_ymon.nc",sep=""))
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system(paste(ncopath,"ncks -A ",tsdir,"/MOD06_",tile,"_ymoncld1.nc ",tsdir,"/MOD06_",tile,"_ymon.nc",sep=""))
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system(paste(ncopath,"ncks -A ",tsdir,"/MOD06_",tile,"_ymoncld2.nc ",tsdir,"/MOD06_",tile,"_ymon.nc",sep=""))
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f9d40a14
|
Adam M. Wilson @ pfe
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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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if(verbose) print("Clean up file (update attributes, flip latitudes, add grid description")
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#system(paste(ncopath,"ncea -d time,0,1 -v sinusoidal ",list.files(outdir,full=T,pattern="[.]nc$")[1]," ",tsdir,"/sinusoidal.nc",sep=""))
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#system(paste(ncopath,"ncks -A -d time,0,1 -v sinusoidal ",list.files(outdir,full=T,pattern="[.]nc$")[1]," ",tsdir,"/MOD06_",tile,"_ymon.nc",sep=""))
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## invert latitude so it plays nicely with gdal
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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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## update attributes
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| 200 |
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system(paste(ncopath,"ncatted ",
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#" -a standard_parallel,sinusoidal,o,c,\"0\" ",
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#" -a longitude_of_central_meridian,sinusoidal,o,c,\"0\" ",
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#" -a latitude_of_central_meridian,sinusoidal,o,c,\"0\" ",
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| 204 |
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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) Climatology\" ",
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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,".nc",sep=""))
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print(paste("############################### Processed ",nrow(fdly),"days for tile:",tile," ###################################################"))
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print("Years:")
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| 214 |
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print(table(fdly$fyear))
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print("Months:")
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print(table(fdly$fmonth))
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## quit R
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q("no")
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