changeset 3:73892ef177e3 draft

Uploaded
author melpetera
date Tue, 02 May 2017 09:47:22 -0400
parents 016780b192a6
children 23314e1192d4
files batchcorrection-57edfd3943ab/Normalisation_QCpool.r batchcorrection-57edfd3943ab/README.md batchcorrection-57edfd3943ab/batch_correction.xml batchcorrection-57edfd3943ab/batch_correction_all_loess_script.R batchcorrection-57edfd3943ab/batch_correction_all_loess_wrapper.R batchcorrection-57edfd3943ab/batch_correction_wrapper.R batchcorrection-57edfd3943ab/build.xml batchcorrection-57edfd3943ab/determine_bc.xml batchcorrection-57edfd3943ab/easyrlibrary-lib/RcheckLibrary.R batchcorrection-57edfd3943ab/easyrlibrary-lib/miniTools.R batchcorrection-57edfd3943ab/runit/batchcorrection_runtests.R batchcorrection-57edfd3943ab/runit/batchcorrection_tests.R batchcorrection-57edfd3943ab/runit/example1/dataMatrix.tsv batchcorrection-57edfd3943ab/runit/example1/sampleMetadata.tsv batchcorrection-57edfd3943ab/runit/example1/variableMetadata.tsv batchcorrection-57edfd3943ab/runit/input/dataMatrix.tsv batchcorrection-57edfd3943ab/runit/input/sampleMetadata.tsv batchcorrection-57edfd3943ab/runit/input/variableMetadata.tsv batchcorrection-57edfd3943ab/runit/output/dataMatrix.tsv batchcorrection-57edfd3943ab/runit/output/graph_output.pdf batchcorrection-57edfd3943ab/runit/output/out_graph.pdf batchcorrection-57edfd3943ab/runit/output/preNormSummary.txt batchcorrection-57edfd3943ab/runit/output/rdata_output.rdata batchcorrection-57edfd3943ab/runit/output/variableMetadata.tsv batchcorrection-57edfd3943ab/runit/sacurine/dataMatrix.tsv batchcorrection-57edfd3943ab/runit/sacurine/sampleMetadata.tsv batchcorrection-57edfd3943ab/runit/sacurine/variableMetadata.tsv batchcorrection-57edfd3943ab/runit/sacurineNegFull/dataMatrix.tsv batchcorrection-57edfd3943ab/runit/sacurineNegFull/sampleMetadata.tsv batchcorrection-57edfd3943ab/runit/sacurineNegFull/variableMetadata.tsv batchcorrection-57edfd3943ab/static/images/Vdk_pdf1.png batchcorrection-57edfd3943ab/static/images/Vdk_pdf2.png batchcorrection-57edfd3943ab/static/images/batch_correction.png batchcorrection-57edfd3943ab/static/images/determine_batch_correction.png batchcorrection-57edfd3943ab/static/images/pdf_plotsituation.png batchcorrection-57edfd3943ab/test-data/input-batchcorrection-dataMatrix.tsv batchcorrection-57edfd3943ab/test-data/input-batchcorrection-sampleMetadata.tsv batchcorrection-57edfd3943ab/test-data/input-batchcorrection-variableMetadata.tsv batchcorrection-57edfd3943ab/test-data/input-determinebc-dataMatrix.tsv batchcorrection-57edfd3943ab/test-data/input-determinebc-sampleMetadata.tsv batchcorrection-57edfd3943ab/test-data/output-batchcorrection-dataMatrix.tsv batchcorrection-57edfd3943ab/test-data/output-determinebc-preNormSummary.txt batchcorrection/Normalisation_QCpool.r batchcorrection/README.txt batchcorrection/RcheckLibrary.R batchcorrection/batch_correction.xml batchcorrection/batch_correction_all_loess_script.R batchcorrection/batch_correction_all_loess_wrapper.R batchcorrection/batch_correction_wrapper.R batchcorrection/determine_bc.xml batchcorrection/example/input/dataMatrix.tsv batchcorrection/example/input/sampleMetadata.tsv batchcorrection/example/input/variableMetadata.tsv batchcorrection/miniTools.R batchcorrection/static/images/Vdk_pdf1.png batchcorrection/static/images/Vdk_pdf2.png batchcorrection/static/images/batch_correction.png batchcorrection/static/images/determine_batch_correction.png batchcorrection/static/images/pdf_plotsituation.png batchcorrection/tests/.batchCorrection_tests.R batchcorrection/tests/input/dataMatrix.tsv batchcorrection/tests/input/sampleMetadata.tsv batchcorrection/tests/input/variableMetadata.tsv batchcorrection/tests/mrey/dataMatrix.tsv batchcorrection/tests/mrey/sampleMetadata.tsv batchcorrection/tests/mrey/variableMetadata.tsv batchcorrection/tests/output/dataMatrix.tsv batchcorrection/tests/output/graph_output.pdf batchcorrection/tests/output/rdata_output.rdata batchcorrection/tests/output/variableMetadata.tsv batchcorrection/tests/output/variable_for_simca.tsv
diffstat 71 files changed, 17080 insertions(+), 14564 deletions(-) [+]
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/Normalisation_QCpool.r	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,437 @@
+# Author: jfmartin
+# Modified by : mpetera
+###############################################################################
+# Correction of analytical effects inter and intra batch on intensities using quality control pooled samples (QC-pools)
+# according to the algorithm mentioned by Van der Kloet (J Prot Res 2009).
+# Parameters : a dataframe of Ions intensities and an other of samples? metadata which must contains at least the three following columns :
+#   "batch" to identify the batches of analyses ; need at least 3 QC-pools for linear adjustment and 8 for lo(w)ess adjustment
+#   "injectionOrder" integer defining the injection order of all samples : QC-pools and analysed samples
+#   "sampleType" indicates if defining a sample with "sample" or a QC-pool with "pool"
+# NO MISSING DATA are allowed
+# Version 0.91 insertion of ok_norm function to assess correction feasibility 
+# Version 0.92 insertion of slope test in ok_norm
+# Version 0.93 name of log file define as a parameter of the correction function
+# Version 0.94 Within a batch, test if all QCpools or samples values = 0. Definition of an error code in ok_norm function (see function for details)
+# Version 0.99 include non linear lowess correction. 
+# Version 1.00 the corrected result matrix is return transposed in Galaxy
+# Version 1.01 standard deviation=0 instead of sum of value=0 is used to assess constant data in ok_norm function. Negative values in corrected matrix are converted to 0. 
+# Version 1.02 plotsituation create a result file with the error code of non execution of correction set by function ok_norm
+# Version 1.03 fix bug in plot with "reg" option. suppression of ok_norm=4 condition if ok_norm function
+# Version 2.00 Addition of loess function, correction indicator, plots ; modification of returned objects' format, some plots' displays and ok_norm ifelse format
+# Version 2.01 Correction for pools negative values earlier in norm_QCpool
+# Version 2.10 Script refreshing ; vocabulary adjustment ; span in parameters for lo(w)ess regression ; conditionning for third line ACP display ; order in loess display
+# Version 2.11 ok1 and ok2 permutation (ok_norm) ; conditional display of regression (plotsituation) ; grouping of linked lignes + conditioning (normX) ; conditioning for CVplot
+# Version 2.20 acplight function added from previous toolBox.R [# Version 1.01 "NA"-coding possibility added in acplight function]
+# Version 2.30 addition of suppressWarnings() for known and controlled warnings ; suppression of one useless "cat" message ; change in Rdata names ; 'batch(es)' in cat
+# Version 2.90 change in handling of generated negative and Inf values
+# Version 2.91 Plot improvement
+
+ok_norm=function(qcp,qci,spl,spi,method) {
+  # Function used for one ion within one batch to determine whether or not batch correction is possible
+  # ok_norm values :
+  #   0 : no preliminary-condition problem
+  #   1 : standard deviation of QC-pools or samples = 0
+  #   2 : insufficient number of QC-pools within a batch (n=3 for linear, n=8 for lowess or loess)
+  #   3 : significant difference between QC-pools' and samples' means
+  #   4 : denominator =0 when on 1 pool per batch <> 0
+  #   5 : (linear regression only) the slopes ratio ?QC-pools/samples? is lower than -0.2
+  
+  ok=0
+  if (method=="linear") {minQC=3} else {minQC=8}
+  if (length(qcp)<minQC) { ok=2 
+  } else {
+    if (sd(qcp)==0 | sd(spl)==0) { ok=1 
+    } else {
+    cvp= sd(qcp)/mean(qcp); cvs=sd(spl)/mean(spl)
+    rttest=t.test(qcp,y=spl)
+    reslsfit=lsfit(qci, qcp)
+    reslsfitSample=lsfit(spl, spi)
+    ordori=reslsfit$coefficients[1]
+    penteB=reslsfit$coefficients[2]
+    penteS=reslsfitSample$coefficients[2]
+    # Significant difference between samples and pools
+    if (rttest$p.value < 0.01) { ok=3 
+    } else {
+      # to avoid denominator =0 when on 1 pool per batch <> 0
+      if (method=="linear" & length(which(((penteB*qci)+ordori)==0))>0 ){ ok=6 
+      } else {
+      # different sloop between samples and pools
+      if (method=="linear" & penteB/penteS < -0.20) { ok=5 }
+  }}}}
+  ok_norm=ok
+}
+
+plotsituation <- function (x, nbid,outfic="plot_regression.pdf", outres="PreNormSummary.txt",fact="batch",span="none") {
+    #	Check for all ions in every batch if linear or lo(w)ess correction is possible.
+    #	Use ok_norm function and create a file (PreNormSummary.txt) with the error code.
+    #	Also create a pdf file with plots of linear and lo(w)ess regression lines.
+    #	x: dataframe with ions in columns and samples in rows ; x is the result of concatenation of sample metadata file and ions file
+    #	nbid: number of samples description columns (id and factors) with at least : "batch","injectionOrder","sampleType"
+    #	outfic: name of regression plots pdf file
+    #	fact: factor to be used as categorical variable for plots and PCA.  
+    indfact	=which(dimnames(x)[[2]]==fact)
+    indtypsamp	=which(dimnames(x)[[2]]=="sampleType") 
+    indbatch	=which(dimnames(x)[[2]]=="batch")
+    indinject	=which(dimnames(x)[[2]]=="injectionOrder")
+    lastIon=dim(x)[2]
+    nbi=lastIon-nbid # Number of ions = total number of columns - number of identifying columns
+    nbb=length(levels(x$batch)) # Number of batch = number of levels of "batch" comlumn (factor)
+    nbs=length(x$sampleType[x$sampleType=="sample"])# Number of samples = number of rows with "sample" value in sampleType
+    pdf(outfic,width=27,height=7*ceiling((nbb+2)/3))
+    cat(nbi," ions ",nbb," batch(es) \n")
+    cv=data.frame(matrix(0,nrow=nbi,ncol=2))# initialisation de la dataset qui contiendra les CV
+    pre_bilan=matrix(0,nrow=nbi,ncol=3*nbb) # dataset of ok_norm function results	    
+    for (p in 1:nbi) {# for each ion
+        par (mfrow=c(ceiling((nbb+2)/3),3),ask=F,cex=1.2)
+        labion=dimnames(x)[[2]][p+nbid]
+        indpool=which(x$sampleType=="pool") # QCpools subscripts in x 
+        pools1=x[indpool,p+nbid]; cv[p,1]=sd(pools1)/mean(pools1)# CV before correction
+        for (b in 1:nbb) {# for each batch...
+            xb=data.frame(x[(x$batch==levels(x$batch)[b]),c(indtypsamp,indinject,p+nbid)])
+            indpb = which(xb$sampleType=="pool")# QCpools subscripts in the current batch
+            indsp = which(xb$sampleType=="sample")# samples subscripts in the current batch
+            indbt = which(xb$sampleType=="sample" | xb$sampleType=="pool")# indices de tous les samples d'un batch pools+samples  
+            normLinearTest=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="linear")
+            normLoessTest=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="loess")
+            normLowessTest=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="lowess")
+            #cat(dimnames(x)[[2]][p+nbid]," batch ",b," loess ",normLoessTest," linear ",normLinearTest,"\n")
+            pre_bilan[ p,3*b-2]=normLinearTest
+            pre_bilan[ p,3*b-1]=normLoessTest
+            pre_bilan[ p,3*b]=normLowessTest
+          if(length(indpb)>1){
+            if(span=="none"){span1<-1 ; span2<-2*length(indpool)/nbs}else{span1<-span ; span2<-span}
+            resloess=loess(xb[indpb,3]~xb[indpb,2],span=span1,degree=2,family="gaussian",iterations=4,surface="direct") 
+            resloessSample=loess(xb[indsp,3]~xb[indsp,2],span=2*length(indpool)/nbs,degree=2,family="gaussian",iterations=4,surface="direct") 
+            reslowess=lowess(xb[indpb,2],xb[indpb,3],f=span2)
+            reslowessSample=lowess(xb[indsp,2],xb[indsp,3])
+            liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3])
+            plot(xb[indsp,2],xb[indsp,3],pch=16, main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup))
+            points(xb[indpb,2], xb[indpb,3],pch=5)
+            points(cbind(resloess$x,resloess$fitted)[order(resloess$x),],type="l",col="green3")
+            points(cbind(resloessSample$x,resloessSample$fitted)[order(resloessSample$x),],type="l",col="green3",lty=2)
+            points(reslowess,type="l",col="red"); points(reslowessSample,type="l",col="red",lty=2)
+            abline(lsfit(xb[indpb,2],xb[indpb,3]),col="blue")
+            abline(lsfit(xb[indsp,2],xb[indsp,3]),lty=2,col="blue")
+            legend("topleft",c("pools","samples"),lty=c(1,2),bty="n")
+            legend("topright",c("linear","lowess","loess"),lty=1,col=c("blue","red","green3"),bty="n")
+          }
+        }
+# series de plot avant et apres correction
+minval=min(x[p+nbid]);maxval=max(x[p+nbid])
+plot( x$injectionOrder, x[,p+nbid],col=x$batch,ylim=c(minval,maxval),ylab=labion,
+      main=paste0("before correction (CV for pools = ",round(cv[p,1],2),")"))
+suppressWarnings(plot.design( x[c(indtypsamp,indbatch,indfact,p+nbid)],main="factors effect before correction"))
+    }
+dev.off()
+pre_bilan=data.frame(pre_bilan)
+labion=dimnames(x)[[2]][nbid+1:nbi]
+for (i in 1:nbb) {
+  dimnames(pre_bilan)[[2]][3*i-2]=paste("batch",i,"linear")
+  dimnames(pre_bilan)[[2]][3*i-1]=paste("batch",i,"loess")
+  dimnames(pre_bilan)[[2]][3*i]=paste("batch",i,"lowess")
+}
+bilan=data.frame(labion,pre_bilan)
+write.table(bilan,file=outres,sep="\t",row.names=F,quote=F)
+}
+
+
+normlowess=function (xb,detail="no",vref=1,b,span=NULL) {
+  #	Correction function applied to 1 ion in 1 batch. Use a lowess regression computed on QC-pools in order to correct samples intensity values
+  #	xb : dataframe for 1 ion in columns and samples in rows.
+  # vref : reference value (average of ion)
+  # b : batch subscript
+  # nbid: number of samples description columns (id and factors) with at least : "batch","injectionOrder","sampleType"
+  indpb = which(xb$sampleType=="pool") # pools subscripts of current batch
+  indsp = which(xb$sampleType=="sample") # samples of current batch subscripts
+  indbt = which(xb$sampleType=="sample" | xb$sampleType=="pool");# batch subscripts of all samples and QC-pools
+  labion=dimnames(xb)[[2]][3]
+  newval=xb[[3]] # initialisation of corrected values = intial values
+  ind <- 0 # initialisation of correction indicator
+  normTodo=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="lowess")
+  #cat("batch:",b," dim xb=",dim(xb)," ok=",normTodo,"\n")
+  if (normTodo==0) {
+    if(length(span)==0){span2<-2*length(indpb)/length(indsp)}else{span2<-span}
+    reslowess=lowess(xb[indpb,2],xb[indpb,3],f=span2) # lowess regression with QC-pools 
+    px=xb[indsp,2];  # vector of injectionOrder values only for samples  
+    for(j in 1:length(indbt)) {	 
+      if (xb$sampleType[j]=="pool") {
+        if (reslowess$y[which(indpb==j)]==0) reslowess$y[which(indpb==j)] <- 1
+        newval[j]=(vref*xb[j,3]) / (reslowess$y[which(indpb==j)])} 
+      else { # for samples, the correction value cor correspond to the nearest QCpools 
+        cor= reslowess$y[which(abs(reslowess$x-px[which(indsp==j)])==min(abs(reslowess$x - px[which(indsp==j)])))]
+        if (length(cor)>1) {cor=cor[1]}
+        if (cor <= 0) {cor=vref} # no modification of initial value
+        newval[j]=(vref*xb[j,3]) / cor
+      }
+    }
+    if (detail=="reg") {
+      liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3])
+      plot(xb[indsp,2],xb[indsp,3],pch=16,main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup))
+      points(xb[indpb,2], xb[indpb,3],pch=5)
+      points(reslowess,type="l",col="red")
+    }
+    ind <- 1
+  } else {# if ok_norm <> 0 , we perform a correction based on batch samples average
+    moySample=mean(xb[indsp,3]);if (moySample==0) moySample=1
+    newval[indsp] = (vref*xb[indsp,3])/moySample
+    if(length(indpb)>0){
+      moypool=mean(xb[indpb,3]) ; if (moypool==0) moypool=1
+      newval[indpb] = (vref*xb[indpb,3])/moypool
+    }
+  }
+  newval <- list(norm.ion=newval,norm.ind=ind)
+  return(newval)
+}
+
+normlinear <- function (xb,detail="no",vref=1,b,valneg=0) {
+  # Correction function applied to 1 ion in 1 batch.
+  # Use a linear regression computed on QC-pools in order to correct samples intensity values
+  # xb: dataframe with ions in columns and samples in rows; x is a result of concatenation of sample metadata file and ion file 
+  # nbid: number of sample description columns (id and factors) with at least "batch", "injectionOrder" and "sampleType"
+  # b: which batch it is
+  # valneg: to determine what to do with generated negative and Inf values
+  indpb = which(xb$sampleType=="pool")# pools subscripts of current batch
+  indsp = which(xb$sampleType=="sample")# samples of current batch subscripts
+  indbt = which(xb$sampleType=="sample" | xb$sampleType=="pool") # QCpools and samples of current batch subscripts
+  labion=dimnames(xb)[[2]][3]
+  newval=xb[[3]] # initialisation of corrected values = intial values	
+  ind <- 0 # initialisation of correction indicator
+  normTodo=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="linear")
+  if (normTodo==0) {
+    ind <- 1
+    reslsfit=lsfit(xb[indpb,2],xb[indpb,3])       # linear regression for QCpools 
+    reslsfitSample=lsfit(xb[indsp,2],xb[indsp,3]) # linear regression for samples
+    ordori=reslsfit$coefficients[1]
+    pente=reslsfit$coefficients[2]
+    if (detail=="reg") {
+      liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3])
+      plot(xb[indsp,2],xb[indsp,3],pch=16,
+           main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup))
+      points(xb[indpb,2], xb[indpb,3],pch=5)
+      abline(reslsfit)
+      abline(reslsfitSample,lty=2)
+    }
+    # correction with rescaling of ion global intensity (vref)
+    newval = (vref*xb[indbt,3]) / (pente * (xb[indbt,2]) + ordori)
+	newval[which((pente * (xb[indbt,2]) + ordori)<1)] <- -1 # to handle cases where 0<denominator<1
+	# handling if any negative values (or null denominators)
+	if(length(which((newval==Inf)|(newval<0)))!=0){
+	  toajust <- which((newval==Inf)|(newval<0))
+	  if(valneg=="NA"){
+	    newval[toajust] <- NA
+	  } else {
+	    newval[toajust] <- vref * (xb[indbt,3][toajust]) / mean(xb[indbt,3])
+    ### Other possibility
+	##  if(pente>0){ # slope orientation
+	##    newval[toajust]<-(vref*(xb[indbt,3][toajust]))/(pente*ceiling(-ordori/pente+1.00001)+ordori)
+	##  }else{
+	##    newval[toajust]<-(vref*(xb[indbt,3][toajust]))/(pente*floor(-ordori/pente-1.00001)+ordori)
+	##  }
+	  }
+	}
+  } else {# if ok_norm!=0 , we perform a correction based on batch samples average.
+    moySample=mean(xb[indsp,3]); if (moySample==0) moySample=1
+    newval[indsp] = (vref*xb[indsp,3])/moySample
+    if(length(indpb)>0){
+      moypool=mean(xb[indpb,3]) ; if (moypool==0) moypool=1
+      newval[indpb] = (vref*xb[indpb,3])/moypool
+    }
+  }
+  newval <- list(norm.ion=newval,norm.ind=ind)
+  return(newval)
+}
+
+
+normloess <- function (xb,detail="no",vref=1,b,span=NULL) {
+    #	Correction function applied to 1 ion in 1 batch. 
+    #   Use a loess regression computed on QC-pools in order to correct samples intensity values.
+    #	xb : dataframe for 1 ion in columns and samples in rows.
+    #   detail : level of detail in the outlog file.
+    #   vref : reference value (average of ion)
+    #   b : batch subscript
+    indpb = which(xb$sampleType=="pool") # pools subscripts of current batch
+    indsp = which(xb$sampleType=="sample") # samples of current batch subscripts
+    indbt = which(xb$sampleType=="sample" | xb$sampleType=="pool");# batch subscripts of all samples and QCpools
+    labion=dimnames(xb)[[2]][3]
+    newval=xb[[3]] # initialisation of corrected values = intial values
+    ind <- 0 # initialisation of correction indicator
+    normTodo=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="loess")
+    #cat("batch:",b," dim xb=",dim(xb)," ok=",normTodo,"\n")
+    if (normTodo==0) { 
+        if(length(span)==0){span1<-1}else{span1<-span}
+        resloess=loess(xb[indpb,3]~xb[indpb,2],span=span1,degree=2,family="gaussian",iterations=4,surface="direct") # loess regression with QCpools 
+        cor=predict(resloess,newdata=xb[,2])
+		    cor[cor<=1] <- 1 
+        newval=(vref*xb[,3]) / cor 
+        if(length(which(newval>3*(quantile(newval)[4])))>0){ # in this case no modification of initial value
+			newval <- xb[,3]} else {ind <- 1} # confirmation of correction
+        if ((detail=="reg")&(ind==1)) { # plot
+            liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3])
+            plot(xb[indsp,2],xb[indsp,3],pch=16,main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup))
+            points(xb[indpb,2], xb[indpb,3],pch=5)
+            points(cbind(resloess$x,resloess$fitted)[order(resloess$x),],type="l",col="red")
+        }
+    } 
+    if (ind==0) {# if ok_norm != 0 or if correction creates outliers, we perform a correction based on batch samples average
+      moySample=mean(xb[indsp,3]);if (moySample==0) moySample=1
+      newval[indsp] = (vref*xb[indsp,3])/moySample
+      if(length(indpb)>0){
+        moypool=mean(xb[indpb,3]) ; if (moypool==0) moypool=1
+        newval[indpb] = (vref*xb[indpb,3])/moypool
+      }
+    }
+    newval <- list(norm.ion=newval,norm.ind=ind)
+    return(newval)
+}
+
+
+
+norm_QCpool <- function (x, nbid, outlog, fact, metaion, detail="no", NormMoyPool=F, NormInt=F, method="linear",span="none",valNull="0")
+{
+  ### Correction applying linear or lo(w)ess correction function on all ions for every batch of a dataframe.
+  # x: dataframe with ions in column and samples' metadata
+  # nbid: number of sample description columns (id and factors) with at least "batch", "injectionOrder", "sampleType"
+  # outlog: name of regression plots and PCA pdf file
+  # fact: factor to be used as categorical variable for plots  
+  # metaion: dataframe of ions' metadata
+  # detail: level of detail in the outlog file. detail="no" ACP + boxplot of CV before and after correction.
+  #          detail="plot" with plot for all batch before and after correction.
+  #          detail="reg" with added plots with regression lines for all batches.
+  # NormMoyPool: not used
+  # NormInt: not used
+  # method: regression method to be used to correct : "linear" or "lowess" or "loess"
+  # valNull: to determine what to do with negatively estimated intensities
+	indfact		=which(dimnames(x)[[2]]==fact)
+	indtypsamp=which(dimnames(x)[[2]]=="sampleType")
+	indbatch	=which(dimnames(x)[[2]]=="batch")
+	indinject	=which(dimnames(x)[[2]]=="injectionOrder")
+	lastIon=dim(x)[2]
+	valref=apply(as.matrix(x[,(nbid+1):(lastIon)]),2,mean) # reference value for each ion used to still have the same rought size of values
+	nbi=lastIon-nbid # number of ions
+	nbb=length(levels(x$batch)) # Number of batch(es) = number of levels of factor "batch" (can be =1)
+	nbs=length(x$sampleType[x$sampleType=="sample"])# Number of samples 
+	nbp=length(x$sampleType[x$sampleType=="pool"])# Number of QCpools
+	Xn=data.frame(x[,c(1:nbid)],matrix(0,nrow=nbp+nbs,ncol=nbi))# initialisation of the corrected dataframe (=initial dataframe)
+  dimnames(Xn)=dimnames(x)
+	cv=data.frame(matrix(0,nrow=nbi,ncol=2))# initialisation of dataframe containing CV before and after correction
+	dimnames(cv)[[2]]=c("avant","apres")
+	if (detail!="reg" && detail!="plot" && detail!="no") {detail="no"}
+	pdf(outlog,width=27,height=20)
+	cat(nbi," ions ",nbb," batch(es) \n")
+	if (detail=="plot") {if(nbb<6){par(mfrow=c(3,3),ask=F,cex=1.5)}else{par(mfrow=c(4,4),ask=F,cex=1.5)}}
+  res.ind <- matrix(NA,ncol=nbb,nrow=nbi,dimnames=list(dimnames(x)[[2]][-c(1:nbid)],paste("norm.b",1:nbb,sep="")))
+	for (p in 1:nbi) {# for each ion
+	  labion=dimnames(x)[[2]][p+nbid]
+        if (detail == "reg") {if(nbb<6){par(mfrow=c(3,3),ask=F,cex=1.5)}else{par(mfrow=c(4,4),ask=F,cex=1.5)}}
+		indpool=which(x$sampleType=="pool")# QCpools subscripts in all batches
+		pools1=x[indpool,p+nbid]; cv[p,1]=sd(pools1)/mean(pools1)# CV before correction
+		for (b in 1:nbb) {# for every batch
+			indpb = which(x$batch==levels(x$batch)[b] & x$sampleType=="pool")# QCpools subscripts of the current batch	
+			indsp = which(x$batch==levels(x$batch)[b] & x$sampleType=="sample")# samples subscripts of the current batch
+      indbt = which(x$batch==levels(x$batch)[b] & (x$sampleType=="pool" | x$sampleType=="sample")) # subscripts of all samples
+      # cat(dimnames(x)[[2]][p+nbid]," indsp:",length(indsp)," indpb=",length(indpb)," indbt=",length(indbt)," ")
+			sub=data.frame(x[(x$batch==levels(x$batch)[b]),c(indtypsamp,indinject,p+nbid)])
+			if (method=="linear") { res.norm = normlinear(sub,detail,valref[p],b,valNull)
+			} else { if (method=="loess"){ res.norm <- normloess(sub,detail,valref[p],b,span)
+			  } else { if (method=="lowess"){ res.norm <- normlowess(sub,detail,valref[p],b,span)
+          } else {stop("\n--\nNo valid 'method' argument supplied.\nMust be 'linear','loess' or 'lowess'.\n--\n")}
+			}}
+			Xn[indbt,p+nbid] = res.norm[[1]]
+			res.ind[p,b] <- res.norm[[2]]
+			# CV batch test : if after normaliszation, CV before < CV after initial values are kept
+#  			moypoolRaw=mean(x[indpb,p+nbid])  ; if (moypoolRaw==0) moypoolRaw=1
+#			moySampleRaw=mean(x[indsp,p+nbid]); if (moySampleRaw==0) moySampleRaw=1
+#			moypool=mean(Xn[indpb,p+nbid]) ; if (moypool==0) moypool=1
+#			#moySample=mean(Xn[indsp,p+nbid]); if (moySample==0) moySample=1
+#			if (sd( Xn[indpb,p+nbid])/moypool>sd(x[indpb,p+nbid])/moypoolRaw) { 
+#					Xn[indpb,p+nbid] = (valref[p]*x[indpb,p+nbid])/moypoolRaw
+#					Xn[indsp,p+nbid] = (valref[p]*x[indsp,p+nbid])/moySampleRaw
+#			}
+		}	
+		Xn[indpool,p+nbid][Xn[indpool,p+nbid]<0] <- 0
+		pools2=Xn[indpool,p+nbid]; cv[p,2]=sd(pools2,na.rm=TRUE)/mean(pools2,na.rm=TRUE)# CV apres correction
+		if (detail=="reg" || detail=="plot" ) {
+		  	# plot before and after correction
+		  	minval=min(cbind(x[p+nbid],Xn[p+nbid]),na.rm=TRUE);maxval=max(cbind(x[p+nbid],Xn[p+nbid]),na.rm=TRUE)
+		  	plot( x$injectionOrder, x[,p+nbid],col=x$batch,ylab=labion,ylim=c(minval,maxval),
+              main=paste0("before correction (CV for pools = ",round(cv[p,1],2),")"))
+              points(x$injectionOrder[indpool],x[indpool,p+nbid],col="maroon",pch=".",cex=2)
+		  	plot(Xn$injectionOrder,Xn[,p+nbid],col=x$batch,ylab="",ylim=c(minval,maxval),
+             main=paste0("after correction (CV for pools = ",round(cv[p,2],2),")"))
+              points(Xn$injectionOrder[indpool],Xn[indpool,p+nbid],col="maroon",pch=".",cex=2)
+		  	suppressWarnings(plot.design( x[c(indtypsamp,indbatch,indfact,p+nbid)],main="factors effect before correction"))
+		  	suppressWarnings(plot.design(Xn[c(indtypsamp,indbatch,indfact,p+nbid)],main="factors effect after correction"))
+		}
+	}
+  ### Replacement of post correction negative values by chosen value
+	Xnn=Xn
+	for (i in c((nbid+1):dim(Xn)[2])) {
+	  cneg=which(Xn[[i]]<0)
+	  Xnn[[i]]=replace(Xn[[i]],cneg,as.numeric(valNull))
+	}
+  Xn=Xnn
+
+	if (detail=="reg" || detail=="plot" || detail=="no") {
+		if (nbi > 3) {
+			par(mfrow=c(3,4),ask=F,cex=1.2) # PCA Plot before/after, normed only and ions plot
+			acplight(x[,c(indtypsamp,indbatch,indtypsamp,indfact,(nbid+1):lastIon)],"uv",TRUE)
+			norm.ion <- which(colnames(Xn)%in%(rownames(res.ind)[which(rowSums(res.ind)>=1)]))
+			acplight(Xn[,c(indtypsamp,indbatch,indtypsamp,indfact,(nbid+1):lastIon)],"uv",TRUE,norm.ion)
+			if(length(norm.ion)>0){acplight(Xn[,c(indtypsamp,indbatch,indtypsamp,indfact,norm.ion)],"uv",TRUE)}
+			par(mfrow=c(1,2),ask=F,cex=1.2) # Before/after boxplot
+			cvplot=cv[!is.na(cv[[1]])&!is.na(cv[[2]]),]
+      if(nrow(cvplot)>0){
+			  boxplot(cvplot[[1]],ylim=c(min(cvplot),max(cvplot)),main="CV before correction")
+        boxplot(cvplot[[2]],ylim=c(min(cvplot),max(cvplot)),main="CV after correction")
+      }
+      dev.off()
+		}
+	}
+  if (nbi<=3) {dev.off()}
+  # transposed matrix is return  (format of the initial matrix with ions in rows)
+  Xr=Xn[,-c(1:nbid)]; dimnames(Xr)[[1]]=Xn[[1]]
+  Xr=t(Xr) ; Xr <- data.frame(ions=rownames(Xr),Xr)
+  
+  res.norm[[1]] <- Xr ; res.norm[[2]] <- data.frame(metaion,res.ind) ; res.norm[[3]] <- x[,c(1:nbid)]
+  names(res.norm) <- c("dataMatrix","variableMetadata","sampleMetadata")
+  return(res.norm)
+}
+
+
+
+
+
+acplight <- function(ids, scaling="uv", indiv=FALSE,indcol=NULL) {
+	suppressPackageStartupMessages(library(ade4))
+	suppressPackageStartupMessages(library(pcaMethods))
+  # Make a PCA and plot scores and loadings.
+  # First column must contain samples' identifiers.
+  # Columns 2 to 4 contain factors to colour the plots. 
+  for (i in 1:3) {
+    idss=ids[which(ids[,i+1]!="NA"),]
+    idss=data.frame(idss[idss[,i+1]!="",])
+    classe=as.factor(idss[[i+1]])
+    idsample=as.character(idss[[1]])
+    colour=1:length(levels(classe))
+    ions=as.matrix(idss[,5:dim(idss)[2]])
+	# Removing ions containing NA (not compatible with standard PCA)
+	ions=t(na.omit(t(ions)))
+	if(i==1){if(ncol(ions)!=(ncol(idss)-4)){cat("Note:",(ncol(idss)-4)-ncol(ions),"ions were ignored for PCA display due to NA in intensities.\n")}}
+    # Scaling choice: "uv","none","pareto"
+    object=suppressWarnings(prep(ions, scale=scaling, center=TRUE))
+	if(i==1){if(length(which(apply(ions,2,var)==0))>0){cat("Warning: there are",length(which(apply(ions,2,var)==0)),"constant ions.\n")}}
+    # ALGO: nipals,svdImpute, Bayesian, svd, probalistic=F
+    result <- pca(object, center=F, method="svd", nPcs=2)
+    # ADE4 : to plot samples' ellipsoid for each class
+    s.class(result@scores, classe, cpoint = 1,xax=1,yax=2,col=colour,sub=sprintf("Scores - PCs %sx%s",1,2), possub="bottomright")
+    #s.label(result@loadings,label = ions, cpoint = 0, clabel=0.4, xax=1,yax=2,sub="Loadings",possub="bottomright")
+    if(i==1){resulti <- result}
+  }
+  if(indiv) {
+    colour <- rep("darkblue",length(resulti@loadings)) ; if(!is.null(indcol)) {colour[-c(indcol)] <- "red"}
+    plot(resulti@loadings,col=colour,main="Loadings",xaxt="n",yaxt="n",pch=20,
+         xlab=bquote(PC1-R^2==.(resulti@R2[1])),ylab=bquote(PC2 - R^2 == .(resulti@R2[2])))
+    abline(h=0,v=0)}
+}
+
+
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/README.md	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,93 @@
+Signal drift and batch-effect correction  
+========================================
+
+A Galaxy module from the [Workflow4metabolomics](http://workflow4metabolomics.org) infrastructure  
+
+Status: [![Build Status](https://travis-ci.org/workflow4metabolomics/batchcorrection.svg?branch=master)](https://travis-ci.org/workflow4metabolomics/batchcorrection).
+
+### Description
+
+**Version:** 2.1.2  
+**Date:** 2017-04-30  
+**Author:** Jean-François Martin (INRA, AXIOM), Mélanie Pétéra (INRA, PFEM), Marion Landi (INRA, PFEM), Franck Giacomoni (INRA, PFEM), and Etienne A. Thévenot (CEA, LIST)  
+**Email:** [jean-francois.martin(at)toulouse.inra.fr](mailto:jean-francois.martin@toulouse.inra.frr), [melanie.petera(at)clermont.inra.fr](mailto:melanie.petera@clermont.inra.fr), [etienne.thevenot(at)cea.fr](mailto:etienne.thevenot@cea.fr)  
+**Citation:**  
+**Licence:** CeCILL  
+**Reference history:** [W4M00001_Sacurine-statistics; DOI:10.15454/1.4811121736910142E12](http://dx.doi.org/10.15454/1.4811121736910142E12) and [W4M00002_Sacurine-comprehensive; DOI:10.15454/1.481114233733302E12](http://dx.doi.org/10.15454/1.481114233733302E12)  
+**Funding:** Agence Nationale de la Recherche ([MetaboHUB](http://www.metabohub.fr/index.php?lang=en&Itemid=473) national infrastructure for metabolomics and fluxomics, ANR-11-INBS-0010 grant)  
+
+### Installation
+
+* Configuration files:
+    + `batch_correction.xml` (for the "Batch Correction" module)
+    + `determine_bc.xml` (for the "Determine Batch Correction" module)  
+* Image files: 
+    + `static/images/batch_correction.png`    
+    + `static/images/determine_batch_correction.png`  
+    + `static/images/pdf_plotsituation.png`    
+    + `static/images/Vdk_pdf1.png`    
+    + `static/images/Vdk_pdf2.png`        
+* Wrapper files:
+    + `batch_correction_wrapper.R`  
+    + `batch_correction_all_loess_wrapper.R`  
+* Script files:
+    + `Normalisation_QCpool.r`  
+     + `batch_correction_all_loess_script.R`  
+* R packages
+  + **batch** from CRAN  
+  
+    ```r
+    install.packages("batch", dep=TRUE)  
+    ```
+
+  + **ade4** from CRAN  
+  
+    ```r
+    install.packages("ade4", dep=TRUE)  
+    ```
+
+ + **pcaMethods** from Bioconductor  
+  
+    ```r
+    source("http://www.bioconductor.org/biocLite.R")  
+    biocLite("pcaMethods")      
+    ```
+
+ + **ropls** from Bioconductor  
+  
+    ```r
+    source("http://www.bioconductor.org/biocLite.R")  
+    biocLite("ropls")      
+    ```
+
+### Tests
+
+The code in the batch_correction_wrapper can be tested by running the `runit/batchcorrection_runtests.R` R file  
+
+You will need to install **RUnit** package in order to make it run:
+```r
+install.packages('RUnit', dependencies = TRUE)
+```
+
+### Working example  
+
+See the reference histories [W4M00001_Sacurine-statistics; DOI:10.15454/1.4811121736910142E12](http://dx.doi.org/10.15454/1.4811121736910142E12) and [W4M00002_Sacurine-comprehensive; DOI:10.15454/1.481114233733302E12](http://dx.doi.org/10.15454/1.481114233733302E12)  
+ 
+
+### News
+
+##### CHANGES IN VERSION 2.1.2  
+
+INTERNAL MODIFICATIONS  
+
+ * Minor modifications in config file  
+
+##### CHANGES IN VERSION 2.1.0  
+
+INTERNAL MODIFICATIONS  
+
+ * For PCA figure display only ("all_loess_" options): missing values are set to the minimum value before PCA computation is performed (with svd)
+ 
+ * Additional running and installation tests added with planemo, conda, and travis  
+
+ * Modification of the 'all_loess_wrapper.R' file to handle 'ropls' package versions of 1.3.15 and above (i.e. after switching to S4 classes) 
\ No newline at end of file
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/batch_correction.xml	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,356 @@
+<tool id="Batch_correction" name="Batch_correction" version="2.1.2">
+  <description>Corrects intensities for signal drift and batch-effects</description>
+
+  <requirements>
+    <requirement type="package">r-batch</requirement>
+    <requirement type="package">r-ade4</requirement>
+    <requirement type="package">bioconductor-pcamethods</requirement>
+    <requirement type="package">bioconductor-ropls</requirement>
+  </requirements>
+
+  <stdio>
+    <exit_code range="1:" level="fatal" />
+  </stdio>
+  
+  <command><![CDATA[
+    #if str($span_condition.method) == 'all_loess_pool':
+        Rscript $__tool_directory__/batch_correction_all_loess_wrapper.R
+        dataMatrix "$dataMatrix"
+        sampleMetadata "$sampleMetadata"
+        variableMetadata "$variableMetadata"
+        method "all_loess_pool"
+        span "${span_condition.span}"
+    
+    #elif str($span_condition.method) == 'all_loess_sample':
+        Rscript $__tool_directory__/batch_correction_all_loess_wrapper.R
+        dataMatrix "$dataMatrix"
+        sampleMetadata "$sampleMetadata"
+        variableMetadata "$variableMetadata"
+        method "all_loess_sample"
+        span "${span_condition.span}"
+    #else:
+        Rscript $__tool_directory__/batch_correction_wrapper.R
+        analyse "batch_correction"
+        dataMatrix "$dataMatrix"
+        sampleMetadata "$sampleMetadata"
+        variableMetadata "$variableMetadata"
+        method "${span_condition.method}"
+        #if str($span_condition.method) == 'linear':
+            span "none"
+        #else:
+            span "${span_condition.span}"
+        #end if
+	valnull "${span_condition.valnull}"
+        ref_factor "${span_condition.ref_factor}"
+        detail "${span_condition.detail}"
+    #end if
+    dataMatrix_out "$dataMatrix_out" variableMetadata_out "$variableMetadata_out"
+    graph_output "$graph_output"  rdata_output "$rdata_output"
+  ]]></command>
+
+	<inputs>
+		<param name="dataMatrix" label="Data Matrix file " format="tabular" type="data" />
+		<param name="sampleMetadata" label="Sample metadata file " format="tabular" type="data" help="must contain at least the three following columns: 'batch' + 'injectionOrder' + 'sampleType'"/>
+		<param name="variableMetadata" label="Variable metadata file " format="tabular" type="data" />
+		
+		<conditional name="span_condition">
+			<param name="method" label="Type of regression model " type="select" help="To select between linear or non-linear (lowess or loess) methods to be used in Van der Kloet algorithm ; when using loess, you can choose to use pools or samples to model batch effect.">
+				<option value="linear">linear</option>
+				<option value="lowess">lowess</option>
+				<option value="loess">loess</option>
+				<option value="all_loess_pool">all loess pool</option>
+				<option value="all_loess_sample">all loess sample</option>
+			</param>
+			<when value="linear">
+				<param name="valnull" label="Null values" type="select" display="radio" help="What to do of generated negative or infinite values">
+					<option value="0">consider it as a null intensity</option>
+					<option value="NA">consider it as a missing value</option>
+				</param>
+				<param name="ref_factor" label="Factor of interest " type="text"  value="batch" help="column name of factor of interest (often a biological factor); if none, leave 'batch'" />
+				<param name="detail" label="Level of details for plots " type="select" help="Amount of plots in the pdf file output. See Help section for more details.">
+					<option value="no">basic</option>
+					<option value="plot">standard</option>
+					<option value="reg">complete</option>
+				</param>
+			</when>
+			<when value="lowess">
+				<param name="span" type="float" value="0.85" label="span" help="it is a advanced option. Must be less than or equal to 1"/>
+				<param name="valnull" label="Null values" type="select" display="radio" help="What to do of generated negative or infinite values">
+					<option value="0">consider it as a null intensity</option>
+					<option value="NA">consider it as a missing value</option>
+				</param>
+				<param name="ref_factor" label="Factor of interest " type="text"  value="batch" help="column name of factor of interest (often a biological factor); if none, leave 'batch'" />
+				<param name="detail" label="Level of details for plots " type="select" help="Amount of plots in the pdf file output. See Help section for more details.">
+					<option value="no">basic</option>
+					<option value="plot">standard</option>
+					<option value="reg">complete</option>
+				</param>
+			</when>
+			<when value="loess">
+				<param name="span" type="float" value="1" label="span" help="it is a advanced option. Must be strictly greater than 0"/>
+				<param name="valnull" label="Null values" type="select" display="radio" help="What to do of generated negative or infinite values">
+					<option value="0">consider it as a null intensity</option>
+					<option value="NA">consider it as a missing value</option>
+				</param>
+				<param name="ref_factor" label="Factor of interest " type="text"  value="batch" help="column name of factor of interest (often a biological factor); if none, leave 'batch'" />
+				<param name="detail" label="Level of details for plots " type="select" help="Amount of plots in the pdf file output. See Help section for more details.">
+					<option value="no">basic</option>
+					<option value="plot">standard</option>
+					<option value="reg">complete</option>
+				</param>
+			</when>
+			<when value="all_loess_pool">
+				<param name="span" type="float" value="1" label="span" help="smoothing parameter; must be > 0"/>
+			</when>
+			<when value="all_loess_sample">
+				<param name="span" type="float" value="1" label="span" help="smoothing parameter; must be > 0"/>
+			</when>
+		</conditional>
+	</inputs>
+	
+	<outputs>
+		<data name="dataMatrix_out" label="${tool.name}_${span_condition.method}_${dataMatrix.name}" format="tabular"/>
+		<data name="variableMetadata_out" label="${tool.name}_${span_condition.method}_${variableMetadata.name}" format="tabular"/>
+		<data name="graph_output" label="${tool.name}_${span_condition.method}_graph" format="pdf"/>
+		<data name="rdata_output" label="${tool.name}_${span_condition.method}_rdata" format="rdata"/>
+	</outputs>
+
+  <tests>
+    <test>
+      <param name="dataMatrix" value="input-batchcorrection-dataMatrix.tsv"/>
+      <param name="sampleMetadata" value="input-batchcorrection-sampleMetadata.tsv"/>
+      <param name="variableMetadata" value="input-batchcorrection-variableMetadata.tsv"/>
+      <param name="method" value="all_loess_pool"/>
+      <param name="span" value="1"/>
+      <output name="dataMatrix_out" file="output-batchcorrection-dataMatrix.tsv"/>
+    </test>
+  </tests>
+	
+	
+	<help>
+
+.. class:: infomark
+
+**Authors**
+  | Jean-Francois Martin - PF MetaToul-AXIOM ; INRA ; MetaboHUB (for original version of this tool and overall development of the R script)
+  | Melanie Petera - PFEM ; INRA ; MetaboHUB (for R wrapper and R script improvement)
+  | Marion Landi - FLAME ; PFEM ; INRA ; MetaboHUB (for xml interface and R wrapper)
+  | Franck Giacomoni - PFEM ; INRA ; MetaboHUB (for xml interface and R wrapper)
+  | Etienne Thevenot - LIST/LADIS ; CEA ; MetaboHUB (for R script and wrapper regarding "all loess pool" and "all loess sample" methods)
+
+---------------------------------------------------
+
+.. class:: infomark
+
+**Please cite** If you use this tool, please cite:
+
+when using the **linear**, **lowess** or **loess** methods:
+  | `F.M. Van Der Kloet, I. Bobeldijk, E.R. Verheij, R.H. Jellema. (2009). "Analytical error reduction using single point calibration for accurate and precise metabolomic phenotyping." Journal of Proteome Research p5132-5141 &lt;http://www.ncbi.nlm.nih.gov/pubmed/19754161&gt;`_
+
+when using the **all loess pool** or **all loess sample** method:
+  | `Dunn et al (2011). Procedures for large-scale metabolic profiling of serum and plasma using gas chromatography and liquid chromatography coupled to mass spectrometry. Nature Protocols, 6:1060-1083 &lt;http://dx.doi.org/10.1038/nprot.2011.335&gt;`_
+  | Cleveland et al (1997). In Statistical Models in S; Chambers JM. and Hastie TJ. Ed.; Chapman et Hall: London; pp. 309-376
+  | Etienne A. Thevenot, Aurelie Roux, Ying Xu, Eric Ezan, and Christophe Junot (2015). Analysis of the human adult urinary metabolome variations with age, body mass index and gender by implementing a comprehensive workflow for univariate and OPLS statistical analyses. *Journal of Proteome Research*, **14**:3322-3335 (http://dx.doi.org/10.1021/acs.jproteome.5b00354).
+
+---------------------------------------------------
+
+.. class:: infomark
+
+**Tool updates**
+
+See the **NEWS** section at the bottom of this page
+  
+---------------------------------------------------
+
+================
+Batch_correction
+================
+
+-----------
+Description
+-----------
+
+| **Instrumental drift** and **offset differences** between batches have been described in **LC-MS** experiments when the number of samples is large and/or multiple batches of acquisition are needed.
+| Recently a normalization strategy relying on the measurements of a **pooled** (or QC) sample injected periodically has been described: for each variable, a **regression model** is fitted to the values of the **pool** and subsequently used to adjust the intensities of the samples of interest (van der Kloet et al, 2009; Dunn et al, 2011).
+|
+| The current tool implements **two strategies** which differ in the way the regression model is applied to the variables (either depending on variable quality metrics, or 'loess' model for all variables) and also in the generated figure.
+|
+
+
+-----------------
+Workflow position
+-----------------
+
+.. image:: batch_correction.png
+        :width: 800
+
+
+-----------
+Input files
+-----------
+
++----------------------------+------------+
+| Parameter : num + label    |   Format   |
++============================+============+
+| 1 : Data Matrix file       |   tabular  |
++----------------------------+------------+
+| 2 : Sample metadata file   |   tabular  |
++----------------------------+------------+
+| 3 : Variable metadata file |   tabular  |
++----------------------------+------------+
+
+
+Data Matrix file must contain the intensity values of variables.
+	| First line must contain all the samples' names
+	| First column must contain all the variables' ID
+	| 
+
+Sample metadata file must contain at least the three following columns: 
+	| "batch" to identify the batches of analyses
+	| "injectionOrder" (integers) defining the injection order of all samples (QC-pools as well as analysed samples)
+	| "sampleType" indicating if a sample ("sample") or a QC-pool ("pool"); each batch needs
+	| at least 3 QC-pools for intra-batch linear adjustment and 8 for lo(w)ess adjustment (5 for **all loess** methods)
+
+
+.. class:: warningmark
+
+MISSING DATA are allowed only with the **all loess** methods
+
+
+----------
+Parameters
+----------
+
+Type of regression model
+	| To choose between *linear*, *lowess*, *loess*, *all loess pool*, and *all loess sample* strategies
+	| **- Option 1** (**linear**, **lowess**, and **loess** methods): before the normalisation of each variable, some quality metrics are computed (see the "Determine Batch Correction" module); depending on the result, the variable can be normalized or not, with either the **linear**, **lowess** or **loess** model.
+	| **- Option 2** (**all loess pool** and **all loess sample**): each variable is normalized by using the 'loess' model;
+	| in the case **all loess pool** is chosen and the number of pool observations is below 5, the linear method is used (for all variables) and a warning is generated;
+	| if the pool intensities are not representative of the samples (which can be viewed on the figure where both trends are shown), the case **all loess sample** enables using the sample intensities (instead of the pool intensities) as the reference for the loess curve.
+	| In all "option 2" cases: the **median intensity of the reference observations** (either 'pool' or 'sample') is used as the scaling factor after the initial intensities have been divided by the loess predictions.
+	|
+
+Span
+	| Smoothing parameter, advanced option for *lo(w)ess* and *all loess* methods
+	| In case of a loess fit, the **span** parameter (between 0 and 1) controls the smoothing
+	| (the higher the smoother; higher values are prefered to avoid overfitting; Cleveland et al, 1997).
+	|
+
+Null values
+	| available for regression model *linear*, *lowess* and *loess*
+	| Controls what is done regarding negative or infinite values that can be generated during regression estimation. 
+	| *consider it as a missing value* will switch concerned intensities to NA;
+	| this option implies that concerned ions will not be considered in PCA display. 
+	| *consider it as a null intensity* will switch concerned intensities to 0 for lo(w)ess
+	| or correct them by the batch mean instead of regression estimate for linear. 
+	| 
+
+Factor of interest
+	| available for regression model *linear*, *lowess* and *loess*
+	| Name of the factor (column header) in Sample metadata file that will be used as a categorical variable for plots and PCA.
+	| (often a biological factor ; if none, leave "batch")
+	| This factor does not affect correction calculation.
+	| 
+
+Level of details for plots
+	| available for regression model *linear*, *lowess* and *loess*
+	| *basic*: PCA + CV boxplot (before and after correction)
+	| *standard*: 'basic' plots + before/after-correction plots of intensities over injection order, and design effects for each ion
+	| *complete*: 'standard' plots + QC-pool regression plots per batch with samples' intensities over injection order
+	| This factor is not used by the *all loess* methods where a unique figure is generated showing the sum of intensities along injection order, and the first 4 PCA scores.
+	| 
+
+
+------------
+Output files
+------------
+
+Batch_correction_$method_rdata.rdata
+	| binary data
+	| Download, open R and use the 'load' function; objects are in the 'res' list
+	|
+
+Batch_correction_$method_graph.pdf
+	| graphical output
+	| For the *linear* and *lo(w)ess* methods, content depends on level of details chosen 
+	|
+
+Batch_correction_$method_variableMetadata.tabular
+	| tsv output
+	| Identical to the Variable metadata input file, with x more columns (where x is the number of batches) in case of *linear*, *lowess* and *loess* methods
+	|
+
+Batch_correction_$method_dataMatrix.tabular
+	| tsv output (tabulated)
+	| Same formatting as Data Matrix file; contains corrected intensities
+	|
+
+	
+---------------------------------------------------
+
+---------------
+Working example
+---------------
+
+.. class:: infomark
+
+Refer to the corresponding "W4M HowTo" page:
+ | `MS data processing - Filters and normalisation &lt;http://workflow4metabolomics.org/sites/workflow4metabolomics.org/files/files/w4e-2016-data_processing.pdf&gt;`_
+ |
+ |
+
+See also the reference history:
+ | `W4M00001_Sacurine-statistics (DOI:10.15454/1.4811121736910142E12) &lt;http://dx.doi.org/10.15454/1.4811121736910142E12&gt;`_
+ |
+
+---------------------------------------------------
+
+----
+NEWS
+----
+
+CHANGES IN VERSION 2.1.2  
+========================  
+
+INTERNAL MODIFICATIONS  
+
+Minor modifications in config file  
+
+CHANGES IN VERSION 2.1.0
+========================
+
+INTERNAL MODIFICATIONS  
+
+For PCA figure display only (**all_loess** options): missing values are set to the minimum value before PCA computation is performed (with svd)
+
+Additional running and installation tests added with planemo, conda, and travis
+
+BUG FIX
+
+Variables with NA or 0 values in all reference samples are discarded before applying the **all_loess** normalization
+
+INTERNAL MODIFICATIONS
+
+Modifications of the **all_loess_wrapper** file to handle the recent **ropls** package versions (i.e. 1.3.15 and above) which use S4 classes
+
+  </help>
+      <!-- [RECOMMANDED] All citations associated to this tool (main citation given above and other references). Can be extracted from the history panel -->
+    <citations>
+        <!-- [HELP] As DOI or BibTex entry -->
+        <citation type="doi">10.1021/pr900499r</citation>
+        <citation type="doi">10.1038/nprot.2011.335</citation>
+        <citation type="bibtex">@ARTICLE{Cleveland91,
+            author = {Cleveland et al},
+            year = {1991},
+            journal = {Statistical Models in S, Chambers JM. and Hastie TJ. Ed., Chapman et Hall: London},
+            title = {Local Regression Models},
+            pages = {309-376},
+            editor = {Chambers JM. and Hastie TJ. Ed.},
+            publisher = {Chapman et Hall: London},
+            chapter = {8}
+        }</citation>
+	<citation type="doi">10.1021/acs.jproteome.5b00354</citation>
+    </citations>
+	
+
+</tool>
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/batch_correction_all_loess_script.R	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,294 @@
+loessF <- function(datVn, qcaVi, preVi, spnN) {
+
+    if(length(qcaVi) < 5) {
+    
+        return(predict(lm(datVn[qcaVi] ~ qcaVi),
+                       newdata = data.frame(qcaVi = preVi)))
+
+    } else {
+
+        return(predict(loess(datVn[qcaVi] ~ qcaVi,
+                             control = loess.control(surface = "direct"),
+                             span = spnN),
+                       newdata = data.frame(qcaVi = preVi)))
+
+    }
+
+    ## Note:
+    ##  the surface = 'direct' argument allows extrapolation
+
+} ## loessF
+
+plotBatchF <- function(datMN, samDF.arg, spnN.arg) {
+
+    maiC <- switch(gsub("MN", "", deparse(substitute(datMN))),
+                   raw = "Raw",
+                   nrm = "Normalized")
+
+    colVc <- c(sample = "green4",
+               pool = "red",
+               blank = "black",
+               other = "yellow")
+
+    par(font = 2, font.axis = 2, font.lab = 2, lwd = 2, pch = 18)
+
+    layout(matrix(c(1, 1, 2, 3), nrow = 2),
+           widths = c(0.7, 0.3))
+
+    obsNamVc <- rownames(datMN)
+
+    obsColVc <- sapply(samDF.arg[, "sampleType"],
+                       function(typC)
+                       ifelse(typC %in% names(colVc), colVc[typC], colVc["other"]))
+
+    ## Graphic 1: Sum of intensities for each sample
+
+    par(mar = c(3.6, 3.6, 3.1, 0.6))
+
+    batTab <- table(samDF.arg[, "batch"])
+
+    sumVn <- rowSums(datMN, na.rm = TRUE)
+
+    plot(sumVn,
+         cex = 1.2,
+         col = obsColVc,
+         pch = 18,
+         xaxs = "i",
+         xlab = "",
+         ylab = "")
+
+    mtext("Injection order",
+          line = 2.2,
+          side = 1)
+    mtext("Sum of variable intensities",
+          line = 2.2,
+          side = 2)
+
+    mtext(maiC, cex = 1.2, line = 1.5, side = 3)
+
+    abline(v = cumsum(batTab) + 0.5,
+           col = "red")
+
+    mtext(names(batTab),
+          at = batTab / 2 + c(0, cumsum(batTab[-length(batTab)])))
+
+    obsColVuc <- obsColVc[sort(unique(names(obsColVc)))]
+
+    text(rep(batTab[1], times = length(obsColVuc)),
+         par("usr")[3] + (0.97 - length(obsColVuc) * 0.03 + 1:length(obsColVuc) * 0.03) * diff(par("usr")[3:4]),
+         col = obsColVuc,
+         font = 2,
+         labels = names(obsColVuc),
+         pos = 2)
+
+    for(batC in names(batTab)) {
+
+        batSeqVi <- which(samDF.arg[, "batch"] == batC)
+        batPooVi <- intersect(batSeqVi,
+                              grep("pool", samDF.arg[, "sampleType"]))
+        batSamVi <- intersect(batSeqVi,
+                              grep("sample", samDF.arg[, "sampleType"]))
+        if(length(batPooVi))
+            lines(batSeqVi,
+                  loessF(sumVn, batPooVi, batSeqVi, spnN=spnN.arg),
+                  col = colVc["pool"])
+        lines(batSeqVi,
+              loessF(sumVn, batSamVi, batSeqVi, spnN=spnN.arg),
+              col = colVc["sample"])
+
+    }
+
+    ## Graphics 2 and 3 (right): PCA score plots of components 1-4
+
+    radVn <- seq(0, 2 * pi, length.out = 100)
+    epsN <- .Machine[["double.eps"]] ## [1] 2.22e-16
+
+    pcaMN <- datMN
+
+    if(any(is.na(pcaMN))) {
+        minN <- min(pcaMN, na.rm = TRUE)
+        pcaMN[is.na(pcaMN)] <- minN
+    }
+
+    pcaLs <- opls(pcaMN, predI = 4, algoC = "svd", printL = FALSE, plotL = FALSE)
+    tMN <- getScoreMN(pcaLs)
+    vRelVn <- pcaLs@modelDF[, "R2X"]
+
+    n <- nrow(tMN)
+    hotN <- 2 * (n - 1) * (n^2 - 1) / (n^2 * (n - 2))
+
+    hotFisN <- hotN * qf(0.95, 2, n - 2)
+
+    pcsLs <- list(c(1, 2), c(3, 4))
+
+    par(mar = c(3.6, 3.6, 0.6, 1.1))
+
+    for(pcsN in 1:length(pcsLs)) {
+
+        pcsVn <- pcsLs[[pcsN]]
+
+        tcsMN <- tMN[, pcsVn]
+
+        micMN <- solve(cov(tcsMN))
+
+        n <- nrow(tMN)
+        hotN <- 2 * (n - 1) * (n^2 - 1) / (n^2 * (n - 2))
+
+        hotFisN <- hotN * qf(0.95, 2, n - 2)
+
+        hotVn <- apply(tcsMN,
+                       1,
+                       function(x) 1 - pf(1 / hotN * t(as.matrix(x)) %*% micMN %*% as.matrix(x), 2, n - 2))
+
+        obsHotVi <- which(hotVn < 0.05)
+
+        xLabC <- paste("t",
+                       pcsVn[1],
+                       "(",
+                       round(vRelVn[pcsVn[1]] * 100),
+                       "%)",
+                       sep = "")
+
+        yLabC <- paste("t",
+                       pcsVn[2],
+                       "(",
+                       round(vRelVn[pcsVn[2]] * 100),
+                       "%)",
+                       sep = "")
+
+        xLimVn <- c(-1, 1) * max(sqrt(var(tcsMN[, 1]) * hotFisN), max(abs(tcsMN[, 1])))
+        yLimVn <- c(-1, 1) * max(sqrt(var(tcsMN[, 2]) * hotFisN), max(abs(tcsMN[, 2])))
+
+        plot(tcsMN,
+             main = "",
+             type = "n",
+             xlab = "",
+             ylab = "",
+             xlim = xLimVn,
+             ylim = yLimVn)
+
+        mtext(xLabC,
+              line = 2.2,
+              side = 1)
+        mtext(yLabC,
+              line = 2.2,
+              side = 2)
+
+        par(lwd = 1)
+
+        abline(v = axTicks(1),
+               col = "grey")
+
+        abline(h = axTicks(2),
+               col = "grey")
+
+        abline(v = 0)
+        abline(h = 0)
+
+        lines(sqrt(var(tcsMN[, 1]) * hotFisN) * cos(radVn),
+              sqrt(var(tcsMN[, 2]) * hotFisN) * sin(radVn))
+
+        points(tcsMN,
+               col = obsColVc,
+               pch = 18)
+
+        if(length(obsHotVi))
+            text(tcsMN[obsHotVi, 1],
+                 tcsMN[obsHotVi, 2],
+                 col = obsColVc[obsHotVi],
+                 labels = obsNamVc[obsHotVi],
+                 pos = 3)
+
+    } ## for(pcsN in 1:length(pcsLs)) {
+
+    return(invisible(list(sumVn = sumVn,
+                          tcsMN = tcsMN)))
+
+} ## plotBatchF
+
+shiftBatchCorrectF <- function(rawMN.arg,
+                               samDF.arg,
+                               refC.arg,
+                               spnN.arg) {
+
+    cat("\nReference observations are: ", refC.arg, "\n")
+
+    ## computing median off all pools (or samples) for each variable
+
+    refMeaVn <- apply(rawMN.arg[samDF.arg[, "sampleType"] == refC.arg, ],
+                      2,
+                      function(feaRefVn) mean(feaRefVn, na.rm = TRUE))
+
+    ## splitting data and sample metadata from each batch
+
+    batRawLs <- split(as.data.frame(rawMN.arg),
+                      f = samDF.arg[, "batch"])
+    batRawLs <- lapply(batRawLs, function(inpDF) as.matrix(inpDF))
+
+    batSamLs <- split(as.data.frame(samDF.arg),
+                      f = samDF.arg[, "batch"])
+
+    ## checking extrapolation: are there pools at the first and last observations of each batch
+
+    if(refC.arg == "pool") {
+        pooExtML <- matrix(FALSE, nrow = 2, ncol = length(batRawLs),
+                           dimnames = list(c("first", "last"), names(batRawLs)))
+        for(batC in names(batSamLs)) {
+            batSamTypVc <- batSamLs[[batC]][, "sampleType"]
+            pooExtML["first", batC] <- head(batSamTypVc, 1) == "pool"
+            pooExtML["last", batC] <- tail(batSamTypVc, 1) == "pool"
+        }
+        if(!all(c(pooExtML))) {
+            cat("\nWarning: Pools are missing at the first and/or last position of the following batches:\n")
+            pooExtBatVi <- which(!apply(pooExtML, 2, all))
+            for(i in 1:length(pooExtBatVi))
+                cat(names(pooExtBatVi)[i], ": ",
+                    paste(rownames(pooExtML)[!pooExtML[, pooExtBatVi[i]]], collapse = ", "), "\n", sep = "")
+            cat("Extrapolating loess fits for these batches may result in inaccurate modeling!\n")
+        }
+    }
+
+    ## normalizing
+
+    nrmMN <- NULL ## normalized data matrix to be computed
+
+    cat("\nProcessing batch:")
+
+    for(batC in names(batRawLs)) { ## processing each batch individually
+
+        cat("\n", batC)
+
+        batRawMN <- batRawLs[[batC]]
+        batSamDF <- batSamLs[[batC]]
+
+        batAllVi <- 1:nrow(batRawMN)
+
+        batRefVi <- grep(refC.arg, batSamDF[, "sampleType"])
+
+        if(length(batRefVi) < 5)
+            cat("\nWarning: less than 5 '", refC.arg, "'; linear regression will be performed instead of loess regression for this batch\n", sep="")
+
+        ## prediction of the loess fit
+
+        batLoeMN <- apply(batRawMN,
+                          2,
+                          function(rawVn) loessF(rawVn, batRefVi, batAllVi, spnN=spnN.arg))
+
+        ## normalization
+
+        batLoeMN[batLoeMN <= 0] <- NA
+
+        batNrmMN <- batRawMN / batLoeMN
+
+        nrmMN <- rbind(nrmMN,
+                       batNrmMN)
+
+    }
+
+    cat("\n")
+
+    nrmMN <- sweep(nrmMN, MARGIN = 2, STATS = refMeaVn, FUN = "*")
+
+    return(nrmMN)
+
+} ## shiftBatchCorrectF
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/batch_correction_all_loess_wrapper.R	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,188 @@
+#!/usr/bin/env Rscript
+
+library(batch) ## necessary for parseCommandArgs function
+args = parseCommandArgs(evaluate=FALSE) #interpretation of arguments given in command line as an R list of objects
+
+source_local <- function(fname){
+    argv <- commandArgs(trailingOnly = FALSE)
+    base_dir <- dirname(substring(argv[grep("--file=", argv)], 8))
+    source(paste(base_dir, fname, sep="/"))
+}
+
+## Import the different functions
+source_local("batch_correction_all_loess_script.R")
+
+argVc <- unlist(args)
+
+##  argVc["method"] is either 'all_loess_pool' or 'all_loess_sample'
+##  alternative version developped by CEA
+##  all variables are treated with loess
+##  the reference observations for loess are either 'pool'
+## ('all_loess_pool') or 'sample' ('all_loess_sample')
+
+
+##------------------------------
+## Initializing
+##------------------------------
+
+## options
+##--------
+
+strAsFacL <- options()$stringsAsFactors
+options(stringsAsFactors = FALSE)
+
+## libraries
+##----------
+
+suppressMessages(library(ropls))
+
+if(packageVersion("ropls") < "1.4.0")
+    stop("Please use 'ropls' versions of 1.4.0 and above")
+
+## constants
+##----------
+
+modNamC <- "Batch correction" ## module name
+
+## log file
+##---------
+
+## sink(argVc["information"]) ## not implemented
+
+cat("\nStart of the '", modNamC, "' Galaxy module call: ",
+    format(Sys.time(), "%a %d %b %Y %X"), "\n", sep="")
+
+## loading
+##--------
+
+rawMN <- t(as.matrix(read.table(argVc["dataMatrix"],
+                                header = TRUE,
+                                row.names = 1,
+                                sep = "\t")))
+
+samDF <- read.table(argVc["sampleMetadata"],
+                    header = TRUE,
+                    row.names = 1,
+                    sep = "\t")
+
+varDF <- read.table(argVc["variableMetadata"],
+                    check.names = FALSE,
+                    header = TRUE,
+                    row.names = 1,
+                    sep = "\t") ## not used; for compatibility only
+
+refC <- tolower(gsub("all_loess_", "", argVc["method"]))
+
+spnN <- as.numeric(argVc["span"])
+
+## checking
+##---------
+
+stopifnot(refC %in% c("pool", "sample"))
+
+if(refC == "pool" &&
+   !any("pool" %in% samDF[, "sampleType"]))
+    stop("No 'pool' found in the 'sampleType' column; use the samples as normalization reference instead")
+
+refMN <- rawMN[samDF[, "sampleType"] == refC, ]
+refNasZerVl <- apply(refMN, 2,
+                     function(refVn)
+                     all(sapply(refVn,
+                                function(refN) {is.na(refN) || refN == 0})))
+
+if(sum(refNasZerVl)) {
+
+    refNasZerVi <- which(refNasZerVl)
+    cat("The following variables have 'NA' or 0 values in all reference samples; they will be removed from the data:\n", sep = "")
+    print(refNasZerVi)
+    rawMN <- rawMN[, !refNasZerVl, drop = FALSE]
+    varDF <- varDF[!refNasZerVl, , drop = FALSE]
+
+}
+
+##------------------------------
+## Computation
+##------------------------------
+
+
+## ordering (batch and injection order)
+##-------------------------------------
+
+samDF[, "ordIniVi"] <- 1:nrow(rawMN)
+ordBatInjVi <- order(samDF[, "batch"], samDF[, "injectionOrder"])
+rawMN <- rawMN[ordBatInjVi, ]
+samDF <- samDF[ordBatInjVi, ]
+
+## signal drift and batch-effect correction
+##-----------------------------------------
+
+nrmMN <- shiftBatchCorrectF(rawMN,
+                            samDF,
+                            refC,
+                            spnN)
+
+## figure
+##-------
+
+cat("\nPlotting\n")
+
+pdf(argVc["graph_output"], onefile = TRUE, width = 11, height = 7)
+plotBatchF(rawMN, samDF, spnN)
+plotBatchF(nrmMN, samDF, spnN)
+dev.off()
+
+## returning to initial order
+##---------------------------
+
+ordIniVi <- order(samDF[, "ordIniVi"])
+nrmMN <- nrmMN[ordIniVi, ]
+samDF <- samDF[ordIniVi, ]
+samDF <- samDF[, colnames(samDF) != "ordIniVi", drop=FALSE]
+
+
+##------------------------------
+## Ending
+##------------------------------
+
+
+## saving
+##-------
+
+datMN <- nrmMN
+
+datDF <- cbind.data.frame(dataMatrix = colnames(datMN),
+                          as.data.frame(t(datMN)))
+write.table(datDF,
+            file = argVc["dataMatrix_out"],
+            quote = FALSE,
+            row.names = FALSE,
+            sep = "\t")
+
+varDF <- cbind.data.frame(variableMetadata = rownames(varDF),
+                          varDF) ## not modified; for compatibility only
+write.table(varDF,
+            file = argVc["variableMetadata_out"],
+            quote = FALSE,
+            row.names = FALSE,
+            sep = "\t")
+
+
+res <- list(dataMatrix_raw = rawMN,
+            dataMatrix_normalized = nrmMN,
+            sampleMetadata = samDF)
+save(res,
+     file = argVc["rdata_output"]) ## for compatibility
+
+## closing
+##--------
+
+cat("\nEnd of '", modNamC, "' Galaxy module call: ",
+    as.character(Sys.time()), "\n", sep = "")
+
+## sink()
+
+options(stringsAsFactors = strAsFacL)
+
+
+rm(argVc)
+
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/batch_correction_wrapper.R	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,131 @@
+#!/usr/bin/Rscript --vanilla --slave --no-site-file
+
+################################################################################################
+# batch_correction_wrapper                                                                     #
+#                                                                                              #
+# Author: Marion LANDI / Jean-Francois MARTIN / Melanie Petera                                 #
+# User: Galaxy                                                                                 #
+# Original data: --                                                                            #
+# Starting date: 22-07-2014                                                                    #
+# Version 1: 22-07-2014                                                                        #
+# Version 2: 08-12-2014                                                                        #
+# Version 2.1: 09-01-2015 modification in Error message of sample matching                     #
+# Version 2.2: 16-03-2015 inclusion of miniTools' functions for special characters             #
+# Version 2.90: 18-08-2015 new parameter valnull                                               #
+# Version 2.91: 25-08-2016 error message improvment                                            #
+#                                                                                              #
+#                                                                                              #
+# Input files: dataMatrix.txt ; sampleMetadata.txt ; variableMetadata.txt (for DBC)            #
+# Output files: graph_output.pdf ; corrected table ; diagnostic table                          #
+#                                                                                              #
+################################################################################################
+
+
+library(batch) #necessary for parseCommandArgs function
+args = parseCommandArgs(evaluate=FALSE) #interpretation of arguments given in command line as an R list of objects
+
+source_local <- function(...){
+	argv <- commandArgs(trailingOnly = FALSE)
+	base_dir <- dirname(substring(argv[grep("--file=", argv)], 8))
+	for(i in 1:length(list(...))){source(paste(base_dir, list(...)[[i]], sep="/"))}
+}
+#Import the different functions
+source_local("Normalisation_QCpool.r","easyrlibrary-lib/RcheckLibrary.R","easyrlibrary-lib/miniTools.R")
+
+
+## Reading of input files
+idsample=read.table(args$sampleMetadata,header=T,sep='\t',check.names=FALSE)
+iddata=read.table(args$dataMatrix,header=T,sep='\t',check.names=FALSE)
+
+### Table match check 
+table.check <- match2(iddata,idsample,"sample")
+if(length(table.check)>1){check.err(table.check)}
+
+### StockID
+samp.id <- stockID(iddata,idsample,"sample")
+iddata<-samp.id$dataMatrix ; idsample<-samp.id$Metadata ; samp.id<-samp.id$id.match
+
+### Checking mandatory variables
+mand.check <- ""
+for(mandcol in c("sampleType","injectionOrder","batch")){
+  if(!(mandcol%in%colnames(idsample))){
+    mand.check <- c(mand.check,"\nError: no '",mandcol,"' column in sample metadata.\n",
+                    "Note: table must include this exact column name (it is case-sensitive).\n")
+  }
+}
+if(length(mand.check)>1){
+  mand.check <- c(mand.check,"\nFor more information, see the help section or:",
+                  "\n http://workflow4metabolomics.org/sites/",
+                  "workflow4metabolomics.org/files/files/w4e-2016-data_processing.pdf\n")
+  check.err(mand.check)
+}
+
+### Formating
+idsample[[1]]=make.names(idsample[[1]])
+dimnames(iddata)[[1]]=iddata[[1]]
+
+### Transposition of ions data
+idTdata=t(iddata[,2:dim(iddata)[2]])
+idTdata=data.frame(dimnames(idTdata)[[1]],idTdata)
+	
+### Merge of 2 files (ok even if the two dataframe are not sorted on the same key)
+id=merge(idsample, idTdata, by.x=1, by.y=1)
+
+id$batch=as.factor(id$batch)
+ids=id[id$sampleType == 'pool' | id$sampleType == 'sample',]
+nbid=dim(idsample)[2]
+	
+### Checking the number of sample and pool
+	
+# least 2 samples
+if(length(which(ids$sampleType == "sample"))<2){
+	table.check <- c(table.check,"\nError: less than 2 samples specified in sample metadata.",
+	       "\nMake sure this is not due to errors in sampleType coding.\n")
+}
+	
+# least 2 pools per batch for all batchs
+B <- rep(0,length(levels(ids$batch)))
+for(nbB in length(levels(ids$batch))){
+	B[nbB]<-length(which(ids[which(ids$batch==(levels(ids$batch)[nbB])),]$sampleType == "pool"))
+}
+if(length(which(B>1))==0){
+	table.check <- c(table.check,"\nError: less than 2 pools specified in each batch in sample metadata.",
+	       "\nMake sure this is not due to errors in sampleType coding.\n")
+}
+	
+### Factor of interest 
+factbio=args$ref_factor
+
+
+if(args$analyse == "batch_correction") {
+	## Reading of Metadata Ions file
+	metaion=read.table(args$variableMetadata,header=T,sep='\t',check.names=FALSE)
+	## Table match check 
+	table.check <- c(table.check,match2(iddata,metaion,"variable"))
+	check.err(table.check)
+	
+	## variables
+	detail=args$detail
+	method=args$method
+	
+	## outputs
+	outlog=args$graph_output
+	
+	## Launch
+	res = norm_QCpool(ids,nbid,outlog,factbio,metaion,detail,F,F,method,args$span,args$valnull)
+	save(res, file=args$rdata_output)
+	write.table(reproduceID(res[[1]],res[[3]],"sample",samp.id)$dataMatrix, file=args$dataMatrix_out, sep = '\t', row.names=F, quote=F)
+	write.table(res[[2]], file=args$variableMetadata_out, sep = '\t', row.names=F, quote=F)
+}else{
+	## error check
+	check.err(table.check)
+	
+	## outputs
+	out_graph_pdf=args$out_graph_pdf
+	out_preNormSummary=args$out_preNormSummary
+	
+	## Launch
+	plotsituation(ids,nbid,out_graph_pdf,out_preNormSummary,factbio,args$span)
+}
+
+rm(args)
\ No newline at end of file
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/build.xml	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,78 @@
+<project name="batchcorrection" default="all">
+
+	<property name="tool.xml" value="batch_correction.xml"/>
+	<property name="conda.dir" value="${user.home}/w4m-conda"/>
+
+	<!--~~~
+	~ ALL ~
+	~~~~~-->
+
+	<target name="all"/>
+
+	<!--~~~~
+	~ TEST ~
+	~~~~~-->
+
+	<target name="test" depends="planemo.lint,planemo.test"/>
+
+	<!--~~~~~~~~~~~~
+	~ PLANEMO LINT ~
+	~~~~~~~~~~~~~-->
+
+	<target name="planemo.lint">
+		<exec executable="planemo" failonerror="true">
+			<arg value="lint"/>
+			<arg value="${tool.xml}"/>
+		</exec>
+	</target>
+
+	<!--~~~~~~~~~~~~
+	~ PLANEMO TEST ~
+	~~~~~~~~~~~~~-->
+
+	<target name="planemo.test" depends="planemo.conda.install">
+		<exec executable="planemo" failonerror="true">
+			<arg value="test"/>
+			<arg value="--conda_prefix"/>
+			<arg value="${conda.dir}"/>
+			<arg value="--galaxy_branch"/>
+			<arg value="release_16.07"/>
+			<arg value="--conda_dependency_resolution"/>
+			<arg value="${tool.xml}"/>
+		</exec>
+	</target>
+
+	<!--~~~~~~~~~~~~~~~~~~~~~
+	~ PLANEMO CONDA INSTALL ~
+	~~~~~~~~~~~~~~~~~~~~~~-->
+
+	<target name="planemo.conda.install" depends="planemo.conda.init">
+		<exec executable="planemo" failonerror="true">
+			<arg value="conda_install"/>
+			<arg value="--conda_prefix"/>
+			<arg value="${conda.dir}"/>
+			<arg value="${tool.xml}"/>
+		</exec>
+	</target>
+
+	<!--~~~~~~~~~~~~~~~~~~
+	~ PLANEMO CONDA INIT ~
+	~~~~~~~~~~~~~~~~~~~-->
+
+	<target name="planemo.conda.init">
+		<exec executable="planemo" failonerror="true">
+			<arg value="conda_init"/>
+			<arg value="--conda_prefix"/>
+			<arg value="${conda.dir}"/>
+		</exec>
+	</target>
+
+	<!--~~~~~
+	~ CLEAN ~
+	~~~~~~-->
+
+	<target name="clean">
+		<delete dir="${conda.dir}"/>
+	</target>
+
+</project>
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/determine_bc.xml	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,284 @@
+<tool id="Determine_BC" name="Determine_batch_correction" version="2.1.2">
+  <description>to choose between linear, lowess and loess methods</description>
+
+  <requirements>
+    <requirement type="package">r-batch</requirement>
+    <requirement type="package">r-ade4</requirement>
+    <requirement type="package">bioconductor-pcamethods</requirement>
+  </requirements>
+
+  <stdio>
+    <exit_code range="1:" level="fatal" />
+  </stdio>
+ 
+  <command><![CDATA[
+    Rscript $__tool_directory__/batch_correction_wrapper.R
+      analyse "determine_bc"
+      sampleMetadata "$sampleMetadata"
+      dataMatrix "$dataMatrix"
+      ref_factor "$ref_factor"
+      #if str($advance.option ) == 'show':
+        span $advance.span
+      #else:
+        span "none"
+      #end if
+      out_graph_pdf "$out_graph_pdf"
+      out_preNormSummary "$out_preNormSummary"
+  ]]></command>
+  
+  <inputs>
+    <param name="dataMatrix" type="data" label="Data Matrix file " help="" format="tabular" />
+    <param name="sampleMetadata" type="data" label="Sample metadata file " help="must contain at least the three following columns: 'batch' + 'injectionOrder' + 'sampleType'" format="tabular" />
+    <param name="ref_factor" type="text" label="Factor of interest " help="column name of the factor of interest (often a biological factor); if none, leave 'batch'" value="batch" />
+    <conditional name="advance">
+        <param name="option" type="select" label="Advanced options" help="should only be put at 'show' if you have good understanding of the span parameter and are willing to adjust it">
+            <option value="show">show</option>
+            <option value="hide" selected="true">hide</option>
+        </param>
+        <when value="show">
+            <param name="span" type="float" value="0.85" label="span" help="applied to lowess and loess regression"/>
+        </when>
+    </conditional>
+  </inputs>
+  
+  <outputs>
+    <data name="out_graph_pdf" label="Determine_BC_graph" format="pdf" ></data>
+    <data name="out_preNormSummary" label="Determine_BC_preNormSummary" format="tabular" ></data>
+  </outputs>
+
+  <tests>
+    <test>
+      <param name="dataMatrix" value="input-determinebc-dataMatrix.tsv"/>
+      <param name="sampleMetadata" value="input-determinebc-sampleMetadata.tsv"/>
+      <param name="ref_factor" value="batch"/>
+      <param name="option" value="hide"/>
+      <param name="span" value="none"/>
+      <output name="out_preNormSummary" file="output-determinebc-preNormSummary.txt"/>
+    </test>
+  </tests>
+	
+  <help>
+
+.. class:: infomark
+
+**Authors**
+  | Jean-Francois Martin - PF MetaToul-AXIOM ; INRA ; MetaboHUB (for original version of this tool and overall development of the R script)
+
+.. class:: infomark
+
+**Contributors**
+  | Melanie Petera - PFEM ; INRA ; MetaboHUB (for R wrapper and R script improvement)
+
+.. class:: infomark
+
+**Wrapping**
+  | Marion Landi - FLAME ; PFEM ; INRA ; MetaboHUB (for xml interface and R wrapper)
+  | Franck Giacomoni - PFEM ; INRA ; MetaboHUB (for xml interface and R wrapper)
+
+---------------------------------------------------
+
+.. class:: infomark
+
+**Please cite** If you use this tool, please cite:
+  | `F.M. van der Kloet, I. Bobeldijk, E.R. Verheij, R.H. Jellema. (2009). "Analytical error reduction using single point calibration for accurate and precise metabolomic phenotyping." Journal of Proteome Research p5132-5141 &lt;http://www.ncbi.nlm.nih.gov/pubmed/19754161&gt;`_
+
+---------------------------------------------------
+
+==========================
+Determine_batch_correction
+==========================
+
+-----------
+Description
+-----------
+
+| Allows to choose between linear or non-linear (lowess or loess) functions for batch correction
+| using quality control pooled samples (QC-pools) with correction algorithm as mentioned by Van Der Kloet (J Prot Res 2009).
+| 
+| Warning : this module does *not* deliver which choice should be made in model type;
+| it only provides tools to help users to determine which choice may be appropriate, based on their own expertise.
+| 
+| This tool is meant to be used prior to the Batch_correction tool to help make a choice in parameters,
+| but it is not a requirement and thus can be avoided.
+
+
+-----------------
+Workflow position
+-----------------
+
+.. image:: determine_batch_correction.png
+        :width: 800
+
+
+-----------
+Input files
+-----------
+
++--------------------------+-----------+
+| Parameter : num + label  |   Format  |
++==========================+===========+
+| 1 : Data Matrix file     |   tabular |
++--------------------------+-----------+
+| 2 : Sample metadata file |   tabular |
++--------------------------+-----------+
+
+
+Data Matrix file must contain the intensity values of the variables.
+	| First line must contain all the samples' names
+	| First column must contain all the variables' ID
+	| 
+
+Sample metadata file must contain at least the three following columns: 
+	| "batch" to identify the batches of analyses
+	| "injectionOrder" (integers) defining the injection order of all samples (QC-pools as well as analysed samples)
+	| "sampleType" indicating if a sample ("sample") or a QC-pool ("pool"); each batch needs
+	| at least 3 QC-pools for intra-batch linear adjustment and 8 for lo(w)ess adjustment
+
+
+.. class:: warningmark
+
+NO MISSING DATA are allowed
+
+
+----------
+Parameters
+----------
+
+Factor of interest
+	| name of the factor (column header) that will be used as a categorical variable for plots.
+	| (often a biological factor ; if none, leave “batchâ€).
+	| This factor does not affect correction calculation.
+	|
+
+Advanced options
+	| should only be put at "show" if you have good understanding of the span parameter and are willing to adjust it.
+	|
+
+Span
+	| - when advanced option is at "hide" (default)
+	| default is 1 for loess regression and is two times the ratio between number of pools and number of samples for lowess regression.
+	| - when advanced option is at "show" : 
+	| filled value is used for lowess and loess regression.
+
+
+------------
+Output files
+------------
+
+Determine_BC_preNormSummary.tabular
+	| tabular output
+	| Meaning of results of diagnosis analysis
+	| 0 : no preliminary-condition problem
+	| 1 : standard deviation of QC-pools or samples = 0
+	| 2 : insufficient number of QC-pools within a batch (n=3 for linear, n=8 for lowess or loess)
+	| 3 : significant difference between QC-pools and samples means
+	| 4 : denominator =0 when on 1 pool per batch non-0
+	| 5 : (linear regression only) the slopes ratio “QC-pools/samples†is lower than -0.2
+	|
+
+Determine_BC_graph.pdf
+	| graphical output
+	| One page per ion. Plots regression curves for all methods allowed and plot.design results regarding the factor of interest. 
+
+	
+---------------------------------------------------
+
+---------------
+Working example
+---------------
+
+
+.. class:: warningmark
+
+Refer to the corresponding "W4M HowTo" page:
+ | `MS data processing - Filters and normalisation &lt;http://workflow4metabolomics.org/sites/workflow4metabolomics.org/files/files/w4e-2016-data_processing.pdf&gt;`_
+ |
+ |
+
+
+</help>
+
+      <!-- [RECOMMANDED] All citations associated to this tool (main citation given above and other references). Can be extracted from the history panel -->
+    <citations>
+        <!-- [HELP] As DOI or BibTex entry -->
+        <citation type="doi">10.1021/pr900499r</citation>
+    </citations>
+  
+<!--  
+Input files
+===========
+
+| **These two input files can be used in the purview "URL/Text:" of the tool "Get Data/Upload File",**
+| **by checking the box "Convert spaces to tabs: YES"**
+
+Metadata_samples.txt
+	Model input Sample metadata file::
+
+		samples idLIMS serie factor01 factor02 batch injectionOrder sampleType
+		POOL1 POOL1 pool p pool 01_08_2011 1 p
+		X12588 12588 3 validation 2 01_08_2011 2 s
+		X17736 17736 3 Q1 1 01_08_2011 3 s
+		X15432 15432 3 validation 1 01_08_2011 4 s
+		X17159 17159 3 Q4 1 01_08_2011 5 s
+		X14325 14325 3 validation 2 01_08_2011 6 s
+		X17419 17419 3 Q4 1 01_08_2011 7 s
+		X16437 16437 3 Q4 1 01_08_2011 8 s
+		X16172 16172 3 Q4 2 01_08_2011 9 s
+		X16392 16392 3 Q4 2 01_08_2011 10 s
+		X13875 13875 3 validation 2 01_08_2011 11 s
+		POOL2 POOL2 pool p pool 01_08_2011 12 p
+		X13117 13117 3 Q4 2 01_08_2011 13 s
+		X13341 13341 3 Q1 2 01_08_2011 14 s
+		X16888 16888 3 Q4 1 01_08_2011 15 s
+		X17489 17489 3 Q4 2 01_08_2011 16 s
+		X12718 12718 3 Q1 2 01_08_2011 17 s
+		X16235 16235 3 Q4 2 01_08_2011 18 s
+		X16878 16878 3 Q1 1 01_08_2011 19 s
+		X12701 12701 3 validation 1 01_08_2011 20 s
+		X16220 16220 3 Q4 2 01_08_2011 21 s
+		X15635 15635 3 Q4 1 01_08_2011 22 s
+
+
+Intensity_matrix.txt
+	Model input Matrix Ions file BEFORE IMPLEMENTATION::
+
+		samples POOL1 X12588 X17736 X15432 X17159 X14325 X17419 X16437 X16172 X16392 X13875 POOL2 X13117 X13341 X16888 X17489 X12718 X16235 X16878 X12701 X16220 X15635
+		ion01 188.4140625 219.729126 122.5697632 123.5487671 805.8852539 183.4683838 37.33084106 151.8625488 97.12005615 91.24694824 69.87762451 195.4349365 112.4111938 136.7092285 159.9987793 172.1585693 0 117.5420532 133.6679688 80.05419922 160.0006104 760.0488281
+		ion02 82.02575684 87.11358643 79.82391357 80.33862305 83.08575439 94.27703857 76.02288818 77.04394531 76.97564697 84.17669678 81.04943848 86.44024658 84.11865234 83.71282959 77.75219727 79.15936279 75.98492432 78.2835083 78.98760986 73.98388672 72.20550537 82.16448975
+		ion03 25.31900024 24.2960968 23.29342651 31.54063416 30.3830719 22.42404175 35.44485474 26.38783264 17.1401825 21.27339172 20.25959778 26.33859253 18.17146301 26.32852173 24.30648804 28.34313965 29.37016296 18.23519897 24.48402405 25.38140869 24.35777283 21.31071472
+		ion04 65.87536621 62.68716431 46.60232544 62.77856445 29.53218079 47.59136963 90.13983154 28.35336304 58.74325562 31.39331055 23.32928467 30.39666748 41.43960571 21.27049255 88.1161499 29.36820984 24.30200195 25.00007629 45.60662842 103.293457 37.46994019 87.09295654
+		ion05 0 103.728544 279.5808214 884.2333448 824.5072072 434.6439081 764.82768 799.0972595 398.4002569 382.5370891 74.55342827 0 636.6596277 514.3863309 741.690017 412.3166491 660.8996555 57.36593795 102.2085264 455.6403091 548.6145486 515.8412195
+		ion06 2711.785156 3465.292969 2469.75 3435.259766 2482.3125 2593.654297 1407.915039 1291.253906 2241.734375 1444.189453 3363.683594 2578.642578 2633.181641 3397.763672 3706.855469 3647.212891 3548.410156 3714.640625 1889.213867 2262.707031 2107.417969 2763.21875
+		ion07 164.9023438 192.40625 140.7609863 192.4053955 139.7540283 140.748291 84.60144043 86.1819458 150.762207 89.90411377 207.5949707 164.0512695 149.8706055 186.336792 214.6140137 202.5360107 214.6877441 195.4482422 117.4679565 127.2941895 142.78479 163.0666504
+
+
+Parameters
+==========
+
+Factor analysis  -> **batch**
+
+
+Output files
+============
+
+out_preNormSummary.tabular:
+
+====== ============== ==============
+labion batch.1.linear batch.1.lowess
+====== ============== ==============
+ion01   2              2
+ion02   2              2
+ion03   2              2
+ion04   2              2
+ion05   1              1
+...     ...            ...
+====== ============== ==============
+
+
+out_graph_pdf.pdf
+
+.. image:: ./static/images/metabolomics/pdf_plotsituation.png
+        :width: 800
+-->
+
+</tool>
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/easyrlibrary-lib/RcheckLibrary.R	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,124 @@
+######################################################
+# R check library
+# Coded by: M.Petera, 
+# - -
+# R functions to use in R scripts  
+# (management of various generic subroutines)
+# - -
+# V0: script structure + first functions
+# V1: More detailed error messages in match functions
+######################################################
+
+
+# Generic function to return an error if problems have been encountered - - - -
+
+check.err <- function(err.stock){
+	
+	# err.stock = vector of results returned by check functions
+	
+	if(length(err.stock)!=0){ stop("\n- - - - - - - - -\n",err.stock,"\n- - - - - - - - -\n") }
+	
+}
+
+
+
+
+# Table match check functions - - - - - - - - - - - - - - - - - - - - - - - - -
+
+# To check if dataMatrix and (variable or sample)Metadata match regarding identifiers
+match2 <- function(dataMatrix, Metadata, Mtype){
+
+	# dataMatrix = data.frame containing dataMatrix
+	# Metadata = data.frame containing sampleMetadata or variableMetadata
+	# Mtype = "sample" or "variable" depending on Metadata content
+	
+	err.stock <- NULL # error vector
+
+	id2 <- Metadata[,1]
+	if(Mtype=="sample"){ id1 <- colnames(dataMatrix)[-1] }
+	if(Mtype=="variable"){ id1 <- dataMatrix[,1] }
+	
+	if( length(which(id1%in%id2))!=length(id1) || length(which(id2%in%id1))!=length(id2) ){
+		err.stock <- c("\nData matrix and ",Mtype," metadata do not match regarding ",Mtype," identifiers.")
+		if(length(which(id1%in%id2))!=length(id1)){
+			if(length(which(!(id1%in%id2)))<4){ err.stock <- c(err.stock,"\n    The ")
+			}else{ err.stock <- c(err.stock,"\n    For example, the ") }
+			err.stock <- c(err.stock,"following identifiers found in the data matrix\n",
+							"    do not appear in the ",Mtype," metadata file:\n")
+			identif <- id1[which(!(id1%in%id2))][1:min(3,length(which(!(id1%in%id2))))]
+			err.stock <- c(err.stock,"    ",paste(identif,collapse="\n    "),"\n")
+		}
+		if(length(which(id2%in%id1))!=length(id2)){
+			if(length(which(!(id2%in%id1)))<4){ err.stock <- c(err.stock,"\n    The ")
+			}else{ err.stock <- c(err.stock,"\n    For example, the ") }
+			err.stock <- c(err.stock,"following identifiers found in the ",Mtype," metadata file\n",
+							"    do not appear in the data matrix:\n")
+			identif <- id2[which(!(id2%in%id1))][1:min(3,length(which(!(id2%in%id1))))]
+			err.stock <- c(err.stock,"    ",paste(identif,collapse="\n    "),"\n")
+		}
+		err.stock <- c(err.stock,"\nPlease check your data.\n")
+	}
+	
+	return(err.stock)
+	
+}
+
+# To check if the 3 standard tables match regarding identifiers
+match3 <- function(dataMatrix, sampleMetadata, variableMetadata){
+	
+	# dataMatrix = data.frame containing dataMatrix
+	# sampleMetadata = data.frame containing sampleMetadata
+	# variableMetadata = data.frame containing variableMetadata
+	
+	err.stock <- NULL # error vector
+	
+	id1 <- colnames(dataMatrix)[-1]
+	id2 <- sampleMetadata[,1]
+	id3 <- dataMatrix[,1]
+	id4 <- variableMetadata[,1]
+	
+	if( length(which(id1%in%id2))!=length(id1) || length(which(id2%in%id1))!=length(id2) ){
+		err.stock <- c(err.stock,"\nData matrix and sample metadata do not match regarding sample identifiers.")
+		if(length(which(id1%in%id2))!=length(id1)){
+			if(length(which(!(id1%in%id2)))<4){ err.stock <- c(err.stock,"\n    The ")
+			}else{ err.stock <- c(err.stock,"\n    For example, the ") }
+			err.stock <- c(err.stock,"following identifiers found in the data matrix\n",
+							"    do not appear in the sample metadata file:\n")
+			identif <- id1[which(!(id1%in%id2))][1:min(3,length(which(!(id1%in%id2))))]
+			err.stock <- c(err.stock,"    ",paste(identif,collapse="\n    "),"\n")
+		}
+		if(length(which(id2%in%id1))!=length(id2)){
+			if(length(which(!(id2%in%id1)))<4){ err.stock <- c(err.stock,"\n    The ")
+			}else{ err.stock <- c(err.stock,"\n    For example, the ") }
+			err.stock <- c(err.stock,"following identifiers found in the sample metadata file\n",
+							"    do not appear in the data matrix:\n")
+			identif <- id2[which(!(id2%in%id1))][1:min(3,length(which(!(id2%in%id1))))]
+			err.stock <- c(err.stock,"    ",paste(identif,collapse="\n    "),"\n")
+		}
+	}
+	
+	if( length(which(id3%in%id4))!=length(id3) || length(which(id4%in%id3))!=length(id4) ){
+		err.stock <- c(err.stock,"\nData matrix and variable metadata do not match regarding variable identifiers.")
+		if(length(which(id3%in%id4))!=length(id3)){
+			if(length(which(!(id3%in%id4)))<4){ err.stock <- c(err.stock,"\n    The ")
+			}else{ err.stock <- c(err.stock,"\n    For example, the ") }
+			err.stock <- c(err.stock,"following identifiers found in the data matrix\n",
+							"    do not appear in the variable metadata file:\n")
+			identif <- id3[which(!(id3%in%id4))][1:min(3,length(which(!(id3%in%id4))))]
+			err.stock <- c(err.stock,"    ",paste(identif,collapse="\n    "),"\n")
+		}
+		if(length(which(id4%in%id3))!=length(id4)){
+			if(length(which(!(id4%in%id3)))<4){ err.stock <- c(err.stock,"\n    The ")
+			}else{ err.stock <- c(err.stock,"\n    For example, the ") }
+			err.stock <- c(err.stock,"following identifiers found in the variable metadata file\n",
+							"    do not appear in the data matrix:\n")
+			identif <- id4[which(!(id4%in%id3))][1:min(3,length(which(!(id4%in%id3))))]
+			err.stock <- c(err.stock,"    ",paste(identif,collapse="\n    "),"\n")
+		}
+	}
+	
+	if(length(err.stock)!=0){ err.stock <- c(err.stock,"\nPlease check your data.\n") }
+	
+	return(err.stock)
+	
+}
\ No newline at end of file
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/easyrlibrary-lib/miniTools.R	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,133 @@
+#####################################################
+# Mini tools for Galaxy scripting
+# Coded by: M.Petera, 
+# - -
+# R functions to use in R scripts and wrappers
+# to make things easier (lightening code, reducing verbose...)
+# - -
+# V0: script structure + first functions
+# V1: addition of functions to handle special characters in identifiers
+#####################################################
+
+
+# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 
+# Function to call packages without printing all the verbose
+# (only getting the essentials, like warning messages for example)
+
+shyLib <- function(...){
+	for(i in 1:length(list(...))){
+		suppressPackageStartupMessages(library(list(...)[[i]],character.only=TRUE))
+	}
+}
+
+#example: shyLib("xcms","pcaMethods")
+
+
+
+# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 
+# Fonction pour sourcer les scripts R requis
+# /!\ ATTENTION : actuellement la fonction n'est pas chargee au lancement du script,
+# il faut donc la copier-coller dans le wrapper R pour pouvoir l'utiliser. 
+
+if(FALSE){
+source_local <- function(...){
+	argv <- commandArgs(trailingOnly = FALSE)
+	base_dir <- dirname(substring(argv[grep("--file=", argv)], 8))
+	for(i in 1:length(list(...))){
+		source(paste(base_dir, list(...)[[i]], sep="/"))
+	}
+}
+}
+
+#example: source_local("filter_script.R","RcheckLibrary.R")
+
+
+
+# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 
+# Functions to stock identifiers before applying make.names() and
+# to reinject it into final matrices
+# Note: it reproduces the original order of datasets' identifiers
+# - - -
+# stockID: stocks original identifiers and original order
+# -> needs checked data regarding table match
+# reproduceID: reinjects original identifiers and original order into final tables
+# -> function to be used at the very end, when exporting tables
+
+stockID <- function(dataMatrix, Metadata, Mtype){
+  # dataMatrix = data.frame containing dataMatrix
+  # Metadata = data.frame containing sampleMetadata or variableMetadata
+  # Mtype = "sample" or "variable" depending on Metadata content
+  cname <- colnames(dataMatrix)[1]
+      # dataMatrix temporary-stock + transfo - - - -
+  if(Mtype=="sample"){
+    id.ori <- colnames(dataMatrix)[-1] 
+    colnames(dataMatrix) <- make.names(colnames(dataMatrix)) 
+  }
+  if(Mtype=="variable"){
+    id.ori <- dataMatrix[,1] 
+    dataMatrix[,1] <- make.names(dataMatrix[,1]) 
+  }
+      # global stock - - - - - - - - - - - - - - - -
+  id.new <- data.frame(order.ori=c(1:length(Metadata[,1])),Metadata[,1],
+					   id.new=make.names(Metadata[,1]),id.ori,
+					   id.new.DM=make.names(id.ori),stringsAsFactors=FALSE)
+  colnames(id.new)[c(2,4)] <- c(colnames(Metadata)[1],cname)
+      # Metadata transfo + returning data - - - - - 
+  Metadata[,1] <- make.names(Metadata[,1]) 
+  return(list(id.match=id.new, dataMatrix=dataMatrix, Metadata=Metadata))
+}
+#example: A<-stockID(myDM,mysM,"sample") ; myDM<-A$dataMatrix ; mysM<-A$Metadata ; A<-A$id.match
+
+reproduceID <- function(dataMatrix, Metadata, Mtype, id.match){
+  # dataMatrix = data.frame containing dataMatrix
+  # Metadata = data.frame containing sampleMetadata or variableMetadata
+  # Mtype = "sample" or "variable" depending on Metadata content
+  # id.match = 'id.match' element produced by stockID
+      #Metadada - - - - - - - - - - - - - - 
+  temp.table <- id.match[,c(1,2,3)]
+  ## Removing deleted rows
+  for(i in 1:(dim(id.match)[1])){
+	if(!(temp.table[i,3]%in%Metadata[,1])){temp.table[i,1] <- 0}
+  }
+  if(length(which(temp.table[,1]==0))!=0){
+	temp.table <- temp.table[-c(which(temp.table[,1]==0)),]
+  }
+  ## Restoring original identifiers and order
+  temp.table <- merge(x=temp.table,y=Metadata,by.x=3,by.y=1)
+  temp.table <- temp.table[order(temp.table$order.ori),]
+  Metadata <- temp.table[,-c(1,2)]
+  rownames(Metadata) <- NULL
+      #dataMatrix - - - - - - - - - - - - - 
+  rownames(dataMatrix)<-dataMatrix[,1]
+  if(Mtype=="sample"){
+    dataMatrix <- t(dataMatrix[,-1])
+  }
+  temp.table <- id.match[,c(1,4,5)]
+  ## Removing deleted rows
+  for(i in 1:(dim(id.match)[1])){
+	if(!(temp.table[i,3]%in%rownames(dataMatrix))){temp.table[i,1] <- 0}
+  }
+  if(length(which(temp.table[,1]==0))!=0){
+	temp.table <- temp.table[-c(which(temp.table[,1]==0)),]
+  }
+  ## Restoring original identifiers and order
+  temp.table <- merge(x=temp.table,y=dataMatrix,by.x=3,by.y=0)
+  temp.table <- temp.table[order(temp.table$order.ori),]
+  if(Mtype=="variable"){
+	dataMatrix <- temp.table[,-c(1,2,4)]
+	colnames(dataMatrix)[1] <- colnames(id.match)[4]
+  } else {
+	rownames(temp.table) <- temp.table[,3]
+	temp.table <- t(temp.table[,-c(1,2,3)])
+	dataMatrix <- data.frame(rownames(temp.table),temp.table)
+	colnames(dataMatrix)[1] <- colnames(id.match)[4]
+  }
+  rownames(dataMatrix) <- NULL
+      # return datasets - - - - - - - - - - - 
+  return(list(dataMatrix=dataMatrix, Metadata=Metadata))
+}
+#example: B<-reproduceID(myDM,mysM,"sample",A) ; myDM<-B$dataMatrix ; mysM<-B$Metadata
+
+
+
+# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/runit/batchcorrection_runtests.R	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,130 @@
+#!/usr/bin/env Rscript
+
+## Package
+##--------
+
+library(RUnit)
+
+## Constants
+##----------
+
+testOutDirC <- "output"
+argVc <- commandArgs(trailingOnly = FALSE)
+scriptPathC <- sub("--file=", "", argVc[grep("--file=", argVc)])
+
+
+## Functions
+##-----------
+
+## Reading tables (matrix or data frame)
+readTableF <- function(fileC, typeC = c("matrix", "dataframe")[1]) {
+
+    	file.exists(fileC) || stop(paste0("No output file \"", fileC ,"\"."))
+
+        switch(typeC,
+               matrix = return(t(as.matrix(read.table(file = fileC,
+                   header = TRUE,
+                   row.names = 1,
+                   sep = "\t",
+                   stringsAsFactors = FALSE)))),
+               dataframe = return(read.table(file = fileC,
+                   header = TRUE,
+                   row.names = 1,
+                   sep = "\t",
+                   stringsAsFactors = FALSE)))
+
+}
+
+## Call wrapper
+wrapperCallF <- function(paramLs, allLoessL) {
+
+    ## Set program path
+    wrapperPathC <- file.path(dirname(scriptPathC), "..",
+                              ifelse(allLoessL,
+                                     "batch_correction_all_loess_wrapper.R",
+                                     "batch_correction_wrapper.R"))
+
+    ## Set arguments
+    argLs <- NULL
+    for (parC in names(paramLs))
+        argLs <- c(argLs, parC, paramLs[[parC]])
+
+    ## Call
+    wrapperCallC <- paste(c(wrapperPathC, argLs), collapse = " ")
+
+    if(.Platform$OS.type == "windows")
+        wrapperCallC <- paste("Rscript", wrapperCallC)
+
+
+    print(wrapperCallC)
+    
+
+    wrapperCodeN <- system(wrapperCallC)
+
+    if (wrapperCodeN != 0)
+        stop(paste0("Error when running 'batch_correction_",
+                    ifelse(allLoessL, "all_loess_", ""),
+                    "wrapper.R'"))
+
+    ## Get output
+    outLs <- list()
+    if ("dataMatrix_out" %in% names(paramLs))
+        outLs[["datMN"]] <- readTableF(paramLs[["dataMatrix_out"]], "matrix")
+    if ("sampleMetadata_out" %in% names(paramLs))
+        outLs[["samDF"]] <- readTableF(paramLs[["sampleMetadata_out"]], "dataframe")
+    if ("variableMetadata_out" %in% names(paramLs))
+        outLs[["varDF"]] <- readTableF(paramLs[["variableMetadata_out"]], "dataframe")
+    if("information" %in% names(paramLs))
+        outLs[["infVc"]] <- readLines(paramLs[["information"]])
+
+    if("out_preNormSummary" %in% names(paramLs))
+        outLs[["sumDF"]] <- readTableF(paramLs[["out_preNormSummary"]], "dataframe")
+
+    return(outLs)
+    
+}
+
+## Setting default parameters
+defaultArgF <- function(testInDirC, determineL) {
+
+    defaultArgLs <- list()
+
+    if(file.exists(file.path(dirname(scriptPathC), testInDirC, "dataMatrix.tsv")))
+        defaultArgLs[["dataMatrix"]] <- file.path(dirname(scriptPathC), testInDirC, "dataMatrix.tsv")
+    if(file.exists(file.path(dirname(scriptPathC), testInDirC, "sampleMetadata.tsv")))
+        defaultArgLs[["sampleMetadata"]] <- file.path(dirname(scriptPathC), testInDirC, "sampleMetadata.tsv")
+
+    if(!determineL)
+        if(file.exists(file.path(dirname(scriptPathC), testInDirC, "variableMetadata.tsv")))
+            defaultArgLs[["variableMetadata"]] <- file.path(dirname(scriptPathC), testInDirC, "variableMetadata.tsv")
+
+    if(determineL) { ## determinebc
+
+        defaultArgLs[["out_graph_pdf"]] <- file.path(dirname(scriptPathC), testOutDirC, "out_graph.pdf")
+        defaultArgLs[["out_preNormSummary"]] <- file.path(dirname(scriptPathC), testOutDirC, "preNormSummary.txt")
+
+    } else { ## batchcorrection
+        
+        defaultArgLs[["dataMatrix_out"]] <- file.path(dirname(scriptPathC), testOutDirC, "dataMatrix.tsv")
+        defaultArgLs[["variableMetadata_out"]] <- file.path(dirname(scriptPathC), testOutDirC, "variableMetadata.tsv")
+        defaultArgLs[["graph_output"]] <- file.path(dirname(scriptPathC), testOutDirC, "graph_output.pdf")
+        defaultArgLs[["rdata_output"]] <- file.path(dirname(scriptPathC), testOutDirC, "rdata_output.rdata")
+        
+       }
+
+    defaultArgLs
+
+}
+
+## Main
+##-----
+
+## Create output folder
+file.exists(testOutDirC) || dir.create(testOutDirC)
+
+## Run tests
+test.suite <- defineTestSuite('tests', dirname(scriptPathC), testFileRegexp = paste0('^.*_tests\\.R$'), testFuncRegexp = '^.*$')
+isValidTestSuite(test.suite)
+test.results <- runTestSuite(test.suite)
+print(test.results)
+
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/runit/batchcorrection_tests.R	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,109 @@
+test_input_allLoessPool <- function() {
+
+    testDirC <- "input"
+    determineL <- FALSE
+    allLoessL <- TRUE
+    argLs <- list(method = "all_loess_pool",
+                  span = "1")
+
+    if(!allLoessL)
+        argLs[["analyse"]] <- ifelse(determineL, "determine_bc", "batch_correction")
+    
+    argLs <- c(defaultArgF(testDirC, determineL = determineL), argLs)
+    outLs <- wrapperCallF(argLs, allLoessL = allLoessL)  
+
+    checkEqualsNumeric(outLs[['datMN']][1, 1], 25803076, tolerance = 1e-3)
+
+}
+
+test_input_allLoessSample <- function() {
+
+    testDirC <- "input"
+    determineL <- FALSE
+    allLoessL <- TRUE
+    argLs <- list(method = "all_loess_sample",
+                  span = "1")
+
+    if(!allLoessL)
+        argLs[["analyse"]] <- ifelse(determineL, "determine_bc", "batch_correction")
+    
+    argLs <- c(defaultArgF(testDirC, determineL = determineL), argLs)
+    outLs <- wrapperCallF(argLs, allLoessL = allLoessL)
+    
+    checkEqualsNumeric(outLs[['datMN']][1, 1], 23402048, tolerance = 1e-3)
+
+}
+
+test_example1_allLoessSample <- function() {
+
+    testDirC <- "example1"
+    determineL <- FALSE
+    allLoessL <- TRUE
+    argLs <- list(method = "all_loess_sample",
+                  span = "1")
+
+    if(!allLoessL)
+        argLs[["analyse"]] <- ifelse(determineL, "determine_bc", "batch_correction")
+    
+    argLs <- c(defaultArgF(testDirC, determineL = determineL), argLs)
+    outLs <- wrapperCallF(argLs, allLoessL = allLoessL)    
+
+    checkEqualsNumeric(outLs[['datMN']][1, 1], 21732604, tolerance = 1e-3)
+
+}
+
+test_example1_allLoessSampleSpan06 <- function() {
+
+    testDirC <- "example1"
+    determineL <- FALSE
+    allLoessL <- TRUE
+    argLs <- list(method = "all_loess_sample",
+                  span = "0.6")
+
+    if(!allLoessL)
+        argLs[["analyse"]] <- ifelse(determineL, "determine_bc", "batch_correction")
+    
+    argLs <- c(defaultArgF(testDirC, determineL = determineL), argLs)
+    outLs <- wrapperCallF(argLs, allLoessL = allLoessL)
+
+    checkEqualsNumeric(outLs[['datMN']][1, 1], 134619170, tolerance = 1e-3)
+
+}
+
+test_sacurine_allLoessPool <- function() {
+
+    testDirC <- "sacurine"
+    determineL <- FALSE
+    allLoessL <- TRUE
+    argLs <- list(method = "all_loess_pool",
+                  span = "1")
+
+    if(!allLoessL)
+        argLs[["analyse"]] <- ifelse(determineL, "determine_bc", "batch_correction")
+    
+    argLs <- c(defaultArgF(testDirC, determineL = determineL), argLs)
+    outLs <- wrapperCallF(argLs, allLoessL = allLoessL)
+ 
+    checkEqualsNumeric(outLs[['datMN']]["HU_neg_017", "M53T345"], 7902.366, tolerance = 1e-3)
+
+
+}
+
+test_sacurine_determinebc <- function() {
+
+    testDirC <- "sacurine"
+    determineL <- TRUE
+    allLoessL <- FALSE
+    argLs <- list(ref_factor = "batch",
+                  span = "none")
+
+    if(!allLoessL)
+        argLs[["analyse"]] <- ifelse(determineL, "determine_bc", "batch_correction")
+
+    argLs <- c(defaultArgF(testDirC, determineL = determineL), argLs)
+    outLs <- wrapperCallF(argLs, allLoessL = allLoessL)
+
+    checkEqualsNumeric(outLs[['sumDF']]["M59T62", "batch.2.linear"], 3, tolerance = 1e-3)
+
+
+}
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/runit/example1/dataMatrix.tsv	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,2823 @@
+dataMatrix	Bl1	Bl2	Bl3	Sa1	Sa2	Sa3	Sa4	Sa5	Sa6	Sa7	Sa8	Sa9	Sa10	Sa11	Sa12	Sa13	Sa14	Sa15	Sa16	Sa17	Sa18	Sa19	Sa20	Sa21	Sa22	Sa23	Sa24	Sa25	Sa26	Sa27
+M81.524T70	17245057.15	17036926.76	14186746.11	4164396.264	5825050.37	457731.4386	13431506.24	4743128.922	4431069.682	11904377.48	618138.4105	8634502.192	5199903.713	2999525.25	2871167.761	3201384.67	6855006.036	2065984.636	12354338.68	2632801.531	6008013.246	1538072.426	1376310.444	4616186.732	12160011.06	7363508.262	7605224.47	2842257.47	3636874.797	7106432.313
+M81.523T36	55675386.24	46887468.27	19824326.82	2206896.237	2440868.374	2009364.908	2407403.606	1978183.429	2143366.471	2656133.68	1426335.105	2135439.5	720638.4583	898892.7064	920198.319	523723.8217	1093497.67	724489.0167	972712.5631	438772.6775	887895.3126	2677695.373	2588015.107	356215.5043	1049454.733	3787646.426	2919221.103	5359484.094	478359.5274	1140528.449
+M81.524T124	3164592.199	5989888.692	1518120.946	1286357.752	3260040.481	719417.0386	7054955.83	6343114.495	4237024.074	4397965.168	534257.2816	1424000.696	4174800.757	2253885.166	304750.9031	3804141.652	6366198.521	1102220.868	12383046.03	2881755.9	4030125.647	1034171.556	403876.6439	4332910.019	5373346.688	2345864.555	6061830.965	591704.7268	1439355.184	5460301.309
+M81.605T62	738234.5386	787394.0411	609336.1721	165239.2505	250720.1499	62050.79635	572778.7761	214128.5387	165783.3638	520178.7999	19210.28881	197410.8184	215250.8345	173276.4954	140765.734	124586.9754	460116.931	100216.0769	599215.8137	119548.1579	249620.4321	56410.08846	45422.8306	212608.4206	504629.5165	372211.6104	664010.2538	179442.8094	169076.104	420632.4458
+M81.633T44	500457.0519	301708.945	234100.7174	392423.4081	481733.7903	112110.4766	76348.84276	400525.6374	386544.2661	623711.8934	182942.4875	364640.4889	303372.5045	234440.2839	181890.7412	173583.9663	481476.5972	145854.1448	509794.6715	168818.0723	368060.0572	96908.72298	71999.19233	268318.1997	556452.5016	557010.2479	586287.2181	208337.9949	228941.2122	443363.7884
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/runit/example1/sampleMetadata.tsv	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,31 @@
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+Sa23	sample	7	B1
+Sa24	sample	8	B1
+Sa25	sample	9	B1
+Sa26	sample	10	B1
+Sa27	sample	11	B1
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
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+M1595.494T496	1595.494335	495.7960805
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/runit/input/dataMatrix.tsv	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,114 @@
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+met_106	561083	251794	988646	993586	1082292	544028	482220	292549	729939	3096237	562671	454545	506657	770250	231489	1173873	284818	967486	373105	546727	454256	521907	6518	465878	1344684	684010	6174	158257	1296234	496902	407582	1833652	5795	81322	450301	479471	3981317	255719	286557	493690	516410	1033241	18188	115631	462403	NA	1321324	710212	71417	498318	109296	450752	1120516	201769	246269	206818	546895	342009	398993	483822	180275	892482	187882	444773	241782	54860	423583	100924	473596	461916	868297	1156708	227223	156518	469387	335408	27191	865315	83815	447614	403960	649910	1200658	1276946	67878	1066444	106858	336559	85424	434147	163495	463186	1429550	198076	170206	128685	152415	2623	185380	392053	115329	682683	487417	317608	67265	511166	137348	399312
+met_107	201582	75410	95388	223372	299101	576764	328772	NA	193337	268202	179759	392882	274922	NA	115736	36052	90324	276254	212282	189272	142054	171324	165306	301091	480057	198236	NA	4221	382700	182721	358989	12438	201540	322952	52636	25559	176565	17162	86193	202267	144552	63397	115468	52602	391431	54720	121582	NA	29665	141500	213104	66684	359238	64145	180454	NA	217455	255074	378585	162391	87821	176146	20257	36925	6203	262054	255942	420848	151634	52791	30697	154052	NA	166229	114644	204447	118902	646098	NA	138880	45920	162491	171430	472754	NA	389655	101701	228612	450240	142415	79067	154946	68627	195301	64307	208891	3210	42905	98563	101516	NA	128307	120150	10855	120630	228377	58521	87268
+met_108	3611050	337281	1568496	829839	787242	1184795	1382222	NA	200938	729889	1080156	1081094	141312	1178130	7147341	44857	732843	110684	113797	810384	1255280	127231	956735	354295	1293048	707058	433284	845693	543469	716759	700772	979416	820758	709255	1852263	32010	127736	2812608	10064	393720	657528	639572	892471	758360	341676	100966	214990	18945	161975	645484	928350	270958	1176416	267300	88930	275130	805771	1738257	95137	728854	147464	223930	261243	49451	1007337	857047	1618812	2407238	3274776	514652	1615173	1152733	767664	8086876	3798948	2185760	6553555	46318	7021342	2349035	1688759	2143951	11726529	2373218	1223659	1111505	4464462	1916635	1237563	2632954	1239801	6734170	2053650	1820519	2090701	1281098	2321166	3041016	4801228	2316764	456626	1043066	430170	5699919	3120767	933288	3381137	2187363
+met_109	28704630	33586179	24692441	28786031	33702648	30944680	28399727	2656016	20383142	43557757	28591838	35548272	25334421	23782385	33496403	27502756	21304507	36008666	31066457	28168027	32541069	28514582	26973491	31448100	34659066	28767624	25600071	15859089	27835970	27390922	41203737	20498119	24452585	19528858	38827573	19668360	36226070	20834484	23959078	24861056	26613170	19267218	29521876	24702382	22611875	27200384	24013133	8211817	19321158	25053327	21309585	26111146	22752518	23678180	14152377	18368970	20070120	25344880	23708432	24308059	21954805	17310020	15790465	18113923	15887568	21212232	24847089	26846871	21379272	16591716	20216215	26495026	9555821	25623659	22300532	19302590	32540833	38044859	18732489	20874060	25502870	19077479	27777050	38317810	11205446	23184858	22056757	19844415	20832666	18822607	22767829	20416588	14459562	18594833	20083706	24380208	11525928	16313321	14407791	17369758	14005534	14258891	13852000	11087898	24969299	15806268	16899211	15920144
+met_110	935810	216794	1250664	961929	322675	358002	748600	1860981	1018669	502991	684506	319659	372075	435408	271584	134703	303433	660710	497665	545837	562326	294841	768892	810960	1051193	334380	415293	274518	1024104	541427	301845	328083	257992	599182	440881	228402	425882	556153	473391	796559	433075	637036	502610	252290	878377	318451	806407	240703	431264	364408	432337	490946	495207	557849	481367	240800	239131	552620	296097	325675	299775	538890	129963	202343	159717	524611	659238	837602	401479	347983	286154	405225	113652	522101	168009	185467	508620	217008	189382	300949	181027	293385	593884	707190	86552	667494	119244	290894	850008	307178	409093	223301	101862	205697	38427	209271	69666	182736	247482	273165	123847	387771	325480	44799	104296	295313	155240	212170
+met_111	1043674	783394	569047	2884257	2457038	2025231	2245847	NA	576988	636282	1109803	511108	1986572	950755	453817	673562	345902	1199314	673490	1088285	1650159	548818	673318	1350162	1955525	740092	273505	467277	2262955	1064977	2870714	199436	422478	991340	2525718	798722	179006	619100	874665	3040034	996244	329299	679032	733260	2162571	528686	219519	138708	740267	940086	736191	703043	1639741	433247	2081907	705395	1089016	1249615	789518	854281	424305	719392	258294	813349	666412	1123188	524519	910137	742428	1482493	1050502	1019270	846205	398868	409318	832274	122817	1372087	902737	753444	1261485	1138611	1159395	680881	111575	2005973	748730	797783	815843	601216	897182	1159520	207899	606512	1051255	493530	299954	651714	315358	558515	255169	338669	832857	218229	649477	415127	1274096	494555
+met_112	6419071	2797128	4299074	11909792	6115103	3096009	8035572	NA	3259089	6395447	5049944	4099603	7256757	5080926	3738872	2566634	1719671	4297409	5324570	4873112	7648125	1910687	5439846	4340784	7283405	3178504	1547866	3074074	6191537	4916409	8943211	1784458	4200543	4136622	7786416	4378240	2608290	2992852	4462941	9689440	4286272	2686538	2745539	4160961	7108278	2547671	2212921	992136	3451416	4253840	4661221	2464180	4009317	3451266	9045261	2681403	3260592	5840008	2611730	4002414	3128586	4061269	875155	2993219	4222945	4810052	3599437	6386359	4087475	5853004	2845191	5015241	5255266	2977940	4272008	7251435	3019276	3081894	2290972	3841186	3298124	3942297	7512978	3936963	796120	7537291	3841541	4596420	5044950	3496643	2341361	6304734	1369143	4345921	3364143	3282371	2017426	2744678	5320910	3371583	1340912	2186105	3792760	2150395	4931386	2886649	3159267	2835997
+met_113	1351348	1546452	704498	1178543	1910776	2419982	1730728	NA	1518760	1292032	1333917	1256258	974162	519797	2540508	976266	328769	1916054	1273384	1345103	2028673	740657	1759018	2037601	1797824	1183570	281005	210403	2013482	1157284	2890251	473682	1397064	922962	1608440	785419	836119	552727	996652	1314640	1080507	941223	1069492	492963	1146686	413720	1146636	106708	428730	1153669	682704	1685395	1027646	673104	762161	230163	984144	741438	962147	954327	887638	721180	215275	364352	353548	991113	1975188	1308883	919371	525484	489779	945717	86415	409383	910262	1155717	1527056	1552890	374555	863254	831837	632228	1534291	1054678	104907	1181832	570191	1181392	710672	765250	157618	799343	352504	730991	12561534	1127759	317084	828816	772629	761105	256288	491981	517417	208846	2334220	563581	849860	654635
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/runit/input/sampleMetadata.tsv	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,109 @@
+	injectionOrder	sampleType	batch
+QC1_001	1	pool	b1
+HU_022	2	sample	b1
+HU_076	3	sample	b1
+HU_166	4	sample	b1
+HU_114	5	sample	b1
+HU_190	6	sample	b1
+HU_139	7	sample	b1
+HU_096	8	sample	b1
+HU_058	9	sample	b1
+HU_031	10	sample	b1
+QC1_002	11	pool	b1
+HU_039	12	sample	b1
+HU_087	13	sample	b1
+HU_143	14	sample	b1
+HU_162	15	sample	b1
+HU_102	16	sample	b1
+HU_188	17	sample	b1
+HU_095	18	sample	b1
+HU_062	19	sample	b1
+QC1_003	20	pool	b1
+HU_063	21	sample	b1
+HU_011	22	sample	b1
+HU_074	23	sample	b1
+HU_122	24	sample	b1
+HU_142	25	sample	b1
+HU_030	26	sample	b1
+HU_187	27	sample	b1
+HU_167	28	sample	b1
+HU_113	29	sample	b1
+QC1_004	30	pool	b1
+HU_081	31	sample	b1
+HU_014	32	sample	b1
+HU_206	33	sample	b1
+HU_119	34	sample	b1
+HU_033	35	sample	b1
+HU_067	36	sample	b1
+HU_140	37	sample	b1
+HU_164	38	sample	b1
+HU_193	39	sample	b1
+HU_112	40	sample	b1
+QC1_005	41	pool	b1
+HU_097	42	sample	b1
+HU_056	43	sample	b1
+HU_195	44	sample	b1
+HU_135	45	sample	b1
+HU_159	46	sample	b1
+HU_070	47	sample	b1
+HU_038	48	sample	b1
+HU_026	49	sample	b1
+QC1_006	50	pool	b1
+HU_098	51	sample	b1
+HU_115	52	sample	b1
+HU_137	53	sample	b1
+HU_019	54	sample	b1
+HU_073	55	sample	b1
+HU_168	56	sample	b1
+HU_191	57	sample	b1
+HU_040	58	sample	b1
+HU_046	59	sample	b1
+QC1_007	60	pool	b1
+HU_103	61	sample	b1
+HU_015	62	sample	b1
+HU_053	63	sample	b1
+HU_121	64	sample	b1
+HU_183	65	sample	b1
+HU_199	66	sample	b1
+HU_042	67	sample	b1
+HU_075	68	sample	b1
+QC1_008	69	pool	b1
+HU_203	70	sample	b1
+HU_024	71	sample	b1
+HU_082	72	sample	b1
+HU_169	73	sample	b1
+HU_129	74	sample	b1
+HU_057	75	sample	b1
+HU_035	76	sample	b1
+HU_194	77	sample	b1
+HU_145	78	sample	b1
+HU_104	79	sample	b1
+QC1_009	80	pool	b1
+HU_177	81	sample	b1
+HU_025	82	sample	b1
+HU_080	83	sample	b1
+HU_117	84	sample	b1
+HU_136	85	sample	b1
+HU_197	86	sample	b1
+HU_036	87	sample	b1
+HU_054	88	sample	b1
+HU_085	89	sample	b1
+QC1_010	90	pool	b1
+HU_160	91	sample	b1
+HU_092	92	sample	b1
+HU_023	93	sample	b1
+HU_124	94	sample	b1
+HU_147	95	sample	b1
+HU_205	96	sample	b1
+HU_084	97	sample	b1
+HU_120	98	sample	b1
+HU_198	99	sample	b1
+QC1_011	100	pool	b1
+HU_045	101	sample	b1
+HU_029	102	sample	b1
+HU_069	103	sample	b1
+HU_155	104	sample	b1
+HU_106	105	sample	b1
+HU_146	106	sample	b1
+HU_128	107	sample	b1
+QC1_012	108	pool	b1
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/runit/input/variableMetadata.tsv	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,114 @@
+	number	MSI_level
+met_001	1	1
+met_002	2	1
+met_003	3	1
+met_004	4	1
+met_005	5	2
+met_006	6	1
+met_007	7	1
+met_008	8	1
+met_009	9	1
+met_010	10	1
+met_011	11	2
+met_012	12	1
+met_013	13	1
+met_014	14	1
+met_015	15	1
+met_016	16	1
+met_017	17	2
+met_018	18	1
+met_019	19	1
+met_020	20	1
+met_021	21	1
+met_022	22	2
+met_023	23	1
+met_024	24	2
+met_025	25	2
+met_026	26	1
+met_027	27	1
+met_028	28	1
+met_029	29	1
+met_030	30	2
+met_031	31	1
+met_032	32	2
+met_033	33	1
+met_034	34	1
+met_035	35	2
+met_036	36	1
+met_037	37	2
+met_038	38	2
+met_039	39	2
+met_040	40	2
+met_041	41	1
+met_042	42	1
+met_043	43	2
+met_044	44	2
+met_045	45	1
+met_046	46	1
+met_047	47	2
+met_048	48	1
+met_049	49	1
+met_050	50	1
+met_051	51	2
+met_052	52	2
+met_053	53	1
+met_054	54	2
+met_055	55	2
+met_056	56	2
+met_057	57	2
+met_058	58	1
+met_059	59	2
+met_060	60	2
+met_061	61	2
+met_062	62	2
+met_063	63	2
+met_064	64	1
+met_065	65	1
+met_066	66	2
+met_067	67	2
+met_068	68	2
+met_069	69	1
+met_070	70	2
+met_071	71	2
+met_072	72	2
+met_073	73	1
+met_074	74	1
+met_075	75	1
+met_076	76	2
+met_077	77	2
+met_078	78	2
+met_079	79	2
+met_080	80	2
+met_081	81	2
+met_082	82	1
+met_083	83	1
+met_084	84	1
+met_085	85	1
+met_086	86	1
+met_087	87	1
+met_088	88	2
+met_089	89	2
+met_090	90	1
+met_091	91	1
+met_092	92	1
+met_093	93	2
+met_094	94	2
+met_095	95	2
+met_096	96	1
+met_097	97	1
+met_098	98	2
+met_099	99	2
+met_100	100	2
+met_101	101	1
+met_102	102	1
+met_103	103	1
+met_104	104	1
+met_105	105	2
+met_106	106	1
+met_107	107	2
+met_108	108	2
+met_109	109	2
+met_110	110	1
+met_111	111	2
+met_112	112	2
+met_113	113	1
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/runit/output/dataMatrix.tsv	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,11 @@
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Binary file batchcorrection-57edfd3943ab/runit/output/out_graph.pdf has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/runit/sacurine/dataMatrix.tsv	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,11 @@
+""	"QC1_001"	"HU_neg_017"	"HU_neg_018"	"HU_neg_020"	"HU_neg_021"	"HU_neg_027"	"HU_neg_028"	"HU_neg_032"	"HU_neg_034"	"QC1_002"	"HU_neg_037"	"HU_neg_041"	"HU_neg_043"	"HU_neg_044"	"HU_neg_047"	"HU_neg_048"	"QC1_003"	"HU_neg_049"	"HU_neg_050"	"HU_neg_051"	"HU_neg_052"	"HU_neg_055"	"HU_neg_059"	"HU_neg_060"	"HU_neg_061"	"QC1_004"	"HU_neg_064"	"HU_neg_065"	"HU_neg_066"	"HU_neg_068"	"HU_neg_071"	"HU_neg_072"	"HU_neg_077"	"HU_neg_078"	"QC1_005"	"HU_neg_079"	"HU_neg_083"	"HU_neg_086"	"HU_neg_088"	"HU_neg_089"	"HU_neg_090"	"HU_neg_091"	"HU_neg_093"	"HU_neg_094"	"QC1_006"	"HU_neg_099"	"HU_neg_100"	"HU_neg_101"	"HU_neg_105"	"HU_neg_107"	"HU_neg_108"	"HU_neg_109"	"HU_neg_110"	"HU_neg_111"	"QC1_007"	"HU_neg_116"	"HU_neg_118"	"HU_neg_123"	"HU_neg_125"	"HU_neg_126"	"HU_neg_127"	"QC1_008"	"HU_neg_130"	"HU_neg_131"	"HU_neg_132"	"HU_neg_133"	"HU_neg_134"	"HU_neg_138"	"QC1_009"	"HU_neg_144"	"HU_neg_148"	"HU_neg_149"	"HU_neg_150"	"QC1_010"	"HU_neg_152"	"HU_neg_154"	"HU_neg_156"	"HU_neg_157"	"HU_neg_158"	"HU_neg_163"	"HU_neg_170"	"HU_neg_171"	"QC1_011"	"HU_neg_172"	"HU_neg_173"	"HU_neg_174"	"HU_neg_175"	"HU_neg_178"	"HU_neg_179"	"HU_neg_180"	"HU_neg_181"	"HU_neg_182"	"QC1_012"	"HU_neg_184"	"HU_neg_185"	"HU_neg_186"	"HU_neg_189"	"HU_neg_192"	"HU_neg_196"	"QC1_013"	"HU_neg_200"	"HU_neg_201"	"HU_neg_202"	"HU_neg_204"	"HU_neg_207"	"HU_neg_208"	"HU_neg_209"	"QC1_014"	"QC1_001_b2"	"HU_neg_022_b2"	"HU_neg_076_b2"	"HU_neg_166_b2"	"HU_neg_114_b2"	"HU_neg_190_b2"	"HU_neg_139_b2"	"HU_neg_096_b2"	"HU_neg_058_b2"	"HU_neg_031_b2"	"QC1_002_b2"	"HU_neg_039_b2"	"HU_neg_087_b2"	"HU_neg_143_b2"	"HU_neg_162_b2"	"HU_neg_102_b2"	"HU_neg_188_b2"	"HU_neg_095_b2"	"HU_neg_062_b2"	"QC1_003_b2"	"HU_neg_063_b2"	"HU_neg_011_b2"	"HU_neg_074_b2"	"HU_neg_122_b2"	"HU_neg_142_b2"	"HU_neg_030_b2"	"HU_neg_187_b2"	"HU_neg_167_b2"	"HU_neg_113_b2"	"QC1_004_b2"	"HU_neg_081_b2"	"HU_neg_014_b2"	"HU_neg_206_b2"	"HU_neg_119_b2"	"HU_neg_033_b2"	"HU_neg_067_b2"	"HU_neg_140_b2"	"HU_neg_164_b2"	"HU_neg_193_b2"	"HU_neg_112_b2"	"QC1_005_b2"	"HU_neg_097_b2"	"HU_neg_056_b2"	"HU_neg_195_b2"	"HU_neg_135_b2"	"HU_neg_159_b2"	"HU_neg_070_b2"	"HU_neg_038_b2"	"HU_neg_026_b2"	"QC1_006_b2"	"HU_neg_098_b2"	"HU_neg_115_b2"	"HU_neg_137_b2"	"HU_neg_019_b2"	"HU_neg_073_b2"	"HU_neg_168_b2"	"HU_neg_191_b2"	"HU_neg_040_b2"	"HU_neg_046_b2"	"QC1_007_b2"	"HU_neg_103_b2"	"HU_neg_015_b2"	"HU_neg_053_b2"	"HU_neg_121_b2"	"HU_neg_183_b2"	"HU_neg_199_b2"	"HU_neg_042_b2"	"HU_neg_075_b2"	"QC1_008_b2"	"HU_neg_203_b2"	"HU_neg_024_b2"	"HU_neg_082_b2"	"HU_neg_169_b2"	"HU_neg_129_b2"	"HU_neg_057_b2"	"HU_neg_035_b2"	"HU_neg_194_b2"	"HU_neg_145_b2"	"HU_neg_104_b2"	"QC1_009_b2"	"HU_neg_177_b2"	"HU_neg_025_b2"	"HU_neg_080_b2"	"HU_neg_117_b2"	"HU_neg_136_b2"	"HU_neg_197_b2"	"HU_neg_036_b2"	"HU_neg_054_b2"	"HU_neg_085_b2"	"QC1_010_b2"	"HU_neg_160_b2"	"HU_neg_092_b2"	"HU_neg_023_b2"	"HU_neg_124_b2"	"HU_neg_147_b2"	"HU_neg_205_b2"	"HU_neg_084_b2"	"HU_neg_120_b2"	"HU_neg_198_b2"	"QC1_011_b2"	"HU_neg_045_b2"	"HU_neg_029_b2"	"HU_neg_069_b2"	"HU_neg_155_b2"	"HU_neg_106_b2"	"HU_neg_146_b2"	"HU_neg_128_b2"	"QC1_012_b2"
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/runit/sacurine/sampleMetadata.tsv	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,217 @@
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+HU_neg_191_b2	sample	89	ne2
+HU_neg_040_b2	sample	90	ne2
+HU_neg_046_b2	sample	91	ne2
+QC1_007_b2	pool	92	ne2
+HU_neg_103_b2	sample	95	ne2
+HU_neg_015_b2	sample	96	ne2
+HU_neg_053_b2	sample	97	ne2
+HU_neg_121_b2	sample	99	ne2
+HU_neg_183_b2	sample	101	ne2
+HU_neg_199_b2	sample	102	ne2
+HU_neg_042_b2	sample	103	ne2
+HU_neg_075_b2	sample	104	ne2
+QC1_008_b2	pool	105	ne2
+HU_neg_203_b2	sample	108	ne2
+HU_neg_024_b2	sample	109	ne2
+HU_neg_082_b2	sample	110	ne2
+HU_neg_169_b2	sample	111	ne2
+HU_neg_129_b2	sample	112	ne2
+HU_neg_057_b2	sample	113	ne2
+HU_neg_035_b2	sample	114	ne2
+HU_neg_194_b2	sample	115	ne2
+HU_neg_145_b2	sample	116	ne2
+HU_neg_104_b2	sample	117	ne2
+QC1_009_b2	pool	118	ne2
+HU_neg_177_b2	sample	121	ne2
+HU_neg_025_b2	sample	123	ne2
+HU_neg_080_b2	sample	124	ne2
+HU_neg_117_b2	sample	125	ne2
+HU_neg_136_b2	sample	126	ne2
+HU_neg_197_b2	sample	127	ne2
+HU_neg_036_b2	sample	128	ne2
+HU_neg_054_b2	sample	129	ne2
+HU_neg_085_b2	sample	130	ne2
+QC1_010_b2	pool	131	ne2
+HU_neg_160_b2	sample	134	ne2
+HU_neg_092_b2	sample	136	ne2
+HU_neg_023_b2	sample	137	ne2
+HU_neg_124_b2	sample	138	ne2
+HU_neg_147_b2	sample	139	ne2
+HU_neg_205_b2	sample	140	ne2
+HU_neg_084_b2	sample	141	ne2
+HU_neg_120_b2	sample	142	ne2
+HU_neg_198_b2	sample	143	ne2
+QC1_011_b2	pool	144	ne2
+HU_neg_045_b2	sample	148	ne2
+HU_neg_029_b2	sample	149	ne2
+HU_neg_069_b2	sample	150	ne2
+HU_neg_155_b2	sample	151	ne2
+HU_neg_106_b2	sample	154	ne2
+HU_neg_146_b2	sample	155	ne2
+HU_neg_128_b2	sample	156	ne2
+QC1_012_b2	pool	157	ne2
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/runit/sacurine/variableMetadata.tsv	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,11 @@
+""	"mz"	"rt"
+"M53T345"	53.00116493	345.3902643
+"M58T69"	57.97545393	68.67242364
+"M59T246"	59.01359496	246.0306602
+"M59T62"	59.0137118	61.90072933
+"M59T270"	59.01362084	269.6233798
+"M62T56"	61.98819056	55.58308625
+"M64T348"	63.62063447	347.5012693
+"M64T379"	63.62063447	378.9359473
+"M65T347"	64.90244604	347.4115572
+"M65T379"	64.9028817	378.9130758
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/runit/sacurineNegFull/dataMatrix.tsv	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,3765 @@
+dataMatrix	QC1_001	HU_neg_017	HU_neg_018	HU_neg_020	HU_neg_021	HU_neg_027	HU_neg_028	HU_neg_032	HU_neg_034	QC1_002	HU_neg_037	HU_neg_041	HU_neg_043	HU_neg_044	HU_neg_047	HU_neg_048	QC1_003	HU_neg_049	HU_neg_050	HU_neg_051	HU_neg_052	HU_neg_055	HU_neg_059	HU_neg_060	HU_neg_061	QC1_004	HU_neg_064	HU_neg_065	HU_neg_066	HU_neg_068	HU_neg_071	HU_neg_072	HU_neg_077	HU_neg_078	QC1_005	HU_neg_079	HU_neg_083	HU_neg_086	HU_neg_088	HU_neg_089	HU_neg_090	HU_neg_091	HU_neg_093	HU_neg_094	QC1_006	HU_neg_099	HU_neg_100	HU_neg_101	HU_neg_105	HU_neg_107	HU_neg_108	HU_neg_109	HU_neg_110	HU_neg_111	QC1_007	HU_neg_116	HU_neg_118	HU_neg_123	HU_neg_125	HU_neg_126	HU_neg_127	QC1_008	HU_neg_130	HU_neg_131	HU_neg_132	HU_neg_133	HU_neg_134	HU_neg_138	QC1_009	HU_neg_144	HU_neg_148	HU_neg_149	HU_neg_150	QC1_010	HU_neg_152	HU_neg_154	HU_neg_156	HU_neg_157	HU_neg_158	HU_neg_163	HU_neg_170	HU_neg_171	QC1_011	HU_neg_172	HU_neg_173	HU_neg_174	HU_neg_175	HU_neg_178	HU_neg_179	HU_neg_180	HU_neg_181	HU_neg_182	QC1_012	HU_neg_184	HU_neg_185	HU_neg_186	HU_neg_189	HU_neg_192	HU_neg_196	QC1_013	HU_neg_200	HU_neg_201	HU_neg_202	HU_neg_204	HU_neg_207	HU_neg_208	HU_neg_209	QC1_014	QC1_001_b2	HU_neg_022_b2	HU_neg_076_b2	HU_neg_166_b2	HU_neg_114_b2	HU_neg_190_b2	HU_neg_139_b2	HU_neg_096_b2	HU_neg_058_b2	HU_neg_031_b2	QC1_002_b2	HU_neg_039_b2	HU_neg_087_b2	HU_neg_143_b2	HU_neg_162_b2	HU_neg_102_b2	HU_neg_188_b2	HU_neg_095_b2	HU_neg_062_b2	QC1_003_b2	HU_neg_063_b2	HU_neg_011_b2	HU_neg_074_b2	HU_neg_122_b2	HU_neg_142_b2	HU_neg_030_b2	HU_neg_187_b2	HU_neg_167_b2	HU_neg_113_b2	QC1_004_b2	HU_neg_081_b2	HU_neg_014_b2	HU_neg_206_b2	HU_neg_119_b2	HU_neg_033_b2	HU_neg_067_b2	HU_neg_140_b2	HU_neg_164_b2	HU_neg_193_b2	HU_neg_112_b2	QC1_005_b2	HU_neg_097_b2	HU_neg_056_b2	HU_neg_195_b2	HU_neg_135_b2	HU_neg_159_b2	HU_neg_070_b2	HU_neg_038_b2	HU_neg_026_b2	QC1_006_b2	HU_neg_098_b2	HU_neg_115_b2	HU_neg_137_b2	HU_neg_019_b2	HU_neg_073_b2	HU_neg_168_b2	HU_neg_191_b2	HU_neg_040_b2	HU_neg_046_b2	QC1_007_b2	HU_neg_103_b2	HU_neg_015_b2	HU_neg_053_b2	HU_neg_121_b2	HU_neg_183_b2	HU_neg_199_b2	HU_neg_042_b2	HU_neg_075_b2	QC1_008_b2	HU_neg_203_b2	HU_neg_024_b2	HU_neg_082_b2	HU_neg_169_b2	HU_neg_129_b2	HU_neg_057_b2	HU_neg_035_b2	HU_neg_194_b2	HU_neg_145_b2	HU_neg_104_b2	QC1_009_b2	HU_neg_177_b2	HU_neg_025_b2	HU_neg_080_b2	HU_neg_117_b2	HU_neg_136_b2	HU_neg_197_b2	HU_neg_036_b2	HU_neg_054_b2	HU_neg_085_b2	QC1_010_b2	HU_neg_160_b2	HU_neg_092_b2	HU_neg_023_b2	HU_neg_124_b2	HU_neg_147_b2	HU_neg_205_b2	HU_neg_084_b2	HU_neg_120_b2	HU_neg_198_b2	QC1_011_b2	HU_neg_045_b2	HU_neg_029_b2	HU_neg_069_b2	HU_neg_155_b2	HU_neg_106_b2	HU_neg_146_b2	HU_neg_128_b2	QC1_012_b2
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/runit/sacurineNegFull/sampleMetadata.tsv	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,217 @@
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+HU_neg_011_b2	sample	44	ne2
+HU_neg_074_b2	sample	45	ne2
+HU_neg_122_b2	sample	46	ne2
+HU_neg_142_b2	sample	47	ne2
+HU_neg_030_b2	sample	48	ne2
+HU_neg_187_b2	sample	50	ne2
+HU_neg_167_b2	sample	51	ne2
+HU_neg_113_b2	sample	52	ne2
+QC1_004_b2	pool	53	ne2
+HU_neg_081_b2	sample	56	ne2
+HU_neg_014_b2	sample	57	ne2
+HU_neg_206_b2	sample	58	ne2
+HU_neg_119_b2	sample	59	ne2
+HU_neg_033_b2	sample	60	ne2
+HU_neg_067_b2	sample	61	ne2
+HU_neg_140_b2	sample	62	ne2
+HU_neg_164_b2	sample	63	ne2
+HU_neg_193_b2	sample	64	ne2
+HU_neg_112_b2	sample	65	ne2
+QC1_005_b2	pool	66	ne2
+HU_neg_097_b2	sample	69	ne2
+HU_neg_056_b2	sample	70	ne2
+HU_neg_195_b2	sample	71	ne2
+HU_neg_135_b2	sample	72	ne2
+HU_neg_159_b2	sample	73	ne2
+HU_neg_070_b2	sample	76	ne2
+HU_neg_038_b2	sample	77	ne2
+HU_neg_026_b2	sample	78	ne2
+QC1_006_b2	pool	79	ne2
+HU_neg_098_b2	sample	82	ne2
+HU_neg_115_b2	sample	83	ne2
+HU_neg_137_b2	sample	85	ne2
+HU_neg_019_b2	sample	86	ne2
+HU_neg_073_b2	sample	87	ne2
+HU_neg_168_b2	sample	88	ne2
+HU_neg_191_b2	sample	89	ne2
+HU_neg_040_b2	sample	90	ne2
+HU_neg_046_b2	sample	91	ne2
+QC1_007_b2	pool	92	ne2
+HU_neg_103_b2	sample	95	ne2
+HU_neg_015_b2	sample	96	ne2
+HU_neg_053_b2	sample	97	ne2
+HU_neg_121_b2	sample	99	ne2
+HU_neg_183_b2	sample	101	ne2
+HU_neg_199_b2	sample	102	ne2
+HU_neg_042_b2	sample	103	ne2
+HU_neg_075_b2	sample	104	ne2
+QC1_008_b2	pool	105	ne2
+HU_neg_203_b2	sample	108	ne2
+HU_neg_024_b2	sample	109	ne2
+HU_neg_082_b2	sample	110	ne2
+HU_neg_169_b2	sample	111	ne2
+HU_neg_129_b2	sample	112	ne2
+HU_neg_057_b2	sample	113	ne2
+HU_neg_035_b2	sample	114	ne2
+HU_neg_194_b2	sample	115	ne2
+HU_neg_145_b2	sample	116	ne2
+HU_neg_104_b2	sample	117	ne2
+QC1_009_b2	pool	118	ne2
+HU_neg_177_b2	sample	121	ne2
+HU_neg_025_b2	sample	123	ne2
+HU_neg_080_b2	sample	124	ne2
+HU_neg_117_b2	sample	125	ne2
+HU_neg_136_b2	sample	126	ne2
+HU_neg_197_b2	sample	127	ne2
+HU_neg_036_b2	sample	128	ne2
+HU_neg_054_b2	sample	129	ne2
+HU_neg_085_b2	sample	130	ne2
+QC1_010_b2	pool	131	ne2
+HU_neg_160_b2	sample	134	ne2
+HU_neg_092_b2	sample	136	ne2
+HU_neg_023_b2	sample	137	ne2
+HU_neg_124_b2	sample	138	ne2
+HU_neg_147_b2	sample	139	ne2
+HU_neg_205_b2	sample	140	ne2
+HU_neg_084_b2	sample	141	ne2
+HU_neg_120_b2	sample	142	ne2
+HU_neg_198_b2	sample	143	ne2
+QC1_011_b2	pool	144	ne2
+HU_neg_045_b2	sample	148	ne2
+HU_neg_029_b2	sample	149	ne2
+HU_neg_069_b2	sample	150	ne2
+HU_neg_155_b2	sample	151	ne2
+HU_neg_106_b2	sample	154	ne2
+HU_neg_146_b2	sample	155	ne2
+HU_neg_128_b2	sample	156	ne2
+QC1_012_b2	pool	157	ne2
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/runit/sacurineNegFull/variableMetadata.tsv	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,3765 @@
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+M963T382	963.0394044	382.4916897
+M963T348	963.0528811	347.8196414
+M963T347_2	963.0671308	347.4335229
+M963T380_2	963.0751572	379.8360573
+M963T420	963.0864512	419.9155059
+M965T346	965.4865561	345.8640232
+M966T345_1	965.5367206	345.0036723
+M966T384	965.5657655	384.1268666
+M966T359	965.6006151	359.1538348
+M966T350	965.6326619	349.9224923
+M966T387	965.6345904	387.0076999
+M966T378	965.6652467	377.5522914
Binary file batchcorrection-57edfd3943ab/static/images/Vdk_pdf1.png has changed
Binary file batchcorrection-57edfd3943ab/static/images/Vdk_pdf2.png has changed
Binary file batchcorrection-57edfd3943ab/static/images/batch_correction.png has changed
Binary file batchcorrection-57edfd3943ab/static/images/determine_batch_correction.png has changed
Binary file batchcorrection-57edfd3943ab/static/images/pdf_plotsituation.png has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/test-data/input-batchcorrection-dataMatrix.tsv	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,114 @@
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+met_105	12793419	23535415	5344558	20982120	28603692	12613245	2105851	NA	17896560	3273597	11654374	8053253	19077140	6718561	2125404	20436336	1561579	4345459	13572127	11096877	43456706	29050074	4039518	12844173	5515698	3693486	1675219	1778334	14110683	10980791	5723130	2468088	22765367	21807244	26191263	2174708	9968311	9455273	11742901	13674507	10102691	26735420	5446256	6860083	8792188	6882331	4058995	864977	9905729	9377076	9190570	7238562	9074498	11920193	6219582	2432861	4382472	4146521	16494470	8851715	15667875	4647054	2524653	4475693	2027567	5397137	18037533	4318924	9698270	4765807	5352799	10759203	2628835	8088165	9318567	9488186	3413383	7490570	6629679	9158994	8237636	20034342	7003374	10919250	1203445	15833338	3282196	7383811	11448944	8368154	3485556	6881496	4546484	13294326	2721520	14345510	1658543	16300387	12903263	7872453	2941299	2126782	13153041	1597338	12279232	3375221	16960658	4206774
+met_106	561083	251794	988646	993586	1082292	544028	482220	292549	729939	3096237	562671	454545	506657	770250	231489	1173873	284818	967486	373105	546727	454256	521907	6518	465878	1344684	684010	6174	158257	1296234	496902	407582	1833652	5795	81322	450301	479471	3981317	255719	286557	493690	516410	1033241	18188	115631	462403	NA	1321324	710212	71417	498318	109296	450752	1120516	201769	246269	206818	546895	342009	398993	483822	180275	892482	187882	444773	241782	54860	423583	100924	473596	461916	868297	1156708	227223	156518	469387	335408	27191	865315	83815	447614	403960	649910	1200658	1276946	67878	1066444	106858	336559	85424	434147	163495	463186	1429550	198076	170206	128685	152415	2623	185380	392053	115329	682683	487417	317608	67265	511166	137348	399312
+met_107	201582	75410	95388	223372	299101	576764	328772	NA	193337	268202	179759	392882	274922	NA	115736	36052	90324	276254	212282	189272	142054	171324	165306	301091	480057	198236	NA	4221	382700	182721	358989	12438	201540	322952	52636	25559	176565	17162	86193	202267	144552	63397	115468	52602	391431	54720	121582	NA	29665	141500	213104	66684	359238	64145	180454	NA	217455	255074	378585	162391	87821	176146	20257	36925	6203	262054	255942	420848	151634	52791	30697	154052	NA	166229	114644	204447	118902	646098	NA	138880	45920	162491	171430	472754	NA	389655	101701	228612	450240	142415	79067	154946	68627	195301	64307	208891	3210	42905	98563	101516	NA	128307	120150	10855	120630	228377	58521	87268
+met_108	3611050	337281	1568496	829839	787242	1184795	1382222	NA	200938	729889	1080156	1081094	141312	1178130	7147341	44857	732843	110684	113797	810384	1255280	127231	956735	354295	1293048	707058	433284	845693	543469	716759	700772	979416	820758	709255	1852263	32010	127736	2812608	10064	393720	657528	639572	892471	758360	341676	100966	214990	18945	161975	645484	928350	270958	1176416	267300	88930	275130	805771	1738257	95137	728854	147464	223930	261243	49451	1007337	857047	1618812	2407238	3274776	514652	1615173	1152733	767664	8086876	3798948	2185760	6553555	46318	7021342	2349035	1688759	2143951	11726529	2373218	1223659	1111505	4464462	1916635	1237563	2632954	1239801	6734170	2053650	1820519	2090701	1281098	2321166	3041016	4801228	2316764	456626	1043066	430170	5699919	3120767	933288	3381137	2187363
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+met_111	1043674	783394	569047	2884257	2457038	2025231	2245847	NA	576988	636282	1109803	511108	1986572	950755	453817	673562	345902	1199314	673490	1088285	1650159	548818	673318	1350162	1955525	740092	273505	467277	2262955	1064977	2870714	199436	422478	991340	2525718	798722	179006	619100	874665	3040034	996244	329299	679032	733260	2162571	528686	219519	138708	740267	940086	736191	703043	1639741	433247	2081907	705395	1089016	1249615	789518	854281	424305	719392	258294	813349	666412	1123188	524519	910137	742428	1482493	1050502	1019270	846205	398868	409318	832274	122817	1372087	902737	753444	1261485	1138611	1159395	680881	111575	2005973	748730	797783	815843	601216	897182	1159520	207899	606512	1051255	493530	299954	651714	315358	558515	255169	338669	832857	218229	649477	415127	1274096	494555
+met_112	6419071	2797128	4299074	11909792	6115103	3096009	8035572	NA	3259089	6395447	5049944	4099603	7256757	5080926	3738872	2566634	1719671	4297409	5324570	4873112	7648125	1910687	5439846	4340784	7283405	3178504	1547866	3074074	6191537	4916409	8943211	1784458	4200543	4136622	7786416	4378240	2608290	2992852	4462941	9689440	4286272	2686538	2745539	4160961	7108278	2547671	2212921	992136	3451416	4253840	4661221	2464180	4009317	3451266	9045261	2681403	3260592	5840008	2611730	4002414	3128586	4061269	875155	2993219	4222945	4810052	3599437	6386359	4087475	5853004	2845191	5015241	5255266	2977940	4272008	7251435	3019276	3081894	2290972	3841186	3298124	3942297	7512978	3936963	796120	7537291	3841541	4596420	5044950	3496643	2341361	6304734	1369143	4345921	3364143	3282371	2017426	2744678	5320910	3371583	1340912	2186105	3792760	2150395	4931386	2886649	3159267	2835997
+met_113	1351348	1546452	704498	1178543	1910776	2419982	1730728	NA	1518760	1292032	1333917	1256258	974162	519797	2540508	976266	328769	1916054	1273384	1345103	2028673	740657	1759018	2037601	1797824	1183570	281005	210403	2013482	1157284	2890251	473682	1397064	922962	1608440	785419	836119	552727	996652	1314640	1080507	941223	1069492	492963	1146686	413720	1146636	106708	428730	1153669	682704	1685395	1027646	673104	762161	230163	984144	741438	962147	954327	887638	721180	215275	364352	353548	991113	1975188	1308883	919371	525484	489779	945717	86415	409383	910262	1155717	1527056	1552890	374555	863254	831837	632228	1534291	1054678	104907	1181832	570191	1181392	710672	765250	157618	799343	352504	730991	12561534	1127759	317084	828816	772629	761105	256288	491981	517417	208846	2334220	563581	849860	654635
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/test-data/input-batchcorrection-sampleMetadata.tsv	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,109 @@
+	injectionOrder	sampleType	batch
+QC1_001	1	pool	b1
+HU_022	2	sample	b1
+HU_076	3	sample	b1
+HU_166	4	sample	b1
+HU_114	5	sample	b1
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+HU_096	8	sample	b1
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+HU_039	12	sample	b1
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+HU_063	21	sample	b1
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+QC1_004	30	pool	b1
+HU_081	31	sample	b1
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+HU_206	33	sample	b1
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+HU_033	35	sample	b1
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+HU_140	37	sample	b1
+HU_164	38	sample	b1
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+HU_112	40	sample	b1
+QC1_005	41	pool	b1
+HU_097	42	sample	b1
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+HU_195	44	sample	b1
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+QC1_006	50	pool	b1
+HU_098	51	sample	b1
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+HU_137	53	sample	b1
+HU_019	54	sample	b1
+HU_073	55	sample	b1
+HU_168	56	sample	b1
+HU_191	57	sample	b1
+HU_040	58	sample	b1
+HU_046	59	sample	b1
+QC1_007	60	pool	b1
+HU_103	61	sample	b1
+HU_015	62	sample	b1
+HU_053	63	sample	b1
+HU_121	64	sample	b1
+HU_183	65	sample	b1
+HU_199	66	sample	b1
+HU_042	67	sample	b1
+HU_075	68	sample	b1
+QC1_008	69	pool	b1
+HU_203	70	sample	b1
+HU_024	71	sample	b1
+HU_082	72	sample	b1
+HU_169	73	sample	b1
+HU_129	74	sample	b1
+HU_057	75	sample	b1
+HU_035	76	sample	b1
+HU_194	77	sample	b1
+HU_145	78	sample	b1
+HU_104	79	sample	b1
+QC1_009	80	pool	b1
+HU_177	81	sample	b1
+HU_025	82	sample	b1
+HU_080	83	sample	b1
+HU_117	84	sample	b1
+HU_136	85	sample	b1
+HU_197	86	sample	b1
+HU_036	87	sample	b1
+HU_054	88	sample	b1
+HU_085	89	sample	b1
+QC1_010	90	pool	b1
+HU_160	91	sample	b1
+HU_092	92	sample	b1
+HU_023	93	sample	b1
+HU_124	94	sample	b1
+HU_147	95	sample	b1
+HU_205	96	sample	b1
+HU_084	97	sample	b1
+HU_120	98	sample	b1
+HU_198	99	sample	b1
+QC1_011	100	pool	b1
+HU_045	101	sample	b1
+HU_029	102	sample	b1
+HU_069	103	sample	b1
+HU_155	104	sample	b1
+HU_106	105	sample	b1
+HU_146	106	sample	b1
+HU_128	107	sample	b1
+QC1_012	108	pool	b1
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/test-data/input-batchcorrection-variableMetadata.tsv	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,114 @@
+	number	MSI_level
+met_001	1	1
+met_002	2	1
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+met_004	4	1
+met_005	5	2
+met_006	6	1
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+met_010	10	1
+met_011	11	2
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+met_017	17	2
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+met_021	21	1
+met_022	22	2
+met_023	23	1
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+met_026	26	1
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+met_030	30	2
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+met_033	33	1
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+met_035	35	2
+met_036	36	1
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+met_064	64	1
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+met_073	73	1
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+met_096	96	1
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+met_100	100	2
+met_101	101	1
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+met_110	110	1
+met_111	111	2
+met_112	112	2
+met_113	113	1
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/test-data/input-determinebc-dataMatrix.tsv	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,11 @@
+""	"QC1_001"	"HU_neg_017"	"HU_neg_018"	"HU_neg_020"	"HU_neg_021"	"HU_neg_027"	"HU_neg_028"	"HU_neg_032"	"HU_neg_034"	"QC1_002"	"HU_neg_037"	"HU_neg_041"	"HU_neg_043"	"HU_neg_044"	"HU_neg_047"	"HU_neg_048"	"QC1_003"	"HU_neg_049"	"HU_neg_050"	"HU_neg_051"	"HU_neg_052"	"HU_neg_055"	"HU_neg_059"	"HU_neg_060"	"HU_neg_061"	"QC1_004"	"HU_neg_064"	"HU_neg_065"	"HU_neg_066"	"HU_neg_068"	"HU_neg_071"	"HU_neg_072"	"HU_neg_077"	"HU_neg_078"	"QC1_005"	"HU_neg_079"	"HU_neg_083"	"HU_neg_086"	"HU_neg_088"	"HU_neg_089"	"HU_neg_090"	"HU_neg_091"	"HU_neg_093"	"HU_neg_094"	"QC1_006"	"HU_neg_099"	"HU_neg_100"	"HU_neg_101"	"HU_neg_105"	"HU_neg_107"	"HU_neg_108"	"HU_neg_109"	"HU_neg_110"	"HU_neg_111"	"QC1_007"	"HU_neg_116"	"HU_neg_118"	"HU_neg_123"	"HU_neg_125"	"HU_neg_126"	"HU_neg_127"	"QC1_008"	"HU_neg_130"	"HU_neg_131"	"HU_neg_132"	"HU_neg_133"	"HU_neg_134"	"HU_neg_138"	"QC1_009"	"HU_neg_144"	"HU_neg_148"	"HU_neg_149"	"HU_neg_150"	"QC1_010"	"HU_neg_152"	"HU_neg_154"	"HU_neg_156"	"HU_neg_157"	"HU_neg_158"	"HU_neg_163"	"HU_neg_170"	"HU_neg_171"	"QC1_011"	"HU_neg_172"	"HU_neg_173"	"HU_neg_174"	"HU_neg_175"	"HU_neg_178"	"HU_neg_179"	"HU_neg_180"	"HU_neg_181"	"HU_neg_182"	"QC1_012"	"HU_neg_184"	"HU_neg_185"	"HU_neg_186"	"HU_neg_189"	"HU_neg_192"	"HU_neg_196"	"QC1_013"	"HU_neg_200"	"HU_neg_201"	"HU_neg_202"	"HU_neg_204"	"HU_neg_207"	"HU_neg_208"	"HU_neg_209"	"QC1_014"	"QC1_001_b2"	"HU_neg_022_b2"	"HU_neg_076_b2"	"HU_neg_166_b2"	"HU_neg_114_b2"	"HU_neg_190_b2"	"HU_neg_139_b2"	"HU_neg_096_b2"	"HU_neg_058_b2"	"HU_neg_031_b2"	"QC1_002_b2"	"HU_neg_039_b2"	"HU_neg_087_b2"	"HU_neg_143_b2"	"HU_neg_162_b2"	"HU_neg_102_b2"	"HU_neg_188_b2"	"HU_neg_095_b2"	"HU_neg_062_b2"	"QC1_003_b2"	"HU_neg_063_b2"	"HU_neg_011_b2"	"HU_neg_074_b2"	"HU_neg_122_b2"	"HU_neg_142_b2"	"HU_neg_030_b2"	"HU_neg_187_b2"	"HU_neg_167_b2"	"HU_neg_113_b2"	"QC1_004_b2"	"HU_neg_081_b2"	"HU_neg_014_b2"	"HU_neg_206_b2"	"HU_neg_119_b2"	"HU_neg_033_b2"	"HU_neg_067_b2"	"HU_neg_140_b2"	"HU_neg_164_b2"	"HU_neg_193_b2"	"HU_neg_112_b2"	"QC1_005_b2"	"HU_neg_097_b2"	"HU_neg_056_b2"	"HU_neg_195_b2"	"HU_neg_135_b2"	"HU_neg_159_b2"	"HU_neg_070_b2"	"HU_neg_038_b2"	"HU_neg_026_b2"	"QC1_006_b2"	"HU_neg_098_b2"	"HU_neg_115_b2"	"HU_neg_137_b2"	"HU_neg_019_b2"	"HU_neg_073_b2"	"HU_neg_168_b2"	"HU_neg_191_b2"	"HU_neg_040_b2"	"HU_neg_046_b2"	"QC1_007_b2"	"HU_neg_103_b2"	"HU_neg_015_b2"	"HU_neg_053_b2"	"HU_neg_121_b2"	"HU_neg_183_b2"	"HU_neg_199_b2"	"HU_neg_042_b2"	"HU_neg_075_b2"	"QC1_008_b2"	"HU_neg_203_b2"	"HU_neg_024_b2"	"HU_neg_082_b2"	"HU_neg_169_b2"	"HU_neg_129_b2"	"HU_neg_057_b2"	"HU_neg_035_b2"	"HU_neg_194_b2"	"HU_neg_145_b2"	"HU_neg_104_b2"	"QC1_009_b2"	"HU_neg_177_b2"	"HU_neg_025_b2"	"HU_neg_080_b2"	"HU_neg_117_b2"	"HU_neg_136_b2"	"HU_neg_197_b2"	"HU_neg_036_b2"	"HU_neg_054_b2"	"HU_neg_085_b2"	"QC1_010_b2"	"HU_neg_160_b2"	"HU_neg_092_b2"	"HU_neg_023_b2"	"HU_neg_124_b2"	"HU_neg_147_b2"	"HU_neg_205_b2"	"HU_neg_084_b2"	"HU_neg_120_b2"	"HU_neg_198_b2"	"QC1_011_b2"	"HU_neg_045_b2"	"HU_neg_029_b2"	"HU_neg_069_b2"	"HU_neg_155_b2"	"HU_neg_106_b2"	"HU_neg_146_b2"	"HU_neg_128_b2"	"QC1_012_b2"
+"M53T345"	42779.3721121841	15074.1968224961	27606.1785823935	19852.1617880405	52602.4518881409	0	79597.5040896563	17656.125836332	14442.9490502211	138869.981260119	32761.0927210332	0	122734.450361837	0	0	166910.294593527	156294.989437752	202048.894588891	109383.253873075	0	62456.6025907225	39365.5200417267	111628.134234755	119125.737447368	33089.1407089231	101475.563434966	0	50574.1059385567	97324.7117260035	45957.8534136242	0	81739.3213397075	68762.047406909	58300.6616291019	77304.0740671995	39891.7167254028	70113.9653518234	324095.722803516	133731.673403656	75174.3515363374	55077.1297019528	97614.4270171876	16451.936108592	3356.88223480915	129051.012407321	19318.4607431544	66489.3976696218	0	34952.655496657	104405.718527173	0	0	11376.4990687903	201363.458875403	53038.6002706044	15623.3191735135	15307.3858104395	173125.271502381	39311.9643483841	42201.3471976341	125605.094512501	16850.0458863669	77027.7156161627	63418.8045298051	57609.2944968765	0	0	26759.0897120217	41201.5764976749	60003.2422350001	71379.8656593745	140488.02837844	0	0	63904.6422756576	0	0	46444.4472560159	0	133050.505744111	71922.7087055791	34024.8872562035	23296.3697971045	112248.821349943	7281.80767734402	80503.9282582037	116853.454072959	0	15715.3656644528	13501.1750853166	0	0	34790.8383200151	50903.4631485676	18178.2822666866	0	19291.7543432818	145864.073038587	327856.553519341	88779.4532344694	53548.9181853753	45323.8674006253	70255.9170698027	70338.8820868401	7445.09180273148	0	11537.1503670733	30539.9524463939	13751.8470705806	0	46071.9046550556	115213.313656053	242504.84845049	76993.4202965722	45701.9696263292	11636.4385653808	163760.957875028	44635.5565011489	16720.9351857044	0	63794.3141034039	37315.9082250007	0	288547.029214583	24416.5856652005	35729.8639008515	10515.5764270506	76355.632105229	141624.796404688	99004.8338613304	47529.5296445899	67682.9480062498	109533.235214689	86750.2854265639	81500.0332813502	30203.1774037103	0	38116.878692934	27464.23675278	31574.4698119512	28029.5392882486	266567.924722788	0	137379.69631953	73161.5468267049	100363.716294357	169416.503684168	96774.2553945622	0	0	86792.4185990002	0	194943.106483374	52377.6778415624	57239.1086420679	11111.7940288205	49184.6089546871	37964.701969671	0	7710.99213346779	141055.660240312	85212.188193554	41057.3032734392	51850.1227816409	34730.2595927705	0	0	116069.06389453	104988.763487435	27880.3296645443	59221.8627847941	0	27870.5742935985	38865.7533030329	10481.7334875814	0	0	0	0	31365.838986348	20485.2897656248	0	82763.310014777	30682.9417530079	75434.5733816422	26103.5462189647	0	0	65565.3262386724	69292.4978531154	59851.802610015	24289.0175676284	0	9325.69105619338	0	41487.574488751	28690.7847895969	0	14290.5887414608	18165.5568287962	35313.0312018322	124504.798784676	78936.2911380479	0	6590.35853962933	53856.3278695298	49865.3668954824	17282.6925794145	0	263902.010082523	5240.22654410753	63811.8176318364	0	13895.6316613817	112281.328905804	0
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/test-data/input-determinebc-sampleMetadata.tsv	Tue May 02 09:47:22 2017 -0400
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+HU_neg_191_b2	sample	89	ne2
+HU_neg_040_b2	sample	90	ne2
+HU_neg_046_b2	sample	91	ne2
+QC1_007_b2	pool	92	ne2
+HU_neg_103_b2	sample	95	ne2
+HU_neg_015_b2	sample	96	ne2
+HU_neg_053_b2	sample	97	ne2
+HU_neg_121_b2	sample	99	ne2
+HU_neg_183_b2	sample	101	ne2
+HU_neg_199_b2	sample	102	ne2
+HU_neg_042_b2	sample	103	ne2
+HU_neg_075_b2	sample	104	ne2
+QC1_008_b2	pool	105	ne2
+HU_neg_203_b2	sample	108	ne2
+HU_neg_024_b2	sample	109	ne2
+HU_neg_082_b2	sample	110	ne2
+HU_neg_169_b2	sample	111	ne2
+HU_neg_129_b2	sample	112	ne2
+HU_neg_057_b2	sample	113	ne2
+HU_neg_035_b2	sample	114	ne2
+HU_neg_194_b2	sample	115	ne2
+HU_neg_145_b2	sample	116	ne2
+HU_neg_104_b2	sample	117	ne2
+QC1_009_b2	pool	118	ne2
+HU_neg_177_b2	sample	121	ne2
+HU_neg_025_b2	sample	123	ne2
+HU_neg_080_b2	sample	124	ne2
+HU_neg_117_b2	sample	125	ne2
+HU_neg_136_b2	sample	126	ne2
+HU_neg_197_b2	sample	127	ne2
+HU_neg_036_b2	sample	128	ne2
+HU_neg_054_b2	sample	129	ne2
+HU_neg_085_b2	sample	130	ne2
+QC1_010_b2	pool	131	ne2
+HU_neg_160_b2	sample	134	ne2
+HU_neg_092_b2	sample	136	ne2
+HU_neg_023_b2	sample	137	ne2
+HU_neg_124_b2	sample	138	ne2
+HU_neg_147_b2	sample	139	ne2
+HU_neg_205_b2	sample	140	ne2
+HU_neg_084_b2	sample	141	ne2
+HU_neg_120_b2	sample	142	ne2
+HU_neg_198_b2	sample	143	ne2
+QC1_011_b2	pool	144	ne2
+HU_neg_045_b2	sample	148	ne2
+HU_neg_029_b2	sample	149	ne2
+HU_neg_069_b2	sample	150	ne2
+HU_neg_155_b2	sample	151	ne2
+HU_neg_106_b2	sample	154	ne2
+HU_neg_146_b2	sample	155	ne2
+HU_neg_128_b2	sample	156	ne2
+QC1_012_b2	pool	157	ne2
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/test-data/output-batchcorrection-dataMatrix.tsv	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,114 @@
+dataMatrix	QC1_001	HU_022	HU_076	HU_166	HU_114	HU_190	HU_139	HU_096	HU_058	HU_031	QC1_002	HU_039	HU_087	HU_143	HU_162	HU_102	HU_188	HU_095	HU_062	QC1_003	HU_063	HU_011	HU_074	HU_122	HU_142	HU_030	HU_187	HU_167	HU_113	QC1_004	HU_081	HU_014	HU_206	HU_119	HU_033	HU_067	HU_140	HU_164	HU_193	HU_112	QC1_005	HU_097	HU_056	HU_195	HU_135	HU_159	HU_070	HU_038	HU_026	QC1_006	HU_098	HU_115	HU_137	HU_019	HU_073	HU_168	HU_191	HU_040	HU_046	QC1_007	HU_103	HU_015	HU_053	HU_121	HU_183	HU_199	HU_042	HU_075	QC1_008	HU_203	HU_024	HU_082	HU_169	HU_129	HU_057	HU_035	HU_194	HU_145	HU_104	QC1_009	HU_177	HU_025	HU_080	HU_117	HU_136	HU_197	HU_036	HU_054	HU_085	QC1_010	HU_160	HU_092	HU_023	HU_124	HU_147	HU_205	HU_084	HU_120	HU_198	QC1_011	HU_045	HU_029	HU_069	HU_155	HU_106	HU_146	HU_128	QC1_012
+met_001	25803075.7934692	22245824.2847269	33362554.2191462	33928934.4345858	38807014.0133696	3717738.65900104	31219859.2933296	6291.31363707351	15131230.5632725	8756547.00256203	25856701.6650235	59056979.1889069	29050997.1320749	13803382.5181896	58821588.2685604	25572860.8589489	4186241.20057895	24196855.2209286	8227264.66573771	25428773.6793063	14045498.2763384	9414858.01334612	10423851.438681	44437723.8111921	2879783.59900579	20152143.5369082	1704640.52100938	19249095.9866807	8052735.84029288	25401278.6667381	6425412.11717836	4483638.76404864	51444905.2526968	13543480.6520335	37044229.888368	10617590.3611776	9120431.09064855	15241202.9006152	2261599.30730485	58759423.0611775	26517342.9796032	30719184.4007157	33192502.7071917	22068493.5017958	33303157.4776968	34172633.7472131	18579133.8342916	1736830.6196864	5469159.08340882	26028583.3459301	37001411.617135	20692573.3989206	13816252.639442	34870261.9550916	23892218.629954	1872945.84405521	15426635.7603488	18162831.6252458	26102769.1872127	25361346.9657174	21929943.0837876	18078624.5109582	6840325.5118984	4298370.91012195	31509926.1754072	8295287.27846444	17172834.9582154	39707893.629551	25130983.0149321	6717913.82352372	25692029.3204722	20419104.2428675	30597753.5063953	34746369.1892372	21024347.449302	48531513.7571104	23734467.4540775	33698127.9888684	32655993.753639	25846652.7556179	20639166.0088837	16756757.7249078	13706617.4203876	17909520.861204	10313589.4233512	3496125.9541859	60226584.6603481	27630414.5917129	31789128.6314396	25532528.4031233	504295.340317393	22972884.1487623	19702043.0659849	43164491.123306	33921240.1948793	25973242.5446075	23840326.3610582	1969203.08687009	33932726.7881634	26901619.9379972	13650110.0854526	44632793.1211613	37583231.5063693	20143805.8172678	48458875.6355475	26748923.8912103	68078552.6187057	24997128.5325153
+met_002	18733622.4121993	9610714.57965993	24275813.6999091	25847057.3745696	24947283.7601687	1423097.122946	20742232.7047708	45452.5705507721	10215310.6474844	5672975.2543946	18050231.7934152	43362560.6525127	22514809.2661231	10349051.5414914	48192375.6131067	16695513.6708099	2675773.81516617	18930420.3286806	3921078.03495049	19234141.2742445	8425289.97232181	4805183.87633365	8700758.02537088	26978338.4524019	689420.717332801	11168038.570606	1063787.26606082	18897743.6167054	3482719.94279234	18869997.188431	1524961.04944888	2820831.69737027	36792629.0197586	19875448.8680594	30621776.9377938	8020404.73929573	3508706.85006505	9712180.2063126	2476600.44425196	36796698.0155182	18383172.8975158	20030292.2095366	28420783.034872	15738173.1376331	18707849.3261424	26475198.0402705	12514954.7774325	1827949.32969507	10372154.4272829	18847233.3554353	27866491.9445067	13948235.1453217	8412641.28884851	28087583.1927401	17915114.1791026	1115150.68457987	15600658.6295136	12481472.3346767	16615464.9590619	18318989.4193656	13282366.2522553	20247449.1816865	6307817.92544131	2473501.72891451	21331736.790259	4248183.31283758	8831209.30602942	30167422.2374754	18446675.1074117	4870390.45834935	17272393.7800738	12115844.3854106	37838671.3549049	24578647.3453827	12576530.043839	38821007.8916729	14918987.221712	16276773.2164009	21233018.154724	19136021.9919222	9400183.58057162	12542982.1328679	6306912.91844588	12911814.5121544	6689485.86631368	674602.07844137	51043256.677418	23737519.6779297	23295262.7648037	18768418.0053805	1334583.73597841	19352280.2354814	16788721.3602632	22060509.8618984	37497312.2871331	17115387.3066589	19369297.961345	369783.176344102	20464081.235087	19252786.192493	9349280.31420263	31503254.5224025	27107438.2824431	20461599.222412	32465411.2134117	23787399.9801255	41488770.391049	17919239.652186
+met_003	4778904.708469	8321593.73262689	6282725.73154528	8817230.06922691	8841714.31416625	167737.839250301	12316743.2839794	NA	3995300.67738337	1009370.52206468	5542708.88074106	8952961.27091115	8005777.96662427	2698703.75749928	12887397.7860527	5901775.53443865	400092.30764924	4350262.11937583	905408.443286938	5194285.85613204	4083459.69093816	870514.145102677	2152849.55410428	13721776.0793011	78085.1990410156	4418793.73026172	121739.740426593	3132567.12407928	704165.255444612	5228586.36094714	917647.220915657	1109555.2269576	16164083.8160006	6673520.7320792	7626607.49643956	1840255.27665882	1315510.39130809	455940.621960695	957981.918193957	20087046.6215634	4984459.07289544	4999014.81604525	5724028.47611399	3751993.47183535	5970279.09777181	11456972.0477201	4617363.99971197	686229.567647423	312565.982394466	5172504.15717413	6061875.52164521	5512944.50534057	2875130.24124018	4430542.51136985	4550828.94744674	301086.689358867	2477637.18828612	4437744.63846804	7413480.05332944	5519298.49263623	3169167.54411178	2570397.49437179	2534494.78138446	429679.4475561	4625727.25831355	910188.442678784	2411442.68721674	7304379.85950291	4604590.73484601	1226866.74944348	4180121.85011741	6186243.53141144	4972057.68341644	10996305.1926989	6782121.60266908	9169335.67646044	8959049.24702056	6887272.85451964	7165027.07379546	5086546.49950148	7433806.53196334	2648138.54528904	1064180.00757449	3046623.32394915	1423175.18076544	101444.02506851	20595399.5264515	5684987.69930753	7389624.81132536	4802172.93254546	NA	3742993.2286086	7618618.16740444	8761112.14128071	12305325.5011163	7199260.81082526	3399786.17550035	53933.1582194023	6685340.19504491	5229269.72153939	4764628.24509895	14279587.4422643	9873478.69537573	2633488.71827336	18461150.8665865	6328721.45684095	20073659.9111122	5303542.29707729
+met_004	17794293.8735081	22807733.5569224	15854633.1275134	621036.333350336	23308516.4255639	438510.033333387	34394210.2957845	13984.9449948478	19100798.2487551	1958469.2883676	18084633.8107825	28868204.6832861	23239671.8815024	9970223.41562386	29910459.704486	22729058.475211	3570592.16571126	16917035.6449875	6629644.65777113	18672724.1060418	15256740.9689841	1898468.85963789	12313809.8912313	38291537.6021229	588524.060762819	9742155.88663981	761659.074489974	18299195.7303403	2703857.62856548	18587769.8453956	2535906.89560089	4864427.52379535	24251065.1237797	30444188.5374637	23253155.2502713	5244221.3842484	3261605.2394005	15344097.9501382	5370384.91508075	48985205.2456935	18230431.566831	13411734.3057951	20737647.0295497	12768408.0415166	12469574.0809307	34197615.7067577	16966865.5820297	3782491.20888798	12582750.6609255	18191913.2717147	24912339.6846156	22826165.423208	10598224.9278058	15942459.7019378	8348695.92276633	3173318.72954067	14382665.6436416	21001913.3488662	22543480.8308715	18879436.9780274	10955220.8592855	9485271.91668875	9664713.86640465	4134442.77618546	20145716.5820375	3049626.860899	8594055.6747	20363115.3578053	16652608.2900284	5414927.23100655	14087166.8056463	12112683.2409828	19673033.3184226	31173838.4499138	14686940.6692255	27631583.0901255	17867235.1436744	14253081.3245111	17016435.6679223	17503659.1474941	19394322.8715885	8092649.36229238	6548796.86891195	17026257.4092062	9385049.15741126	313040.776128002	32841551.9945153	17039025.5355054	20142884.2980857	18070968.5160268	1358899.59301611	7355087.47260012	24029987.6304125	10406398.7532898	15370791.2614373	15847371.6900899	19504650.2455573	105998.88695721	11402096.3417354	18048278.2494685	15748993.7765525	25832591.287735	17081160.9240173	12072500.5246618	30214029.6913737	17461216.2043165	36251745.119605	18642351.0728471
+met_005	161114.123767047	133933.322873204	98274.7108468394	642602.05576694	223550.047127051	73669.8089822882	58240.410351863	NA	6402.23205527168	493397.513724768	173994.793370765	102280.819054213	180405.724457533	149751.927826541	205785.759680191	209017.249235244	38457.7256850032	20904.2334514936	646068.22480545	182522.858625917	334190.157268916	133805.514560403	159273.093775931	325247.39145051	220573.746536674	218122.579161605	192465.075685404	94435.2957892673	74730.6029521196	171418.157412875	59497.8328065126	648904.71905497	736405.619481317	520018.432794255	154745.944678534	23741.5835598408	180065.422813155	33346.0160571652	33073.8060771722	296007.811246745	144848.279768575	34128.4812909014	104731.030400812	69062.7450330251	136239.785722945	205603.600823339	123335.970110136	14541.9516526035	104989.751441048	176400.7295433	348561.074074567	231140.018853612	143124.821271607	83459.0970274129	64455.2548181335	51043.3059126698	23842.2031091841	79469.7682780039	105601.203664546	166710.131346811	308189.711625666	71573.1489236432	45038.4527203613	26277.4488423653	109651.621092218	467524.727967013	276473.721564033	165067.452527302	186121.492162992	45086.5934385701	114188.879064367	194010.877084368	68242.1843097468	131938.685358732	178491.851696905	331603.174600713	8917.74638251547	172692.112575852	161054.095479596	180527.633626521	215362.388607462	132423.218439289	354119.625640746	325329.337182286	71844.6515702429	201180.945378485	166866.828415336	372923.176602767	268810.032308667	134350.028049889	343433.393537604	149582.884788516	15683.7719574737	162958.452083867	67199.6897999027	48671.8952121108	384956.390578337	210532.148930015	433712.380566361	149740.980741513	39250.2144818339	60566.7003975278	121067.191842176	414436.606841064	338738.127147468	61577.5107793952	969651.038764883	195897.952868552
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+met_111	829000.28997595	621330.988744865	450740.709470865	2282077.67453648	1942259.22615969	1599738.15705569	1773016.86671848	NA	455251.31893667	502025.800582396	875771.501944033	403461.492354442	1568966.83957551	751403.630730766	358967.800839651	533331.136206212	274215.114572557	952059.984434005	535463.221190266	866726.591517779	1316679.62612104	438804.876083318	539543.133894599	1084498.49798105	1574773.63499868	597622.682446737	221497.369896048	379590.645665412	1844298.69664545	870937.442830778	2356166.75195693	164311.529003331	349459.801477914	823428.847301445	2107084.32750251	669378.01382843	150733.348803707	523911.746625199	744024.061805947	2599962.04012818	856833.824741266	284883.086861231	591043.736673909	642323.237630858	1907003.50488254	469450.994570684	196339.885602822	125002.9600286	672404.048261206	860929.784369575	679927.541258647	654929.477989829	1540739.95309163	410562.903519911	1989289.6989242	679559.976464001	1057930.49563655	1224273.21983297	780153.428304949	851459.59548852	426594.142639599	729634.719366778	264295.457609759	839697.679793717	694220.121072861	1180742.63583948	556486.258026036	974617.45493391	802529.952244419	1617802.85361309	1157452.28225789	1134009.02893168	950763.050806536	452631.049787301	469184.972536049	963758.139805117	143691.091476743	1622088.74186515	1078521.16384775	909801.613197758	1539788.40006757	1405057.03024695	1446597.07759849	859101.558136012	142383.112819682	2589391.88056521	977785.384695409	1054180.33235713	1090979.33590343	813748.203006604	1229309.49062481	1608619.81571132	292076.848877472	863039.358844594	1515390.49822307	720835.420170901	443982.812394315	977783.054388112	479678.805085766	861454.511172265	399179.581453245	537468.992122009	1341168.53297045	356665.05278084	1077581.84947797	699378.392150834	2180156.83550866	859740.908081678
+met_112	4538260.07332924	1997603.63759386	3101105.23740388	8676705.07693322	4499120.50413992	2300186.26663146	6028064.84593985	NA	2491991.86068611	4936389.92875914	3934368.63868677	3223602.52806592	5758560.31329564	4068603.841081	3020876.08310117	2092201.98947378	1414128.60450223	3564589.34919401	4454519.51899205	4111395.21282403	6506628.04141497	1638924.06694788	4704057.12477128	3783706.68101197	6398699.60280182	2814042.19687001	1380804.4721669	2762753.71246615	5605197.20586148	4482681.39654663	8211280.3603205	1649600.0418054	3908924.69185977	3874350.9274596	7338556.35476537	4151528.10101192	2487779.1011633	2870763.03704328	4304219.62588264	9393649.7874239	4176141.32094111	2629914.41305345	2699719.51441013	4108774.30717426	7046808.49106602	2534899.22779241	2209294.01128173	993612.490501395	3466629.03422472	4284484.51427465	4707978.58556783	2496536.33382371	4076646.32542001	3524390.53123507	9275598.64644259	2759480.08076153	3366878.58611063	6050319.56436356	2714865.54936974	4174949.54971015	3275325.72458992	4267918.90420684	923327.926460122	3170959.29947981	4492717.85645683	5139744.91372233	3863471.57733796	6886498.45100012	4428439.83785168	6371944.02729372	3112777.74911802	5514644.81005529	5808375.07378356	3308682.79888993	4771946.46729538	8144361.80783535	3409974.53680361	3500477.92909192	2617203.28223743	4414062.2820156	3812798.14081105	4585421.2045072	8793172.67675604	4637139.66088434	943790.950209665	8994466.91015319	4615134.45758878	5559998.73571828	6145353.55124427	4289798.20115878	2893421.75793062	7849317.9231938	1717519.10857095	5494016.27783925	4286547.30565284	4216165.66988365	2612752.98298915	3584586.08196358	7009045.08682862	4480360.79775925	1797914.42775286	2958118.63205771	5180419.78048592	2965412.74263722	6867343.34574981	4060369.23068331	4489646.44698815	4072790.12794517
+met_113	1008565.5752504	1158567.63903145	529830.796502162	889814.888535702	1448388.21917358	1841757.04389807	1322567.71170675	NA	1170273.11749264	999795.60192758	1036645.09275775	980543.484756615	763711.435143932	409322.220596871	2009596.78032114	775776.680204633	262459.955623623	1536763.6397872	1026146.72109141	1089130.8837249	1650573.81412147	605567.758060381	1445318.28337213	1682617.78861332	1492151.26331285	987383.80646001	235646.175796624	177370.54091637	1706438.13091351	986114.199693531	2476280.35702388	408095.520330724	1210422.14154099	804240.996639918	1409699.96479546	692439.380275386	741562.342086506	493209.987837817	894850.612050541	1187806.75778047	982531.920495763	861473.583014974	985392.332655452	457279.162538855	1071029.24363867	389141.615930624	1086237.1583117	101822.549704857	412116.995986363	1117205.58522017	666034.618948003	1656278.0882703	1017055.12392107	670681.845781125	764619.55232811	232557.596158996	1001461.99426945	759811.792469226	992902.332619325	991708.040046475	928839.397680866	759923.801127517	228428.464322441	389332.254437437	380456.756714177	1074125.13525503	2155924.49102891	1438928.10254248	1018035.38268366	586120.199558703	550305.983321682	1070444.71972962	98540.2137253375	470324.959918036	1053661.68418953	1347955.77809265	1794698.05572542	1839129.91193994	447039.267881417	1038365.31754997	1008450.35781633	772534.824283954	1889746.64026194	1309455.69768566	131302.851803826	1491241.59783436	725369.21239059	1515316.3946072	919122.079000583	997990.2905651	207287.048524534	1060150.0355142	471509.506822373	986177.685439062	17093346.8989243	1547984.63462982	439051.348344737	1157749.50227074	1088849.75286227	1082199.05099702	367690.017886928	712227.420096786	755882.247545083	307899.905156455	3473142.11220125	846374.452146134	1288272.54990407	1001712.70994295
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batchcorrection-57edfd3943ab/test-data/output-determinebc-preNormSummary.txt	Tue May 02 09:47:22 2017 -0400
@@ -0,0 +1,11 @@
+labion	batch.1.linear	batch.1.loess	batch.1.lowess	batch.2.linear	batch.2.loess	batch.2.lowess
+M53T345	0	0	0	0	0	0
+M58T69	0	0	0	0	0	0
+M59T246	0	0	0	5	0	0
+M59T62	0	0	0	3	3	3
+M59T270	0	0	0	0	0	0
+M62T56	0	0	0	0	0	0
+M64T348	0	0	0	0	0	0
+M64T379	0	0	0	0	0	0
+M65T347	5	0	0	5	0	0
+M65T379	0	0	0	0	0	0
--- a/batchcorrection/Normalisation_QCpool.r	Thu Mar 02 03:38:08 2017 -0500
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,437 +0,0 @@
-# Author: jfmartin
-# Modified by : mpetera
-###############################################################################
-# Correction of analytical effects inter and intra batch on intensities using quality control pooled samples (QC-pools)
-# according to the algorithm mentioned by Van der Kloet (J Prot Res 2009).
-# Parameters : a dataframe of Ions intensities and an other of samples? metadata which must contains at least the three following columns :
-#   "batch" to identify the batches of analyses ; need at least 3 QC-pools for linear adjustment and 8 for lo(w)ess adjustment
-#   "injectionOrder" integer defining the injection order of all samples : QC-pools and analysed samples
-#   "sampleType" indicates if defining a sample with "sample" or a QC-pool with "pool"
-# NO MISSING DATA are allowed
-# Version 0.91 insertion of ok_norm function to assess correction feasibility 
-# Version 0.92 insertion of slope test in ok_norm
-# Version 0.93 name of log file define as a parameter of the correction function
-# Version 0.94 Within a batch, test if all QCpools or samples values = 0. Definition of an error code in ok_norm function (see function for details)
-# Version 0.99 include non linear lowess correction. 
-# Version 1.00 the corrected result matrix is return transposed in Galaxy
-# Version 1.01 standard deviation=0 instead of sum of value=0 is used to assess constant data in ok_norm function. Negative values in corrected matrix are converted to 0. 
-# Version 1.02 plotsituation create a result file with the error code of non execution of correction set by function ok_norm
-# Version 1.03 fix bug in plot with "reg" option. suppression of ok_norm=4 condition if ok_norm function
-# Version 2.00 Addition of loess function, correction indicator, plots ; modification of returned objects' format, some plots' displays and ok_norm ifelse format
-# Version 2.01 Correction for pools negative values earlier in norm_QCpool
-# Version 2.10 Script refreshing ; vocabulary adjustment ; span in parameters for lo(w)ess regression ; conditionning for third line ACP display ; order in loess display
-# Version 2.11 ok1 and ok2 permutation (ok_norm) ; conditional display of regression (plotsituation) ; grouping of linked lignes + conditioning (normX) ; conditioning for CVplot
-# Version 2.20 acplight function added from previous toolBox.R [# Version 1.01 "NA"-coding possibility added in acplight function]
-# Version 2.30 addition of suppressWarnings() for known and controlled warnings ; suppression of one useless "cat" message ; change in Rdata names ; 'batch(es)' in cat
-# Version 2.90 change in handling of generated negative and Inf values
-# Version 2.91 Plot improvement
-
-ok_norm=function(qcp,qci,spl,spi,method) {
-  # Function used for one ion within one batch to determine whether or not batch correction is possible
-  # ok_norm values :
-  #   0 : no preliminary-condition problem
-  #   1 : standard deviation of QC-pools or samples = 0
-  #   2 : insufficient number of QC-pools within a batch (n=3 for linear, n=8 for lowess or loess)
-  #   3 : significant difference between QC-pools' and samples' means
-  #   4 : denominator =0 when on 1 pool per batch <> 0
-  #   5 : (linear regression only) the slopes ratio ?QC-pools/samples? is lower than -0.2
-  
-  ok=0
-  if (method=="linear") {minQC=3} else {minQC=8}
-  if (length(qcp)<minQC) { ok=2 
-  } else {
-    if (sd(qcp)==0 | sd(spl)==0) { ok=1 
-    } else {
-    cvp= sd(qcp)/mean(qcp); cvs=sd(spl)/mean(spl)
-    rttest=t.test(qcp,y=spl)
-    reslsfit=lsfit(qci, qcp)
-    reslsfitSample=lsfit(spl, spi)
-    ordori=reslsfit$coefficients[1]
-    penteB=reslsfit$coefficients[2]
-    penteS=reslsfitSample$coefficients[2]
-    # Significant difference between samples and pools
-    if (rttest$p.value < 0.01) { ok=3 
-    } else {
-      # to avoid denominator =0 when on 1 pool per batch <> 0
-      if (method=="linear" & length(which(((penteB*qci)+ordori)==0))>0 ){ ok=6 
-      } else {
-      # different sloop between samples and pools
-      if (method=="linear" & penteB/penteS < -0.20) { ok=5 }
-  }}}}
-  ok_norm=ok
-}
-
-plotsituation <- function (x, nbid,outfic="plot_regression.pdf", outres="PreNormSummary.txt",fact="batch",span="none") {
-    #	Check for all ions in every batch if linear or lo(w)ess correction is possible.
-    #	Use ok_norm function and create a file (PreNormSummary.txt) with the error code.
-    #	Also create a pdf file with plots of linear and lo(w)ess regression lines.
-    #	x: dataframe with ions in columns and samples in rows ; x is the result of concatenation of sample metadata file and ions file
-    #	nbid: number of samples description columns (id and factors) with at least : "batch","injectionOrder","sampleType"
-    #	outfic: name of regression plots pdf file
-    #	fact: factor to be used as categorical variable for plots and PCA.  
-    indfact	=which(dimnames(x)[[2]]==fact)
-    indtypsamp	=which(dimnames(x)[[2]]=="sampleType") 
-    indbatch	=which(dimnames(x)[[2]]=="batch")
-    indinject	=which(dimnames(x)[[2]]=="injectionOrder")
-    lastIon=dim(x)[2]
-    nbi=lastIon-nbid # Number of ions = total number of columns - number of identifying columns
-    nbb=length(levels(x$batch)) # Number of batch = number of levels of "batch" comlumn (factor)
-    nbs=length(x$sampleType[x$sampleType=="sample"])# Number of samples = number of rows with "sample" value in sampleType
-    pdf(outfic,width=27,height=7*ceiling((nbb+2)/3))
-    cat(nbi," ions ",nbb," batch(es) \n")
-    cv=data.frame(matrix(0,nrow=nbi,ncol=2))# initialisation de la dataset qui contiendra les CV
-    pre_bilan=matrix(0,nrow=nbi,ncol=3*nbb) # dataset of ok_norm function results	    
-    for (p in 1:nbi) {# for each ion
-        par (mfrow=c(ceiling((nbb+2)/3),3),ask=F,cex=1.2)
-        labion=dimnames(x)[[2]][p+nbid]
-        indpool=which(x$sampleType=="pool") # QCpools subscripts in x 
-        pools1=x[indpool,p+nbid]; cv[p,1]=sd(pools1)/mean(pools1)# CV before correction
-        for (b in 1:nbb) {# for each batch...
-            xb=data.frame(x[(x$batch==levels(x$batch)[b]),c(indtypsamp,indinject,p+nbid)])
-            indpb = which(xb$sampleType=="pool")# QCpools subscripts in the current batch
-            indsp = which(xb$sampleType=="sample")# samples subscripts in the current batch
-            indbt = which(xb$sampleType=="sample" | xb$sampleType=="pool")# indices de tous les samples d'un batch pools+samples  
-            normLinearTest=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="linear")
-            normLoessTest=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="loess")
-            normLowessTest=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="lowess")
-            #cat(dimnames(x)[[2]][p+nbid]," batch ",b," loess ",normLoessTest," linear ",normLinearTest,"\n")
-            pre_bilan[ p,3*b-2]=normLinearTest
-            pre_bilan[ p,3*b-1]=normLoessTest
-            pre_bilan[ p,3*b]=normLowessTest
-          if(length(indpb)>1){
-            if(span=="none"){span1<-1 ; span2<-2*length(indpool)/nbs}else{span1<-span ; span2<-span}
-            resloess=loess(xb[indpb,3]~xb[indpb,2],span=span1,degree=2,family="gaussian",iterations=4,surface="direct") 
-            resloessSample=loess(xb[indsp,3]~xb[indsp,2],span=2*length(indpool)/nbs,degree=2,family="gaussian",iterations=4,surface="direct") 
-            reslowess=lowess(xb[indpb,2],xb[indpb,3],f=span2)
-            reslowessSample=lowess(xb[indsp,2],xb[indsp,3])
-            liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3])
-            plot(xb[indsp,2],xb[indsp,3],pch=16, main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup))
-            points(xb[indpb,2], xb[indpb,3],pch=5)
-            points(cbind(resloess$x,resloess$fitted)[order(resloess$x),],type="l",col="green3")
-            points(cbind(resloessSample$x,resloessSample$fitted)[order(resloessSample$x),],type="l",col="green3",lty=2)
-            points(reslowess,type="l",col="red"); points(reslowessSample,type="l",col="red",lty=2)
-            abline(lsfit(xb[indpb,2],xb[indpb,3]),col="blue")
-            abline(lsfit(xb[indsp,2],xb[indsp,3]),lty=2,col="blue")
-            legend("topleft",c("pools","samples"),lty=c(1,2),bty="n")
-            legend("topright",c("linear","lowess","loess"),lty=1,col=c("blue","red","green3"),bty="n")
-          }
-        }
-# series de plot avant et apres correction
-minval=min(x[p+nbid]);maxval=max(x[p+nbid])
-plot( x$injectionOrder, x[,p+nbid],col=x$batch,ylim=c(minval,maxval),ylab=labion,
-      main=paste0("before correction (CV for pools = ",round(cv[p,1],2),")"))
-suppressWarnings(plot.design( x[c(indtypsamp,indbatch,indfact,p+nbid)],main="factors effect before correction"))
-    }
-dev.off()
-pre_bilan=data.frame(pre_bilan)
-labion=dimnames(x)[[2]][nbid+1:nbi]
-for (i in 1:nbb) {
-  dimnames(pre_bilan)[[2]][3*i-2]=paste("batch",i,"linear")
-  dimnames(pre_bilan)[[2]][3*i-1]=paste("batch",i,"loess")
-  dimnames(pre_bilan)[[2]][3*i]=paste("batch",i,"lowess")
-}
-bilan=data.frame(labion,pre_bilan)
-write.table(bilan,file=outres,sep="\t",row.names=F,quote=F)
-}
-
-
-normlowess=function (xb,detail="no",vref=1,b,span=NULL) {
-  #	Correction function applied to 1 ion in 1 batch. Use a lowess regression computed on QC-pools in order to correct samples intensity values
-  #	xb : dataframe for 1 ion in columns and samples in rows.
-  # vref : reference value (average of ion)
-  # b : batch subscript
-  # nbid: number of samples description columns (id and factors) with at least : "batch","injectionOrder","sampleType"
-  indpb = which(xb$sampleType=="pool") # pools subscripts of current batch
-  indsp = which(xb$sampleType=="sample") # samples of current batch subscripts
-  indbt = which(xb$sampleType=="sample" | xb$sampleType=="pool");# batch subscripts of all samples and QC-pools
-  labion=dimnames(xb)[[2]][3]
-  newval=xb[[3]] # initialisation of corrected values = intial values
-  ind <- 0 # initialisation of correction indicator
-  normTodo=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="lowess")
-  #cat("batch:",b," dim xb=",dim(xb)," ok=",normTodo,"\n")
-  if (normTodo==0) {
-    if(length(span)==0){span2<-2*length(indpb)/length(indsp)}else{span2<-span}
-    reslowess=lowess(xb[indpb,2],xb[indpb,3],f=span2) # lowess regression with QC-pools 
-    px=xb[indsp,2];  # vector of injectionOrder values only for samples  
-    for(j in 1:length(indbt)) {	 
-      if (xb$sampleType[j]=="pool") {
-        if (reslowess$y[which(indpb==j)]==0) reslowess$y[which(indpb==j)] <- 1
-        newval[j]=(vref*xb[j,3]) / (reslowess$y[which(indpb==j)])} 
-      else { # for samples, the correction value cor correspond to the nearest QCpools 
-        cor= reslowess$y[which(abs(reslowess$x-px[which(indsp==j)])==min(abs(reslowess$x - px[which(indsp==j)])))]
-        if (length(cor)>1) {cor=cor[1]}
-        if (cor <= 0) {cor=vref} # no modification of initial value
-        newval[j]=(vref*xb[j,3]) / cor
-      }
-    }
-    if (detail=="reg") {
-      liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3])
-      plot(xb[indsp,2],xb[indsp,3],pch=16,main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup))
-      points(xb[indpb,2], xb[indpb,3],pch=5)
-      points(reslowess,type="l",col="red")
-    }
-    ind <- 1
-  } else {# if ok_norm <> 0 , we perform a correction based on batch samples average
-    moySample=mean(xb[indsp,3]);if (moySample==0) moySample=1
-    newval[indsp] = (vref*xb[indsp,3])/moySample
-    if(length(indpb)>0){
-      moypool=mean(xb[indpb,3]) ; if (moypool==0) moypool=1
-      newval[indpb] = (vref*xb[indpb,3])/moypool
-    }
-  }
-  newval <- list(norm.ion=newval,norm.ind=ind)
-  return(newval)
-}
-
-normlinear <- function (xb,detail="no",vref=1,b,valneg=0) {
-  # Correction function applied to 1 ion in 1 batch.
-  # Use a linear regression computed on QC-pools in order to correct samples intensity values
-  # xb: dataframe with ions in columns and samples in rows; x is a result of concatenation of sample metadata file and ion file 
-  # nbid: number of sample description columns (id and factors) with at least "batch", "injectionOrder" and "sampleType"
-  # b: which batch it is
-  # valneg: to determine what to do with generated negative and Inf values
-  indpb = which(xb$sampleType=="pool")# pools subscripts of current batch
-  indsp = which(xb$sampleType=="sample")# samples of current batch subscripts
-  indbt = which(xb$sampleType=="sample" | xb$sampleType=="pool") # QCpools and samples of current batch subscripts
-  labion=dimnames(xb)[[2]][3]
-  newval=xb[[3]] # initialisation of corrected values = intial values	
-  ind <- 0 # initialisation of correction indicator
-  normTodo=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="linear")
-  if (normTodo==0) {
-    ind <- 1
-    reslsfit=lsfit(xb[indpb,2],xb[indpb,3])       # linear regression for QCpools 
-    reslsfitSample=lsfit(xb[indsp,2],xb[indsp,3]) # linear regression for samples
-    ordori=reslsfit$coefficients[1]
-    pente=reslsfit$coefficients[2]
-    if (detail=="reg") {
-      liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3])
-      plot(xb[indsp,2],xb[indsp,3],pch=16,
-           main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup))
-      points(xb[indpb,2], xb[indpb,3],pch=5)
-      abline(reslsfit)
-      abline(reslsfitSample,lty=2)
-    }
-    # correction with rescaling of ion global intensity (vref)
-    newval = (vref*xb[indbt,3]) / (pente * (xb[indbt,2]) + ordori)
-	newval[which((pente * (xb[indbt,2]) + ordori)<1)] <- -1 # to handle cases where 0<denominator<1
-	# handling if any negative values (or null denominators)
-	if(length(which((newval==Inf)|(newval<0)))!=0){
-	  toajust <- which((newval==Inf)|(newval<0))
-	  if(valneg=="NA"){
-	    newval[toajust] <- NA
-	  } else {
-	    newval[toajust] <- vref * (xb[indbt,3][toajust]) / mean(xb[indbt,3])
-    ### Other possibility
-	##  if(pente>0){ # slope orientation
-	##    newval[toajust]<-(vref*(xb[indbt,3][toajust]))/(pente*ceiling(-ordori/pente+1.00001)+ordori)
-	##  }else{
-	##    newval[toajust]<-(vref*(xb[indbt,3][toajust]))/(pente*floor(-ordori/pente-1.00001)+ordori)
-	##  }
-	  }
-	}
-  } else {# if ok_norm!=0 , we perform a correction based on batch samples average.
-    moySample=mean(xb[indsp,3]); if (moySample==0) moySample=1
-    newval[indsp] = (vref*xb[indsp,3])/moySample
-    if(length(indpb)>0){
-      moypool=mean(xb[indpb,3]) ; if (moypool==0) moypool=1
-      newval[indpb] = (vref*xb[indpb,3])/moypool
-    }
-  }
-  newval <- list(norm.ion=newval,norm.ind=ind)
-  return(newval)
-}
-
-
-normloess <- function (xb,detail="no",vref=1,b,span=NULL) {
-    #	Correction function applied to 1 ion in 1 batch. 
-    #   Use a loess regression computed on QC-pools in order to correct samples intensity values.
-    #	xb : dataframe for 1 ion in columns and samples in rows.
-    #   detail : level of detail in the outlog file.
-    #   vref : reference value (average of ion)
-    #   b : batch subscript
-    indpb = which(xb$sampleType=="pool") # pools subscripts of current batch
-    indsp = which(xb$sampleType=="sample") # samples of current batch subscripts
-    indbt = which(xb$sampleType=="sample" | xb$sampleType=="pool");# batch subscripts of all samples and QCpools
-    labion=dimnames(xb)[[2]][3]
-    newval=xb[[3]] # initialisation of corrected values = intial values
-    ind <- 0 # initialisation of correction indicator
-    normTodo=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="loess")
-    #cat("batch:",b," dim xb=",dim(xb)," ok=",normTodo,"\n")
-    if (normTodo==0) { 
-        if(length(span)==0){span1<-1}else{span1<-span}
-        resloess=loess(xb[indpb,3]~xb[indpb,2],span=span1,degree=2,family="gaussian",iterations=4,surface="direct") # loess regression with QCpools 
-        cor=predict(resloess,newdata=xb[,2])
-		    cor[cor<=1] <- 1 
-        newval=(vref*xb[,3]) / cor 
-        if(length(which(newval>3*(quantile(newval)[4])))>0){ # in this case no modification of initial value
-			newval <- xb[,3]} else {ind <- 1} # confirmation of correction
-        if ((detail=="reg")&(ind==1)) { # plot
-            liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3])
-            plot(xb[indsp,2],xb[indsp,3],pch=16,main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup))
-            points(xb[indpb,2], xb[indpb,3],pch=5)
-            points(cbind(resloess$x,resloess$fitted)[order(resloess$x),],type="l",col="red")
-        }
-    } 
-    if (ind==0) {# if ok_norm != 0 or if correction creates outliers, we perform a correction based on batch samples average
-      moySample=mean(xb[indsp,3]);if (moySample==0) moySample=1
-      newval[indsp] = (vref*xb[indsp,3])/moySample
-      if(length(indpb)>0){
-        moypool=mean(xb[indpb,3]) ; if (moypool==0) moypool=1
-        newval[indpb] = (vref*xb[indpb,3])/moypool
-      }
-    }
-    newval <- list(norm.ion=newval,norm.ind=ind)
-    return(newval)
-}
-
-
-
-norm_QCpool <- function (x, nbid, outlog, fact, metaion, detail="no", NormMoyPool=F, NormInt=F, method="linear",span="none",valNull="0")
-{
-  ### Correction applying linear or lo(w)ess correction function on all ions for every batch of a dataframe.
-  # x: dataframe with ions in column and samples' metadata
-  # nbid: number of sample description columns (id and factors) with at least "batch", "injectionOrder", "sampleType"
-  # outlog: name of regression plots and PCA pdf file
-  # fact: factor to be used as categorical variable for plots  
-  # metaion: dataframe of ions' metadata
-  # detail: level of detail in the outlog file. detail="no" ACP + boxplot of CV before and after correction.
-  #          detail="plot" with plot for all batch before and after correction.
-  #          detail="reg" with added plots with regression lines for all batches.
-  # NormMoyPool: not used
-  # NormInt: not used
-  # method: regression method to be used to correct : "linear" or "lowess" or "loess"
-  # valNull: to determine what to do with negatively estimated intensities
-	indfact		=which(dimnames(x)[[2]]==fact)
-	indtypsamp=which(dimnames(x)[[2]]=="sampleType")
-	indbatch	=which(dimnames(x)[[2]]=="batch")
-	indinject	=which(dimnames(x)[[2]]=="injectionOrder")
-	lastIon=dim(x)[2]
-	valref=apply(as.matrix(x[,(nbid+1):(lastIon)]),2,mean) # reference value for each ion used to still have the same rought size of values
-	nbi=lastIon-nbid # number of ions
-	nbb=length(levels(x$batch)) # Number of batch(es) = number of levels of factor "batch" (can be =1)
-	nbs=length(x$sampleType[x$sampleType=="sample"])# Number of samples 
-	nbp=length(x$sampleType[x$sampleType=="pool"])# Number of QCpools
-	Xn=data.frame(x[,c(1:nbid)],matrix(0,nrow=nbp+nbs,ncol=nbi))# initialisation of the corrected dataframe (=initial dataframe)
-  dimnames(Xn)=dimnames(x)
-	cv=data.frame(matrix(0,nrow=nbi,ncol=2))# initialisation of dataframe containing CV before and after correction
-	dimnames(cv)[[2]]=c("avant","apres")
-	if (detail!="reg" && detail!="plot" && detail!="no") {detail="no"}
-	pdf(outlog,width=27,height=20)
-	cat(nbi," ions ",nbb," batch(es) \n")
-	if (detail=="plot") {if(nbb<6){par(mfrow=c(3,3),ask=F,cex=1.5)}else{par(mfrow=c(4,4),ask=F,cex=1.5)}}
-  res.ind <- matrix(NA,ncol=nbb,nrow=nbi,dimnames=list(dimnames(x)[[2]][-c(1:nbid)],paste("norm.b",1:nbb,sep="")))
-	for (p in 1:nbi) {# for each ion
-	  labion=dimnames(x)[[2]][p+nbid]
-        if (detail == "reg") {if(nbb<6){par(mfrow=c(3,3),ask=F,cex=1.5)}else{par(mfrow=c(4,4),ask=F,cex=1.5)}}
-		indpool=which(x$sampleType=="pool")# QCpools subscripts in all batches
-		pools1=x[indpool,p+nbid]; cv[p,1]=sd(pools1)/mean(pools1)# CV before correction
-		for (b in 1:nbb) {# for every batch
-			indpb = which(x$batch==levels(x$batch)[b] & x$sampleType=="pool")# QCpools subscripts of the current batch	
-			indsp = which(x$batch==levels(x$batch)[b] & x$sampleType=="sample")# samples subscripts of the current batch
-      indbt = which(x$batch==levels(x$batch)[b] & (x$sampleType=="pool" | x$sampleType=="sample")) # subscripts of all samples
-      # cat(dimnames(x)[[2]][p+nbid]," indsp:",length(indsp)," indpb=",length(indpb)," indbt=",length(indbt)," ")
-			sub=data.frame(x[(x$batch==levels(x$batch)[b]),c(indtypsamp,indinject,p+nbid)])
-			if (method=="linear") { res.norm = normlinear(sub,detail,valref[p],b,valNull)
-			} else { if (method=="loess"){ res.norm <- normloess(sub,detail,valref[p],b,span)
-			  } else { if (method=="lowess"){ res.norm <- normlowess(sub,detail,valref[p],b,span)
-          } else {stop("\n--\nNo valid 'method' argument supplied.\nMust be 'linear','loess' or 'lowess'.\n--\n")}
-			}}
-			Xn[indbt,p+nbid] = res.norm[[1]]
-			res.ind[p,b] <- res.norm[[2]]
-			# CV batch test : if after normaliszation, CV before < CV after initial values are kept
-#  			moypoolRaw=mean(x[indpb,p+nbid])  ; if (moypoolRaw==0) moypoolRaw=1
-#			moySampleRaw=mean(x[indsp,p+nbid]); if (moySampleRaw==0) moySampleRaw=1
-#			moypool=mean(Xn[indpb,p+nbid]) ; if (moypool==0) moypool=1
-#			#moySample=mean(Xn[indsp,p+nbid]); if (moySample==0) moySample=1
-#			if (sd( Xn[indpb,p+nbid])/moypool>sd(x[indpb,p+nbid])/moypoolRaw) { 
-#					Xn[indpb,p+nbid] = (valref[p]*x[indpb,p+nbid])/moypoolRaw
-#					Xn[indsp,p+nbid] = (valref[p]*x[indsp,p+nbid])/moySampleRaw
-#			}
-		}	
-		Xn[indpool,p+nbid][Xn[indpool,p+nbid]<0] <- 0
-		pools2=Xn[indpool,p+nbid]; cv[p,2]=sd(pools2,na.rm=TRUE)/mean(pools2,na.rm=TRUE)# CV apres correction
-		if (detail=="reg" || detail=="plot" ) {
-		  	# plot before and after correction
-		  	minval=min(cbind(x[p+nbid],Xn[p+nbid]),na.rm=TRUE);maxval=max(cbind(x[p+nbid],Xn[p+nbid]),na.rm=TRUE)
-		  	plot( x$injectionOrder, x[,p+nbid],col=x$batch,ylab=labion,ylim=c(minval,maxval),
-              main=paste0("before correction (CV for pools = ",round(cv[p,1],2),")"))
-              points(x$injectionOrder[indpool],x[indpool,p+nbid],col="maroon",pch=".",cex=2)
-		  	plot(Xn$injectionOrder,Xn[,p+nbid],col=x$batch,ylab="",ylim=c(minval,maxval),
-             main=paste0("after correction (CV for pools = ",round(cv[p,2],2),")"))
-              points(Xn$injectionOrder[indpool],Xn[indpool,p+nbid],col="maroon",pch=".",cex=2)
-		  	suppressWarnings(plot.design( x[c(indtypsamp,indbatch,indfact,p+nbid)],main="factors effect before correction"))
-		  	suppressWarnings(plot.design(Xn[c(indtypsamp,indbatch,indfact,p+nbid)],main="factors effect after correction"))
-		}
-	}
-  ### Replacement of post correction negative values by chosen value
-	Xnn=Xn
-	for (i in c((nbid+1):dim(Xn)[2])) {
-	  cneg=which(Xn[[i]]<0)
-	  Xnn[[i]]=replace(Xn[[i]],cneg,as.numeric(valNull))
-	}
-  Xn=Xnn
-
-	if (detail=="reg" || detail=="plot" || detail=="no") {
-		if (nbi > 3) {
-			par(mfrow=c(3,4),ask=F,cex=1.2) # PCA Plot before/after, normed only and ions plot
-			acplight(x[,c(indtypsamp,indbatch,indtypsamp,indfact,(nbid+1):lastIon)],"uv",TRUE)
-			norm.ion <- which(colnames(Xn)%in%(rownames(res.ind)[which(rowSums(res.ind)>=1)]))
-			acplight(Xn[,c(indtypsamp,indbatch,indtypsamp,indfact,(nbid+1):lastIon)],"uv",TRUE,norm.ion)
-			if(length(norm.ion)>0){acplight(Xn[,c(indtypsamp,indbatch,indtypsamp,indfact,norm.ion)],"uv",TRUE)}
-			par(mfrow=c(1,2),ask=F,cex=1.2) # Before/after boxplot
-			cvplot=cv[!is.na(cv[[1]])&!is.na(cv[[2]]),]
-      if(nrow(cvplot)>0){
-			  boxplot(cvplot[[1]],ylim=c(min(cvplot),max(cvplot)),main="CV before correction")
-        boxplot(cvplot[[2]],ylim=c(min(cvplot),max(cvplot)),main="CV after correction")
-      }
-      dev.off()
-		}
-	}
-  if (nbi<=3) {dev.off()}
-  # transposed matrix is return  (format of the initial matrix with ions in rows)
-  Xr=Xn[,-c(1:nbid)]; dimnames(Xr)[[1]]=Xn[[1]]
-  Xr=t(Xr) ; Xr <- data.frame(ions=rownames(Xr),Xr)
-  
-  res.norm[[1]] <- Xr ; res.norm[[2]] <- data.frame(metaion,res.ind) ; res.norm[[3]] <- x[,c(1:nbid)]
-  names(res.norm) <- c("dataMatrix","variableMetadata","sampleMetadata")
-  return(res.norm)
-}
-
-
-
-
-
-acplight <- function(ids, scaling="uv", indiv=FALSE,indcol=NULL) {
-	suppressPackageStartupMessages(library(ade4))
-	suppressPackageStartupMessages(library(pcaMethods))
-  # Make a PCA and plot scores and loadings.
-  # First column must contain samples' identifiers.
-  # Columns 2 to 4 contain factors to colour the plots. 
-  for (i in 1:3) {
-    idss=ids[which(ids[,i+1]!="NA"),]
-    idss=data.frame(idss[idss[,i+1]!="",])
-    classe=as.factor(idss[[i+1]])
-    idsample=as.character(idss[[1]])
-    colour=1:length(levels(classe))
-    ions=as.matrix(idss[,5:dim(idss)[2]])
-	# Removing ions containing NA (not compatible with standard PCA)
-	ions=t(na.omit(t(ions)))
-	if(i==1){if(ncol(ions)!=(ncol(idss)-4)){cat("Note:",(ncol(idss)-4)-ncol(ions),"ions were ignored for PCA display due to NA in intensities.\n")}}
-    # Scaling choice: "uv","none","pareto"
-    object=suppressWarnings(prep(ions, scale=scaling, center=TRUE))
-	if(i==1){if(length(which(apply(ions,2,var)==0))>0){cat("Warning: there are",length(which(apply(ions,2,var)==0)),"constant ions.\n")}}
-    # ALGO: nipals,svdImpute, Bayesian, svd, probalistic=F
-    result <- pca(object, center=F, method="svd", nPcs=2)
-    # ADE4 : to plot samples' ellipsoid for each class
-    s.class(result@scores, classe, cpoint = 1,xax=1,yax=2,col=colour,sub=sprintf("Scores - PCs %sx%s",1,2), possub="bottomright")
-    #s.label(result@loadings,label = ions, cpoint = 0, clabel=0.4, xax=1,yax=2,sub="Loadings",possub="bottomright")
-    if(i==1){resulti <- result}
-  }
-  if(indiv) {
-    colour <- rep("darkblue",length(resulti@loadings)) ; if(!is.null(indcol)) {colour[-c(indcol)] <- "red"}
-    plot(resulti@loadings,col=colour,main="Loadings",xaxt="n",yaxt="n",pch=20,
-         xlab=bquote(PC1-R^2==.(resulti@R2[1])),ylab=bquote(PC2 - R^2 == .(resulti@R2[2])))
-    abline(h=0,v=0)}
-}
-
-
--- a/batchcorrection/README.txt	Thu Mar 02 03:38:08 2017 -0500
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,49 +0,0 @@
-## ****** Determine_bc + batch_correction environnemnt : ****** ##
-# version March 2016 M Landi / F Giacomoni / M Petera / E Thevenot
-
-## --- PERL compilator / libraries : --- ##
-NA
---
-
-## --- R bin and Packages : --- ##
-$ R --version
-R version 3.2.3 (2015-12-10) -- "Wooden Christmas-Tree"
-Platform: x86_64-redhat-linux-gnu (64-bit)
-
-The dependent libs are :
->install.packages("batch", dep=TRUE)
->install.packages("ade4", dep=TRUE)
-
->source("http://www.bioconductor.org/biocLite.R")
->biocLite("pcaMethods")
->biocLite("ropls")
--- 
-
-## --- Binary dependencies --- ##
-NA
---
-
-## --- Config : --- ##
-NA
---
-
-## --- XML HELP PART --- ##
-two tools - two images :
-batch_correction.png
-determine_batch_correction.png
---
-
-## --- DATASETS --- ##
-No data set ! waiting for galaxy pages
---
-
-## --- ??? COMMENTS ??? --- ##
-!WARNING! : Two tools in the same directory !
---
-
-## --- Changelog/News --- ##
-Version 2.0.3:
-- Update: plot layout improvement
-- Update: suppression of combined table for simca
-- Improvement: addition of a new parameter "Null values"
---
\ No newline at end of file
--- a/batchcorrection/RcheckLibrary.R	Thu Mar 02 03:38:08 2017 -0500
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,124 +0,0 @@
-######################################################
-# R check library
-# Coded by: M.Petera, 
-# - -
-# R functions to use in R scripts  
-# (management of various generic subroutines)
-# - -
-# V0: script structure + first functions
-# V1: More detailed error messages in match functions
-######################################################
-
-
-# Generic function to return an error if problems have been encountered - - - -
-
-check.err <- function(err.stock){
-	
-	# err.stock = vector of results returned by check functions
-	
-	if(length(err.stock)!=0){ stop("\n- - - - - - - - -\n",err.stock,"\n- - - - - - - - -\n") }
-	
-}
-
-
-
-
-# Table match check functions - - - - - - - - - - - - - - - - - - - - - - - - -
-
-# To check if dataMatrix and (variable or sample)Metadata match regarding identifiers
-match2 <- function(dataMatrix, Metadata, Mtype){
-
-	# dataMatrix = data.frame containing dataMatrix
-	# Metadata = data.frame containing sampleMetadata or variableMetadata
-	# Mtype = "sample" or "variable" depending on Metadata content
-	
-	err.stock <- NULL # error vector
-
-	id2 <- Metadata[,1]
-	if(Mtype=="sample"){ id1 <- colnames(dataMatrix)[-1] }
-	if(Mtype=="variable"){ id1 <- dataMatrix[,1] }
-	
-	if( length(which(id1%in%id2))!=length(id1) || length(which(id2%in%id1))!=length(id2) ){
-		err.stock <- c("\nData matrix and ",Mtype," metadata do not match regarding ",Mtype," identifiers.")
-		if(length(which(id1%in%id2))!=length(id1)){
-			if(length(which(!(id1%in%id2)))<4){ err.stock <- c(err.stock,"\n    The ")
-			}else{ err.stock <- c(err.stock,"\n    For example, the ") }
-			err.stock <- c(err.stock,"following identifiers found in the data matrix\n",
-							"    do not appear in the ",Mtype," metadata file:\n")
-			identif <- id1[which(!(id1%in%id2))][1:min(3,length(which(!(id1%in%id2))))]
-			err.stock <- c(err.stock,"    ",paste(identif,collapse="\n    "),"\n")
-		}
-		if(length(which(id2%in%id1))!=length(id2)){
-			if(length(which(!(id2%in%id1)))<4){ err.stock <- c(err.stock,"\n    The ")
-			}else{ err.stock <- c(err.stock,"\n    For example, the ") }
-			err.stock <- c(err.stock,"following identifiers found in the ",Mtype," metadata file\n",
-							"    do not appear in the data matrix:\n")
-			identif <- id2[which(!(id2%in%id1))][1:min(3,length(which(!(id2%in%id1))))]
-			err.stock <- c(err.stock,"    ",paste(identif,collapse="\n    "),"\n")
-		}
-		err.stock <- c(err.stock,"\nPlease check your data.\n")
-	}
-	
-	return(err.stock)
-	
-}
-
-# To check if the 3 standard tables match regarding identifiers
-match3 <- function(dataMatrix, sampleMetadata, variableMetadata){
-	
-	# dataMatrix = data.frame containing dataMatrix
-	# sampleMetadata = data.frame containing sampleMetadata
-	# variableMetadata = data.frame containing variableMetadata
-	
-	err.stock <- NULL # error vector
-	
-	id1 <- colnames(dataMatrix)[-1]
-	id2 <- sampleMetadata[,1]
-	id3 <- dataMatrix[,1]
-	id4 <- variableMetadata[,1]
-	
-	if( length(which(id1%in%id2))!=length(id1) || length(which(id2%in%id1))!=length(id2) ){
-		err.stock <- c(err.stock,"\nData matrix and sample metadata do not match regarding sample identifiers.")
-		if(length(which(id1%in%id2))!=length(id1)){
-			if(length(which(!(id1%in%id2)))<4){ err.stock <- c(err.stock,"\n    The ")
-			}else{ err.stock <- c(err.stock,"\n    For example, the ") }
-			err.stock <- c(err.stock,"following identifiers found in the data matrix\n",
-							"    do not appear in the sample metadata file:\n")
-			identif <- id1[which(!(id1%in%id2))][1:min(3,length(which(!(id1%in%id2))))]
-			err.stock <- c(err.stock,"    ",paste(identif,collapse="\n    "),"\n")
-		}
-		if(length(which(id2%in%id1))!=length(id2)){
-			if(length(which(!(id2%in%id1)))<4){ err.stock <- c(err.stock,"\n    The ")
-			}else{ err.stock <- c(err.stock,"\n    For example, the ") }
-			err.stock <- c(err.stock,"following identifiers found in the sample metadata file\n",
-							"    do not appear in the data matrix:\n")
-			identif <- id2[which(!(id2%in%id1))][1:min(3,length(which(!(id2%in%id1))))]
-			err.stock <- c(err.stock,"    ",paste(identif,collapse="\n    "),"\n")
-		}
-	}
-	
-	if( length(which(id3%in%id4))!=length(id3) || length(which(id4%in%id3))!=length(id4) ){
-		err.stock <- c(err.stock,"\nData matrix and variable metadata do not match regarding variable identifiers.")
-		if(length(which(id3%in%id4))!=length(id3)){
-			if(length(which(!(id3%in%id4)))<4){ err.stock <- c(err.stock,"\n    The ")
-			}else{ err.stock <- c(err.stock,"\n    For example, the ") }
-			err.stock <- c(err.stock,"following identifiers found in the data matrix\n",
-							"    do not appear in the variable metadata file:\n")
-			identif <- id3[which(!(id3%in%id4))][1:min(3,length(which(!(id3%in%id4))))]
-			err.stock <- c(err.stock,"    ",paste(identif,collapse="\n    "),"\n")
-		}
-		if(length(which(id4%in%id3))!=length(id4)){
-			if(length(which(!(id4%in%id3)))<4){ err.stock <- c(err.stock,"\n    The ")
-			}else{ err.stock <- c(err.stock,"\n    For example, the ") }
-			err.stock <- c(err.stock,"following identifiers found in the variable metadata file\n",
-							"    do not appear in the data matrix:\n")
-			identif <- id4[which(!(id4%in%id3))][1:min(3,length(which(!(id4%in%id3))))]
-			err.stock <- c(err.stock,"    ",paste(identif,collapse="\n    "),"\n")
-		}
-	}
-	
-	if(length(err.stock)!=0){ err.stock <- c(err.stock,"\nPlease check your data.\n") }
-	
-	return(err.stock)
-	
-}
\ No newline at end of file
--- a/batchcorrection/batch_correction.xml	Thu Mar 02 03:38:08 2017 -0500
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,694 +0,0 @@
-<tool id="Batch_correction" name="Batch_correction" version="2.0.3">
-	<description>Corrects intensities for signal drift and batch-effects</description>
-	
-	<command interpreter="Rscript">
-		#if str($span_condition.method) == 'all_loess_pool':
-			batch_correction_all_loess_wrapper.R
-				dataMatrix "$dataMatrix"
-				sampleMetadata "$sampleMetadata"
-				variableMetadata "$variableMetadata"
-				method "all_loess_pool"
-				span "${span_condition.span}"
-				
-		#elif str($span_condition.method) == 'all_loess_sample':
-			batch_correction_all_loess_wrapper.R
-				dataMatrix "$dataMatrix"
-				sampleMetadata "$sampleMetadata"
-				variableMetadata "$variableMetadata"
-				method "all_loess_sample"
-				span "${span_condition.span}"
-		#else:
-			batch_correction_wrapper.R
-				analyse "batch_correction"
-				dataMatrix "$dataMatrix"
-				sampleMetadata "$sampleMetadata"
-				variableMetadata "$variableMetadata"
-				method "${span_condition.method}"
-				#if str($span_condition.method) == 'linear':
-					span "none"
-				#else:
-					span "${span_condition.span}"
-				#end if
-				valnull "${span_condition.valnull}"
-				ref_factor "${span_condition.ref_factor}"
-				detail "${span_condition.detail}"
-		#end if
-		dataMatrix_out "$dataMatrix_out" variableMetadata_out "$variableMetadata_out"
-		graph_output "$graph_output"  rdata_output "$rdata_output"
-	</command>
-	<inputs>
-		<param name="dataMatrix" label="Data Matrix file " format="tabular" type="data" />
-		<param name="sampleMetadata" label="Sample metadata file " format="tabular" type="data" help="must contain at least the three following columns: 'batch' + 'injectionOrder' + 'sampleType'"/>
-		<param name="variableMetadata" label="Variable metadata file " format="tabular" type="data" />
-		
-		<conditional name="span_condition">
-			<param name="method" label="Type of regression model " type="select" help="To select between linear or non-linear (lowess or loess) methods to be used in Van der Kloet algorithm ; when using loess, you can choose to use pools or samples to model batch effect.">
-				<option value="linear">linear</option>
-				<option value="lowess">lowess</option>
-				<option value="loess">loess</option>
-				<option value="all_loess_pool">all loess pool</option>
-				<option value="all_loess_sample">all loess sample</option>
-			</param>
-			<when value="linear">
-				<param name="valnull" label="Null values" type="select" display="radio" help="What to do of generated negative or infinite values">
-					<option value="0">consider it as a null intensity</option>
-					<option value="NA">consider it as a missing value</option>
-				</param>
-				<param name="ref_factor" label="Factor of interest " type="text"  value="batch" help="column name of factor of interest (often a biological factor); if none, leave 'batch'" />
-				<param name="detail" label="Level of details for plots " type="select" help="Amount of plots in the pdf file output. See Help section for more details.">
-					<option value="no">basic</option>
-					<option value="plot">standard</option>
-					<option value="reg">complete</option>
-				</param>
-			</when>
-			<when value="lowess">
-				<param name="span" type="float" value="0.85" label="span" help="it is a advanced option. Must be less than or equal to 1"/>
-				<param name="valnull" label="Null values" type="select" display="radio" help="What to do of generated negative or infinite values">
-					<option value="0">consider it as a null intensity</option>
-					<option value="NA">consider it as a missing value</option>
-				</param>
-				<param name="ref_factor" label="Factor of interest " type="text"  value="batch" help="column name of factor of interest (often a biological factor); if none, leave 'batch'" />
-				<param name="detail" label="Level of details for plots " type="select" help="Amount of plots in the pdf file output. See Help section for more details.">
-					<option value="no">basic</option>
-					<option value="plot">standard</option>
-					<option value="reg">complete</option>
-				</param>
-			</when>
-			<when value="loess">
-				<param name="span" type="float" value="1" label="span" help="it is a advanced option. Must be strictly greater than 0"/>
-				<param name="valnull" label="Null values" type="select" display="radio" help="What to do of generated negative or infinite values">
-					<option value="0">consider it as a null intensity</option>
-					<option value="NA">consider it as a missing value</option>
-				</param>
-				<param name="ref_factor" label="Factor of interest " type="text"  value="batch" help="column name of factor of interest (often a biological factor); if none, leave 'batch'" />
-				<param name="detail" label="Level of details for plots " type="select" help="Amount of plots in the pdf file output. See Help section for more details.">
-					<option value="no">basic</option>
-					<option value="plot">standard</option>
-					<option value="reg">complete</option>
-				</param>
-			</when>
-			<when value="all_loess_pool">
-				<param name="span" type="float" value="1" label="span" help="smoothing parameter; must be > 0"/>
-			</when>
-			<when value="all_loess_sample">
-				<param name="span" type="float" value="1" label="span" help="smoothing parameter; must be > 0"/>
-			</when>
-		</conditional>
-	</inputs>
-	
-	<outputs>
-		<data name="dataMatrix_out" label="${tool.name}_${span_condition.method}_${dataMatrix.name}" format="tabular"/>
-		<data name="variableMetadata_out" label="${tool.name}_${span_condition.method}_${variableMetadata.name}" format="tabular"/>
-		<data name="graph_output" label="${tool.name}_${span_condition.method}_graph" format="pdf"/>
-		<data name="rdata_output" label="${tool.name}_${span_condition.method}_rdata" format="rdata"/>
-	</outputs>
-		
-	<stdio>
-		<exit_code range="1:" level="fatal" />
-	</stdio>	
-	
-	<help>
-
-.. class:: infomark
-
-**Authors**
-  | Jean-Francois Martin - PF MetaToul-AXIOM ; INRA ; MetaboHUB (for original version of this tool and overall development of the R script)
-
-.. class:: infomark
-
-**Contributors**
-  | Melanie Petera - PFEM ; INRA ; MetaboHUB (for R wrapper and R script improvement)
-  | Etienne Thevenot - LIST/LADIS ; CEA ; MetaboHUB (for R script and wrapper concerning "all loess pool" and "all loess sample" methods)
-
-.. class:: infomark
-
-**Wrapping**
-  | Marion Landi - FLAME ; PFEM ; INRA ; MetaboHUB (for xml interface and R wrapper)
-  | Franck Giacomoni - PFEM ; INRA ; MetaboHUB (for xml interface and R wrapper)
-
----------------------------------------------------
-
-.. class:: infomark
-
-**Please cite** If you use this tool, please cite:
-
-when using the **linear**, **lowess** or **loess** methods:
-  | `F.M. Van Der Kloet, I. Bobeldijk, E.R. Verheij, R.H. Jellema. (2009). "Analytical error reduction using single point calibration for accurate and precise metabolomic phenotyping." Journal of Proteome Research p5132-5141 &lt;http://www.ncbi.nlm.nih.gov/pubmed/19754161&gt;`_
-
-when using the **all loess pool** or **all loess sample** method:
-  | `Dunn et al (2011). Procedures for large-scale metabolic profiling of serum and plasma using gas chromatography and liquid chromatography coupled to mass spectrometry. Nature Protocols, 6:1060-1083 &lt;http://dx.doi.org/10.1038/nprot.2011.335&gt;`_
-  | Cleveland et al (1997). In Statistical Models in S; Chambers JM. and Hastie TJ. Ed.; Chapman et Hall: London; pp. 309-376
-  | Thevenot et al (2014). Statistical approaches to study the physiological variability of the human urinary metabolome. 8th French Metabolomics and Fluxomics Conference, Lyon, France.
-
----------------------------------------------------
-
-================
-Batch_correction
-================
-
------------
-Description
------------
-
-| **Instrumental drift** and **offset differences** between batches have been described in **LC-MS** experiments when the number of samples is large and/or multiple batches of acquisition are needed.
-| Recently a normalization strategy relying on the measurements of a **pooled** (or QC) sample injected periodically has been described: for each variable, a **regression model** is fitted to the values of the **pool** and subsequently used to adjust the intensities of the samples of interest (van der Kloet et al, 2009; Dunn et al, 2011).
-|
-| The current tool implements **two strategies** which differ in the way the regression model is applied to the variables (either depending on variable quality metrics, or 'loess' model for all variables) and also in the generated figure.
-|
-
-
------------------
-Workflow position
------------------
-
-.. image:: batch_correction.png
-        :width: 800
-
-
------------
-Input files
------------
-
-+----------------------------+------------+
-| Parameter : num + label    |   Format   |
-+============================+============+
-| 1 : Data Matrix file       |   tabular  |
-+----------------------------+------------+
-| 2 : Sample metadata file   |   tabular  |
-+----------------------------+------------+
-| 3 : Variable metadata file |   tabular  |
-+----------------------------+------------+
-
-
-Data Matrix file must contain the intensity values of variables.
-	| First line must contain all the samples' names
-	| First column must contain all the variables' ID
-	| 
-
-Sample metadata file must contain at least the three following columns: 
-	| "batch" to identify the batches of analyses
-	| "injectionOrder" (integers) defining the injection order of all samples (QC-pools as well as analysed samples)
-	| "sampleType" indicating if a sample ("sample") or a QC-pool ("pool"); each batch needs
-	| at least 3 QC-pools for intra-batch linear adjustment and 8 for lo(w)ess adjustment (5 for **all loess** methods)
-
-
-.. class:: warningmark
-
-MISSING DATA are allowed only with the **all loess** methods
-
-
-----------
-Parameters
-----------
-
-Type of regression model
-	| To choose between *linear*, *lowess*, *loess*, *all loess pool*, and *all loess sample* strategies
-	| **- Option 1** (**linear**, **lowess**, and **loess** methods): before the normalisation of each variable, some quality metrics are computed (see the "Determine Batch Correction" module); depending on the result, the variable can be normalized or not, with either the **linear**, **lowess** or **loess** model.
-	| **- Option 2** (**all loess pool** and **all loess sample**): each variable is normalized by using the 'loess' model;
-	| in the case **all loess pool** is chosen and the number of pool observations is below 5, the linear method is used (for all variables) and a warning is generated;
-	| if the pool intensities are not representative of the samples (which can be viewed on the figure where both trends are shown), the case **all loess sample** enables using the sample intensities (instead of the pool intensities) as the reference for the loess curve.
-	| In all "option 2" cases: the **median intensity of the reference observations** (either 'pool' or 'sample') is used as the scaling factor after the initial intensities have been divided by the loess predictions.
-	|
-
-Span
-	| Smoothing parameter, advanced option for *lo(w)ess* and *all loess* methods
-	| In case of a loess fit, the **span** parameter (between 0 and 1) controls the smoothing
-	| (the higher the smoother; higher values are prefered to avoid overfitting; Cleveland et al, 1997).
-	|
-
-Null values
-	| available for regression model *linear*, *lowess* and *loess*
-	| Controls what is done regarding negative or infinite values that can be generated during regression estimation. 
-	| *consider it as a missing value* will switch concerned intensities to NA;
-	| this option implies that concerned ions will not be considered in PCA display. 
-	| *consider it as a null intensity* will switch concerned intensities to 0 for lo(w)ess
-	| or correct them by the batch mean instead of regression estimate for linear. 
-	| 
-
-Factor of interest
-	| available for regression model *linear*, *lowess* and *loess*
-	| Name of the factor (column header) in Sample metadata file that will be used as a categorical variable for plots and PCA.
-	| (often a biological factor ; if none, leave "batch")
-	| This factor does not affect correction calculation.
-	| 
-
-Level of details for plots
-	| available for regression model *linear*, *lowess* and *loess*
-	| *basic*: PCA + CV boxplot (before and after correction)
-	| *standard*: 'basic' plots + before/after-correction plots of intensities over injection order, and design effects for each ion
-	| *complete*: 'standard' plots + QC-pool regression plots per batch with samples' intensities over injection order
-	| This factor is not used by the *all loess* methods where a unique figure is generated showing the sum of intensities along injection order, and the first 4 PCA scores.
-	| 
-
-
-------------
-Output files
-------------
-
-Batch_correction_$method_rdata.rdata
-	| binary data
-	| Download, open R and use the 'load' function; objects are in the 'res' list
-	|
-
-Batch_correction_$method_graph.pdf
-	| graphical output
-	| For the *linear* and *lo(w)ess* methods, content depends on level of details chosen 
-	|
-
-Batch_correction_$method_variableMetadata.tabular
-	| tsv output
-	| Identical to the Variable metadata input file, with x more columns (where x is the number of batches) in case of *linear*, *lowess* and *loess* methods
-	|
-
-Batch_correction_$method_dataMatrix.tabular
-	| tsv output (tabulated)
-	| Same formatting as Data Matrix file; contains corrected intensities
-	|
-
-	
----------------------------------------------------
-
----------------
-Working example
----------------
-
-.. class:: warningmark
-
-Refer to the corresponding "W4M HowTo" page:
- | `MS data processing - Filtering and correcting data &lt;http://workflow4metabolomics.org/sites/workflow4metabolomics.org/files/files/MS_data_processing.pdf&gt;`_
- |
- |
-
-
-
-  </help>
-      <!-- [RECOMMANDED] All citations associated to this tool (main citation given above and other references). Can be extracted from the history panel -->
-    <citations>
-        <!-- [HELP] As DOI or BibTex entry -->
-        <citation type="doi">10.1021/pr900499r</citation>
-        <citation type="doi">10.1038/nprot.2011.335</citation>
-        <citation type="bibtex">@ARTICLE{Cleveland91,
-            author = {Cleveland et al},
-            year = {1991},
-            journal = {Statistical Models in S, Chambers JM. and Hastie TJ. Ed., Chapman et Hall: London},
-            title = {Local Regression Models},
-            pages = {309-376},
-            editor = {Chambers JM. and Hastie TJ. Ed.},
-            publisher = {Chapman et Hall: London},
-            chapter = {8}
-        }</citation>
-        <citation type="bibtex">@ARTICLE{Thevenot14,
-            author = {Thevenot et al},
-            year = {2014},
-            journal = {8th French Metabolomics and Fluxomics Conference, Lyon, France},
-            title = {Statistical approaches to study the physiological variability of the human urinary metabolome},
-            institution = {8th French Metabolomics and Fluxomics Conference, Lyon, France}
-        }</citation>
-    </citations>
-	
-example 1:
-
-Input files
-===========
-
-| **To generate the "dataMatrix", "sampleMetadata" and "variableMetadata" files:**
-|   **1) copy/paste the values below in three distinct .txt files**
-|   **2) use the "Get Data" / "Upload File" in the "Tools" (left) panel from the Galaxy page by choosing:**
-|     **Convert spaces to tabs: 'Yes'**
-| 
-
-**dataMatrix file**::
-
-	dataMatrix QC1_001 HU_017 HU_018 HU_020 HU_021 HU_027 HU_028 HU_032 HU_034 QC1_002 HU_037 HU_041 HU_043 HU_044 HU_047 HU_048 QC1_003 HU_049 HU_050 HU_051 HU_052 HU_055 HU_060 HU_061 QC1_004 HU_064 HU_065 HU_066 HU_068 HU_072 HU_077 HU_078 QC1_005 HU_079 HU_083 HU_086 HU_088 HU_089 HU_090 HU_091 HU_093 HU_094 QC1_006 HU_099 HU_100 HU_101 HU_105 HU_107 HU_108 HU_109 HU_110 QC1_007 HU_116 HU_118 HU_123 HU_125 HU_126 HU_127 QC1_008 HU_130 HU_131 HU_132 HU_133 HU_134 HU_138 QC1_009 HU_144 HU_148 HU_149 HU_150 QC1_010 HU_152 HU_154 HU_156 HU_157 HU_158 HU_163 HU_170 HU_171 QC1_011 HU_172 HU_173 HU_174 HU_175 HU_179 HU_180 HU_181 HU_182 QC1_012 HU_184 HU_185 HU_186 HU_189 HU_192 HU_196 QC1_013 HU_200 HU_201 HU_202 HU_204 HU_207 HU_208 HU_209 QC1_014 QC1_015 HU_022 HU_076 HU_166 HU_114 HU_190 HU_139 HU_096 HU_058 HU_031 QC1_016 HU_039 HU_087 HU_143 HU_162 HU_102 HU_188 HU_095 HU_062 QC1_017 HU_063 HU_011 HU_074 HU_122 HU_142 HU_030 HU_187 HU_167 HU_113 QC1_018 HU_081 HU_014 HU_206 HU_119 HU_033 HU_067 HU_140 HU_164 HU_193 HU_112 QC1_019 HU_097 HU_056 HU_195 HU_135 HU_159 HU_070 HU_038 HU_026 QC1_020 HU_098 HU_115 HU_137 HU_019 HU_073 HU_168 HU_191 HU_040 HU_046 QC1_021 HU_103 HU_015 HU_053 HU_121 HU_183 HU_199 HU_042 HU_075 QC1_022 HU_203 HU_024 HU_082 HU_169 HU_129 HU_057 HU_035 HU_194 HU_145 QC1_023 HU_177 HU_025 HU_080 HU_117 HU_136 HU_197 HU_036 HU_054 HU_085 QC1_024 HU_160 HU_092 HU_023 HU_124 HU_147 HU_205 HU_084 HU_120 HU_198 QC1_025 HU_045 HU_029 HU_069 HU_155 HU_106 HU_146 QC1_026
-	met_001 17558910 10657431 13044183 7261208 6909491 2594571 12751984 13522888 13894507 16393604 7865097 3630317 7503242 8537528 5503464 4587754 17599767 8473703 25556162 1332303 13312536 5073342 26036420 4959938 16841618 5608314 29332804 10491655 23448752 19921296 21471497 21223304 17008026 8908921 21091221 51170137 7921432 16085480 13789362 14424243 14714241 8362817 16699474 6133088 26413961 1605625 9660665 35717402 280575 1976782 2568169 15026529 6552813 16307390 12123953 13480559 22963554 12249347 13888520 17165271 17470093 12811880 12013641 18118700 19560902 13687923 25942102 16394638 24333092 12590296 12722221 10992119 6223253 1623756 10758763 2121817 7813434 12500471 12705530 11102165 17869823 9436102 11637518 4185206 3758974 10169281 2777795 5497423 10321096 3558399 944424 7181581 3180237 7866370 8184772 9332856 21413125 4177729 2968557 23287406 6301903 2265236 5640134 8113388 34046147 29268048 43765299 44375419 50601116 4832613 40454119 8126 19479962 11235683 33064844 75260138 36891690 17466250 74160059 32122101 5238560 30163448 10216046 31450577 17301601 11549910 12734389 54057483 3488082 24301846 2046492 23004592 9579482 30075694 7571631 5257922 60032654 15725469 42794552 12202672 10427301 17332850 2558158 66102394 29666404 34174908 36717068 24271602 36414651 37145056 20074559 1865267 5837544 27608715 38999155 21669105 14372963 36030678 24509866 1906953 15589584 18219005 25991397 25068509 21518123 17608775 6613249 4124652 30008362 7839717 16104411 36946332 23198059 6151472 23334545 18392766 27331396 30774819 18461787 42246522 20479189 28817403 21703591 17170407 13809778 11188751 14478896 8256694 2771227 47261207 21462355 24438964 19424590 379608 17107855 14512991 31446516 24437179 18499953 16786178 1370420 23336305 18279598 9162668 29590881 24605602 13020657 30919250 16843645 15320951
-	met_002 12037919 5702720 7724079 5846622 3741354 1619186 8308588 10475983 8866798 10764382 5248814 1752090 3586935 5649821 3332032 1455632 12076113 7022272 17257916 790006 8001254 4081612 14448505 1728124 11199452 2821369 20617894 4015724 11583395 14491653 15160968 17298344 10641794 3539170 10102013 32955314 2950169 8273042 8215773 8089397 10273497 3824079 10669021 3202335 16728456 382916 6743005 23114124 1284583 1346657 2112594 9333659 4819835 10460181 7324554 6798625 16794394 6033274 8756254 12577194 13068405 6864352 6633172 10808251 8594814 8067200 14024254 9776257 14993718 10131633 7675147 4433477 3614369 463546 6501316 1366491 4662110 7496747 8795154 6314659 7566829 5958471 5268657 1615545 1404829 7257302 1785651 3718731 5867365 2265971 639817 3541595 1499548 4184836 4255768 4987047 13006022 1963870 1029730 13763285 3270146 1203305 3139612 4423771 25505104 13027974 32763597 34730095 33371485 1895066 27495574 59974 13416309 7415642 23483152 56144021 29010226 13269573 61487618 21195395 3379894 23790609 4902552 23924391 10425200 5914542 10652705 32854120 835047 13453508 1274458 22515044 4126230 22230978 1786393 3285537 42606906 22882567 35048135 9125465 3968320 10918248 2767218 40862097 20287479 21966458 30969969 17039420 20122412 28288256 13281775 1926605 10855072 19582666 28740009 14276670 8544427 28305898 17921960 1108003 15397507 12237865 16183896 17724624 12764878 19325552 5978795 2327941 19932606 3940696 8131604 27569944 16730669 4383418 15424544 10734487 33257422 21428567 10875162 33291902 12687175 13724743 15859004 7722135 10212514 5089001 10323782 5299453 529447 39682428 18277950 17763884 14171656 997710 14321798 12297861 15992338 26897819 12146700 13597912 256757 14051155 13070239 6274244 20895482 17767113 13249946 20766019 15026075 11032203
-	met_003 4566540 1328899 2213443 1243524 736206 533783 2689603 2100159 1851599 4033529 1248207 285999 1390408 1342791 1272772 920305 3749561 1848464 5233112 123268 1842586 1248149 7276851 1290073 4038810 954732 5964578 2746789 5313908 5340057 3945790 6307737 3471362 1550880 8263233 16527944 1331503 4386727 3151172 2965373 2365908 3180758 3563498 1118766 6615889 168860 1827455 8588255 28109 219550 434366 3076402 1749826 3692288 2062432 3927519 6784505 2882693 2873528 3500539 3429536 3468254 2924851 4456246 4930207 2561369 5193056 2773649 8863061 1971068 2440254 1863912 2298627 137964 2108839 429775 1710473 2534167 1686345 2184238 3676224 1683278 3287688 842092 287640 1941309 456801 763330 1831535 458744 924805 1297127 1604090 1459317 2168010 1719525 5199944 391930 479097 5422102 1106345 310338 944285 1549588 5892635 10312094 7821772 11024697 11099724 211356 15572436 NA 5081385 1287012 7083236 11463946 10268577 3466442 16572946 7596396 515301 5605033 1166691 6692258 5258935 1120354 2768153 17622620 100138 5657045 155546 3993478 895432 6630262 1160086 1398006 20292345 8345069 9496638 2281112 1622765 559527 1169164 24371841 6010179 5988080 6808771 4430121 6994393 13311751 5318285 783176 353306 5788416 6714250 6043357 3119950 4761136 4840500 316705 2576605 4562242 7534703 5546336 3149195 2525989 2463379 413059 4398279 855987 2243033 6719671 4189278 1103830 3718953 5441941 4324385 9454992 5764607 7703610 7439304 5651876 4075671 5884945 2071030 822119 2324725 1072516 75496 15134893 4124869 5293399 3395800 NA 2578641 5179943 5878251 8146783 4702730 2191032 34289 4192685 3234808 2907002 8592351 5858938 1541012 10652067 3600540 2932946
-	met_004 13830451 3085203 7049050 5793780 4813720 4378340 8011651 8451754 4982882 12641914 2411753 1400107 6174585 5733729 3807740 4697185 11988883 7699264 13879675 831703 9968950 8705364 12668435 5277566 11191507 3177895 17270092 7915283 11211461 15465514 12867390 17221913 10578096 5500479 17503122 29636845 2657662 9052789 10759167 7131250 7353516 10023936 11816229 4169400 12738320 424248 4949994 11848354 201374 827868 3151094 10020090 8280861 9286713 3993213 9503828 12403087 9717423 7961046 10461971 7667267 13598413 7726722 8778417 10883670 7925779 9802502 7503086 18030982 7985887 7922340 3325205 4733187 411360 6692749 1874296 5476864 6488536 5179328 6268539 4477422 5988385 8130675 3346104 1108283 6259949 2516648 2919853 5619616 1302465 924805 3942449 3933856 3461644 5175048 4980616 7814934 1389874 1312764 8842685 3831844 1483014 2494071 4725673 22027726 28338717 19767257 776755 29237805 551519 43361691 17669 24178241 2483160 22961817 36696085 29568489 12694039 38098794 28957490 4548936 21546827 8439927 23754498 19390563 2410036 15610073 48462830 743472 12281479 957970 22957209 3382722 23184843 3152846 6026857 29934738 37430772 28469408 6392048 3956769 18521915 6448619 58495251 21643123 15824960 24311549 14867509 14415999 39238537 19313537 4269597 14077517 20163043 27340905 24795934 11392689 16957319 8784709 3302430 14801777 21374299 22691590 18798091 10791789 9245374 9321953 3946445 19030931 2851153 7951878 18647008 15091482 4856406 12502732 10638134 17097174 26807402 12496560 23261771 14881802 11744963 14116064 15472403 6386433 5112117 13146747 7167783 236477 24538222 12591822 14722588 13063460 971573 5200985 16805865 7198114 10515461 10722786 13053078 70163 7465055 11687904 10088325 16368703 10706813 7486089 18535386 10598026 11077483
-	met_005 131638 43780 NA 94438 47169 35839 104575 336251 39835 154736 NA 112319 107102 74453 86059 297958 146799 41608 139302 51875 428629 54149 310403 66390 144710 41770 313946 101762 318834 96645 242381 98808 132564 124925 306907 275298 349075 34656 114441 80007 51698 127731 144062 125757 104208 11847 182544 5005 NA 27844 50618 128536 71052 74978 342528 167230 177130 171413 119954 57028 48189 167552 247338 114772 187546 101523 76680 13572 84009 NA 104696 271633 45149 31758 197899 61430 121584 22244 26324 100446 52285 82234 228185 97527 14318 122384 48376 44253 94377 82745 24395 2009 108366 90927 179232 85496 190340 42625 34229 106511 557311 36402 1953 78743 193306 160570 117718 769008 267248 87972 69464 NA 7616 586103 206378 121127 213298 176754 242462 245818 45143 24490 755359 212954 389071 155435 184599 376084 254437 250988 220902 108105 85318 195162 67546 734516 831034 585004 173521 26533 200539 37004 36565 325985 158874 37276 113890 74761 146784 220431 131561 15431 110818 185203 364047 240219 148084 86018 66224 52249 24283 80448 106180 166432 305441 70418 43991 25483 105589 447093 262598 155739 174455 41989 105672 178424 62375 119866 161191 297693 7959 153233 158356 187841 114849 305398 278998 61269 170611 140724 312751 224186 111426 283256 122690 12793 132190 54212 39050 307170 167079 342338 117560 30651 47048 93554 318603 259085 46862 147634
-	met_006 170215 51922 178667 62116 112544 50672 231879 117812 96995 172200 115071 93037 130855 45028 85943 238287 134247 139055 167944 30380 142637 71182 153027 119033 158826 33391 177745 161039 116709 165654 227053 125757 142185 136490 116863 343873 192541 115782 98705 183534 33032 58981 119554 122377 118487 88344 89418 83958 29312 34904 88971 124923 76525 48905 120894 148481 103686 131993 115794 107179 82177 91929 95517 126929 276713 95087 127934 85333 144209 47143 100101 151743 60473 40777 75298 57945 85853 97761 45700 85843 142614 46086 58704 116756 66111 82492 29649 28734 64940 48443 36114 14794 107623 141827 145326 67448 55668 69813 66701 68051 46064 22822 77397 69889 211051 135473 187526 171919 231183 810849 268826 14883 140778 961904 226143 242014 319702 117739 220563 250808 134880 190902 266216 196054 378433 125874 163055 211658 267996 164365 130178 69163 188919 200864 549987 119612 366293 277418 275988 349089 132186 127157 181774 459213 215864 260424 246803 172018 274592 191312 209141 45084 107075 183816 169029 153489 283856 133961 202937 64740 153310 227788 74044 180132 127350 169212 54206 77563 90445 186680 154867 132619 160787 147476 89801 223338 49267 91754 117057 429902 156194 161023 128511 229049 106582 94783 172129 45728 134762 82872 103303 187390 118078 128191 153646 50982 265774 120179 187030 55772 86739 98350 117721 39963 89854 113185 66975 57334 79878 92214
-	met_007 366495 43811 85848 137203 125991 606034 41185 123263 32220 327022 43517 79436 22183 80989 153673 22765 305953 NA 21055 2878 1568733 19359 31430 18881 256933 9564 46599 3066 40611 3543 25004 66306 287882 11416 76738 108838 270252 104005 4552 17929 131058 139833 295919 20628 8337 11627 13025 3631 3117 182282 123331 280937 9425 34361 35143 97782 31110 2257554 235247 81059 296506 95353 58228 241157 13737 207750 146632 331862 107826 62764 196103 16788 45119 2769 12781 13718 357130 156802 25886 195573 72941 21130 10409 10399 53759 57032 74657 42261 156097 45381 26861 35408 35400 12081 104843 145420 19370 57995 42189 1911 37938 30170 43540 141375 818506 163659 149350 42654 19086 40670 16834 NA 83422 14392 917690 187463 132703 60940 142185 36582 300958 105092 47811 1019078 90157 416430 4545917 286788 39925 40803 334919 348959 587342 1056928 70427 277858 29565 77759 300874 558218 86201 171841 155957 231157 961115 461295 79343 199413 567908 183811 27940 290004 598012 904557 69335 39497 102278 460376 619162 157373 92338 43550 225869 991990 155355 1691486 187202 219564 122953 65541 60088 103865 418710 139551 117097 113709 149458 116594 10610459 562050 62310 818129 759613 77860 71197 308475 25127 66760 482726 63049 99118 1510403 254158 177554 67325 8044525 238376 61584 207355 539960 1021892 69544 302540 198680 162514 1869389 414321 143692 69007 251060
-	met_008 63712 5178 41746 14512 NA 14001 51128 17671 45533 77496 22790 18049 48592 28408 30678 66033 83203 43531 134232 12239 154857 21049 83216 37152 90443 NA 104366 58987 108449 124041 229639 109421 103850 37243 197850 348086 149226 69129 182116 237382 71826 20634 115770 91736 140884 2226 137858 307418 NA 22509 10790 111910 68777 67302 63222 124745 124716 60862 135941 188364 248426 258672 63396 208156 117842 127360 279817 158288 147569 165500 139353 146268 117350 108271 150174 27504 196787 95774 79485 147863 188739 127152 143120 50910 71015 163461 38488 50746 131275 131697 12811 112342 93179 131425 163821 137844 294040 51513 102588 289834 53281 9554 97621 139527 115231 264286 74049 81590 40554 91022 NA NA 8314 117029 123182 176584 112223 62435 1253934 79918 5194 87966 19155 135564 224648 242477 76601 213640 152349 44170 4600 100077 120950 160307 110075 5148 67076 145278 296041 76923 52954 92403 20685 160750 150374 159163 94619 7721 185397 29210 325518 5027 29938 139840 151394 37141 22918 169812 58483 4970 4800 71212 78834 153726 268147 173775 48985 3938 294626 21894 100149 219771 159618 21203 22559 355926 126593 305741 226602 101954 249392 225758 193691 115110 132081 348624 143535 11300 112369 826089 166256 116212 192909 112650 381004 26447 629000 156376 159434 161587 221871 155021 191730 14293 204085 53770 152941 369783 96341 202972
-	met_009 1503033 464311 3057689 281762 1055501 436878 1516553 442132 714402 923332 252752 478663 1754448 387980 364311 1900445 740741 2180362 1424552 152581 645749 162877 1091550 637020 597966 101492 1191716 1272790 919328 565770 806905 1082238 573526 199702 1223439 1725609 691577 399296 1235793 570895 261792 352369 443590 1350887 522959 1050840 260486 586856 209664 181956 311250 424202 99383 382428 773001 188757 508323 827735 327375 741495 766087 1028942 327905 621748 499903 287871 604128 690058 641631 571334 288901 349325 329660 306344 164080 805613 434639 365490 501134 365722 137618 350140 199022 165053 549460 257263 138433 292353 219770 235020 576413 560318 221050 335576 343726 236533 100824 378712 529165 298372 78279 415243 451552 173188 1653183 336731 1586628 623933 511108 2144040 3908910 2612 332173 3718606 750541 1839009 412482 296926 1397136 779507 803159 797478 2253026 673007 1246516 261712 636769 1252614 1872139 1123410 1211241 450421 2269400 674746 1202999 714934 923463 650730 1707553 1380296 447317 551744 1801836 1017392 629148 536723 260636 1240058 1100354 1471142 502127 379856 225008 655259 258475 247050 1387340 760882 360828 835191 1467559 1277554 693606 643990 406054 658403 308357 575599 3355208 3344141 1814947 3033916 2487138 3666036 2208895 3384287 1147554 1431141 1187374 1500354 3213137 456834 1177754 234995 3157451 4225889 2007199 743424 3797450 2860315 888468 2785386 2234912 1866417 1828194 1763480 1349066 1177795 1230768 1347281 387911 2497497 1540837 748978 2118929 448664 880734 2350718 2963789 2223983
-	met_010 3454436 85570 5185354 768813 811585 629992 184654 130644 12745703 3171325 34949 101341 1162245 633029 1205837 217339 3051202 559468 12353676 26708 683830 68196 10084334 1419775 2784483 551247 18012335 610982 474097 1737802 823040 10194318 2715478 667071 5804019 1072206 1640035 702597 888833 20006253 936924 4236792 2775358 1435485 323503 249063 255578 1335088 329814 128872 282063 2530336 141280 73415 293779 570529 4727215 2378852 2230139 2741088 3913115 4420164 273214 329937 1298791 2058717 1943560 6076204 491506 201446 1858501 398550 546246 205998 270047 2450613 729311 2181006 2467710 1806793 517380 2879039 510244 4393232 103431 305884 330211 224428 1594132 143053 251745 266132 708108 1013356 674786 1458226 496794 474363 375497 684301 665478 1166802 1617420 1178598 7081822 4739444 1241927 2568237 2543303 3559207 8818294 3224 4774112 32246592 7263868 2677701 499455 4297787 675103 20655272 2307693 1654236 18080860 6979670 9996765 1007281 919441 13268847 3662733 3447668 109807 590328 1578174 6926178 11960517 1487469 10079986 483011 1634611 644542 229454 493678 2758609 5983950 6445722 483373 5116692 4341054 2652660 3285128 9214051 1725760 380224 5878072 9679727 1935469 3354872 3491777 3903044 3098324 3901596 16486928 7354595 5928774 6276978 1069606 431358 423052 3159131 1092630 1042776 1771261 4726444 1151587 1737898 8026262 1297907 7275379 6723651 6868065 2627565 5745052 5306284 2535047 5307520 269522 21581115 391810 4323746 3412789 1672193 4095309 3737559 1781359 1792450 291267 2119319 26261958 5040629 529740 362314 1887159 3808365 115792 12919439 1980086 743883 5533137 1538355 2777958
-	
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-	QC1_002 pool 10 ne1
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-	HU_041 sample 12 ne1
-	HU_043 sample 13 ne1
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-	HU_047 sample 15 ne1
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-	QC1_003 pool 17 ne1
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-	HU_051 sample 20 ne1
-	HU_052 sample 21 ne1
-	HU_055 sample 22 ne1
-	HU_060 sample 23 ne1
-	HU_061 sample 24 ne1
-	QC1_004 pool 25 ne1
-	HU_064 sample 26 ne1
-	HU_065 sample 27 ne1
-	HU_066 sample 28 ne1
-	HU_068 sample 29 ne1
-	HU_072 sample 30 ne1
-	HU_077 sample 31 ne1
-	HU_078 sample 32 ne1
-	QC1_005 pool 33 ne1
-	HU_079 sample 34 ne1
-	HU_083 sample 35 ne1
-	HU_086 sample 36 ne1
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-	QC1_009 pool 66 ne1
-	HU_144 sample 67 ne1
-	HU_148 sample 68 ne1
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-	QC1_010 pool 71 ne1
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-	HU_185 sample 91 ne1
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-	QC1_013 pool 96 ne1
-	HU_200 sample 97 ne1
-	HU_201 sample 98 ne1
-	HU_202 sample 99 ne1
-	HU_204 sample 100 ne1
-	HU_207 sample 101 ne1
-	HU_208 sample 102 ne1
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-	QC1_014 pool 104 ne1
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-	HU_114 sample 109 ne2
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-	HU_139 sample 111 ne2
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-	HU_039 sample 116 ne2
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-	QC1_017 pool 124 ne2
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-	HU_074 sample 127 ne2
-	HU_122 sample 128 ne2
-	HU_142 sample 129 ne2
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-	HU_014 sample 136 ne2
-	HU_206 sample 137 ne2
-	HU_119 sample 138 ne2
-	HU_033 sample 139 ne2
-	HU_067 sample 140 ne2
-	HU_140 sample 141 ne2
-	HU_164 sample 142 ne2
-	HU_193 sample 143 ne2
-	HU_112 sample 144 ne2
-	QC1_019 pool 145 ne2
-	HU_097 sample 146 ne2
-	HU_056 sample 147 ne2
-	HU_195 sample 148 ne2
-	HU_135 sample 149 ne2
-	HU_159 sample 150 ne2
-	HU_070 sample 151 ne2
-	HU_038 sample 152 ne2
-	HU_026 sample 153 ne2
-	QC1_020 pool 154 ne2
-	HU_098 sample 155 ne2
-	HU_115 sample 156 ne2
-	HU_137 sample 157 ne2
-	HU_019 sample 158 ne2
-	HU_073 sample 159 ne2
-	HU_168 sample 160 ne2
-	HU_191 sample 161 ne2
-	HU_040 sample 162 ne2
-	HU_046 sample 163 ne2
-	QC1_021 pool 164 ne2
-	HU_103 sample 165 ne2
-	HU_015 sample 166 ne2
-	HU_053 sample 167 ne2
-	HU_121 sample 168 ne2
-	HU_183 sample 169 ne2
-	HU_199 sample 170 ne2
-	HU_042 sample 171 ne2
-	HU_075 sample 172 ne2
-	QC1_022 pool 173 ne2
-	HU_203 sample 174 ne2
-	HU_024 sample 175 ne2
-	HU_082 sample 176 ne2
-	HU_169 sample 177 ne2
-	HU_129 sample 178 ne2
-	HU_057 sample 179 ne2
-	HU_035 sample 180 ne2
-	HU_194 sample 181 ne2
-	HU_145 sample 182 ne2
-	QC1_023 pool 183 ne2
-	HU_177 sample 184 ne2
-	HU_025 sample 185 ne2
-	HU_080 sample 186 ne2
-	HU_117 sample 187 ne2
-	HU_136 sample 188 ne2
-	HU_197 sample 189 ne2
-	HU_036 sample 190 ne2
-	HU_054 sample 191 ne2
-	HU_085 sample 192 ne2
-	QC1_024 pool 193 ne2
-	HU_160 sample 194 ne2
-	HU_092 sample 195 ne2
-	HU_023 sample 196 ne2
-	HU_124 sample 197 ne2
-	HU_147 sample 198 ne2
-	HU_205 sample 199 ne2
-	HU_084 sample 200 ne2
-	HU_120 sample 201 ne2
-	HU_198 sample 202 ne2
-	QC1_025 pool 203 ne2
-	HU_045 sample 204 ne2
-	HU_029 sample 205 ne2
-	HU_069 sample 206 ne2
-	HU_155 sample 207 ne2
-	HU_106 sample 208 ne2
-	HU_146 sample 209 ne2
-	QC1_026 pool 210 ne2
-
-**variableMetadata file**::
-	
-	variableMetadata variable number
-	met_001 met 1
-	met_002 met 2
-	met_003 met 3
-	met_004 met 4
-	met_005 met 5
-	met_006 met 6
-	met_007 met 7
-	met_008 met 8
-	met_009 met 9
-	met_010 met 10
-
-Parameters
-===========
-
-| **Type of regression model**: 'all_loess_pool'
-| **span**: 1 'default)
-
-Figure output
-=============
-
-| You should obtain with this very simplified dataset the following figure:
-|
-
-.. image:: batchCorrection_workingExampleImage.png
-        :width: 600
-
-
-  
-example 2:
-
-Input files
-===========
-
-| **These two input files can be used in the purview "URL/Text:" of the tool "Get Data/Upload File",**
-| **by checking the box "Convert spaces to tabs: YES"**
-
-Metadata_samples.txt
-	Model input Sample metadata file::
-
-		samples idLIMS serie factor01 factor02 batch injectionOrder sampleType
-		POOL1 POOL1 p p p 01_08_2011 1 p
-		X12588 12588 3 validation 2 01_08_2011 2 s
-		X17736 17736 3 Q1 1 01_08_2011 3 s
-		X15432 15432 3 validation 1 01_08_2011 4 s
-		X17159 17159 3 Q4 1 01_08_2011 5 s
-		X14325 14325 3 validation 2 01_08_2011 6 s
-		X17419 17419 3 Q4 1 01_08_2011 7 s
-		X16437 16437 3 Q4 1 01_08_2011 8 s
-		X16172 16172 3 Q4 2 01_08_2011 9 s
-		X16392 16392 3 Q4 2 01_08_2011 10 s
-		X13875 13875 3 validation 2 01_08_2011 11 s
-		POOL2 POOL2 p p p 01_08_2011 12 p
-		X13117 13117 3 Q4 2 01_08_2011 13 s
-		X13341 13341 3 Q1 2 01_08_2011 14 s
-		X16888 16888 3 Q4 1 01_08_2011 15 s
-		X17489 17489 3 Q4 2 01_08_2011 16 s
-		X12718 12718 3 Q1 2 01_08_2011 17 s
-		X16235 16235 3 Q4 2 01_08_2011 18 s
-		X16878 16878 3 Q1 1 01_08_2011 19 s
-		X12701 12701 3 validation 1 01_08_2011 20 s
-		X16220 16220 3 Q4 2 01_08_2011 21 s
-		X15635 15635 3 Q4 1 01_08_2011 22 s
-
-
-Intensity_matrix.txt
-	Model input Matrix Ions file BEFORE IMPLEMENTATION::
-
-		samples POOL1 X12588 X17736 X15432 X17159 X14325 X17419 X16437 X16172 X16392 X13875 POOL2 X13117 X13341 X16888 X17489 X12718 X16235 X16878 X12701 X16220 X15635
-		ion01 188.4140625 219.729126 122.5697632 123.5487671 805.8852539 183.4683838 37.33084106 151.8625488 97.12005615 91.24694824 69.87762451 195.4349365 112.4111938 136.7092285 159.9987793 172.1585693 0 117.5420532 133.6679688 80.05419922 160.0006104 760.0488281
-		ion02 82.02575684 87.11358643 79.82391357 80.33862305 83.08575439 94.27703857 76.02288818 77.04394531 76.97564697 84.17669678 81.04943848 86.44024658 84.11865234 83.71282959 77.75219727 79.15936279 75.98492432 78.2835083 78.98760986 73.98388672 72.20550537 82.16448975
-		ion03 25.31900024 24.2960968 23.29342651 31.54063416 30.3830719 22.42404175 35.44485474 26.38783264 17.1401825 21.27339172 20.25959778 26.33859253 18.17146301 26.32852173 24.30648804 28.34313965 29.37016296 18.23519897 24.48402405 25.38140869 24.35777283 21.31071472
-		ion04 65.87536621 62.68716431 46.60232544 62.77856445 29.53218079 47.59136963 90.13983154 28.35336304 58.74325562 31.39331055 23.32928467 30.39666748 41.43960571 21.27049255 88.1161499 29.36820984 24.30200195 25.00007629 45.60662842 103.293457 37.46994019 87.09295654
-		ion05 0 103.728544 279.5808214 884.2333448 824.5072072 434.6439081 764.82768 799.0972595 398.4002569 382.5370891 74.55342827 0 636.6596277 514.3863309 741.690017 412.3166491 660.8996555 57.36593795 102.2085264 455.6403091 548.6145486 515.8412195
-		ion06 2711.785156 3465.292969 2469.75 3435.259766 2482.3125 2593.654297 1407.915039 1291.253906 2241.734375 1444.189453 3363.683594 2578.642578 2633.181641 3397.763672 3706.855469 3647.212891 3548.410156 3714.640625 1889.213867 2262.707031 2107.417969 2763.21875
-		ion07 164.9023438 192.40625 140.7609863 192.4053955 139.7540283 140.748291 84.60144043 86.1819458 150.762207 89.90411377 207.5949707 164.0512695 149.8706055 186.336792 214.6140137 202.5360107 214.6877441 195.4482422 117.4679565 127.2941895 142.78479 163.0666504
-
-
-Parameters
-==========
-
-Factor analysis  -> **batch**
-
-Level of details  -> **no**
-
-Model used (linear or not)  -> **Linear**
-
-
-Output files
-============
-
-Norma_rdata_$detail.rdata::
-
-	binary data
-	Download, open with R send res
-
-
-Norma_plots_$detail.pdf
-
-.. image:: Vdk_pdf1.png
-        :width: 800
-        
-.. image:: Vdk_pdf2.png
-        :width: 800
-        
-
-Norma_result_for_simca.tabular::
-
-	samples	idLIMS	serie	factor01	factor02	batch	injectionOrder	sampleType	ion01	ion02	ion03	ion04	ion05	ion06	ion07
-	POOL1	POOL1	p	p	p	01_08_2011	1	p	183.806309736177	78.555522674121	24.2565782732588	67.2059357441544	0	2756.58450391724	158.052416850832
-	POOL2	POOL2	p	p	p	01_08_2011	12	p	190.655485025641	82.783250185879	25.2333869921957	31.0106280849366	0	2621.24237826457	157.236695576441
-	X12588	12588	3	validation	2	01_08_2011	2	s	220.281338788057	87.500123119505	24.4029802274792	62.5632990312483	94.2986763636364	3459.67039593807	193.243760535699
-	X12701	12701	3	validation	1	01_08_2011	20	s	80.2553876257053	74.3121648660553	25.4930666232626	103.089356639338	414.218462818182	2259.03570054876	127.848278698451
-	X12718	12718	3	Q1	2	01_08_2011	17	s	0	76.3220813847312	29.4993682273574	24.2539829611226	600.817868636364	3542.65272205883	215.622242057156
-	X13117	13117	3	Q4	2	01_08_2011	13	s	112.693700265425	84.4919000357226	18.251402938821	41.3577240621519	578.781479727273	2628.90920103769	150.522965863022
-	X13341	13341	3	Q1	2	01_08_2011	14	s	137.052799630498	84.0842765863284	26.4443462044465	21.2284636032788	467.623937181818	3392.25066785752	187.147883253472
-	X13875	13875	3	validation	2	01_08_2011	11	s	70.0532376321925	81.4090675909135	20.3487238346046	23.2831876997425	67.7758438818182	3358.22588611392	208.498595063134
-	X14325	14325	3	validation	2	01_08_2011	6	s	183.929467815501	94.695360623753	22.5226896299416	47.497332543935	395.130825545454	2589.44599169574	141.360943533866
-	X15432	15432	3	validation	1	01_08_2011	4	s	123.859263984884	80.6950981610103	31.6793877676942	62.6545185712173	803.848495272727	3429.68592298187	193.242902316211
-	X15635	15635	3	Q4	1	01_08_2011	22	s	761.958946663093	82.5290665188414	21.4044648499099	86.9208671903241	468.946563181818	2758.73531975414	163.776450823485
-	X16172	16172	3	Q4	2	01_08_2011	9	s	97.3641336556051	77.3172000270102	17.2155856179699	58.6271832180619	362.182051727273	2238.0970735015	151.418448347397
-	X16220	16220	3	Q4	2	01_08_2011	21	s	160.402716323636	72.5258925581935	24.4649275827679	37.3959023125888	498.740498727273	2103.99860111142	143.406307055514
-	X16235	16235	3	Q4	2	01_08_2011	18	s	117.83745429722	78.6308645435113	18.315419286157	24.950677956983	52.1508526818182	3708.61347563638	196.298993992243
-	X16392	16392	3	Q4	2	01_08_2011	10	s	91.4762657301598	84.5502020280356	21.3669776585093	31.3312796509314	347.760990090909	1441.84619925857	90.295450550822
-	X16437	16437	3	Q4	1	01_08_2011	8	s	152.244202534309	77.3858014174909	26.5039180350956	28.2973388561794	726.452054090909	1289.1587961513	86.5570806388865
-	X16878	16878	3	Q1	1	01_08_2011	19	s	134.003896781277	79.3380903129169	24.5917342073347	45.5165130382572	92.9168421818182	1886.14854378149	117.979273835979
-	X16888	16888	3	Q4	1	01_08_2011	15	s	160.400880621802	78.0971960028743	24.4134171806386	87.9420387946402	674.263651818182	3700.84095135577	215.548190721704
-	X17159	17159	3	Q4	1	01_08_2011	5	s	807.910566388206	83.4544189550015	30.5167331579687	29.4738273480161	749.552006545455	2478.28485110605	140.362352983359
-	X17419	17419	3	Q4	1	01_08_2011	7	s	37.4246591541122	76.3602136963513	35.6007838010462	89.9617217868595	695.297890909091	1405.63064191075	84.9696956072378
-	X17489	17489	3	Q4	2	01_08_2011	16	s	172.59123002765	79.510605337691	28.4678268347873	29.3101803926911	374.833317363636	3641.2951457659	203.417614300817
-	X17736	17736	3	Q1	1	01_08_2011	3	s	122.877799698849	80.1781048340628	23.3958989887532	46.5102426333419	254.164383090909	2465.74273425251	141.373694094272
-
-
-Norma_result.tabular::
-
-	POOL1	POOL2	X12588	X12701	X12718	X13117	X13341	X13875	X14325	X15432	X15635	X16172	X16220	X16235	X16392	X16437	X16878	X16888	X17159	X17419	X17489	X17736
-	ion01	183.806309736177	190.655485025641	220.281338788057	80.2553876257053	0	112.693700265425	137.052799630498	70.0532376321925	183.929467815501	123.859263984884	761.958946663093	97.3641336556051	160.402716323636	117.83745429722	91.4762657301598	152.244202534309	134.003896781277	160.400880621802	807.910566388206	37.4246591541122	172.59123002765	122.877799698849
-	ion02	78.555522674121	82.783250185879	87.500123119505	74.3121648660553	76.3220813847312	84.4919000357226	84.0842765863284	81.4090675909135	94.695360623753	80.6950981610103	82.5290665188414	77.3172000270102	72.5258925581935	78.6308645435113	84.5502020280356	77.3858014174909	79.3380903129169	78.0971960028743	83.4544189550015	76.3602136963513	79.510605337691	80.1781048340628
-	ion03	24.2565782732588	25.2333869921957	24.4029802274792	25.4930666232626	29.4993682273574	18.251402938821	26.4443462044465	20.3487238346046	22.5226896299416	31.6793877676942	21.4044648499099	17.2155856179699	24.4649275827679	18.315419286157	21.3669776585093	26.5039180350956	24.5917342073347	24.4134171806386	30.5167331579687	35.6007838010462	28.4678268347873	23.3958989887532
-	ion04	67.2059357441544	31.0106280849366	62.5632990312483	103.089356639338	24.2539829611226	41.3577240621519	21.2284636032788	23.2831876997425	47.497332543935	62.6545185712173	86.9208671903241	58.6271832180619	37.3959023125888	24.950677956983	31.3312796509314	28.2973388561794	45.5165130382572	87.9420387946402	29.4738273480161	89.9617217868595	29.3101803926911	46.5102426333419
-	ion05	0	0	94.2986763636364	414.218462818182	600.817868636364	578.781479727273	467.623937181818	67.7758438818182	395.130825545454	803.848495272727	468.946563181818	362.182051727273	498.740498727273	52.1508526818182	347.760990090909	726.452054090909	92.9168421818182	674.263651818182	749.552006545455	695.297890909091	374.833317363636	254.164383090909
-	ion06	2756.58450391724	2621.24237826457	3459.67039593807	2259.03570054876	3542.65272205883	2628.90920103769	3392.25066785752	3358.22588611392	2589.44599169574	3429.68592298187	2758.73531975414	2238.0970735015	2103.99860111142	3708.61347563638	1441.84619925857	1289.1587961513	1886.14854378149	3700.84095135577	2478.28485110605	1405.63064191075	3641.2951457659	2465.74273425251
-	ion07	158.052416850832	157.236695576441	193.243760535699	127.848278698451	215.622242057156	150.522965863022	187.147883253472	208.498595063134	141.360943533866	193.242902316211	163.776450823485	151.418448347397	143.406307055514	196.298993992243	90.295450550822	86.5570806388865	117.979273835979	215.548190721704	140.362352983359	84.9696956072378	203.417614300817	141.373694094272
-
-</tool>
--- a/batchcorrection/batch_correction_all_loess_script.R	Thu Mar 02 03:38:08 2017 -0500
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,294 +0,0 @@
-loessF <- function(datVn, qcaVi, preVi, spnN) {
-
-    if(length(qcaVi) < 5) {
-    
-        return(predict(lm(datVn[qcaVi] ~ qcaVi),
-                       newdata = data.frame(qcaVi = preVi)))
-
-    } else {
-
-        return(predict(loess(datVn[qcaVi] ~ qcaVi,
-                             control = loess.control(surface = "direct"),
-                             span = spnN),
-                       newdata = data.frame(qcaVi = preVi)))
-
-    }
-
-    ## Note:
-    ##  the surface = 'direct' argument allows extrapolation
-
-} ## loessF
-
-plotBatchF <- function(datMN, samDF.arg, spnN.arg) {
-
-    maiC <- switch(gsub("MN", "", deparse(substitute(datMN))),
-                   raw = "Raw",
-                   nrm = "Normalized")
-
-    colVc <- c(sample = "green4",
-               pool = "red",
-               blank = "black",
-               other = "yellow")
-
-    par(font = 2, font.axis = 2, font.lab = 2, lwd = 2, pch = 18)
-
-    layout(matrix(c(1, 1, 2, 3), nrow = 2),
-           widths = c(0.7, 0.3))
-
-    obsNamVc <- rownames(datMN)
-
-    obsColVc <- sapply(samDF.arg[, "sampleType"],
-                       function(typC)
-                       ifelse(typC %in% names(colVc), colVc[typC], colVc["other"]))
-
-    ## Graphic 1: Sum of intensities for each sample
-
-    par(mar = c(3.6, 3.6, 3.1, 0.6))
-
-    batTab <- table(samDF.arg[, "batch"])
-
-    sumVn <- rowSums(datMN, na.rm = TRUE)
-
-    plot(sumVn,
-         cex = 1.2,
-         col = obsColVc,
-         pch = 18,
-         xaxs = "i",
-         xlab = "",
-         ylab = "")
-
-    mtext("Injection order",
-          line = 2.2,
-          side = 1)
-    mtext("Sum of variable intensities",
-          line = 2.2,
-          side = 2)
-
-    mtext(maiC, cex = 1.2, line = 1.5, side = 3)
-
-    abline(v = cumsum(batTab) + 0.5,
-           col = "red")
-
-    mtext(names(batTab),
-          at = batTab / 2 + c(0, cumsum(batTab[-length(batTab)])))
-
-    obsColVuc <- obsColVc[sort(unique(names(obsColVc)))]
-
-    text(rep(batTab[1], times = length(obsColVuc)),
-         par("usr")[3] + (0.97 - length(obsColVuc) * 0.03 + 1:length(obsColVuc) * 0.03) * diff(par("usr")[3:4]),
-         col = obsColVuc,
-         font = 2,
-         labels = names(obsColVuc),
-         pos = 2)
-
-    for(batC in names(batTab)) {
-
-        batSeqVi <- which(samDF.arg[, "batch"] == batC)
-        batPooVi <- intersect(batSeqVi,
-                              grep("pool", samDF.arg[, "sampleType"]))
-        batSamVi <- intersect(batSeqVi,
-                              grep("sample", samDF.arg[, "sampleType"]))
-        if(length(batPooVi))
-            lines(batSeqVi,
-                  loessF(sumVn, batPooVi, batSeqVi, spnN=spnN.arg),
-                  col = colVc["pool"])
-        lines(batSeqVi,
-              loessF(sumVn, batSamVi, batSeqVi, spnN=spnN.arg),
-              col = colVc["sample"])
-
-    }
-
-    ## Graphics 2 and 3 (right): PCA score plots of components 1-4
-
-    radVn <- seq(0, 2 * pi, length.out = 100)
-    epsN <- .Machine[["double.eps"]] ## [1] 2.22e-16
-
-    pcaMN <- datMN
-
-    if(any(is.na(pcaMN))) {
-        minN <- min(pcaMN, na.rm = TRUE)
-        pcaMN[is.na(pcaMN)] <- minN
-    }
-
-    pcaLs <- opls(pcaMN, predI = 4, algoC = "svd", printL = FALSE, plotL = FALSE)
-    tMN <- getScoreMN(pcaLs)
-    vRelVn <- pcaLs@modelDF[, "R2X"]
-
-    n <- nrow(tMN)
-    hotN <- 2 * (n - 1) * (n^2 - 1) / (n^2 * (n - 2))
-
-    hotFisN <- hotN * qf(0.95, 2, n - 2)
-
-    pcsLs <- list(c(1, 2), c(3, 4))
-
-    par(mar = c(3.6, 3.6, 0.6, 1.1))
-
-    for(pcsN in 1:length(pcsLs)) {
-
-        pcsVn <- pcsLs[[pcsN]]
-
-        tcsMN <- tMN[, pcsVn]
-
-        micMN <- solve(cov(tcsMN))
-
-        n <- nrow(tMN)
-        hotN <- 2 * (n - 1) * (n^2 - 1) / (n^2 * (n - 2))
-
-        hotFisN <- hotN * qf(0.95, 2, n - 2)
-
-        hotVn <- apply(tcsMN,
-                       1,
-                       function(x) 1 - pf(1 / hotN * t(as.matrix(x)) %*% micMN %*% as.matrix(x), 2, n - 2))
-
-        obsHotVi <- which(hotVn < 0.05)
-
-        xLabC <- paste("t",
-                       pcsVn[1],
-                       "(",
-                       round(vRelVn[pcsVn[1]] * 100),
-                       "%)",
-                       sep = "")
-
-        yLabC <- paste("t",
-                       pcsVn[2],
-                       "(",
-                       round(vRelVn[pcsVn[2]] * 100),
-                       "%)",
-                       sep = "")
-
-        xLimVn <- c(-1, 1) * max(sqrt(var(tcsMN[, 1]) * hotFisN), max(abs(tcsMN[, 1])))
-        yLimVn <- c(-1, 1) * max(sqrt(var(tcsMN[, 2]) * hotFisN), max(abs(tcsMN[, 2])))
-
-        plot(tcsMN,
-             main = "",
-             type = "n",
-             xlab = "",
-             ylab = "",
-             xlim = xLimVn,
-             ylim = yLimVn)
-
-        mtext(xLabC,
-              line = 2.2,
-              side = 1)
-        mtext(yLabC,
-              line = 2.2,
-              side = 2)
-
-        par(lwd = 1)
-
-        abline(v = axTicks(1),
-               col = "grey")
-
-        abline(h = axTicks(2),
-               col = "grey")
-
-        abline(v = 0)
-        abline(h = 0)
-
-        lines(sqrt(var(tcsMN[, 1]) * hotFisN) * cos(radVn),
-              sqrt(var(tcsMN[, 2]) * hotFisN) * sin(radVn))
-
-        points(tcsMN,
-               col = obsColVc,
-               pch = 18)
-
-        if(length(obsHotVi))
-            text(tcsMN[obsHotVi, 1],
-                 tcsMN[obsHotVi, 2],
-                 col = obsColVc[obsHotVi],
-                 labels = obsNamVc[obsHotVi],
-                 pos = 3)
-
-    } ## for(pcsN in 1:length(pcsLs)) {
-
-    return(invisible(list(sumVn = sumVn,
-                          tcsMN = tcsMN)))
-
-} ## plotBatchF
-
-shiftBatchCorrectF <- function(rawMN.arg,
-                               samDF.arg,
-                               refC.arg,
-                               spnN.arg) {
-
-    cat("\nReference observations are: ", refC.arg, "\n")
-
-    ## computing median off all pools (or samples) for each variable
-
-    refMeaVn <- apply(rawMN.arg[samDF.arg[, "sampleType"] == refC.arg, ],
-                      2,
-                      function(feaRefVn) mean(feaRefVn, na.rm = TRUE))
-
-    ## splitting data and sample metadata from each batch
-
-    batRawLs <- split(as.data.frame(rawMN.arg),
-                      f = samDF.arg[, "batch"])
-    batRawLs <- lapply(batRawLs, function(inpDF) as.matrix(inpDF))
-
-    batSamLs <- split(as.data.frame(samDF.arg),
-                      f = samDF.arg[, "batch"])
-
-    ## checking extrapolation: are there pools at the first and last observations of each batch
-
-    if(refC.arg == "pool") {
-        pooExtML <- matrix(FALSE, nrow = 2, ncol = length(batRawLs),
-                           dimnames = list(c("first", "last"), names(batRawLs)))
-        for(batC in names(batSamLs)) {
-            batSamTypVc <- batSamLs[[batC]][, "sampleType"]
-            pooExtML["first", batC] <- head(batSamTypVc, 1) == "pool"
-            pooExtML["last", batC] <- tail(batSamTypVc, 1) == "pool"
-        }
-        if(!all(c(pooExtML))) {
-            cat("\nWarning: Pools are missing at the first and/or last position of the following batches:\n")
-            pooExtBatVi <- which(!apply(pooExtML, 2, all))
-            for(i in 1:length(pooExtBatVi))
-                cat(names(pooExtBatVi)[i], ": ",
-                    paste(rownames(pooExtML)[!pooExtML[, pooExtBatVi[i]]], collapse = ", "), "\n", sep = "")
-            cat("Extrapolating loess fits for these batches may result in inaccurate modeling!\n")
-        }
-    }
-
-    ## normalizing
-
-    nrmMN <- NULL ## normalized data matrix to be computed
-
-    cat("\nProcessing batch:")
-
-    for(batC in names(batRawLs)) { ## processing each batch individually
-
-        cat("\n", batC)
-
-        batRawMN <- batRawLs[[batC]]
-        batSamDF <- batSamLs[[batC]]
-
-        batAllVi <- 1:nrow(batRawMN)
-
-        batRefVi <- grep(refC.arg, batSamDF[, "sampleType"])
-
-        if(length(batRefVi) < 5)
-            cat("\nWarning: less than 5 '", refC.arg, "'; linear regression will be performed instead of loess regression for this batch\n", sep="")
-
-        ## prediction of the loess fit
-
-        batLoeMN <- apply(batRawMN,
-                          2,
-                          function(rawVn) loessF(rawVn, batRefVi, batAllVi, spnN=spnN.arg))
-
-        ## normalization
-
-        batLoeMN[batLoeMN <= 0] <- NA
-
-        batNrmMN <- batRawMN / batLoeMN
-
-        nrmMN <- rbind(nrmMN,
-                       batNrmMN)
-
-    }
-
-    cat("\n")
-
-    nrmMN <- sweep(nrmMN, MARGIN = 2, STATS = refMeaVn, FUN = "*")
-
-    return(nrmMN)
-
-} ## shiftBatchCorrectF
--- a/batchcorrection/batch_correction_all_loess_wrapper.R	Thu Mar 02 03:38:08 2017 -0500
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,199 +0,0 @@
-## Etienne Thevenot
-## CEA, MetaboHUB Paris
-## etienne.thevenot@cea.fr
-## April 8th, 2015
-
-library(batch) ## necessary for parseCommandArgs function
-args = parseCommandArgs(evaluate=FALSE) #interpretation of arguments given in command line as an R list of objects
-
-source_local <- function(fname){
-    argv <- commandArgs(trailingOnly = FALSE)
-    base_dir <- dirname(substring(argv[grep("--file=", argv)], 8))
-    source(paste(base_dir, fname, sep="/"))
-}
-
-## Import the different functions
-source_local("batch_correction_all_loess_script.R")
-
-
-
-argVc <- unlist(args)
-
-##  argVc["method"] is either 'all_loess_pool' or 'all_loess_sample'
-##  alternative version developped by CEA
-##  all variables are treated with loess
-##  the reference observations for loess are either 'pool'
-## ('all_loess_pool') or 'sample' ('all_loess_sample')
-
-
-#### Start_of_tested_code <- function() {}
-
-
-##------------------------------
-## Initializing
-##------------------------------
-
-## options
-##--------
-
-strAsFacL <- options()$stringsAsFactors
-options(stringsAsFactors = FALSE)
-
-## libraries
-##----------
-
-suppressMessages(library(ropls))
-
-## constants
-##----------
-
-modNamC <- "Batch correction" ## module name
-
-## log file
-##---------
-
-## sink(argVc["information"]) ## not implemented
-
-cat("\nStart of the '", modNamC, "' Galaxy module call: ",
-    format(Sys.time(), "%a %d %b %Y %X"), "\n", sep="")
-
-## loading
-##--------
-
-rawMN <- t(as.matrix(read.table(argVc["dataMatrix"],
-                                header = TRUE,
-                                row.names = 1,
-                                sep = "\t")))
-
-samDF <- read.table(argVc["sampleMetadata"],
-                    header = TRUE,
-                    row.names = 1,
-                    sep = "\t")
-
-varDF <- read.table(argVc["variableMetadata"],
-                    check.names = FALSE,
-                    header = TRUE,
-                    row.names = 1,
-                    sep = "\t") ## not used; for compatibility only
-
-refC <- tolower(gsub("all_loess_", "", argVc["method"]))
-
-spnN <- as.numeric(argVc["span"])
-
-## checking
-##---------
-
-if(packageVersion("ropls") < "0.10.16")
-    cat("\nWarning: new version of the 'ropls' package is available\n", sep="")
-
-stopifnot(refC %in% c("pool", "sample"))
-
-if(refC == "pool" &&
-   !any("pool" %in% samDF[, "sampleType"]))
-    stop("No 'pool' found in the 'sampleType' column; use the samples as normalization reference instead")
-
-refMN <- rawMN[samDF[, "sampleType"] == refC, ]
-refNasZerVl <- apply(refMN, 2,
-                     function(refVn)
-                     all(sapply(refVn,
-                                function(refN) {is.na(refN) || refN == 0})))
-
-if(sum(refNasZerVl)) {
-
-    refNasZerVi <- which(refNasZerVl)
-    cat("The following variables have 'NA' or 0 values in all reference samples; they will be removed from the data:\n", sep = "")
-    print(refNasZerVi)
-    rawMN <- rawMN[, !refNasZerVl, drop = FALSE]
-    varDF <- varDF[!refNasZerVl, , drop = FALSE]
-
-}
-
-##------------------------------
-## Computation
-##------------------------------
-
-
-## ordering (batch and injection order)
-##-------------------------------------
-
-samDF[, "ordIniVi"] <- 1:nrow(rawMN)
-ordBatInjVi <- order(samDF[, "batch"], samDF[, "injectionOrder"])
-rawMN <- rawMN[ordBatInjVi, ]
-samDF <- samDF[ordBatInjVi, ]
-
-## signal drift and batch-effect correction
-##-----------------------------------------
-
-nrmMN <- shiftBatchCorrectF(rawMN,
-                            samDF,
-                            refC,
-                            spnN)
-
-## figure
-##-------
-
-cat("\nPlotting\n")
-
-pdf(argVc["graph_output"], onefile = TRUE, width = 11, height = 7)
-plotBatchF(rawMN, samDF, spnN)
-plotBatchF(nrmMN, samDF, spnN)
-dev.off()
-
-## returning to initial order
-##---------------------------
-
-ordIniVi <- order(samDF[, "ordIniVi"])
-nrmMN <- nrmMN[ordIniVi, ]
-samDF <- samDF[ordIniVi, ]
-samDF <- samDF[, colnames(samDF) != "ordIniVi", drop=FALSE]
-
-
-##------------------------------
-## Ending
-##------------------------------
-
-
-## saving
-##-------
-
-datMN <- nrmMN
-
-datDF <- cbind.data.frame(dataMatrix = colnames(datMN),
-                          as.data.frame(t(datMN)))
-write.table(datDF,
-            file = argVc["dataMatrix_out"],
-            quote = FALSE,
-            row.names = FALSE,
-            sep = "\t")
-
-varDF <- cbind.data.frame(variableMetadata = rownames(varDF),
-                          varDF) ## not modified; for compatibility only
-write.table(varDF,
-            file = argVc["variableMetadata_out"],
-            quote = FALSE,
-            row.names = FALSE,
-            sep = "\t")
-
-
-res <- list(dataMatrix_raw = rawMN,
-            dataMatrix_normalized = nrmMN,
-            sampleMetadata = samDF)
-save(res,
-     file = argVc["rdata_output"]) ## for compatibility
-
-## closing
-##--------
-
-cat("\nEnd of '", modNamC, "' Galaxy module call: ",
-    as.character(Sys.time()), "\n", sep = "")
-
-## sink()
-
-options(stringsAsFactors = strAsFacL)
-
-
-#### End_of_tested_code <- function() {}
-
-
-rm(argVc)
-
--- a/batchcorrection/batch_correction_wrapper.R	Thu Mar 02 03:38:08 2017 -0500
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,131 +0,0 @@
-#!/usr/bin/Rscript --vanilla --slave --no-site-file
-
-################################################################################################
-# batch_correction_wrapper                                                                     #
-#                                                                                              #
-# Author: Marion LANDI / Jean-Francois MARTIN / Melanie Petera                                 #
-# User: Galaxy                                                                                 #
-# Original data: --                                                                            #
-# Starting date: 22-07-2014                                                                    #
-# Version 1: 22-07-2014                                                                        #
-# Version 2: 08-12-2014                                                                        #
-# Version 2.1: 09-01-2015 modification in Error message of sample matching                     #
-# Version 2.2: 16-03-2015 inclusion of miniTools' functions for special characters             #
-# Version 2.90: 18-08-2015 new parameter valnull                                               #
-# Version 2.91: 25-08-2016 error message improvment                                            #
-#                                                                                              #
-#                                                                                              #
-# Input files: dataMatrix.txt ; sampleMetadata.txt ; variableMetadata.txt (for DBC)            #
-# Output files: graph_output.pdf ; corrected table ; diagnostic table                          #
-#                                                                                              #
-################################################################################################
-
-
-library(batch) #necessary for parseCommandArgs function
-args = parseCommandArgs(evaluate=FALSE) #interpretation of arguments given in command line as an R list of objects
-
-source_local <- function(...){
-	argv <- commandArgs(trailingOnly = FALSE)
-	base_dir <- dirname(substring(argv[grep("--file=", argv)], 8))
-	for(i in 1:length(list(...))){source(paste(base_dir, list(...)[[i]], sep="/"))}
-}
-#Import the different functions
-source_local("Normalisation_QCpool.r","RcheckLibrary.R","miniTools.R")
-
-
-## Reading of input files
-idsample=read.table(args$sampleMetadata,header=T,sep='\t',check.names=FALSE)
-iddata=read.table(args$dataMatrix,header=T,sep='\t',check.names=FALSE)
-
-### Table match check 
-table.check <- match2(iddata,idsample,"sample")
-if(length(table.check)>1){check.err(table.check)}
-
-### StockID
-samp.id <- stockID(iddata,idsample,"sample")
-iddata<-samp.id$dataMatrix ; idsample<-samp.id$Metadata ; samp.id<-samp.id$id.match
-
-### Checking mandatory variables
-mand.check <- ""
-for(mandcol in c("sampleType","injectionOrder","batch")){
-  if(!(mandcol%in%colnames(idsample))){
-    mand.check <- c(mand.check,"\nError: no '",mandcol,"' column in sample metadata.\n",
-                    "Note: table must include this exact column name (it is case-sensitive).\n")
-  }
-}
-if(length(mand.check)>1){
-  mand.check <- c(mand.check,"\nFor more information, see the help section or:",
-                  "\n http://workflow4metabolomics.org/sites/",
-                  "workflow4metabolomics.org/files/files/MS_data_processing.pdf\n")
-  check.err(mand.check)
-}
-
-### Formating
-idsample[[1]]=make.names(idsample[[1]])
-dimnames(iddata)[[1]]=iddata[[1]]
-
-### Transposition of ions data
-idTdata=t(iddata[,2:dim(iddata)[2]])
-idTdata=data.frame(dimnames(idTdata)[[1]],idTdata)
-	
-### Merge of 2 files (ok even if the two dataframe are not sorted on the same key)
-id=merge(idsample, idTdata, by.x=1, by.y=1)
-
-id$batch=as.factor(id$batch)
-ids=id[id$sampleType == 'pool' | id$sampleType == 'sample',]
-nbid=dim(idsample)[2]
-	
-### Checking the number of sample and pool
-	
-# least 2 samples
-if(length(which(ids$sampleType == "sample"))<2){
-	table.check <- c(table.check,"\nError: less than 2 samples specified in sample metadata.",
-	       "\nMake sure this is not due to errors in sampleType coding.\n")
-}
-	
-# least 2 pools per batch for all batchs
-B <- rep(0,length(levels(ids$batch)))
-for(nbB in length(levels(ids$batch))){
-	B[nbB]<-length(which(ids[which(ids$batch==(levels(ids$batch)[nbB])),]$sampleType == "pool"))
-}
-if(length(which(B>1))==0){
-	table.check <- c(table.check,"\nError: less than 2 pools specified in each batch in sample metadata.",
-	       "\nMake sure this is not due to errors in sampleType coding.\n")
-}
-	
-### Factor of interest 
-factbio=args$ref_factor
-
-
-if(args$analyse == "batch_correction") {
-	## Reading of Metadata Ions file
-	metaion=read.table(args$variableMetadata,header=T,sep='\t',check.names=FALSE)
-	## Table match check 
-	table.check <- c(table.check,match2(iddata,metaion,"variable"))
-	check.err(table.check)
-	
-	## variables
-	detail=args$detail
-	method=args$method
-	
-	## outputs
-	outlog=args$graph_output
-	
-	## Launch
-	res = norm_QCpool(ids,nbid,outlog,factbio,metaion,detail,F,F,method,args$span,args$valnull)
-	save(res, file=args$rdata_output)
-	write.table(reproduceID(res[[1]],res[[3]],"sample",samp.id)$dataMatrix, file=args$dataMatrix_out, sep = '\t', row.names=F, quote=F)
-	write.table(res[[2]], file=args$variableMetadata_out, sep = '\t', row.names=F, quote=F)
-}else{
-	## error check
-	check.err(table.check)
-	
-	## outputs
-	out_graph_pdf=args$out_graph_pdf
-	out_preNormSummary=args$out_preNormSummary
-	
-	## Launch
-	plotsituation(ids,nbid,out_graph_pdf,out_preNormSummary,factbio,args$span)
-}
-
-rm(args)
\ No newline at end of file
--- a/batchcorrection/determine_bc.xml	Thu Mar 02 03:38:08 2017 -0500
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,265 +0,0 @@
-<tool id="Determine_BC" name="Determine_batch_correction" version="2016-03-03">
-  <description>to choose between linear, lowess and loess methods</description>
-  
-  <command interpreter="Rscript">
-    batch_correction_wrapper.R
-      analyse "determine_bc"
-      sampleMetadata "$sampleMetadata"
-      dataMatrix "$dataMatrix"
-      ref_factor "$ref_factor"
-      #if str($advance.option ) == 'show':
-        span $advance.span
-      #else:
-        span "none"
-      #end if
-      out_graph_pdf "$out_graph_pdf"
-      out_preNormSummary "$out_preNormSummary"
-  </command>
-  <inputs>
-    <param name="dataMatrix" type="data" label="Data Matrix file " help="" format="tabular" />
-    <param name="sampleMetadata" type="data" label="Sample metadata file " help="must contain at least the three following columns: 'batch' + 'injectionOrder' + 'sampleType'" format="tabular" />
-    <param name="ref_factor" type="text" label="Factor of interest " help="column name of the factor of interest (often a biological factor); if none, leave 'batch'" value="batch" />
-    <conditional name="advance">
-        <param name="option" type="select" label="Advanced options" help="should only be put at 'show' if you have good understanding of the span parameter and are willing to adjust it">
-            <option value="show">show</option>
-            <option value="hide" selected="true">hide</option>
-        </param>
-        <when value="show">
-            <param name="span" type="float" value="0.85" label="span" help="applied to lowess and loess regression"/>
-        </when>
-    </conditional>
-  </inputs>
-  
-  <outputs>
-    <data name="out_graph_pdf" label="Determine_BC_graph" format="pdf" ></data>
-    <data name="out_preNormSummary" label="Determine_BC_preNormSummary" format="tabular" ></data>
-  </outputs>
-  	
-  <stdio>
-    <exit_code range="1:" level="fatal" />
-  </stdio>	
-	
-  <help>
-
-.. class:: infomark
-
-**Authors**
-  | Jean-Francois Martin - PF MetaToul-AXIOM ; INRA ; MetaboHUB (for original version of this tool and overall development of the R script)
-
-.. class:: infomark
-
-**Contributors**
-  | Melanie Petera - PFEM ; INRA ; MetaboHUB (for R wrapper and R script improvement)
-
-.. class:: infomark
-
-**Wrapping**
-  | Marion Landi - FLAME ; PFEM ; INRA ; MetaboHUB (for xml interface and R wrapper)
-  | Franck Giacomoni - PFEM ; INRA ; MetaboHUB (for xml interface and R wrapper)
-
----------------------------------------------------
-
-.. class:: infomark
-
-**Please cite** If you use this tool, please cite:
-  | `F.M. van der Kloet, I. Bobeldijk, E.R. Verheij, R.H. Jellema. (2009). "Analytical error reduction using single point calibration for accurate and precise metabolomic phenotyping." Journal of Proteome Research p5132-5141 &lt;http://www.ncbi.nlm.nih.gov/pubmed/19754161&gt;`_
-
----------------------------------------------------
-
-==========================
-Determine_batch_correction
-==========================
-
------------
-Description
------------
-
-| Allows to choose between linear or non-linear (lowess or loess) functions for batch correction
-| using quality control pooled samples (QC-pools) with correction algorithm as mentioned by Van Der Kloet (J Prot Res 2009).
-| 
-| Warning : this module does *not* deliver which choice should be made in model type;
-| it only provides tools to help users to determine which choice may be appropriate, based on their own expertise.
-| 
-| This tool is meant to be used prior to the Batch_correction tool to help make a choice in parameters,
-| but it is not a requirement and thus can be avoided.
-
-
------------------
-Workflow position
------------------
-
-.. image:: determine_batch_correction.png
-        :width: 800
-
-
------------
-Input files
------------
-
-+--------------------------+-----------+
-| Parameter : num + label  |   Format  |
-+==========================+===========+
-| 1 : Data Matrix file     |   tabular |
-+--------------------------+-----------+
-| 2 : Sample metadata file |   tabular |
-+--------------------------+-----------+
-
-
-Data Matrix file must contain the intensity values of the variables.
-	| First line must contain all the samples' names
-	| First column must contain all the variables' ID
-	| 
-
-Sample metadata file must contain at least the three following columns: 
-	| "batch" to identify the batches of analyses
-	| "injectionOrder" (integers) defining the injection order of all samples (QC-pools as well as analysed samples)
-	| "sampleType" indicating if a sample ("sample") or a QC-pool ("pool"); each batch needs
-	| at least 3 QC-pools for intra-batch linear adjustment and 8 for lo(w)ess adjustment
-
-
-.. class:: warningmark
-
-NO MISSING DATA are allowed
-
-
-----------
-Parameters
-----------
-
-Factor of interest
-	| name of the factor (column header) that will be used as a categorical variable for plots.
-	| (often a biological factor ; if none, leave “batchâ€).
-	| This factor does not affect correction calculation.
-	|
-
-Advanced options
-	| should only be put at "show" if you have good understanding of the span parameter and are willing to adjust it.
-	|
-
-Span
-	| - when advanced option is at "hide" (default)
-	| default is 1 for loess regression and is two times the ratio between number of pools and number of samples for lowess regression.
-	| - when advanced option is at "show" : 
-	| filled value is used for lowess and loess regression.
-
-
-------------
-Output files
-------------
-
-Determine_BC_preNormSummary.tabular
-	| tabular output
-	| Meaning of results of diagnosis analysis
-	| 0 : no preliminary-condition problem
-	| 1 : standard deviation of QC-pools or samples = 0
-	| 2 : insufficient number of QC-pools within a batch (n=3 for linear, n=8 for lowess or loess)
-	| 3 : significant difference between QC-pools and samples means
-	| 4 : denominator =0 when on 1 pool per batch non-0
-	| 5 : (linear regression only) the slopes ratio “QC-pools/samples†is lower than -0.2
-	|
-
-Determine_BC_graph.pdf
-	| graphical output
-	| One page per ion. Plots regression curves for all methods allowed and plot.design results regarding the factor of interest. 
-
-	
----------------------------------------------------
-
----------------
-Working example
----------------
-
-
-.. class:: warningmark
-
-Refer to the corresponding "W4M HowTo" page:
- | `MS data processing - Filtering and correcting data &lt;http://workflow4metabolomics.org/sites/workflow4metabolomics.org/files/files/MS_data_processing.pdf&gt;`_
- |
- |
-
-
-
-  </help>
-      <!-- [RECOMMANDED] All citations associated to this tool (main citation given above and other references). Can be extracted from the history panel -->
-    <citations>
-        <!-- [HELP] As DOI or BibTex entry -->
-        <citation type="doi">10.1021/pr900499r</citation>
-    </citations>
-  
-Input files
-===========
-
-| **These two input files can be used in the purview "URL/Text:" of the tool "Get Data/Upload File",**
-| **by checking the box "Convert spaces to tabs: YES"**
-
-Metadata_samples.txt
-	Model input Sample metadata file::
-
-		samples idLIMS serie factor01 factor02 batch injectionOrder sampleType
-		POOL1 POOL1 pool p pool 01_08_2011 1 p
-		X12588 12588 3 validation 2 01_08_2011 2 s
-		X17736 17736 3 Q1 1 01_08_2011 3 s
-		X15432 15432 3 validation 1 01_08_2011 4 s
-		X17159 17159 3 Q4 1 01_08_2011 5 s
-		X14325 14325 3 validation 2 01_08_2011 6 s
-		X17419 17419 3 Q4 1 01_08_2011 7 s
-		X16437 16437 3 Q4 1 01_08_2011 8 s
-		X16172 16172 3 Q4 2 01_08_2011 9 s
-		X16392 16392 3 Q4 2 01_08_2011 10 s
-		X13875 13875 3 validation 2 01_08_2011 11 s
-		POOL2 POOL2 pool p pool 01_08_2011 12 p
-		X13117 13117 3 Q4 2 01_08_2011 13 s
-		X13341 13341 3 Q1 2 01_08_2011 14 s
-		X16888 16888 3 Q4 1 01_08_2011 15 s
-		X17489 17489 3 Q4 2 01_08_2011 16 s
-		X12718 12718 3 Q1 2 01_08_2011 17 s
-		X16235 16235 3 Q4 2 01_08_2011 18 s
-		X16878 16878 3 Q1 1 01_08_2011 19 s
-		X12701 12701 3 validation 1 01_08_2011 20 s
-		X16220 16220 3 Q4 2 01_08_2011 21 s
-		X15635 15635 3 Q4 1 01_08_2011 22 s
-
-
-Intensity_matrix.txt
-	Model input Matrix Ions file BEFORE IMPLEMENTATION::
-
-		samples POOL1 X12588 X17736 X15432 X17159 X14325 X17419 X16437 X16172 X16392 X13875 POOL2 X13117 X13341 X16888 X17489 X12718 X16235 X16878 X12701 X16220 X15635
-		ion01 188.4140625 219.729126 122.5697632 123.5487671 805.8852539 183.4683838 37.33084106 151.8625488 97.12005615 91.24694824 69.87762451 195.4349365 112.4111938 136.7092285 159.9987793 172.1585693 0 117.5420532 133.6679688 80.05419922 160.0006104 760.0488281
-		ion02 82.02575684 87.11358643 79.82391357 80.33862305 83.08575439 94.27703857 76.02288818 77.04394531 76.97564697 84.17669678 81.04943848 86.44024658 84.11865234 83.71282959 77.75219727 79.15936279 75.98492432 78.2835083 78.98760986 73.98388672 72.20550537 82.16448975
-		ion03 25.31900024 24.2960968 23.29342651 31.54063416 30.3830719 22.42404175 35.44485474 26.38783264 17.1401825 21.27339172 20.25959778 26.33859253 18.17146301 26.32852173 24.30648804 28.34313965 29.37016296 18.23519897 24.48402405 25.38140869 24.35777283 21.31071472
-		ion04 65.87536621 62.68716431 46.60232544 62.77856445 29.53218079 47.59136963 90.13983154 28.35336304 58.74325562 31.39331055 23.32928467 30.39666748 41.43960571 21.27049255 88.1161499 29.36820984 24.30200195 25.00007629 45.60662842 103.293457 37.46994019 87.09295654
-		ion05 0 103.728544 279.5808214 884.2333448 824.5072072 434.6439081 764.82768 799.0972595 398.4002569 382.5370891 74.55342827 0 636.6596277 514.3863309 741.690017 412.3166491 660.8996555 57.36593795 102.2085264 455.6403091 548.6145486 515.8412195
-		ion06 2711.785156 3465.292969 2469.75 3435.259766 2482.3125 2593.654297 1407.915039 1291.253906 2241.734375 1444.189453 3363.683594 2578.642578 2633.181641 3397.763672 3706.855469 3647.212891 3548.410156 3714.640625 1889.213867 2262.707031 2107.417969 2763.21875
-		ion07 164.9023438 192.40625 140.7609863 192.4053955 139.7540283 140.748291 84.60144043 86.1819458 150.762207 89.90411377 207.5949707 164.0512695 149.8706055 186.336792 214.6140137 202.5360107 214.6877441 195.4482422 117.4679565 127.2941895 142.78479 163.0666504
-
-
-Parameters
-==========
-
-Factor analysis  -> **batch**
-
-
-Output files
-============
-
-out_preNormSummary.tabular:
-
-====== ============== ==============
-labion batch.1.linear batch.1.lowess
-====== ============== ==============
-ion01   2              2
-ion02   2              2
-ion03   2              2
-ion04   2              2
-ion05   1              1
-...     ...            ...
-====== ============== ==============
-
-
-out_graph_pdf.pdf
-
-.. image:: ./static/images/metabolomics/pdf_plotsituation.png
-        :width: 800
-
-
-</tool>
\ No newline at end of file
--- a/batchcorrection/example/input/dataMatrix.tsv	Thu Mar 02 03:38:08 2017 -0500
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,114 +0,0 @@
-	QC1_001	HU_022	HU_076	HU_166	HU_114	HU_190	HU_139	HU_096	HU_058	HU_031	QC1_002	HU_039	HU_087	HU_143	HU_162	HU_102	HU_188	HU_095	HU_062	QC1_003	HU_063	HU_011	HU_074	HU_122	HU_142	HU_030	HU_187	HU_167	HU_113	QC1_004	HU_081	HU_014	HU_206	HU_119	HU_033	HU_067	HU_140	HU_164	HU_193	HU_112	QC1_005	HU_097	HU_056	HU_195	HU_135	HU_159	HU_070	HU_038	HU_026	QC1_006	HU_098	HU_115	HU_137	HU_019	HU_073	HU_168	HU_191	HU_040	HU_046	QC1_007	HU_103	HU_015	HU_053	HU_121	HU_183	HU_199	HU_042	HU_075	QC1_008	HU_203	HU_024	HU_082	HU_169	HU_129	HU_057	HU_035	HU_194	HU_145	HU_104	QC1_009	HU_177	HU_025	HU_080	HU_117	HU_136	HU_197	HU_036	HU_054	HU_085	QC1_010	HU_160	HU_092	HU_023	HU_124	HU_147	HU_205	HU_084	HU_120	HU_198	QC1_011	HU_045	HU_029	HU_069	HU_155	HU_106	HU_146	HU_128	QC1_012
-met_001	34046147	29268048	43765299	44375419	50601116	4832613	40454119	8126	19479962	11235683	33064844	75260138	36891690	17466250	74160059	32122101	5238560	30163448	10216046	31450577	17301601	11549910	12734389	54057483	3488082	24301846	2046492	23004592	9579482	30075694	7571631	5257922	60032654	15725469	42794552	12202672	10427301	17332850	2558158	66102394	29666404	34174908	36717068	24271602	36414651	37145056	20074559	1865267	5837544	27608715	38999155	21669105	14372963	36030678	24509866	1906953	15589584	18219005	25991397	25068509	21518123	17608775	6613249	4124652	30008362	7839717	16104411	36946332	23198059	6151472	23334545	18392766	27331396	30774819	18461787	42246522	20479189	28817403	27674313	21703591	17170407	13809778	11188751	14478896	8256694	2771227	47261207	21462355	24438964	19424590	379608	17107855	14512991	31446516	24437179	18499953	16786178	1370420	23336305	18279598	9162668	29590881	24605602	13020657	30919250	16843645	42298126	15320951
-met_002	25505104	13027974	32763597	34730095	33371485	1895066	27495574	59974	13416309	7415642	23483152	56144021	29010226	13269573	61487618	21195395	3379894	23790609	4902552	23924391	10425200	5914542	10652705	32854120	835047	13453508	1274458	22515044	4126230	22230978	1786393	3285537	42606906	22882567	35048135	9125465	3968320	10918248	2767218	40862097	20287479	21966458	30969969	17039420	20122412	28288256	13281775	1926605	10855072	19582666	28740009	14276670	8544427	28305898	17921960	1108003	15397507	12237865	16183896	17724624	12764878	19325552	5978795	2327941	19932606	3940696	8131604	27569944	16730669	4383418	15424544	10734487	33257422	21428567	10875162	33291902	12687175	13724743	17750641	15859004	7722135	10212514	5089001	10323782	5299453	529447	39682428	18277950	17763884	14171656	997710	14321798	12297861	15992338	26897819	12146700	13597912	256757	14051155	13070239	6274244	20895482	17767113	13249946	20766019	15026075	25876196	11032203
-met_003	5892635	10312094	7821772	11024697	11099724	211356	15572436	NA	5081385	1287012	7083236	11463946	10268577	3466442	16572946	7596396	515301	5605033	1166691	6692258	5258935	1120354	2768153	17622620	100138	5657045	155546	3993478	895432	6630262	1160086	1398006	20292345	8345069	9496638	2281112	1622765	559527	1169164	24371841	6010179	5988080	6808771	4430121	6994393	13311751	5318285	783176	353306	5788416	6714250	6043357	3119950	4761136	4840500	316705	2576605	4562242	7534703	5546336	3149195	2525989	2463379	413059	4398279	855987	2243033	6719671	4189278	1103830	3718953	5441941	4324385	9454992	5764607	7703610	7439304	5651876	5810300	4075671	5884945	2071030	822119	2324725	1072516	75496	15134893	4124869	5293399	3395800	NA	2578641	5179943	5878251	8146783	4702730	2191032	34289	4192685	3234808	2907002	8592351	5858938	1541012	10652067	3600540	11259836	2932946
-met_004	22027726	28338717	19767257	776755	29237805	551519	43361691	17669	24178241	2483160	22961817	36696085	29568489	12694039	38098794	28957490	4548936	21546827	8439927	23754498	19390563	2410036	15610073	48462830	743472	12281479	957970	22957209	3382722	23184843	3152846	6026857	29934738	37430772	28469408	6392048	3956769	18521915	6448619	58495251	21643123	15824960	24311549	14867509	14415999	39238537	19313537	4269597	14077517	20163043	27340905	24795934	11392689	16957319	8784709	3302430	14801777	21374299	22691590	18798091	10791789	9245374	9321953	3946445	19030931	2851153	7951878	18647008	15091482	4856406	12502732	10638134	17097174	26807402	12496560	23261771	14881802	11744963	13872035	14116064	15472403	6386433	5112117	13146747	7167783	236477	24538222	12591822	14722588	13063460	971573	5200985	16805865	7198114	10515461	10722786	13053078	70163	7465055	11687904	10088325	16368703	10706813	7486089	18535386	10598026	21770139	11077483
-met_005	193306	160570	117718	769008	267248	87972	69464	NA	7616	586103	206378	121127	213298	176754	242462	245818	45143	24490	755359	212954	389071	155435	184599	376084	254437	250988	220902	108105	85318	195162	67546	734516	831034	585004	173521	26533	200539	37004	36565	325985	158874	37276	113890	74761	146784	220431	131561	15431	110818	185203	364047	240219	148084	86018	66224	52249	24283	80448	106180	166432	305441	70418	43991	25483	105589	447093	262598	155739	174455	41989	105672	178424	62375	119866	161191	297693	7959	153233	142085	158356	187841	114849	305398	278998	61269	170611	140724	312751	224186	111426	283256	122690	12793	132190	54212	39050	307170	167079	342338	117560	30651	47048	93554	318603	259085	46862	734298	147634
-met_006	211051	135473	187526	171919	231183	810849	268826	14883	140778	961904	226143	242014	319702	117739	220563	250808	134880	190902	266216	196054	378433	125874	163055	211658	267996	164365	130178	69163	188919	200864	549987	119612	366293	277418	275988	349089	132186	127157	181774	459213	215864	260424	246803	172018	274592	191312	209141	45084	107075	183816	169029	153489	283856	133961	202937	64740	153310	227788	74044	180132	127350	169212	54206	77563	90445	186680	154867	132619	160787	147476	89801	223338	49267	91754	117057	429902	156194	161023	71824	128511	229049	106582	94783	172129	45728	134762	82872	103303	187390	118078	128191	153646	50982	265774	120179	187030	55772	86739	98350	117721	39963	89854	113185	66975	57334	79878	170817	92214
-met_007	818506	163659	149350	42654	19086	40670	16834	NA	83422	14392	917690	187463	132703	60940	142185	36582	300958	105092	47811	1019078	90157	416430	4545917	286788	39925	40803	334919	348959	587342	1056928	70427	277858	29565	77759	300874	558218	86201	171841	155957	231157	961115	461295	79343	199413	567908	183811	27940	290004	598012	904557	69335	39497	102278	460376	619162	157373	92338	43550	225869	991990	155355	1691486	187202	219564	122953	65541	60088	103865	418710	139551	117097	113709	149458	116594	10610459	562050	62310	818129	168435	759613	77860	71197	308475	25127	66760	482726	63049	99118	1510403	254158	177554	67325	8044525	238376	61584	207355	539960	1021892	69544	302540	198680	162514	1869389	414321	143692	69007	38131	251060
-met_008	115231	264286	74049	81590	40554	91022	NA	NA	8314	117029	123182	176584	112223	62435	1253934	79918	5194	87966	19155	135564	224648	242477	76601	213640	152349	44170	4600	100077	120950	160307	110075	5148	67076	145278	296041	76923	52954	92403	20685	160750	150374	159163	94619	7721	185397	29210	325518	5027	29938	139840	151394	37141	22918	169812	58483	4970	4800	71212	78834	153726	268147	173775	48985	3938	294626	21894	100149	219771	159618	21203	22559	355926	126593	305741	226602	101954	249392	225758	246743	193691	115110	132081	348624	143535	11300	112369	826089	166256	116212	192909	112650	381004	26447	629000	156376	159434	161587	221871	155021	191730	14293	204085	53770	152941	369783	96341	308860	202972
-met_009	1653183	336731	1586628	623933	511108	2144040	3908910	2612	332173	3718606	750541	1839009	412482	296926	1397136	779507	803159	797478	2253026	673007	1246516	261712	636769	1252614	1872139	1123410	1211241	450421	2269400	674746	1202999	714934	923463	650730	1707553	1380296	447317	551744	1801836	1017392	629148	536723	260636	1240058	1100354	1471142	502127	379856	225008	655259	258475	247050	1387340	760882	360828	835191	1467559	1277554	693606	643990	406054	658403	308357	575599	3355208	3344141	1814947	3033916	2487138	3666036	2208895	3384287	1147554	1431141	1187374	1500354	3213137	456834	429573	1177754	234995	3157451	4225889	2007199	743424	3797450	2860315	888468	2785386	2234912	1866417	1828194	1763480	1349066	1177795	1230768	1347281	387911	2497497	1540837	748978	2118929	448664	880734	2350718	2963789	800316	2223983
-met_010	7081822	4739444	1241927	2568237	2543303	3559207	8818294	3224	4774112	32246592	7263868	2677701	499455	4297787	675103	20655272	2307693	1654236	18080860	6979670	9996765	1007281	919441	13268847	3662733	3447668	109807	590328	1578174	6926178	11960517	1487469	10079986	483011	1634611	644542	229454	493678	2758609	5983950	6445722	483373	5116692	4341054	2652660	3285128	9214051	1725760	380224	5878072	9679727	1935469	3354872	3491777	3903044	3098324	3901596	16486928	7354595	5928774	6276978	1069606	431358	423052	3159131	1092630	1042776	1771261	4726444	1151587	1737898	8026262	1297907	7275379	6723651	6868065	2627565	5745052	859014	5306284	2535047	5307520	269522	21581115	391810	4323746	3412789	1672193	4095309	3737559	1781359	1792450	291267	2119319	26261958	5040629	529740	362314	1887159	3808365	115792	12919439	1980086	743883	5533137	1538355	380500	2777958
-met_011	785442	60478	60202	224880	55462	100060	42986	NA	130475	NA	675924	4903004	396065	380956	NA	392119	9854	106252	99264	637406	312148	33714	690355	247213	216205	67547	36430	21057	131148	574095	544490	99843	NA	NA	NA	144958	565976	53797	139064	306347	686592	404783	NA	79308	147421	66507	NA	73762	198084	525400	482320	402890	NA	308122	3847455	106160	64832	716412	494328	417494	174319	88831	4044643	71642	1122075	NA	71395	131196	433963	92619	3073860	1131592	55550	132765	57931	786643	264705	171375	55880	465617	43560	33298	293164	NA	38935	117848	274209	144362	251705	396383	1976437	155386	71656	62054	273108	159751	179756	64850	94359	366996	126976	47026	142714	138801	72099	37766	102870	334806
-met_012	966828	422417	214842	1194887	421456	1901281	258409	NA	839552	1106235	878410	491735	4269851	283059	519567	810110	81046	656910	571446	839770	767967	832013	160535	583306	882564	1492712	61676	840394	321103	823730	899697	139924	545929	1294920	1130207	825318	236651	375197	251330	1506027	770762	751443	358250	183505	466680	234995	363012	22319	266856	754857	1427392	226903	284836	209380	1195077	4620106	222481	1374989	411419	729779	435834	640528	260978	242145	1428986	620975	355664	302626	731010	577113	269282	1025669	1939260	299290	550611	613659	640041	414264	218912	656206	624452	300278	471693	705508	736267	605046	661164	776176	307460	629006	2060619	411678	93072	633718	338884	264054	157504	676603	1805777	566963	910158	108224	250755	387572	303497	125823	689546	451727
-met_013	714912	791249	604575	589454	1074418	3070098	2119240	7137	890118	386826	930174	1000597	733434	233617	1360212	1037357	176066	772653	1884339	751699	1209307	255309	525705	1839142	659431	515303	159998	122897	1308292	804084	1176095	311879	1090860	1448865	1490176	473518	1314978	370766	658153	2072868	797182	241909	609394	363945	638321	364544	610599	90246	304093	689520	535665	940965	1084750	563914	300670	250836	847567	963190	994193	618534	541323	428765	214996	219920	308257	480191	443707	227943	328803	214748	175739	395171	87076	356367	663958	835129	406727	1311985	309483	421842	617353	320188	159318	432346	121762	313052	342490	369635	325067	279331	312419	170664	207936	381802	507274	489883	75053	222493	340858	231135	120305	217904	278230	150750	163974	297904	633609	195582
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-met_047	1010609	484998	204614	1904396	1629695	4158817	6186087	NA	1093909	2704196	1186063	979331	852201	345849	1403502	134990	276081	2848519	740498	1286529	1252684	159195	1482989	1926751	4075274	2306187	178006	66691	2305114	1038602	5094645	287135	1614465	1132712	274933	661725	2642772	455733	1305824	719008	1133723	207720	1057714	547619	1142407	938556	425186	27889	312943	1009812	891582	1795317	1398919	529377	410604	148265	716168	1989118	1266912	1003724	1318163	555985	196456	296219	224307	845952	944862	845662	760273	711813	266150	550679	77972	1563954	370790	1513273	865333	2328222	375078	727727	439586	453417	787202	1026481	NA	1844365	449347	1701461	1498609	641408	1366565	366954	273774	1220242	347028	1988680	92100	276205	645112	661930	121953	439986	1184617	73876	328102	485630	32699	349819
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-met_057	505991	548907	541302	1468415	528870	492283	510680	NA	376082	690760	476393	851861	542182	315587	936916	593223	173796	564183	470051	508032	580289	451489	301211	562499	471432	412877	365670	493391	377292	476058	693130	605971	596456	810985	645564	339501	733923	217935	406352	531796	473362	332405	677696	483409	384031	538943	532172	317879	372404	441193	275530	462617	345886	517078	168061	272831	303855	440655	364331	413982	271031	304314	508387	274481	320726	347021	338031	315699	382278	231558	363305	513969	260122	377921	382305	343295	844614	766031	380217	376963	396837	263244	426927	970164	223183	257644	501785	303306	302368	333334	479085	300691	309833	282048	447398	402230	425752	241448	257460	290007	260272	240079	207750	423183	319397	167850	257832	277147
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-met_059	9591	NA	10743	25604	NA	37380	NA	NA	NA	NA	9593	117129	24962	NA	NA	17487	NA	81344	NA	NA	13394	NA	14030	6269	13091	NA	NA	NA	NA	4546	63692	NA	22847	84343	103472	136514	13522	13374	NA	49768	7750	NA	NA	NA	4349	NA	NA	NA	NA	6161	NA	28046	61746	NA	43236	NA	NA	14182	NA	10132	NA	15680	NA	NA	5463	NA	19535	13675	NA	NA	NA	4261	2176	NA	3114	NA	NA	42692	NA	4616	3822	NA	24622	NA	NA	7137	NA	26481	3020	10739	35138	63771	NA	NA	3674	75923	NA	30036	1594	2294	NA	NA	NA	4176	NA	22212	7619	5005
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-met_064	1526791	555748	916611	1220978	1871807	8737914	1546571	NA	466169	551255	1669486	1143360	1688495	476686	2736861	2216231	206411	823106	1864574	1662357	1272281	412618	701187	2770479	1646403	719781	101548	222143	1614299	1573106	3803108	797973	4077432	2803754	4821260	825670	1226587	329474	761038	4644756	1582700	814722	2225754	354019	1060393	726780	1180674	41015	384083	1482465	1098758	843535	1906654	436589	738429	209861	446259	918204	510510	1381297	259755	897646	419652	150118	303345	734310	398249	234026	527055	215944	307321	1260935	283020	448044	516853	6135246	274580	1841654	510430	909761	1851171	36277	171277	686014	139656	297116	599745	137869	227489	383833	919711	203688	292057	1019406	612265	567799	310838	407801	133766	515911	53787	326718	210434	241625	177702	127713	618241	221252
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-met_103	3038778	14193917	7884431	8467244	4791608	5419343	7739715	14716	5931174	6227393	3158096	9981878	3477652	1210851	2488671	3288352	1328222	6489935	4977275	3058017	5550481	2930722	3551620	7843444	6247961	2919396	837715	923772	8510941	2893996	7413022	1511557	10515620	4396182	7548310	2778862	4293948	2135677	6709445	17695990	2728922	2320772	1748006	3588390	6268035	3388469	3546667	575799	1874812	2599158	2366620	2223432	3065515	3760704	4250450	1537301	3269603	1884664	3186768	2676759	4740682	3360723	1890952	1333556	4282757	2437706	4242677	3448659	2255406	2219518	2488255	7001739	1053513	3727167	2216831	11146096	6598371	11419599	1652485	2216659	1550371	2458285	4365534	10530571	497195	3776148	3096812	2300228	3181050	2074355	8719387	1846325	2247449	7641709	2162142	3728097	1374523	3692619	3450453	2072358	576496	3045713	3447958	1664055	2536040	2129666	2070735	1582002
-met_104	1412908	1698846	1196489	1494334	2781797	7628559	4544074	NA	3319179	5031977	2496155	3539222	1580251	1091267	3153361	4199392	1257060	6002057	5316779	2789978	2883601	2516364	1849538	5604429	2579540	2087949	1023990	953262	5944523	2766852	2502641	2327034	9231105	3671542	4049005	2066506	4158248	918541	5529651	7318566	2728445	1643155	2798724	1519221	4670158	1721368	3922807	731655	1121066	2467939	1355536	1552355	2410306	3219073	2456800	1583501	3260358	1821908	1062135	2446421	1974808	1494826	1692802	1153312	1948898	1079904	1998289	1177663	1053291	652984	1285081	4140644	685953	896366	602373	2715429	998320	2085301	388158	791967	528570	652394	393978	1288961	717578	607605	1887230	318038	749493	912558	2494536	740476	797783	752892	1813333	1209404	675236	438924	774860	728744	283281	1233185	219075	745177	1032992	2217710	439491	1187853
-met_105	12793419	23535415	5344558	20982120	28603692	12613245	2105851	NA	17896560	3273597	11654374	8053253	19077140	6718561	2125404	20436336	1561579	4345459	13572127	11096877	43456706	29050074	4039518	12844173	5515698	3693486	1675219	1778334	14110683	10980791	5723130	2468088	22765367	21807244	26191263	2174708	9968311	9455273	11742901	13674507	10102691	26735420	5446256	6860083	8792188	6882331	4058995	864977	9905729	9377076	9190570	7238562	9074498	11920193	6219582	2432861	4382472	4146521	16494470	8851715	15667875	4647054	2524653	4475693	2027567	5397137	18037533	4318924	9698270	4765807	5352799	10759203	2628835	8088165	9318567	9488186	3413383	7490570	6629679	9158994	8237636	20034342	7003374	10919250	1203445	15833338	3282196	7383811	11448944	8368154	3485556	6881496	4546484	13294326	2721520	14345510	1658543	16300387	12903263	7872453	2941299	2126782	13153041	1597338	12279232	3375221	16960658	4206774
-met_106	561083	251794	988646	993586	1082292	544028	482220	292549	729939	3096237	562671	454545	506657	770250	231489	1173873	284818	967486	373105	546727	454256	521907	6518	465878	1344684	684010	6174	158257	1296234	496902	407582	1833652	5795	81322	450301	479471	3981317	255719	286557	493690	516410	1033241	18188	115631	462403	NA	1321324	710212	71417	498318	109296	450752	1120516	201769	246269	206818	546895	342009	398993	483822	180275	892482	187882	444773	241782	54860	423583	100924	473596	461916	868297	1156708	227223	156518	469387	335408	27191	865315	83815	447614	403960	649910	1200658	1276946	67878	1066444	106858	336559	85424	434147	163495	463186	1429550	198076	170206	128685	152415	2623	185380	392053	115329	682683	487417	317608	67265	511166	137348	399312
-met_107	201582	75410	95388	223372	299101	576764	328772	NA	193337	268202	179759	392882	274922	NA	115736	36052	90324	276254	212282	189272	142054	171324	165306	301091	480057	198236	NA	4221	382700	182721	358989	12438	201540	322952	52636	25559	176565	17162	86193	202267	144552	63397	115468	52602	391431	54720	121582	NA	29665	141500	213104	66684	359238	64145	180454	NA	217455	255074	378585	162391	87821	176146	20257	36925	6203	262054	255942	420848	151634	52791	30697	154052	NA	166229	114644	204447	118902	646098	NA	138880	45920	162491	171430	472754	NA	389655	101701	228612	450240	142415	79067	154946	68627	195301	64307	208891	3210	42905	98563	101516	NA	128307	120150	10855	120630	228377	58521	87268
-met_108	3611050	337281	1568496	829839	787242	1184795	1382222	NA	200938	729889	1080156	1081094	141312	1178130	7147341	44857	732843	110684	113797	810384	1255280	127231	956735	354295	1293048	707058	433284	845693	543469	716759	700772	979416	820758	709255	1852263	32010	127736	2812608	10064	393720	657528	639572	892471	758360	341676	100966	214990	18945	161975	645484	928350	270958	1176416	267300	88930	275130	805771	1738257	95137	728854	147464	223930	261243	49451	1007337	857047	1618812	2407238	3274776	514652	1615173	1152733	767664	8086876	3798948	2185760	6553555	46318	7021342	2349035	1688759	2143951	11726529	2373218	1223659	1111505	4464462	1916635	1237563	2632954	1239801	6734170	2053650	1820519	2090701	1281098	2321166	3041016	4801228	2316764	456626	1043066	430170	5699919	3120767	933288	3381137	2187363
-met_109	28704630	33586179	24692441	28786031	33702648	30944680	28399727	2656016	20383142	43557757	28591838	35548272	25334421	23782385	33496403	27502756	21304507	36008666	31066457	28168027	32541069	28514582	26973491	31448100	34659066	28767624	25600071	15859089	27835970	27390922	41203737	20498119	24452585	19528858	38827573	19668360	36226070	20834484	23959078	24861056	26613170	19267218	29521876	24702382	22611875	27200384	24013133	8211817	19321158	25053327	21309585	26111146	22752518	23678180	14152377	18368970	20070120	25344880	23708432	24308059	21954805	17310020	15790465	18113923	15887568	21212232	24847089	26846871	21379272	16591716	20216215	26495026	9555821	25623659	22300532	19302590	32540833	38044859	18732489	20874060	25502870	19077479	27777050	38317810	11205446	23184858	22056757	19844415	20832666	18822607	22767829	20416588	14459562	18594833	20083706	24380208	11525928	16313321	14407791	17369758	14005534	14258891	13852000	11087898	24969299	15806268	16899211	15920144
-met_110	935810	216794	1250664	961929	322675	358002	748600	1860981	1018669	502991	684506	319659	372075	435408	271584	134703	303433	660710	497665	545837	562326	294841	768892	810960	1051193	334380	415293	274518	1024104	541427	301845	328083	257992	599182	440881	228402	425882	556153	473391	796559	433075	637036	502610	252290	878377	318451	806407	240703	431264	364408	432337	490946	495207	557849	481367	240800	239131	552620	296097	325675	299775	538890	129963	202343	159717	524611	659238	837602	401479	347983	286154	405225	113652	522101	168009	185467	508620	217008	189382	300949	181027	293385	593884	707190	86552	667494	119244	290894	850008	307178	409093	223301	101862	205697	38427	209271	69666	182736	247482	273165	123847	387771	325480	44799	104296	295313	155240	212170
-met_111	1043674	783394	569047	2884257	2457038	2025231	2245847	NA	576988	636282	1109803	511108	1986572	950755	453817	673562	345902	1199314	673490	1088285	1650159	548818	673318	1350162	1955525	740092	273505	467277	2262955	1064977	2870714	199436	422478	991340	2525718	798722	179006	619100	874665	3040034	996244	329299	679032	733260	2162571	528686	219519	138708	740267	940086	736191	703043	1639741	433247	2081907	705395	1089016	1249615	789518	854281	424305	719392	258294	813349	666412	1123188	524519	910137	742428	1482493	1050502	1019270	846205	398868	409318	832274	122817	1372087	902737	753444	1261485	1138611	1159395	680881	111575	2005973	748730	797783	815843	601216	897182	1159520	207899	606512	1051255	493530	299954	651714	315358	558515	255169	338669	832857	218229	649477	415127	1274096	494555
-met_112	6419071	2797128	4299074	11909792	6115103	3096009	8035572	NA	3259089	6395447	5049944	4099603	7256757	5080926	3738872	2566634	1719671	4297409	5324570	4873112	7648125	1910687	5439846	4340784	7283405	3178504	1547866	3074074	6191537	4916409	8943211	1784458	4200543	4136622	7786416	4378240	2608290	2992852	4462941	9689440	4286272	2686538	2745539	4160961	7108278	2547671	2212921	992136	3451416	4253840	4661221	2464180	4009317	3451266	9045261	2681403	3260592	5840008	2611730	4002414	3128586	4061269	875155	2993219	4222945	4810052	3599437	6386359	4087475	5853004	2845191	5015241	5255266	2977940	4272008	7251435	3019276	3081894	2290972	3841186	3298124	3942297	7512978	3936963	796120	7537291	3841541	4596420	5044950	3496643	2341361	6304734	1369143	4345921	3364143	3282371	2017426	2744678	5320910	3371583	1340912	2186105	3792760	2150395	4931386	2886649	3159267	2835997
-met_113	1351348	1546452	704498	1178543	1910776	2419982	1730728	NA	1518760	1292032	1333917	1256258	974162	519797	2540508	976266	328769	1916054	1273384	1345103	2028673	740657	1759018	2037601	1797824	1183570	281005	210403	2013482	1157284	2890251	473682	1397064	922962	1608440	785419	836119	552727	996652	1314640	1080507	941223	1069492	492963	1146686	413720	1146636	106708	428730	1153669	682704	1685395	1027646	673104	762161	230163	984144	741438	962147	954327	887638	721180	215275	364352	353548	991113	1975188	1308883	919371	525484	489779	945717	86415	409383	910262	1155717	1527056	1552890	374555	863254	831837	632228	1534291	1054678	104907	1181832	570191	1181392	710672	765250	157618	799343	352504	730991	12561534	1127759	317084	828816	772629	761105	256288	491981	517417	208846	2334220	563581	849860	654635
--- a/batchcorrection/example/input/sampleMetadata.tsv	Thu Mar 02 03:38:08 2017 -0500
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,109 +0,0 @@
-	injectionOrder	sampleType	batch
-QC1_001	1	pool	b1
-HU_022	2	sample	b1
-HU_076	3	sample	b1
-HU_166	4	sample	b1
-HU_114	5	sample	b1
-HU_190	6	sample	b1
-HU_139	7	sample	b1
-HU_096	8	sample	b1
-HU_058	9	sample	b1
-HU_031	10	sample	b1
-QC1_002	11	pool	b1
-HU_039	12	sample	b1
-HU_087	13	sample	b1
-HU_143	14	sample	b1
-HU_162	15	sample	b1
-HU_102	16	sample	b1
-HU_188	17	sample	b1
-HU_095	18	sample	b1
-HU_062	19	sample	b1
-QC1_003	20	pool	b1
-HU_063	21	sample	b1
-HU_011	22	sample	b1
-HU_074	23	sample	b1
-HU_122	24	sample	b1
-HU_142	25	sample	b1
-HU_030	26	sample	b1
-HU_187	27	sample	b1
-HU_167	28	sample	b1
-HU_113	29	sample	b1
-QC1_004	30	pool	b1
-HU_081	31	sample	b1
-HU_014	32	sample	b1
-HU_206	33	sample	b1
-HU_119	34	sample	b1
-HU_033	35	sample	b1
-HU_067	36	sample	b1
-HU_140	37	sample	b1
-HU_164	38	sample	b1
-HU_193	39	sample	b1
-HU_112	40	sample	b1
-QC1_005	41	pool	b1
-HU_097	42	sample	b1
-HU_056	43	sample	b1
-HU_195	44	sample	b1
-HU_135	45	sample	b1
-HU_159	46	sample	b1
-HU_070	47	sample	b1
-HU_038	48	sample	b1
-HU_026	49	sample	b1
-QC1_006	50	pool	b1
-HU_098	51	sample	b1
-HU_115	52	sample	b1
-HU_137	53	sample	b1
-HU_019	54	sample	b1
-HU_073	55	sample	b1
-HU_168	56	sample	b1
-HU_191	57	sample	b1
-HU_040	58	sample	b1
-HU_046	59	sample	b1
-QC1_007	60	pool	b1
-HU_103	61	sample	b1
-HU_015	62	sample	b1
-HU_053	63	sample	b1
-HU_121	64	sample	b1
-HU_183	65	sample	b1
-HU_199	66	sample	b1
-HU_042	67	sample	b1
-HU_075	68	sample	b1
-QC1_008	69	pool	b1
-HU_203	70	sample	b1
-HU_024	71	sample	b1
-HU_082	72	sample	b1
-HU_169	73	sample	b1
-HU_129	74	sample	b1
-HU_057	75	sample	b1
-HU_035	76	sample	b1
-HU_194	77	sample	b1
-HU_145	78	sample	b1
-HU_104	79	sample	b1
-QC1_009	80	pool	b1
-HU_177	81	sample	b1
-HU_025	82	sample	b1
-HU_080	83	sample	b1
-HU_117	84	sample	b1
-HU_136	85	sample	b1
-HU_197	86	sample	b1
-HU_036	87	sample	b1
-HU_054	88	sample	b1
-HU_085	89	sample	b1
-QC1_010	90	pool	b1
-HU_160	91	sample	b1
-HU_092	92	sample	b1
-HU_023	93	sample	b1
-HU_124	94	sample	b1
-HU_147	95	sample	b1
-HU_205	96	sample	b1
-HU_084	97	sample	b1
-HU_120	98	sample	b1
-HU_198	99	sample	b1
-QC1_011	100	pool	b1
-HU_045	101	sample	b1
-HU_029	102	sample	b1
-HU_069	103	sample	b1
-HU_155	104	sample	b1
-HU_106	105	sample	b1
-HU_146	106	sample	b1
-HU_128	107	sample	b1
-QC1_012	108	pool	b1
--- a/batchcorrection/example/input/variableMetadata.tsv	Thu Mar 02 03:38:08 2017 -0500
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,114 +0,0 @@
-	number	MSI_level
-met_001	1	1
-met_002	2	1
-met_003	3	1
-met_004	4	1
-met_005	5	2
-met_006	6	1
-met_007	7	1
-met_008	8	1
-met_009	9	1
-met_010	10	1
-met_011	11	2
-met_012	12	1
-met_013	13	1
-met_014	14	1
-met_015	15	1
-met_016	16	1
-met_017	17	2
-met_018	18	1
-met_019	19	1
-met_020	20	1
-met_021	21	1
-met_022	22	2
-met_023	23	1
-met_024	24	2
-met_025	25	2
-met_026	26	1
-met_027	27	1
-met_028	28	1
-met_029	29	1
-met_030	30	2
-met_031	31	1
-met_032	32	2
-met_033	33	1
-met_034	34	1
-met_035	35	2
-met_036	36	1
-met_037	37	2
-met_038	38	2
-met_039	39	2
-met_040	40	2
-met_041	41	1
-met_042	42	1
-met_043	43	2
-met_044	44	2
-met_045	45	1
-met_046	46	1
-met_047	47	2
-met_048	48	1
-met_049	49	1
-met_050	50	1
-met_051	51	2
-met_052	52	2
-met_053	53	1
-met_054	54	2
-met_055	55	2
-met_056	56	2
-met_057	57	2
-met_058	58	1
-met_059	59	2
-met_060	60	2
-met_061	61	2
-met_062	62	2
-met_063	63	2
-met_064	64	1
-met_065	65	1
-met_066	66	2
-met_067	67	2
-met_068	68	2
-met_069	69	1
-met_070	70	2
-met_071	71	2
-met_072	72	2
-met_073	73	1
-met_074	74	1
-met_075	75	1
-met_076	76	2
-met_077	77	2
-met_078	78	2
-met_079	79	2
-met_080	80	2
-met_081	81	2
-met_082	82	1
-met_083	83	1
-met_084	84	1
-met_085	85	1
-met_086	86	1
-met_087	87	1
-met_088	88	2
-met_089	89	2
-met_090	90	1
-met_091	91	1
-met_092	92	1
-met_093	93	2
-met_094	94	2
-met_095	95	2
-met_096	96	1
-met_097	97	1
-met_098	98	2
-met_099	99	2
-met_100	100	2
-met_101	101	1
-met_102	102	1
-met_103	103	1
-met_104	104	1
-met_105	105	2
-met_106	106	1
-met_107	107	2
-met_108	108	2
-met_109	109	2
-met_110	110	1
-met_111	111	2
-met_112	112	2
-met_113	113	1
--- a/batchcorrection/miniTools.R	Thu Mar 02 03:38:08 2017 -0500
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,133 +0,0 @@
-#####################################################
-# Mini tools for Galaxy scripting
-# Coded by: M.Petera, 
-# - -
-# R functions to use in R scripts and wrappers
-# to make things easier (lightening code, reducing verbose...)
-# - -
-# V0: script structure + first functions
-# V1: addition of functions to handle special characters in identifiers
-#####################################################
-
-
-# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 
-# Function to call packages without printing all the verbose
-# (only getting the essentials, like warning messages for example)
-
-shyLib <- function(...){
-	for(i in 1:length(list(...))){
-		suppressPackageStartupMessages(library(list(...)[[i]],character.only=TRUE))
-	}
-}
-
-#example: shyLib("xcms","pcaMethods")
-
-
-
-# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 
-# Fonction pour sourcer les scripts R requis
-# /!\ ATTENTION : actuellement la fonction n'est pas chargee au lancement du script,
-# il faut donc la copier-coller dans le wrapper R pour pouvoir l'utiliser. 
-
-if(FALSE){
-source_local <- function(...){
-	argv <- commandArgs(trailingOnly = FALSE)
-	base_dir <- dirname(substring(argv[grep("--file=", argv)], 8))
-	for(i in 1:length(list(...))){
-		source(paste(base_dir, list(...)[[i]], sep="/"))
-	}
-}
-}
-
-#example: source_local("filter_script.R","RcheckLibrary.R")
-
-
-
-# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 
-# Functions to stock identifiers before applying make.names() and
-# to reinject it into final matrices
-# Note: it reproduces the original order of datasets' identifiers
-# - - -
-# stockID: stocks original identifiers and original order
-# -> needs checked data regarding table match
-# reproduceID: reinjects original identifiers and original order into final tables
-# -> function to be used at the very end, when exporting tables
-
-stockID <- function(dataMatrix, Metadata, Mtype){
-  # dataMatrix = data.frame containing dataMatrix
-  # Metadata = data.frame containing sampleMetadata or variableMetadata
-  # Mtype = "sample" or "variable" depending on Metadata content
-  cname <- colnames(dataMatrix)[1]
-      # dataMatrix temporary-stock + transfo - - - -
-  if(Mtype=="sample"){
-    id.ori <- colnames(dataMatrix)[-1] 
-    colnames(dataMatrix) <- make.names(colnames(dataMatrix)) 
-  }
-  if(Mtype=="variable"){
-    id.ori <- dataMatrix[,1] 
-    dataMatrix[,1] <- make.names(dataMatrix[,1]) 
-  }
-      # global stock - - - - - - - - - - - - - - - -
-  id.new <- data.frame(order.ori=c(1:length(Metadata[,1])),Metadata[,1],
-					   id.new=make.names(Metadata[,1]),id.ori,
-					   id.new.DM=make.names(id.ori),stringsAsFactors=FALSE)
-  colnames(id.new)[c(2,4)] <- c(colnames(Metadata)[1],cname)
-      # Metadata transfo + returning data - - - - - 
-  Metadata[,1] <- make.names(Metadata[,1]) 
-  return(list(id.match=id.new, dataMatrix=dataMatrix, Metadata=Metadata))
-}
-#example: A<-stockID(myDM,mysM,"sample") ; myDM<-A$dataMatrix ; mysM<-A$Metadata ; A<-A$id.match
-
-reproduceID <- function(dataMatrix, Metadata, Mtype, id.match){
-  # dataMatrix = data.frame containing dataMatrix
-  # Metadata = data.frame containing sampleMetadata or variableMetadata
-  # Mtype = "sample" or "variable" depending on Metadata content
-  # id.match = 'id.match' element produced by stockID
-      #Metadada - - - - - - - - - - - - - - 
-  temp.table <- id.match[,c(1,2,3)]
-  ## Removing deleted rows
-  for(i in 1:(dim(id.match)[1])){
-	if(!(temp.table[i,3]%in%Metadata[,1])){temp.table[i,1] <- 0}
-  }
-  if(length(which(temp.table[,1]==0))!=0){
-	temp.table <- temp.table[-c(which(temp.table[,1]==0)),]
-  }
-  ## Restoring original identifiers and order
-  temp.table <- merge(x=temp.table,y=Metadata,by.x=3,by.y=1)
-  temp.table <- temp.table[order(temp.table$order.ori),]
-  Metadata <- temp.table[,-c(1,2)]
-  rownames(Metadata) <- NULL
-      #dataMatrix - - - - - - - - - - - - - 
-  rownames(dataMatrix)<-dataMatrix[,1]
-  if(Mtype=="sample"){
-    dataMatrix <- t(dataMatrix[,-1])
-  }
-  temp.table <- id.match[,c(1,4,5)]
-  ## Removing deleted rows
-  for(i in 1:(dim(id.match)[1])){
-	if(!(temp.table[i,3]%in%rownames(dataMatrix))){temp.table[i,1] <- 0}
-  }
-  if(length(which(temp.table[,1]==0))!=0){
-	temp.table <- temp.table[-c(which(temp.table[,1]==0)),]
-  }
-  ## Restoring original identifiers and order
-  temp.table <- merge(x=temp.table,y=dataMatrix,by.x=3,by.y=0)
-  temp.table <- temp.table[order(temp.table$order.ori),]
-  if(Mtype=="variable"){
-	dataMatrix <- temp.table[,-c(1,2,4)]
-	colnames(dataMatrix)[1] <- colnames(id.match)[4]
-  } else {
-	rownames(temp.table) <- temp.table[,3]
-	temp.table <- t(temp.table[,-c(1,2,3)])
-	dataMatrix <- data.frame(rownames(temp.table),temp.table)
-	colnames(dataMatrix)[1] <- colnames(id.match)[4]
-  }
-  rownames(dataMatrix) <- NULL
-      # return datasets - - - - - - - - - - - 
-  return(list(dataMatrix=dataMatrix, Metadata=Metadata))
-}
-#example: B<-reproduceID(myDM,mysM,"sample",A) ; myDM<-B$dataMatrix ; mysM<-B$Metadata
-
-
-
-# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 
Binary file batchcorrection/static/images/Vdk_pdf1.png has changed
Binary file batchcorrection/static/images/Vdk_pdf2.png has changed
Binary file batchcorrection/static/images/batch_correction.png has changed
Binary file batchcorrection/static/images/determine_batch_correction.png has changed
Binary file batchcorrection/static/images/pdf_plotsituation.png has changed
--- a/batchcorrection/tests/.batchCorrection_tests.R	Thu Mar 02 03:38:08 2017 -0500
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,210 +0,0 @@
-library(RUnit)
-
-wrapperF <- function(argVc) {
-
-    source("../batch_correction_all_loess_script.R")
-
-
-#### Start_of_testing_code <- function() {}
-
-
-    ##------------------------------
-    ## Initializing
-    ##------------------------------
-
-    ## options
-    ##--------
-
-    strAsFacL <- options()$stringsAsFactors
-    options(stringsAsFactors = FALSE)
-
-    ## libraries
-    ##----------
-
-    library(ropls)
-
-    ## constants
-    ##----------
-
-    modNamC <- "Batch correction" ## module name
-
-    ## log file
-    ##---------
-
-    ## sink(argVc["information"]) ## not implemented
-
-    cat("\nStart of the '", modNamC, "' Galaxy module call: ",
-        format(Sys.time(), "%a %d %b %Y %X"), "\n", sep="")
-
-    ## loading
-    ##--------
-
-    rawMN <- t(as.matrix(read.table(argVc["dataMatrix"],
-                                    header = TRUE,
-                                    row.names = 1,
-                                    sep = "\t")))
-
-    samDF <- read.table(argVc["sampleMetadata"],
-                        header = TRUE,
-                        row.names = 1,
-                        sep = "\t")
-
-    varDF <- read.table(argVc["variableMetadata"],
-                        check.names = FALSE,
-                        header = TRUE,
-                        row.names = 1,
-                        sep = "\t") ## not used; for compatibility only
-
-    refC <- tolower(gsub("all_loess_", "", argVc["method"]))
-
-    spnN <- as.numeric(argVc["span"])
-
-    ## checking
-    ##---------
-
-    if(packageVersion("ropls") < "0.10.16")
-        cat("\nWarning: new version of the 'ropls' package is available\n", sep="")
-
-    stopifnot(refC %in% c("pool", "sample"))
-
-    if(refC == "pool" &&
-       !any("pool" %in% samDF[, "sampleType"]))
-        stop("No 'pool' found in the 'sampleType' column; use the samples as normalization reference instead")
-
-
-    ##------------------------------
-    ## Computation
-    ##------------------------------
-
-
-    ## ordering (batch and injection order)
-    ##-------------------------------------
-
-    samDF[, "ordIniVi"] <- 1:nrow(rawMN)
-    ordBatInjVi <- order(samDF[, "batch"], samDF[, "injectionOrder"])
-    rawMN <- rawMN[ordBatInjVi, ]
-    samDF <- samDF[ordBatInjVi, ]
-
-    ## signal drift and batch-effect correction
-    ##-----------------------------------------
-
-    nrmMN <- shiftBatchCorrectF(rawMN,
-                                samDF,
-                                refC,
-                                spnN)
-
-    ## figure
-    ##-------
-
-    cat("\nPlotting\n")
-
-    pdf(argVc["graph_output"], onefile = TRUE, width = 11, height = 7)
-    plotBatchF(rawMN, samDF, spnN)
-    plotBatchF(nrmMN, samDF, spnN)
-    dev.off()
-
-    ## returning to initial order
-    ##---------------------------
-
-    ordIniVi <- order(samDF[, "ordIniVi"])
-    nrmMN <- nrmMN[ordIniVi, ]
-    samDF <- samDF[ordIniVi, ]
-    samDF <- samDF[, colnames(samDF) != "ordIniVi", drop=FALSE]
-
-
-    ##------------------------------
-    ## Ending
-    ##------------------------------
-
-
-    ## saving
-    ##-------
-
-    datMN <- nrmMN
-
-    datDF <- cbind.data.frame(dataMatrix = colnames(datMN),
-                              as.data.frame(t(datMN)))
-    write.table(datDF,
-                file = argVc["dataMatrix_out"],
-                quote = FALSE,
-                row.names = FALSE,
-                sep = "\t")
-
-    varDF <- cbind.data.frame(variableMetadata = rownames(varDF),
-                              varDF) ## not modified; for compatibility only
-    write.table(varDF,
-                file = argVc["variableMetadata_out"],
-                quote = FALSE,
-                row.names = FALSE,
-                sep = "\t")
-
-    simDF <- cbind.data.frame(samDF, as.data.frame(datMN)) ## for compatibility
-    simDF <- cbind.data.frame(names = rownames(simDF),
-                              simDF)
-    write.table(simDF,
-                file = argVc["variable_for_simca"],
-                quote = FALSE,
-                row.names = FALSE,
-                sep = "\t")
-
-    res <- list(dataMatrix_raw = rawMN,
-                dataMatrix_normalized = nrmMN,
-                sampleMetadata = samDF)
-    save(res,
-         file = argVc["rdata_output"]) ## for compatibility
-
-    ## closing
-    ##--------
-
-    cat("\nEnd of '", modNamC, "' Galaxy module call: ",
-        as.character(Sys.time()), "\n", sep = "")
-
-    ## sink()
-
-    options(stringsAsFactors = strAsFacL)
-
-
-#### End_of_testing_code <- function() {}
-
-
-    return(list(datMN = datMN))
-
-    rm(list = ls())
-
-}
-
-exaDirOutC <- "output"
-stopifnot(file.exists(exaDirOutC))
-
-tesArgLs <- list(input_allLoessPool = c(method = "all_loess_pool",
-                     span = "1",
-                     .chkC = "checkEqualsNumeric(outLs[['datMN']][1, 1], 25803076, tolerance = 1e-3)"),
-                 input_allLoessSample = c(method = "all_loess_sample",
-                     span = "1",
-                     .chkC = "checkEqualsNumeric(outLs[['datMN']][1, 1], 23402048, tolerance = 1e-3)"),
-                 mrey_allLoessSample = c(method = "all_loess_sample",
-                     span = "1",
-                     .chkC = "checkEqualsNumeric(outLs[['datMN']][1, 1], 21732604, tolerance = 1e-3)"),
-                 mrey_allLoessSampleSpan06 = c(method = "all_loess_sample",
-                     span = "0.6",
-                     .chkC = "checkEqualsNumeric(outLs[['datMN']][1, 1], 134619170, tolerance = 1e-3)"))
-
-for(tesC in names(tesArgLs))
-    tesArgLs[[tesC]] <- c(tesArgLs[[tesC]],
-                          dataMatrix = file.path(unlist(strsplit(tesC, "_"))[1], "dataMatrix.tsv"),
-                          sampleMetadata = file.path(unlist(strsplit(tesC, "_"))[1], "sampleMetadata.tsv"),
-                          variableMetadata = file.path(unlist(strsplit(tesC, "_"))[1], "variableMetadata.tsv"),
-                          dataMatrix_out = file.path(exaDirOutC, "dataMatrix.tsv"),
-                          variableMetadata_out = file.path(exaDirOutC, "variableMetadata.tsv"),
-                          variable_for_simca = file.path(exaDirOutC, "variable_for_simca.tsv"),
-                          graph_output = file.path(exaDirOutC, "graph_output.pdf"),
-                          rdata_output = file.path(exaDirOutC, "rdata_output.rdata"))
-
-for(tesC in names(tesArgLs)) {
-    print(tesC)
-    outLs <- wrapperF(tesArgLs[[tesC]])
-    if(".chkC" %in% names(tesArgLs[[tesC]]))
-        stopifnot(eval(parse(text = tesArgLs[[tesC]][[".chkC"]])))
-}
-
-message("Checks successfully completed")
--- a/batchcorrection/tests/input/dataMatrix.tsv	Thu Mar 02 03:38:08 2017 -0500
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,114 +0,0 @@
-	QC1_001	HU_022	HU_076	HU_166	HU_114	HU_190	HU_139	HU_096	HU_058	HU_031	QC1_002	HU_039	HU_087	HU_143	HU_162	HU_102	HU_188	HU_095	HU_062	QC1_003	HU_063	HU_011	HU_074	HU_122	HU_142	HU_030	HU_187	HU_167	HU_113	QC1_004	HU_081	HU_014	HU_206	HU_119	HU_033	HU_067	HU_140	HU_164	HU_193	HU_112	QC1_005	HU_097	HU_056	HU_195	HU_135	HU_159	HU_070	HU_038	HU_026	QC1_006	HU_098	HU_115	HU_137	HU_019	HU_073	HU_168	HU_191	HU_040	HU_046	QC1_007	HU_103	HU_015	HU_053	HU_121	HU_183	HU_199	HU_042	HU_075	QC1_008	HU_203	HU_024	HU_082	HU_169	HU_129	HU_057	HU_035	HU_194	HU_145	HU_104	QC1_009	HU_177	HU_025	HU_080	HU_117	HU_136	HU_197	HU_036	HU_054	HU_085	QC1_010	HU_160	HU_092	HU_023	HU_124	HU_147	HU_205	HU_084	HU_120	HU_198	QC1_011	HU_045	HU_029	HU_069	HU_155	HU_106	HU_146	HU_128	QC1_012
-met_001	34046147	29268048	43765299	44375419	50601116	4832613	40454119	8126	19479962	11235683	33064844	75260138	36891690	17466250	74160059	32122101	5238560	30163448	10216046	31450577	17301601	11549910	12734389	54057483	3488082	24301846	2046492	23004592	9579482	30075694	7571631	5257922	60032654	15725469	42794552	12202672	10427301	17332850	2558158	66102394	29666404	34174908	36717068	24271602	36414651	37145056	20074559	1865267	5837544	27608715	38999155	21669105	14372963	36030678	24509866	1906953	15589584	18219005	25991397	25068509	21518123	17608775	6613249	4124652	30008362	7839717	16104411	36946332	23198059	6151472	23334545	18392766	27331396	30774819	18461787	42246522	20479189	28817403	27674313	21703591	17170407	13809778	11188751	14478896	8256694	2771227	47261207	21462355	24438964	19424590	379608	17107855	14512991	31446516	24437179	18499953	16786178	1370420	23336305	18279598	9162668	29590881	24605602	13020657	30919250	16843645	42298126	15320951
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-met_059	9591	NA	10743	25604	NA	37380	NA	NA	NA	NA	9593	117129	24962	NA	NA	17487	NA	81344	NA	NA	13394	NA	14030	6269	13091	NA	NA	NA	NA	4546	63692	NA	22847	84343	103472	136514	13522	13374	NA	49768	7750	NA	NA	NA	4349	NA	NA	NA	NA	6161	NA	28046	61746	NA	43236	NA	NA	14182	NA	10132	NA	15680	NA	NA	5463	NA	19535	13675	NA	NA	NA	4261	2176	NA	3114	NA	NA	42692	NA	4616	3822	NA	24622	NA	NA	7137	NA	26481	3020	10739	35138	63771	NA	NA	3674	75923	NA	30036	1594	2294	NA	NA	NA	4176	NA	22212	7619	5005
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-met_064	1526791	555748	916611	1220978	1871807	8737914	1546571	NA	466169	551255	1669486	1143360	1688495	476686	2736861	2216231	206411	823106	1864574	1662357	1272281	412618	701187	2770479	1646403	719781	101548	222143	1614299	1573106	3803108	797973	4077432	2803754	4821260	825670	1226587	329474	761038	4644756	1582700	814722	2225754	354019	1060393	726780	1180674	41015	384083	1482465	1098758	843535	1906654	436589	738429	209861	446259	918204	510510	1381297	259755	897646	419652	150118	303345	734310	398249	234026	527055	215944	307321	1260935	283020	448044	516853	6135246	274580	1841654	510430	909761	1851171	36277	171277	686014	139656	297116	599745	137869	227489	383833	919711	203688	292057	1019406	612265	567799	310838	407801	133766	515911	53787	326718	210434	241625	177702	127713	618241	221252
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-met_112	6419071	2797128	4299074	11909792	6115103	3096009	8035572	NA	3259089	6395447	5049944	4099603	7256757	5080926	3738872	2566634	1719671	4297409	5324570	4873112	7648125	1910687	5439846	4340784	7283405	3178504	1547866	3074074	6191537	4916409	8943211	1784458	4200543	4136622	7786416	4378240	2608290	2992852	4462941	9689440	4286272	2686538	2745539	4160961	7108278	2547671	2212921	992136	3451416	4253840	4661221	2464180	4009317	3451266	9045261	2681403	3260592	5840008	2611730	4002414	3128586	4061269	875155	2993219	4222945	4810052	3599437	6386359	4087475	5853004	2845191	5015241	5255266	2977940	4272008	7251435	3019276	3081894	2290972	3841186	3298124	3942297	7512978	3936963	796120	7537291	3841541	4596420	5044950	3496643	2341361	6304734	1369143	4345921	3364143	3282371	2017426	2744678	5320910	3371583	1340912	2186105	3792760	2150395	4931386	2886649	3159267	2835997
-met_113	1351348	1546452	704498	1178543	1910776	2419982	1730728	NA	1518760	1292032	1333917	1256258	974162	519797	2540508	976266	328769	1916054	1273384	1345103	2028673	740657	1759018	2037601	1797824	1183570	281005	210403	2013482	1157284	2890251	473682	1397064	922962	1608440	785419	836119	552727	996652	1314640	1080507	941223	1069492	492963	1146686	413720	1146636	106708	428730	1153669	682704	1685395	1027646	673104	762161	230163	984144	741438	962147	954327	887638	721180	215275	364352	353548	991113	1975188	1308883	919371	525484	489779	945717	86415	409383	910262	1155717	1527056	1552890	374555	863254	831837	632228	1534291	1054678	104907	1181832	570191	1181392	710672	765250	157618	799343	352504	730991	12561534	1127759	317084	828816	772629	761105	256288	491981	517417	208846	2334220	563581	849860	654635
--- a/batchcorrection/tests/input/sampleMetadata.tsv	Thu Mar 02 03:38:08 2017 -0500
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,109 +0,0 @@
-	injectionOrder	sampleType	batch
-QC1_001	1	pool	b1
-HU_022	2	sample	b1
-HU_076	3	sample	b1
-HU_166	4	sample	b1
-HU_114	5	sample	b1
-HU_190	6	sample	b1
-HU_139	7	sample	b1
-HU_096	8	sample	b1
-HU_058	9	sample	b1
-HU_031	10	sample	b1
-QC1_002	11	pool	b1
-HU_039	12	sample	b1
-HU_087	13	sample	b1
-HU_143	14	sample	b1
-HU_162	15	sample	b1
-HU_102	16	sample	b1
-HU_188	17	sample	b1
-HU_095	18	sample	b1
-HU_062	19	sample	b1
-QC1_003	20	pool	b1
-HU_063	21	sample	b1
-HU_011	22	sample	b1
-HU_074	23	sample	b1
-HU_122	24	sample	b1
-HU_142	25	sample	b1
-HU_030	26	sample	b1
-HU_187	27	sample	b1
-HU_167	28	sample	b1
-HU_113	29	sample	b1
-QC1_004	30	pool	b1
-HU_081	31	sample	b1
-HU_014	32	sample	b1
-HU_206	33	sample	b1
-HU_119	34	sample	b1
-HU_033	35	sample	b1
-HU_067	36	sample	b1
-HU_140	37	sample	b1
-HU_164	38	sample	b1
-HU_193	39	sample	b1
-HU_112	40	sample	b1
-QC1_005	41	pool	b1
-HU_097	42	sample	b1
-HU_056	43	sample	b1
-HU_195	44	sample	b1
-HU_135	45	sample	b1
-HU_159	46	sample	b1
-HU_070	47	sample	b1
-HU_038	48	sample	b1
-HU_026	49	sample	b1
-QC1_006	50	pool	b1
-HU_098	51	sample	b1
-HU_115	52	sample	b1
-HU_137	53	sample	b1
-HU_019	54	sample	b1
-HU_073	55	sample	b1
-HU_168	56	sample	b1
-HU_191	57	sample	b1
-HU_040	58	sample	b1
-HU_046	59	sample	b1
-QC1_007	60	pool	b1
-HU_103	61	sample	b1
-HU_015	62	sample	b1
-HU_053	63	sample	b1
-HU_121	64	sample	b1
-HU_183	65	sample	b1
-HU_199	66	sample	b1
-HU_042	67	sample	b1
-HU_075	68	sample	b1
-QC1_008	69	pool	b1
-HU_203	70	sample	b1
-HU_024	71	sample	b1
-HU_082	72	sample	b1
-HU_169	73	sample	b1
-HU_129	74	sample	b1
-HU_057	75	sample	b1
-HU_035	76	sample	b1
-HU_194	77	sample	b1
-HU_145	78	sample	b1
-HU_104	79	sample	b1
-QC1_009	80	pool	b1
-HU_177	81	sample	b1
-HU_025	82	sample	b1
-HU_080	83	sample	b1
-HU_117	84	sample	b1
-HU_136	85	sample	b1
-HU_197	86	sample	b1
-HU_036	87	sample	b1
-HU_054	88	sample	b1
-HU_085	89	sample	b1
-QC1_010	90	pool	b1
-HU_160	91	sample	b1
-HU_092	92	sample	b1
-HU_023	93	sample	b1
-HU_124	94	sample	b1
-HU_147	95	sample	b1
-HU_205	96	sample	b1
-HU_084	97	sample	b1
-HU_120	98	sample	b1
-HU_198	99	sample	b1
-QC1_011	100	pool	b1
-HU_045	101	sample	b1
-HU_029	102	sample	b1
-HU_069	103	sample	b1
-HU_155	104	sample	b1
-HU_106	105	sample	b1
-HU_146	106	sample	b1
-HU_128	107	sample	b1
-QC1_012	108	pool	b1
--- a/batchcorrection/tests/input/variableMetadata.tsv	Thu Mar 02 03:38:08 2017 -0500
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,114 +0,0 @@
-	number	MSI_level
-met_001	1	1
-met_002	2	1
-met_003	3	1
-met_004	4	1
-met_005	5	2
-met_006	6	1
-met_007	7	1
-met_008	8	1
-met_009	9	1
-met_010	10	1
-met_011	11	2
-met_012	12	1
-met_013	13	1
-met_014	14	1
-met_015	15	1
-met_016	16	1
-met_017	17	2
-met_018	18	1
-met_019	19	1
-met_020	20	1
-met_021	21	1
-met_022	22	2
-met_023	23	1
-met_024	24	2
-met_025	25	2
-met_026	26	1
-met_027	27	1
-met_028	28	1
-met_029	29	1
-met_030	30	2
-met_031	31	1
-met_032	32	2
-met_033	33	1
-met_034	34	1
-met_035	35	2
-met_036	36	1
-met_037	37	2
-met_038	38	2
-met_039	39	2
-met_040	40	2
-met_041	41	1
-met_042	42	1
-met_043	43	2
-met_044	44	2
-met_045	45	1
-met_046	46	1
-met_047	47	2
-met_048	48	1
-met_049	49	1
-met_050	50	1
-met_051	51	2
-met_052	52	2
-met_053	53	1
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-met_055	55	2
-met_056	56	2
-met_057	57	2
-met_058	58	1
-met_059	59	2
-met_060	60	2
-met_061	61	2
-met_062	62	2
-met_063	63	2
-met_064	64	1
-met_065	65	1
-met_066	66	2
-met_067	67	2
-met_068	68	2
-met_069	69	1
-met_070	70	2
-met_071	71	2
-met_072	72	2
-met_073	73	1
-met_074	74	1
-met_075	75	1
-met_076	76	2
-met_077	77	2
-met_078	78	2
-met_079	79	2
-met_080	80	2
-met_081	81	2
-met_082	82	1
-met_083	83	1
-met_084	84	1
-met_085	85	1
-met_086	86	1
-met_087	87	1
-met_088	88	2
-met_089	89	2
-met_090	90	1
-met_091	91	1
-met_092	92	1
-met_093	93	2
-met_094	94	2
-met_095	95	2
-met_096	96	1
-met_097	97	1
-met_098	98	2
-met_099	99	2
-met_100	100	2
-met_101	101	1
-met_102	102	1
-met_103	103	1
-met_104	104	1
-met_105	105	2
-met_106	106	1
-met_107	107	2
-met_108	108	2
-met_109	109	2
-met_110	110	1
-met_111	111	2
-met_112	112	2
-met_113	113	1
--- a/batchcorrection/tests/mrey/dataMatrix.tsv	Thu Mar 02 03:38:08 2017 -0500
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,2823 +0,0 @@
-name	BLC1_02	BLC2_12	BLC3_22	APO19_23	APO20_24	APO21_25	APO22_26	APO23_27	APO24_28	APO25_29	APO26_30	APO27_31	CONT10_13	CONT11_14	CONT12_15	CONT13_16	CONT14_17	CONT15_18	CONT16_19	CONT17_20	CONT18_21	TEM1_03	TEM2_04	TEM3_05	TEM4_06	TEM5_07	TEM6_08	TEM7_09	TEM8_10	TEM9_11
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-M81.523T36	55675386.2438176	46887468.270772	19824326.8155966	2206896.23657422	2440868.37444364	2009364.9079625	2407403.60608761	1978183.42881557	2143366.47103292	2656133.68046755	1426335.10488756	2135439.49960156	720638.458299429	898892.706424579	920198.319036057	523723.821725865	1093497.66953005	724489.016731027	972712.563146973	438772.677452524	887895.312609375	2677695.3734716	2588015.10675	356215.504334998	1049454.73280575	3787646.42594049	2919221.10312528	5359484.09382	478359.527380935	1140528.44877404
-M81.524T124	3164592.1993164	5989888.6916012	1518120.94585477	1286357.75195313	3260040.48126562	719417.038621094	7054955.8301369	6343114.49507082	4237024.07422831	4397965.16835937	534257.281605227	1424000.69550807	4174800.75689674	2253885.16567383	304750.9030813	3804141.65183063	6366198.52070313	1102220.8676804	12383046.031755	2881755.90031484	4030125.64658203	1034171.55578209	403876.64393478	4332910.01903804	5373346.68777273	2345864.55488281	6061830.96496154	591704.726790612	1439355.18359446	5460301.30898438
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-M81.633T44	500457.051853996	301708.944964255	234100.717397594	392423.408051547	481733.790330637	112110.476576976	76348.8427642822	400525.637360044	386544.266052058	623711.893383773	182942.487537586	364640.488893419	303372.504545672	234440.283910824	181890.741198644	173583.966316436	481476.597202108	145854.144796657	509794.671549424	168818.072302376	368060.057189425	96908.7229828949	71999.192332896	268318.19969469	556452.501583479	557010.24792439	586287.218057729	208337.994883021	228941.212222234	443363.788437248
-M82.025T59	1207813.88144387	1142397.16801674	1150519.24177331	348694.732166667	625629.742648207	98655.5918673931	470104.647666903	926554.190932431	236099.609027995	891870.344063615	49253.1601679688	332923.017687988	475239.278708333	393623.992694092	325048.115631104	1917117.05029625	799454.182767416	278074.685941612	2679898.54414881	268837.485987981	718982.099888021	113651.005216602	90680.9042522461	381971.662919745	836732.487312015	737367.771085937	774259.093041119	359011.660618359	129923.034153646	3761203.30867893
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-M84.047T59	14439.6197717975	16349.713312424	12582.9189315921	124405.100984519	70829.4163040162	194558.734777536	153885.888011117	149786.133155957	123124.158194661	70209.7962888726	172584.104761377	108573.591886902	74232.2518915667	85538.8200303589	87989.127001953	121360.644573975	52372.974023763	126514.524579213	43524.9503053385	161680.37019126	76494.9146728515	245580.04230957	217140.548821258	177947.842372538	54608.7132169596	69495.0811028942	50715.7802385703	68358.7017507237	145309.852892188	51613.8655038328
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-M86.521T43	114696.951378632	88420.4999702596	119315.710718701	451738.495629883	505567.532832782	149890.937524414	643861.421282959	593079.130932617	487777.043084717	544214.758504733	291100.535457783	397096.643195482	391531.565880108	482403.667435096	577063.232793044	284812.131648137	554489.20443519	302028.853765869	549469.143235276	305995.99072876	514212.166018179	186776.303538923	84575.6269950866	215288.483294678	556022.589074707	1211583.29964386	979330.912219238	159138.452883911	290225.63141286	596364.497644043
-M87.047T339	82490.5909193652	70659.1782325745	76342.7829674416	71488.9999114058	68207.8859089225	74490.8323887748	78298.9502746425	74729.1903488158	65613.2379028319	65655.1443077033	77695.6551719665	66849.2897543744	75923.3713145948	78809.4946864082	79267.7498273971	70159.4027514075	80515.4270576475	66456.432054901	80470.4781681941	71724.2115398073	77177.1606934867	80938.0656185581	80599.1834110381	71938.5462730408	81160.6083129883	67702.3530654906	82665.7957595825	71158.4601321857	79223.0781524425	76623.47537117
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-M443.973T1378	97501.5661813038	84899.6322363292	64198.3451873771	96298.998119354	94997.8936758041	93861.1546409605	87324.0409239704	86168.8627401818	61334.8657052951	74023.0063131585	53658.8055049192	53680.8447565106	86389.0754460369	70589.8251302943	100030.996432146	84576.950569755	83394.4611173181	67888.4319109233	65879.4454006618	49172.5398590958	70569.704718967	49028.1690835331	64430.443505573	74397.0562082742	66846.2368568005	85221.8770278929	51953.1164974808	81977.3005100793	72789.7285518609	66222.2389384187
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-M445.244T786	460218.850776726	453201.373046257	430734.403658178	17544.1389597706	28556.2931227664	19702.8654259474	19416.5398149966	20879.8131788197	21023.1290647379	20524.8427544575	18014.5027528821	16751.0698973231	12653.9223027711	24395.2306615842	19076.7353533163	17654.1704124513	17697.8263029801	15291.0089257516	18708.0891720624	16049.2149215453	29972.0611665441	14997.299554891	17949.3041274569	13569.4830922604	10035.9999925471	23116.6755836004	29582.1202851611	14090.0928257329	12664.3669207691	19952.3884130179
-M445.246T929	68767.1957138058	64203.776393128	55672.5541610715	2091.60075130664	840.70216465766	2741.20414420815	1395.05458292624	2217.66409519453	2253.57194944287	2376.71809030196	2697.9524486075	1283.13572202858	2850.36721725781	2292.84513499724	2788.52861318485	3365.49330002017	2310.99863220175	1931.11396463304	2686.83430418341	2137.73909732807	410.760995200516	5304.18511787097	6208.82546583605	3929.06279881707	3746.86258890674	4088.03940059064	2177.01097677413	3909.02193716471	3467.70414016399	2441.89566916556
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-M1563.154T1095	2258.59980382201	196204.594698294	574665.350380564	480769.711572265	617063.260266009	681112.022682758	497382.53745968	553905.573046871	98368.8626944708	152205.169955913	133572.312896263	88638.3616235874	199774.147718821	301669.51150447	1065103.67438671	1212810.26934914	355606.841887127	238837.267043449	371137.831290075	893592.8218228	415040.050813806	554.792287168729	1210.50870535312	348.542917862149	385.625996074505	2380.82162614062	3771.40455806518	608.98095139494	0	0
-M1564.167T1093	3352.179311001	226135.269596229	907941.796308023	1291153.21943694	1006860.69174804	1608924.38518111	1367862.78987139	1169349.07205929	1145354.54410282	1367693.28294964	1484507.916858	385461.586852193	2392249.98975654	4833723.48811111	3578512.36773649	1194905.87134509	915456.388963167	1883180.3894003	2287377.45214289	1674389.75571874	817096.764532469	2471.23455999916	2179.19700448501	911.937258937854	553.528014773304	1672.35748140701	4797.43689726395	5496.36278308222	0	0
-M1565.171T1092	2391.67307351056	104981.120953546	797475.642651909	937682.695615764	862274.841139785	1301248.75661999	1061205.2113307	912752.286162678	1070088.72808972	1044576.46244959	1110620.50034522	324761.496641646	2283480.82068751	3589252.08249473	3201567.99691196	778814.736345083	740452.869052303	1595786.68380293	2006489.7379123	1563947.21345496	824828.02766349	885.389712538895	1279.67926925735	1473.35515000182	445.322643413349	1586.54206836837	1825.56271308372	7077.378933737	0	420.364078227145
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-M1566.181T1092	1644.85305171706	47612.7270917445	881627.882448658	1660293.16385156	1557986.78623136	2029968.61555439	1551856.11536976	1149445.85652604	1632329.46982428	1819380.34439665	2138257.47878815	1011433.50869294	1035042.84891599	2097926.96068213	1730456.95539096	326806.101733167	792208.682952973	2988647.62522846	3860065.90091429	2771680.84401855	1073803.38478738	871.169446869121	1612.9120817728	1524.27634090871	1468.35170169784	2667.37899992916	1497.89828922939	3152.71345693646	1662.32564410266	593.181632131396
-M1567.185T1092	867.712003048165	15893.7244772677	670889.590530058	1256005.61754151	1390471.38779825	1445467.48345636	1330178.01083	814957.879956902	1182354.34928411	1270646.39000235	1899711.90213568	728972.358758007	336436.684860743	688988.880271202	612851.754379897	109131.01845144	550843.580292971	2151430.32318174	3163240.34894531	1977569.22293087	914571.460858151	2313.1733617001	2484.35942562603	1447.52656184279	1248.22012559224	2043.01290408566	1599.00284492047	3163.40255843087	786.245491157175	1095.26245105947
-M1568.195T1091	1571.27438821426	5175.89748769716	554511.310896879	1566070.93932684	870031.818124988	1499354.72576096	1161073.5138672	1342908.34472351	1638584.67080116	1608916.04287349	1896714.42671018	1269422.22225053	116906.331435757	173843.980343898	143755.230780538	25861.0050926789	536846.348588707	2459254.32295601	3228311.05071178	2564296.75363298	891969.147003038	2768.0421746239	2030.79202857269	2027.82309074062	1557.92062496203	1641.91476757951	3459.33191932119	1289.75613983919	748.686084194614	836.929926362072
-M1569.199T1091	2545.42703400555	1536.40246831216	343455.297990703	1130403.88443218	670605.656649934	1046969.40075543	875096.324974885	1033889.48521821	1337255.85131628	1214834.45173108	1566912.91346936	1080530.16437345	25737.2368479932	47879.4910335512	12298.5815157813	3860.2659655784	453733.220263034	770506.479919351	1255858.36921185	1732641.98831782	860463.280064655	2478.6355279841	2562.61996500715	1922.08632876756	1881.40478326111	2508.36236566536	3003.76720978253	1796.12812562709	0	1456.22401670172
-M1595.494T496	0	0	0	0	0	0	0	0	0	0	0	0	27005.6102716945	32797.9977145726	40869.130178906	50464.6119999024	39706.5431425447	38212.0851350912	31376.2389419558	0	29441.7663187199	0	50350.5521874755	79536.141147541	49796.5046348988	0	0	44618.8569427489	65471.3911247254	37076.8424117835
--- a/batchcorrection/tests/mrey/sampleMetadata.tsv	Thu Mar 02 03:38:08 2017 -0500
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,31 +0,0 @@
-sampleMetadata	sampleType	polarity	injectionOrder	batch	condition
-BLC1_02	blank	positive	2	B1	NA
-BLC2_12	blank	positive	12	B1	NA
-BLC3_22	blank	positive	22	B1	NA
-APO19_23	sample	positive	23	B1	APO
-APO20_24	sample	positive	24	B1	APO
-APO21_25	sample	positive	25	B1	APO
-APO22_26	sample	positive	26	B1	APO
-APO23_27	sample	positive	27	B1	APO
-APO24_28	sample	positive	28	B1	APO
-APO25_29	sample	positive	29	B1	APO
-APO26_30	sample	positive	30	B1	APO
-APO27_31	sample	positive	31	B1	APO
-CONT10_13	sample	positive	13	B1	CONT
-CONT11_14	sample	positive	14	B1	CONT
-CONT12_15	sample	positive	15	B1	CONT
-CONT13_16	sample	positive	16	B1	CONT
-CONT14_17	sample	positive	17	B1	CONT
-CONT15_18	sample	positive	18	B1	CONT
-CONT16_19	sample	positive	19	B1	CONT
-CONT17_20	sample	positive	20	B1	CONT
-CONT18_21	sample	positive	21	B1	CONT
-TEM1_03	sample	positive	3	B1	TEM
-TEM2_04	sample	positive	4	B1	TEM
-TEM3_05	sample	positive	5	B1	TEM
-TEM4_06	sample	positive	6	B1	TEM
-TEM5_07	sample	positive	7	B1	TEM
-TEM6_08	sample	positive	8	B1	TEM
-TEM7_09	sample	positive	9	B1	TEM
-TEM8_10	sample	positive	10	B1	TEM
-TEM9_11	sample	positive	11	B1	TEM
--- a/batchcorrection/tests/mrey/variableMetadata.tsv	Thu Mar 02 03:38:08 2017 -0500
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,2823 +0,0 @@
-name	mz	mzmin	mzmax	rt	rtmin	rtmax	npeaks	blank	sample	isotopes	adduct	pcgroup	fold	tstat	pvalue
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-M81.605T62	81.6054803561257	81.6038984453999	81.6056507591202	61.7883589098523	35.2115845315306	96.4903861224106	75	3	25		[M+2H]2+ 161.193	424	2.75497400463374	-7.08538370799515	0.00181580628630051
-M81.633T44	81.6332373431105	81.63285540691	81.6334538367526	43.7069491262628	41.4716760861144	46.8164104556404	4	3	1		[M+2H]2+ 161.243	55	1.08372276452218	-0.308808175571569	0.779544973384615
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-M87.047T652	87.0467279041555	87.0460905684537	87.0469392135007	652.494626651351	652.413160225245	654.155090901521	3	3	0			159	1.06009637806536	-3.99184924578069	0.0157389535752861
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-M89.148T158	89.1480771662982	89.1458711261433	89.1482424133349	158.096550920486	154.510443207588	169.420428105868	5	2	3			24	1.85917373083249	1.07749916103817	0.389013763445907
-M89.51T1385	89.5096684701496	89.5078889574626	89.5098509507172	1385.04314451944	1383.45148070661	1401.33451962073	35	3	27	[2][M]2+	[M+2K]2+ 101.103 [M+Na+K]2+ 117.077	62	1.02771367933156	-0.899441515229112	0.394432791089645
-M90.011T1385	90.0107254019506	90.0103172001681	90.0109963551397	1384.9812826475	1382.67534056103	1387.35591551301	28	3	23	[2][M+1]2+		62	1.11062198977736	0.735549600014365	0.533323539571853
-M90.058T40	90.0576945321485	90.0573868013596	90.0578235434729	40.2520533676341	39.4164209930302	40.6891486595365	15	0	15			257	Inf	10.0882984208095	1.76486159020328e-10
-M90.066T165	90.0658715564669	90.0639939782113	90.0660891611577	165.138427571137	154.008259554956	197.384154045535	46	3	24	[1][M+1]+		4	1.58033440627317	-3.75798015081939	0.00495147240946125
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-M532.351T1070	532.351485744895	532.347908187411	532.354363326741	1070.29343400132	1058.40243711738	1103.06834440569	32	2	26	[260][M]+		460	2.02900298048242	1.48409907227152	0.176010868749322
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-M533.167T41	533.167122099122	533.164618907152	533.168013438228	41.4842825564889	41.141866224785	42.0499247616499	22	0	22			412	Inf	6.98197323258768	2.05601403457933e-07
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-M533.669T42	533.66904392347	533.666247703105	533.669675973718	41.6663644842406	41.141866224785	42.0843657206402	16	0	16			413	Inf	6.91898321883014	2.40320784161696e-07
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-M534.208T457	534.20762338997	534.205881995489	534.208623712334	457.015167415655	456.496752642352	458.700037359983	25	0	25	[261][M]+		27	Inf	13.844933106225	1.65645275274073e-13
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-M535.212T457	535.211814802753	535.210747253918	535.213379091122	457.178590842085	456.216288714083	458.747920429869	21	0	21	[261][M+1]+		27	Inf	13.929858271485	1.4388490399142e-13
-M535.442T1336	535.442242417854	535.441391693183	535.443141749239	1335.63387486999	1327.2778994516	1353.62900700509	44	2	22			17	1.75538324906231	1.05750260891292	0.336471253856281
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-M539.205T997	539.20479699081	539.200709494699	539.205119215177	997.066023154798	996.776298773327	997.147018908281	3	3	0			1004	32.1470207521741	-11.70812078529	0.00713639493328388
-M539.244T1061	539.24406465769	539.239786888759	539.244134904348	1060.97281926154	1060.94188032418	1061.2172386673	3	3	0			484	1538.5179906339	-3.14424556242665	0.0880027245131689
-M540.32T994	540.319962527898	540.31683130306	540.320652704632	993.820031397306	982.722813656995	994.498921684722	47	0	27	[263][M]+		1022	257.589679372253	6.51306763724525	6.6389279496093e-07
-M540.439T1133	540.438984110041	540.437960136761	540.439588061041	1133.06568883775	1132.73156719816	1137.46680213116	4	2	2			118	7.69884014594242	-1.6718787805793	0.236028409552403
-M540.439T1161	540.438850290071	540.438611354389	540.439089225753	1160.81267907809	1158.68139143888	1162.94396671731	2	2	0			92	49.972330187268	-1.99896868216312	0.183636090322635
-M541.209T1039	541.208843040423	541.206581653244	541.211104427602	1039.29597052778	1039.08955110061	1039.50238995494	2	2	0		[M+K]+ 502.241	527	81.8598936530472	-7.07294229230716	0.0193696313929377
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-M541.238T621	541.237586043506	541.235726184287	541.238429072879	621.029347936526	620.57550046004	622.20140015987	16	0	16			192	Inf	8.60166074153519	4.42251590904164e-09
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-M541.442T1162	541.441934210972	541.441779606036	541.442088815909	1161.63301992311	1158.68139143888	1164.58464840735	2	2	0			92	20.1994268702441	-1.93386719412341	0.192774870839996
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-M542.532T1014	542.532288359174	542.529407530786	542.534577488906	1013.76607846058	1013.10593464155	1023.24474746123	47	0	27	[266][M]+	[M+Na]+ 519.54	46	Inf	10.0158771679671	2.05115480156337e-10
-M542.627T1014	542.627399333624	542.623284583735	542.629771781052	1013.77019246536	1013.1397832788	1023.31313950464	34	0	24		[M+Na]+ 519.636	46	Inf	9.83501122819182	2.99436919704021e-10
-M543.172T990	543.172283560914	543.16827455115	543.173683270231	990.260410337264	989.998304168691	990.337554659251	3	3	0			1021	22.0640436083271	-6.1308102375946	0.0255109342299122
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-M543.536T1014	543.536226526918	543.534075407674	543.539333216969	1013.58192307371	1013.10593464155	1023.24474746123	33	0	23	[266][M+1]+		46	194.03593341175	9.60406220568557	4.86876094996092e-10
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-M544.548T1046	544.547884099428	544.545078003007	544.55280097559	1046.24756072319	1045.76199093164	1055.85640178269	37	0	27	[268][M]+		607	105.016341146116	7.14598989162422	1.35842441517653e-07
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-M545.342T1014	545.342451260413	545.340429961108	545.344177917403	1013.68029911821	1013.10593464155	1023.31313950464	33	0	20		[M+2H-CH4]2+ 1104.71	46	8.98856557135527	11.2404003848351	1.46975764891977e-11
-M545.355T1055	545.35521309718	545.352477995737	545.355989645986	1055.277325842	1045.76199093164	1068.88717779483	57	0	27	[267][M+1]+		31	135.130334695315	6.1576514758362	1.64150205117508e-06
-M545.552T1046	545.552366766557	545.550090832389	545.554456556534	1046.16958289776	1045.76199093164	1055.67340532192	21	0	16	[268][M+1]+		609	Inf	7.25474821694508	1.05193531663161e-07
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-M1063.684T1014	1063.68386381521	1063.68025486937	1063.6855560623	1013.59542036364	1013.10593464155	1023.13312785686	34	0	26	[391][M+2]+		46	250.540635893956	7.37488064605985	7.8407559112037e-08
-M1065.712T1046	1065.71169661043	1065.70646243215	1065.71379715984	1046.1570875432	1045.76199093164	1055.50557773181	30	0	26	[392][M]+		652	463.077576988594	5.05738952538175	2.88804581276558e-05
-M1066.715T1046	1066.7150927698	1066.71010928816	1066.7178455023	1046.14459218864	1045.76199093164	1055.277325842	29	0	26	[392][M+1]+		653	288.955232501379	4.99082582820217	3.44272036114646e-05
-M1067.717T1046	1067.71688538333	1067.71493711857	1067.72377413021	1046.09689883845	1045.76199093164	1055.22676624375	16	0	15	[392][M+2]+		654	45.4197669289827	5.14984264759836	2.22957093183318e-05
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-M1144.686T1014	1144.68569645838	1144.68132943317	1144.68741437196	1014.03687434582	1013.1397832788	1023.13312785686	23	0	19	[393][M+1]+		46	65.6506445667044	7.84088076160464	2.52227425612261e-08
-M1145.314T786	1145.31355440316	1145.30888903244	1145.31470590497	786.460136856496	784.961732704849	787.133203448383	27	0	27	[394][M]+		1182	857.756114737586	9.52467908236402	5.78333825274058e-10
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-M1146.317T786	1146.31689901344	1146.31262368479	1146.31866156815	786.45276207981	784.961732704849	786.917181038819	24	0	24	[394][M+1]+		1183	545.975384016006	9.6265805540681	4.64745131267819e-10
-M1147.715T1047	1147.71512230424	1147.70989365419	1147.71692503099	1046.57572211705	1045.80233963866	1055.78403798968	19	0	15			655	95.6452615347975	4.84895478617472	4.99658415011872e-05
-M1199.797T1283	1199.79672419395	1199.79480380718	1199.79900296714	1282.64968837068	1277.90776207341	1287.97654491936	14	0	14			1315	326.370146233439	4.44419717189715	0.000145636361073898
-M1261.894T1045	1261.89392193443	1261.88991620335	1261.89761716841	1045.3986993124	1044.05269405756	1053.96066125563	22	0	17	[395][M]+		656	76.8343975021422	6.3168814275892	1.08842025570155e-06
-M1262.899T1046	1262.89937511355	1262.89491190719	1262.90214639044	1045.75044807128	1044.05269405756	1054.22228272029	19	0	17	[395][M+1]+		657	44.8102915189974	5.00971359774246	3.07505213239523e-05
-M1263.909T1046	1263.90883319443	1263.90515267633	1263.91386903148	1045.6163939697	1044.29790432915	1055.17590579492	20	0	14	[395][M+2]+		658	95.7234091661993	5.9573801189081	2.69708962896686e-06
-M1281.863T1012	1281.86305393504	1281.86002738685	1281.86616600689	1011.63869852598	990.416687415049	1020.99073185221	28	0	18			955	420.508420339845	6.36722149997529	9.59263663391496e-07
-M1282.867T1019	1282.86695630274	1282.86542430108	1282.86793227107	1019.37774797717	1010.63264900832	1020.90985708422	17	0	14			659	55.6619635089368	5.53222079304403	8.23511272862731e-06
-M1283.878T1012	1283.8778443639	1283.87146928989	1283.87973194559	1012.3868701103	1011.31651726255	1023.13312785686	19	0	14			956	90.0977539586318	5.33739060805411	1.379601225171e-05
-M1283.881T1045	1283.8808612157	1283.87502724333	1283.88406123689	1045.06118727815	1043.91763604153	1054.59080441986	25	0	17	[396][M]+		660	271.920366892475	5.5305076777913	8.31154683411661e-06
-M1284.884T1049	1284.88357511966	1284.88087420242	1284.88545190524	1049.24612725445	1043.51609021119	1055.42062943985	20	0	15	[396][M+1]+		661	48.0053999264354	5.75080064924176	4.36321242225368e-06
-M1285.895T1046	1285.89478748246	1285.89243671132	1285.89667474019	1045.6163939697	1044.23462539894	1067.67827181028	24	0	15	[396][M+2]+		662	199.809643012326	6.01917349198237	2.33717969244651e-06
-M1286.898T1046	1286.8977871467	1286.89091670728	1286.89959286455	1046.16651012606	1044.4215446447	1055.85640178269	20	0	14	[396][M+3]+		663	211.641616028597	4.95045289367222	3.81907739661624e-05
-M1288.018T1288	1288.01816402178	1288.01670315972	1288.01913406374	1288.06862505313	1274.49616060686	1316.07586017119	21	1	16	[397][M]+		122	1.48827289857972	0.53427527645603	0.643037564762605
-M1289.021T1288	1289.02142213344	1289.01999447558	1289.02207909172	1288.1067918885	1274.49616060686	1316.07586017119	18	1	14	[397][M+1]+		122	1.31944238625258	0.317400176707983	0.779342395466107
-M1298.796T1045	1298.79557439251	1298.79189269051	1298.79925609452	1045.17903707985	1044.74237348619	1045.6157006735	2	2	0			523	15.004390212986	-1.68276219949584	0.234350972049318
-M1301.926T1047	1301.92647306672	1301.92184825005	1301.92909532049	1046.55187044956	1045.88218301494	1055.18470473042	16	0	14			664	96.8120099704622	5.34212827154982	1.35812544224123e-05
-M1303.942T1046	1303.94162499245	1303.93674717609	1303.94429216716	1046.3094204207	1045.55739848638	1055.85640178269	17	0	14	[398][M]+		665	814.817663128309	5.81464357811191	3.97477266744772e-06
-M1304.945T1046	1304.94545746051	1304.94192203153	1304.94962660836	1046.26625372525	1045.79143244417	1055.17590579492	18	0	14	[398][M+1]+		666	202.176442177553	5.3085735204765	1.48487305242639e-05
-M1323.91T1014	1323.90976139107	1323.90615489985	1323.91273960377	1014.06877739254	1013.52055514111	1023.74400277213	21	0	18			1087	71.8677073694951	5.24607302193984	1.73810788568485e-05
-M1476.862T1011	1476.86171229887	1476.85671237537	1476.86291147917	1010.79404159117	1009.9931106819	1020.14545935727	16	0	14		[3M+K]+ 479.304	30	176.285581313398	6.87874499425231	2.64003495509257e-07
-M1492.07T1087	1492.07012463954	1492.06589242852	1492.07315264503	1087.24767250027	1072.4893166943	1107.29805458364	6	2	4			760	3.29934641441081	-1.32823036684652	0.313392248933475
-M1512.134T1090	1512.13395738671	1512.13028624035	1512.13630751307	1090.42821958914	1085.57617993542	1099.7682066166	13	2	11			929	1.23844011982942	-0.344231701960545	0.759598740747016
-M1514.094T1077	1514.09441098129	1514.09082065085	1514.09780532094	1077.05686175177	1069.77469095069	1091.93679235326	4	2	2			761	1.23758661773846	0.43388145514646	0.695475502538162
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-M1539.152T1095	1539.15210483775	1539.14583036089	1539.15441626234	1095.27146117946	1083.16904207622	1104.12086282473	8	2	6	[399][M+1]+		109	1.55082706961593	0.776478142892996	0.502385330782865
-M1540.164T1094	1540.16415923332	1540.16118314061	1540.16646764965	1093.945049236	1089.57890598559	1101.507234872	15	1	14			930	1.82874657490287	0.846708655618284	0.468928170453308
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-M1562.15T1095	1562.14969641245	1562.145688515	1562.15223355758	1094.53803047136	1090.64028227866	1102.66779888037	15	2	13	[402][M]+		931	1.16574948774999	0.25870718480265	0.815490780217099
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-M1564.167T1093	1564.1666641827	1564.16065632199	1564.16977636579	1092.5482903579	1086.93768693393	1104.84949068302	19	2	17	[403][M]+		933	2.97182265658779	2.10971362568546	0.083189396666961
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-M1566.181T1092	1566.18067066306	1566.17755168785	1566.18265161562	1092.10279582441	1088.9875291982	1096.04177349836	15	1	14	[403][M+2]+		935	3.72914249770741	2.3954780320353	0.0667116160359544
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-M1568.195T1091	1568.19456161011	1568.19221286338	1568.19707506258	1091.45879571758	1089.67139982342	1096.11811996113	14	0	14	[403][M+4]+		937	4.55533467852885	2.56060397413644	0.0357228730921213
-M1569.199T1091	1569.19926031772	1569.19585656329	1569.20098905491	1091.03359131388	1087.62311561401	1095.43414178388	15	0	14			938	4.83947855316622	2.75684772180694	0.0264089435045287
-M1595.494T496	1595.49433501898	1595.49198450352	1595.49525398352	495.796080468539	495.371720488972	496.251169250058	14	0	14		[2M+Na]+ 786.254	111	Inf	4.8122508281505	5.51633932315276e-05
--- a/batchcorrection/tests/output/dataMatrix.tsv	Thu Mar 02 03:38:08 2017 -0500
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,2823 +0,0 @@
-dataMatrix	BLC1_02	BLC2_12	BLC3_22	APO19_23	APO20_24	APO21_25	APO22_26	APO23_27	APO24_28	APO25_29	APO26_30	APO27_31	CONT10_13	CONT11_14	CONT12_15	CONT13_16	CONT14_17	CONT15_18	CONT16_19	CONT17_20	CONT18_21	TEM1_03	TEM2_04	TEM3_05	TEM4_06	TEM5_07	TEM6_08	TEM7_09	TEM8_10	TEM9_11
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-M81.633T44	NA	353155.210154285	227222.022979083	418674.753007925	510043.172613058	114816.90459718	76350.7236448052	391902.171628772	368167.122022047	573701.683333677	161315.880774218	306837.600774697	382829.735688721	291939.022161652	220979.309786581	206326.390158885	558371.346882712	157341.008864603	498610.10331563	156945.428717892	331657.735182602	269537.911995064	107541.845293308	294145.335294565	509152.353880865	457602.475036878	455091.752046707	160110.746512643	186409.4620062	437927.028508757
-M82.025T59	NA	702729.43218847	1284907.99620713	481105.414418748	892343.696121507	148407.846020226	754856.517761335	1570044.3063199	413591.77623561	1583146.29119876	87232.177244662	583657.311346792	309697.531571148	263348.831484511	224969.924392196	1384087.57230821	591008.267403386	199450.450226377	1836677.59452455	196461.999410902	629169.120778154	NA	305179.706217838	625123.594226023	940831.565201671	653084.359197873	583863.151964416	243179.184055236	82255.7846984087	2283260.16236539
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-M159T62	NA	38308314.2259577	15004247.6862402	7323541.4066401	13666997.1237893	857462.718579174	18321236.229753	16204521.4777354	15147809.7135328	27816763.137857	2175245.93825048	12521517.9596108	18972736.1402039	9946030.45403487	4846520.65959885	7448267.8715371	15514537.1431726	2796025.7323829	22825506.3332734	23562560.6632506	9578313.89044168	13148221.3279739	3652065.5648015	12111726.4749895	19341703.7809961	17339987.0842828	21227377.0801696	6720896.13781785	6538513.32935288	21276738.9541942
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-M180.106T718	426352.303596833	533735.75988578	498625.467828351	12712.1114415445	10880.4697750476	11565.1542980686	11223.8892982083	12345.6757795454	11097.7094385041	10545.8546498135	11568.5482387432	12033.3168992731	10624.0129529713	10334.7568504752	11807.1892776345	12877.4644843649	11853.7509032087	10620.0015296965	11332.4112093807	12056.6596914218	10642.3231429294	11288.8457804954	11584.4849774635	10808.2029064444	11924.1277682949	13093.1661468017	11377.2442024713	11222.9502166989	11502.5845180184	12172.3114728219
-M180.983T1417	633008.5158188	325388.794733009	252302.169404908	292966.751999261	180234.194699998	346194.901396634	389904.444981556	338644.586382398	192051.247773819	273260.53911613	442551.415425171	179153.589898131	130323.975837129	231205.587053575	335759.515931097	346960.784638822	169456.505180007	584201.069265106	178521.859954433	210186.359970647	344962.330205902	368842.011897942	276339.325852842	202485.182652645	259032.968326112	75039.0445142142	905514.39731226	136223.521336482	97419.1920750951	443585.990202055
-M180.983T1488	NA	283449.286023985	157790.791027407	132636.050924328	106044.210301504	857717.818847593	348956.767088835	596745.474263255	96352.8672177259	263141.039031302	352605.72500048	487334.389990457	110286.697677122	309997.263689493	961822.602269794	127728.756115241	164080.008431824	152532.004294863	1023129.83247252	211502.312977125	221490.899574961	491231.059205422	187864.659211689	121218.538440964	635267.656251022	200348.222502623	778997.646432903	142754.818662395	504963.179898923	163525.668329969
-M180.983T1454	126281.455509632	185127.306798919	280332.77273563	185176.720116633	186338.066341235	158077.555521339	84854.4782157538	235688.121431303	207734.809452264	159414.921527045	158023.964654775	170776.129221708	226142.792870328	106941.93645087	180021.034234151	183734.694378551	277304.957520925	73756.7811493795	141355.072076488	214939.134025176	168173.957460405	72098.2628868837	178046.341896657	364314.145470336	125966.811903536	190409.076416661	135930.154299275	217572.920773326	162681.377652029	108232.945778608
-M180.983T1375	141740.189081958	672385.5398465	641598.987255829	667156.370420495	723971.845751312	693662.594109825	752319.410033872	736619.38377061	732291.0486394	711958.115862648	664407.969588566	630071.887534038	738348.557463787	733346.94498605	627027.899238086	622297.741706989	489273.083667686	1193991.15156522	855345.470219748	463798.828582952	507647.819580789	905724.712842356	419252.283099684	572170.502445975	608845.063668943	318323.409019116	1811707.70059892	487056.595971066	448790.678691008	454036.113992872
-M180.983T53	NA	4268339.48442147	3592350.88431743	2457831.90729978	1963998.48963975	347303.803750469	1675800.6014749	1457821.39524724	2613659.90102729	3040788.43292825	1143482.46004923	1106910.16670371	2162450.01751836	1587441.47829268	1200608.73248659	1221107.44108017	2782927.85004454	911237.140640059	2584983.4525821	851401.995990483	1747602.43072701	1414929.31520649	446376.648628844	1168333.13706188	3191754.07935377	2209596.0963982	2585989.44947108	852734.728797721	839344.062727583	2198118.07107757
-M180.983T110	NA	3304939.4523364	2841765.55548531	547879.233802739	807225.48576563	211135.320578195	1108849.2792678	1094202.60863661	982306.380877479	1019734.29775474	345088.343834812	620209.733063459	1116005.06362741	667910.68370108	120426.55188297	754286.270093278	1281135.54692073	375428.706442699	1252807.51744373	493854.989178071	849141.03122756	989006.813815052	196631.841088187	907727.596405857	520498.735055967	982599.801046649	1670576.32445966	305393.947283831	326771.417445017	955370.305527731
-M181.029T1377	110027.475946378	384741.820322311	341594.57207076	308808.510090335	344757.576269434	417949.944100143	451792.487340074	876271.701555873	385313.66287385	417114.031659542	405848.786351181	457395.109141711	596034.005974878	548713.899636044	491790.735730132	438201.596495074	367661.925782521	672173.785066906	456308.191445081	311515.437504076	730385.766734517	659795.220683237	286874.104639862	314762.490106921	341002.188341897	152672.792344683	1630047.12807685	238614.501680254	220943.086923073	234060.194154978
-M181.03T59	NA	1334143.21844912	4875205.67642608	1447942.98368485	1068054.81574076	380729.960076156	1317920.5427258	983219.619950203	901528.06343554	1163498.55706077	127089.563345407	1010199.18740161	286464.193232138	767294.513043095	196712.878497395	580473.690297742	2509396.97836805	512609.169318742	881176.745435619	119279.320801425	547714.557429709	1020343.35917474	417300.85311923	258384.580646472	1702381.00090456	830799.74307153	1383769.36063212	103188.256423792	106822.690116978	2361524.70447856
-M181.031T121	3568414.39301216	2263144.28125248	150631.965091974	189174.227151735	360570.12952021	107627.030806038	508025.991473606	611656.737148704	469571.804947482	513755.597624217	110682.29881135	244083.733964826	618121.374404112	223791.542319646	44376.8626021693	276619.640761177	442366.856022182	107150.58421181	1026913.01153452	59710.8235823051	268678.978916888	265750.291825107	91252.3303407924	457187.424852181	601766.664830876	262424.504000332	605047.862807097	91216.6935691564	172864.407704932	545551.625277358
-M181.03T542	313879.174867846	263786.351151202	212664.403565252	264843.965559416	295214.954871765	243183.30160827	214149.661878158	323272.090646909	244219.934477818	282446.580584289	194935.558087527	351878.027466716	283087.634044988	287871.156553852	278706.538082078	279402.864587907	252120.986092262	258415.250759222	227005.812709528	237998.989953567	369397.146931402	256330.607536803	283377.488926982	283547.837164884	274222.335102343	286256.284105669	246854.369566973	290010.432160178	284073.507755815	247578.727970731
-M181.032T154	1362906.80950436	1542880.65987802	327443.723702264	217561.9956498	196339.492116875	153714.2575333	607662.130021376	823707.808758359	636787.666337261	215010.086755084	126302.580816847	212880.155645264	673979.313278421	133974.127377823	75604.926320327	433342.536420315	668579.324380004	98917.7587365096	878769.169818211	60924.7543757535	379496.771123133	265482.221378733	61097.9848494492	228577.160568062	952870.715079108	428065.878542178	753755.357674909	49400.328203628	60824.1011532342	563025.309342412
-M181.085T158	78009.3932975085	99677.9771681345	58357.6418252683	31505.8910589506	34365.3443812458	40210.1017698327	9168.15409359845	16111.8602826625	7036.96049463648	43991.1078272101	40225.9510445385	31631.7060161916	25416.015753208	33318.6301120166	34086.0562315207	32379.3115848191	32059.4290662689	31427.589748787	16944.0591545843	36729.6888520901	40068.9408331472	38529.9858974998	25005.2665185729	31213.5101157804	10350.047831951	60159.0617320657	22302.6824673192	25076.3774319184	35430.9474707584	34582.3149341384
-M181.102T54	183574.658226268	125712.569892836	100017.471653534	49131.4280878636	58507.379878633	4229.70273300316	58981.862271622	30210.3421928732	41838.612118751	70475.7302834237	18394.3112624612	37540.7675763486	35101.4952977551	34884.6635041326	30262.9088160214	28332.2604209201	65780.2981796024	19425.3121630781	73364.9499077933	18072.455118647	30104.6223482185	57608.5060765202	27398.1028581061	19661.6436982748	46161.0245460326	46321.1730669906	58229.8128002384	19876.8452322661	38017.4206897448	53680.9679692147
-M181.108T718	50885.7777006364	67242.2071270487	62858.596298202	7605.77664812233	9307.40910110833	9833.23188219389	9594.39944079058	9972.3275775625	7080.82200220387	8646.86247977782	8904.79633753458	8245.89308226317	8429.10738482059	7003.19874706184	5059.39925242159	11488.9931093685	9358.27696978308	10716.5592986357	8170.31910732188	9130.66833871748	5393.60491892063	9395.54613969593	6933.88482632391	8702.52195638244	10045.1563444445	9241.86997736385	7148.4546316599	5865.86111976628	10138.483846444	11281.0936626264
-M181.986T52	103097.768969559	119593.579144657	158215.887732819	64433.6292946714	140369.847113093	19102.1232620891	133430.285623138	111045.824118912	106058.303122424	139487.0735088	54344.8006830442	99603.6480011521	125247.166396256	90410.2659041222	72469.6997576899	83869.2660999093	111261.312350961	55178.3664304733	169824.137336004	65296.6967560803	118487.292326191	87647.5329600297	53495.7684612601	151351.672406894	149400.534047787	73677.723182625	48808.1799123486	99146.5375709099	101320.061675376	107790.311320088
-M182.036T44	349306.158817881	236121.001888308	120133.059114669	47808.3845563	25711.9363477158	9328.21980753211	41342.8222411126	17586.7381953968	33207.9163184704	81607.3393500647	15713.2011843589	26094.604248547	41775.2208323552	25655.0188282754	31757.3186821546	28648.4862347767	46962.5354866908	12783.1463273311	49441.508619503	21677.329387535	44674.3270891639	31423.0772370045	17529.0689034999	31290.8839819759	57515.2504918385	26362.2764388072	52155.4838343171	22717.2380564383	25059.5502140088	37454.5745953586
-M182.061T121	220960.62047458	322327.227788819	349448.557345993	20536.109763883	15966.9671674658	26381.6909859775	5018.56601259533	2835.99082652015	16506.7684541426	6297.059947495	21935.8622858428	19539.8777495145	12547.5587928035	19913.6612859226	16556.0398681227	21269.4530408271	7901.21268456281	24386.181850255	4363.3177622678	20554.215728925	12044.3963941555	16308.8205708995	11960.7155416458	15595.7283622628	2033.0476612604	52883.8702187753	2497.05367234433	12788.6839971257	15656.357613799	11234.6931407791
-M182.086T69	306.811092960239	2199.97340498171	10414.1876982726	1745600.83540286	1525588.85623982	3590937.96006503	2753318.46452081	3089054.65832899	2774961.43710305	2380869.44773857	3243114.69723332	2827044.8291329	2432459.14012292	2113299.05951779	2484792.24244605	4320559.05113727	1631670.32527274	3805341.39452182	1273576.77193222	4901180.75159401	2973393.59882896	3028307.16580314	3408676.98528156	3533757.956492	934700.69063579	156810.857891322	309916.118509824	5551290.34425424	6631961.81466029	2114363.6946429
-M182.206T68	477.28266017108	2078.38417857191	2865.16178893252	55322.7961143865	49426.8650575477	137204.655389374	107566.309040224	124954.498739827	110136.449916652	90778.9998961613	149540.832837739	95998.3514074565	88640.6193762589	74325.2096590504	89709.8565577438	190754.483892794	49499.6973635253	153341.579775548	40028.2993996619	215065.480719695	105605.156795809	119717.992483506	132065.975677923	134067.886459449	24209.8513959587	3193.60639248242	6861.78540848693	233512.293189545	305975.924528199	69790.9605570121
-M183.047T66	NA	19665.8978030434	14344.1563428066	138159.853627962	162120.838504668	16707.6596923363	174553.387242647	131407.971135736	143342.802953075	145605.504294814	89562.8353443519	116375.490464574	110704.32550946	148689.65493099	69260.9784922602	102367.064345563	254915.931676975	50802.8892025206	153602.955113233	84126.1743495933	125448.239160928	113542.561527488	35758.7074865587	76095.5976852934	162387.396645334	254319.140018827	212000.486408074	33993.1862535492	66665.0480957774	142778.364030905
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-M184.05T35	300969.484564092	380574.806400784	423181.98156051	6288698.57432738	5989057.58615933	6543809.50292097	6012579.25061317	8241419.26803134	8378586.98247427	6788259.3648629	7670982.48471714	6805880.79339355	7684351.9341544	6748356.934038	6618130.96505387	7437820.36985589	6818721.32993303	7054214.40802537	7175062.26207592	8232638.8789478	8348424.27112102	6674639.75072847	8407278.53408778	8529797.38659759	7703316.81491999	2814647.52058467	5538054.58940543	6245896.23639873	9960517.23088598	7754370.99037031
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-M199.006T1401	304687.012852936	340342.701550415	487229.940038489	338621.193332676	540234.925054541	328355.647294253	418918.161695004	392591.657530068	570372.713319889	583090.100984954	371443.293395429	247872.478217113	306642.325512689	501359.535410024	464195.91761568	475442.350724404	433464.667417621	205610.246611447	597335.545751274	260651.341921607	563722.373206742	403930.769635173	444948.372922497	394528.128346883	508354.857244024	571719.096018921	258670.114100412	178968.705866223	484247.430460815	603372.978076448
-M199.005T1490	813412.969896307	402183.845713133	510938.627795676	128092.762751499	253414.028160505	896693.135614498	324273.633936509	381364.687768779	406024.480014858	353791.794583349	379285.053257526	401988.287523694	348413.399511037	143640.228940388	197016.034824865	740101.71147119	677104.611224138	391616.842657584	180492.981704526	300462.504778485	579622.104071959	253061.91892603	120074.055698589	633267.781862727	601743.633387646	385178.854849929	558867.788062544	503311.127527339	222116.519901323	370079.658991749
-M199.005T1378	614584.42707163	631774.231508706	598150.986069233	636664.18300941	580723.499954689	569039.310499526	694938.979189618	592677.334349891	613276.158817515	592240.648084869	614347.287654157	627570.687521551	589890.742891135	585488.987102769	618041.162067496	637443.726067328	641965.497702484	595074.086297409	590539.226038854	608043.739613377	646385.924920038	629429.518829764	608564.69152432	604347.806037865	624861.730165598	587503.436650426	602680.536387829	614571.842351374	635158.132432241	647267.398098888
-M199.084T56	1067.86268105855	1945.17120297756	2908.90749794629	39195.310446254	39214.0305497883	76420.7408486142	41007.5248706412	52673.6185054081	49595.6150638746	48445.7833508716	58546.3562277159	64163.4635979538	55848.8113217699	36030.1440207351	40049.9321367136	91421.7731738218	39950.9557858721	71613.0417507931	24536.7347219892	86712.0140128398	64024.2779068961	63432.402601393	68178.2371354412	56328.1906846084	33292.2302249538	4978.32777277388	9309.81079283256	98888.0158932006	126540.967058932	36666.0385480416
-M199.135T340	70870.0921937271	109709.505355979	99081.1510634264	21640.020928264	24029.3017896004	20843.2155693163	22287.6840329222	23589.1906569071	22011.7826263256	22271.6681510532	21395.1821860591	22862.9259110259	22162.035040983	25024.4076552751	21835.4780313283	20877.7209029718	23006.9044770832	21942.6699072134	22036.9430663113	22410.2609362753	22381.025232003	22134.0975636682	21686.3743792422	22566.2516726448	23351.6073009863	22648.8280736737	22549.4707267755	21837.6400738833	22151.8634371555	20957.2536277448
-M199.135T304	156150.475433856	269924.551506876	224163.155393619	13157.5532067837	12145.7467139828	13726.9630273525	11761.0804496404	12415.3448254898	12184.8633809076	12412.4862394759	12992.3378387569	12212.4280651479	13728.1426167071	11986.5157174522	8408.09070145	13795.5561884336	14413.5113535872	13610.0694456217	11038.5445845793	11967.6295903319	12085.6526281326	12917.7822577203	11403.1261327571	14627.2099185033	11011.8275667495	12578.4472071319	10075.6439790671	11670.1588675883	14341.348865667	13170.6929243833
-M199.135T387	31689.5942032224	41881.2631191335	35350.2513014317	6020.88022459438	6422.66322333627	6147.391887168	6893.84181300778	6854.78311876137	6271.56182160846	6710.91054969128	5616.46535796655	6778.31822108703	6246.24500454498	6331.27996677343	6207.31868728213	6879.13731444136	6314.92113788984	5893.16939550361	7192.87035101054	6269.79295933338	6534.86244027992	6565.05208697174	6165.61616433102	6642.86368785769	6343.89965221418	6682.96974708542	5418.62565700456	6846.45482522306	7099.92181553158	6201.46760423434
-M200.028T1413	9417474.28815139	1769199.68978677	2789501.68359954	1878110.36623256	1616461.14555479	1920912.54784659	2301610.18416119	3206434.85393881	1365795.04600691	1706412.83765867	475697.820116371	3259762.75499324	3040191.08692531	2985618.34757157	2085499.58728582	462056.275638826	1907881.88714721	1986311.51777745	2110256.76433896	2964845.53937604	954391.841772118	1334653.90780691	1935474.29157158	1842657.48700012	1819185.2957164	1663649.58232554	4266124.81142103	1393819.23842864	1577970.9735589	231597.393587088
-M200.028T125	31069273.8328972	9858713.5536733	5517486.80761226	1973372.22457006	5462217.45629184	937824.267282531	9230758.33242101	9388960.79876999	6695414.41282685	7292770.57508103	1257570.26629939	225683.643062404	9546046.94261093	3365839.76627548	976422.367603973	2921330.14374118	8521699.44885592	503403.301570572	15350227.3811929	620739.518863745	5095160.96727064	3559694.86873224	662853.502001812	5999335.47733825	9993348.33782015	6497378.60891675	8169581.37793007	686567.947554971	1842121.80077326	8854270.48660204
-M200.025T1380	44391.895362614	302948.223762806	335388.798057548	310779.404490177	343208.709333932	361056.737497962	348576.448382181	355670.9019021	357833.466575175	325408.248336077	332934.827778239	328632.715845744	398730.799830033	314759.845153482	308447.632687791	317357.954546162	258421.324387842	588097.3125934	333115.901044175	243500.866345027	331264.27656324	450104.122466643	236787.188303297	258930.218906398	239748.769550644	161065.913720104	824129.802975283	260237.240614272	269227.512899042	257051.361819506
-M200.028T61	21786403.7487799	31682461.8322714	20742006.5828092	12902970.3533025	16610907.255794	1048392.66823865	23001414.0294814	19784797.7479289	16724375.4117812	26169020.6024179	5108697.31912628	19452091.3350935	11983039.0388927	9747923.89419954	5251197.76276902	38530498.819619	13542804.7056743	2803592.84045531	24285158.160822	25415034.8237059	13153671.3810253	1752167.57262483	6852141.21304793	36247522.7125411	38917083.6082962	9588303.10616431	12784153.3229203	4577870.43694501	27337887.8278729	21326934.7694156
-M200.028T1484	NA	322232.391532456	243365.96635433	2156220.05606629	355723.288004447	371009.344429876	459770.003492369	672894.234504404	576396.758383358	886176.749077934	1030632.90768077	1059135.05381115	269580.979087527	441732.525540684	564043.864440185	559895.195179751	489005.688009124	2172368.86629731	384453.34924135	433319.534714153	383399.026401098	6886816.88691927	925963.802863434	780948.827549943	539864.633603459	448556.588274058	293033.019453455	249365.387805483	1508672.55585106	1459099.08833406
-M200.028T1453	587794.973565132	307779.89800755	358535.078653361	384792.30978473	600978.248670008	366194.294562028	377614.724139768	433388.766416029	364560.135258484	355361.175731211	370203.220870529	567377.508747351	461091.705859235	48095.7702251092	566774.941614034	485027.592770845	348920.346303678	581800.669804766	349592.219391989	323766.711243722	497989.814328869	434805.148734678	467699.474994186	452266.360639334	356230.378695828	363802.546869058	462344.869534771	428657.317339304	278759.930776861	725570.279098193
-M200.154T61	915820.801755626	2234729.16436946	1201434.32002731	397889.865585402	626236.279030277	293481.898184821	697117.448995064	772862.713575131	640662.642787324	950177.506950162	49787.0416333327	597166.441081359	582533.696633486	334901.254915753	168646.231155825	1235693.00626071	706918.690183489	101440.431105936	918620.901625018	241158.549615542	778461.485117153	68381.0107277246	36758.0725648514	1163379.43130755	1685441.52189538	382221.599215398	546423.708253414	148008.359564627	190078.076333286	1421850.66376856
-M200.202T47	2079397.29611075	781940.239496305	171410.746579724	341693.256784962	482474.591671514	60807.2255079616	158996.81221941	429790.203328759	430466.652934924	279065.798114571	155184.848739625	377617.978000988	282032.413058484	209403.94762169	153297.867243103	153516.097610138	617635.293533969	99903.0750180443	566069.910033195	107430.232494339	328570.920203574	205868.066119129	85416.6142810452	332015.034231894	815549.955274012	162211.95869915	196517.457422055	149828.255404692	189191.305448866	698667.672073975
-M200.326T38	NA	269794.485102343	78332.3621135565	30414.6882888549	35829.1904616442	26654.3322793706	41015.2730412602	26172.9433484376	27933.8820941375	50519.6807002625	18636.790021225	27603.0278572302	39515.6056555285	32807.9574057832	27995.7664774191	12115.6463238996	30879.1393089972	11789.7315430224	95891.1478289688	8193.92584392402	15246.1897443595	32396.3100467103	9480.23244604362	17055.0581541723	34954.5288280629	65314.6474936355	56797.8545190114	10159.7879834499	11552.9854521739	38606.0709000865
-M200.551T41	NA	70772.8888833699	44385.3968034436	143242.079238052	132154.505822094	43554.282342017	147769.560225525	129623.817749381	135381.439653444	165436.368639633	80428.808897591	101469.769240301	85842.2120519811	148160.227658197	158742.093581706	50849.3671427065	161648.256240163	66957.9889872309	176431.38543036	77121.9460814627	114040.672603608	132423.096302188	25522.7954081828	93223.4852100871	130379.395553686	246874.83202697	179474.994143516	43707.1477938337	63728.5428731512	150399.756149573
-M200.952T1376	82827.1586820241	77976.4396936749	65124.0460011276	72368.6603668634	76169.7263728076	75329.5784288861	75217.5026091585	71836.673483526	87166.9899341614	74349.7086768935	80229.9962076196	68824.8598948703	64838.1556694462	81865.1040677393	65116.1797620643	79190.72014787	84944.0987229872	74080.9643575418	77478.2404519794	77738.8958414051	69801.9840816901	70452.5766503387	74711.2697885292	80382.9058450701	77713.2725512854	84783.1696004578	69247.8518120235	72632.8884598579	82462.5607579969	75778.7507589849
-M201.002T1378	281385.481680294	227193.470333638	250204.017265538	214458.982047456	204743.122396015	267103.137173012	207380.996274823	195245.64775843	206781.583161783	203715.799531805	215889.301197624	226970.492692917	208616.000949063	204561.075415174	213373.88696306	217281.751166077	202604.225604904	231939.822233497	228668.967846377	215121.045793064	189922.433527367	162301.440088366	246467.540618627	252619.941046585	239403.538690229	247542.319162699	120546.407183918	228449.883203924	218433.44849291	242212.732470051
-M201.031T49	NA	1894120.55327011	1716137.50848549	530732.253187859	1147716.86182139	447501.886138462	1210299.36345521	1044260.55488154	1104823.02868004	2477922.43733539	504883.226744018	1085545.14876802	2127417.11765979	230544.254500343	258622.496725102	333717.123038922	1114647.29361033	1631681.68230648	986584.839456304	1604943.42536317	1784548.82046164	NA	130261.044150955	491616.855655874	1199559.86673156	685926.723602721	696427.486360728	505418.936522293	1032655.05858455	2078315.25266558
-M201.115T161	26834.7801995047	34195.3989198364	35548.6815532428	46942.9062886576	42911.6746332722	73328.8273761951	102449.071988586	44385.0185332882	31069.26935433	60518.6956771935	67490.2311795998	57578.1384553653	43940.8858270064	78717.6251896285	53332.9394239892	48361.4864073042	64516.6602577938	49020.5339232057	79057.5831121429	58965.3098929323	52298.518066954	48121.6925742058	83932.5942188614	53207.1534182239	56081.1598716218	34715.4737836886	50940.1833089141	83820.6028679514	57318.5195299842	57527.9306118575
-M201.558T41	NA	18803.3052144899	8685.03800680969	67175.0488879125	53961.2278557829	20508.6147326783	56162.1549748923	49777.2560928665	57943.4489919289	53127.251721195	38936.1440428069	41210.4903053652	40954.7148458432	58843.3144398102	53939.1810031984	27705.0594686365	72283.0446685168	38307.8128521524	62152.4822192755	20291.2953112355	32060.1844129699	52979.8424062527	16404.2445248355	20388.0175459799	47583.0364942541	125660.502601078	61349.2439871061	18509.8846352988	19991.8346304551	57498.6302915198
-M202.03T48	NA	283720.955205232	169805.291700319	102295.609362527	193656.629797894	99710.8726774946	331290.141467201	295154.407590798	293319.715675409	579185.142848614	112811.001499103	168014.021159251	638508.901231021	120372.785421618	73027.5020885163	61522.6763103325	134618.075570179	32857.6131061663	803546.40083382	176285.769380375	182169.126508519	245369.189808861	73661.0419024219	439793.700901785	272280.745284402	171844.726239465	194212.380382518	163904.826433462	375488.769077212	143694.816025611
-M202.185T64	1086508.12921842	1395285.0342725	1324675.16070922	34673.1195484007	31643.1630679382	48610.5212902739	34209.7208826355	22850.0766147737	23579.0173154954	29746.4072480231	46355.8177938265	29899.5965635317	28962.1817361086	30382.8683645103	36223.4027598439	37656.7532445808	25988.9972314089	43036.8362771263	29733.4713148171	27758.3839638984	27283.8543246734	36386.5074704206	25414.4327425589	41889.5937663862	27646.0612302033	31785.7948686724	27882.0151487196	27033.5948582374	44797.5360604756	32859.047775123
-M202.976T1375	156193.008258316	72497.148628056	67001.8081449325	65129.7112988766	77735.0066467061	76635.5883610832	104668.20545383	87626.0040753014	77448.6418981998	78841.2386164044	74010.8560987043	84782.5863355325	82432.4029350452	77416.6871517123	84591.9146954053	86998.2399039216	69521.4875546474	79392.3576829498	81153.3805234056	96696.1949753905	80059.8755248022	75272.4324637052	74588.4335984296	95677.8346626161	104422.119007753	77826.0572606062	31806.9259166644	104140.269982784	74851.3929685884	90368.4293049517
-M202.993T120	213108.587195604	226635.05152459	167641.225413823	5283.36251205256	0	28626.7271769306	0	0	0	0	12073.0483542874	5370.75339829558	0	13987.3941300726	15600.0076244199	0	9618.84917918389	7087.86668877198	0	11867.263358988	0	4233.33095354791	4701.48841245187	0	12170.7972798733	6073.77128745481	15817.9231086312	2287.0333456349	1315.68247144414	0
-M203.006T172	795703.890795823	1275409.90793062	1202315.13374413	1074218.32070425	1097641.76671505	1018660.26036988	937808.520099897	1016398.90198792	1141020.45778381	1364885.87713118	1589474.0474833	173607.413408497	1150446.36222385	968165.534637939	1125439.90726698	1015651.04678585	992270.652323353	1142901.91859197	936184.199922912	1053405.40748796	1030914.18681581	1055746.54602621	993731.986853182	1163605.0408711	871573.951688538	1169974.48927231	976684.443202296	1310795.41351371	636334.025532073	1162355.43579982
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-M328.034T730	1244.98999163998	5506.16764893344	14271.1372683325	35796.7371384036	53132.2899023344	125686.991244792	NA	NA	NA	305162.655997268	51761.968624595	37677.7227562325	129082.440383502	87736.177859743	35485.8295150148	78155.4743422958	75224.9338418546	132375.419736797	65653.1278538229	62728.4215356922	64766.8853494301	39221.0403928968	101875.331061779	79380.9625094016	90016.0520694877	125306.49758752	75040.6898536683	74258.7257904796	28989.2091922625	64989.9737332466
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-M329.065T66	504.136068208534	0	377.341610140458	77852.6155719822	53947.0023237715	132118.463027513	51514.2166349769	54040.0672627196	72432.590102669	39319.517223407	107574.99550927	76321.0553276992	39261.5551362965	100622.195285205	129662.96025567	63440.2028680793	44531.4788543239	87438.3306890959	32634.2542527121	85711.9948639204	78616.8064450868	92681.4168391619	58858.5632619122	50777.8148350823	37784.6844221538	144646.268211395	92022.6111203791	53619.7170870839	77757.7062642419	53180.2912868538
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-M331.959T61	NA	394210.131054583	538962.775605051	248489.595261619	341164.870950131	64873.0769219282	264176.20691147	149108.235297002	245719.494842462	456132.952074933	94052.4460634955	210588.008665066	180857.564327665	401316.659051251	92129.448817726	358043.158333571	216333.294287704	111088.104998844	271469.291256037	184650.601606272	227748.420985471	260395.426745974	65532.2134453622	119055.323385568	307031.187638613	375736.00216524	390656.768418685	140301.777292716	144075.299055872	183514.718538519
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-M337.18T40	1024.80461674261	1319.49634703278	471.736513508117	29241.2379130877	24320.9211198701	50015.6953606145	46346.7072526572	61347.682782273	36681.3982360779	21390.205734815	47993.5360580517	46988.2378140439	32442.4431302395	33450.4698340578	38341.8216663139	50720.1200450474	31190.3881917195	46938.7272018232	31692.0583371312	69768.4234619129	45382.5386838753	35091.2975552666	40585.6375922775	88375.6386923837	33342.0896481136	1964.2015074299	6867.51366909	56856.8997317939	96774.0110065466	35403.4121663862
-M337.282T1011	4442.14311411132	3869.00091413871	4583.69514575721	62232.264569104	56140.339097081	67305.6253232935	74809.4170171652	57208.6304036796	79378.5541933913	66083.5600574526	82860.1229857274	57865.5497261375	70019.1346302469	58400.0647257649	45175.3734536091	76888.47875791	78589.5153543782	54085.7877810852	78808.0436422586	70241.4219559683	77074.8872422227	78197.3699934505	71445.2652337587	77328.0553117415	72403.6858516357	22826.4057579363	30470.4061852119	68373.2868071745	69210.565264575	110165.419187469
-M337.975T10	78563.6742904772	94822.3827984529	98208.6062155761	129080.296449897	164502.004582534	0	184619.494304086	132487.967461412	100817.628391763	101197.192975871	132907.057875129	119962.158620896	136123.805923917	100042.782328326	115544.106053579	140802.821729185	81161.8202084024	105805.906873379	153236.615836671	106447.447771875	120896.314320695	128245.821260959	123200.285558717	126467.279714312	85836.5058510531	123580.029325258	99784.2687677409	91893.4510142005	124703.264398545	145613.841110168
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-M338.202T159	81411.2997931493	125576.558518367	149141.331223169	4459.78970637675	2974.59475149991	6041.79911354064	6047.82722138932	4322.88575843013	4607.46519255587	4100.16972297426	4621.68732935708	4274.61230795394	2099.69908442847	5386.89615560334	3801.6354986755	4101.66674649363	4130.95040820704	4213.52981229977	7156.19095670549	4599.54389045952	2820.16079634738	5531.30110235277	4901.90754204728	4986.95042842332	692.849930465315	1307.59302379811	2120.1627630482	3497.34391537839	13787.3857147995	3191.18808519687
-M338.976T63	NA	1195955.3013424	1000938.23924633	394327.432488801	590635.727917859	248104.217477045	516662.965831364	449331.311552452	370873.194266963	644247.349623519	357915.730253523	367088.388892052	516977.774583158	236907.826889385	249046.760648275	225538.811867678	670094.511608029	548815.6880554	679197.779679677	152577.765536123	409769.770602731	76626.7452191274	29415.8763288034	169871.483230484	1628636.47907011	180310.497028244	260959.707693343	393996.731489671	432168.523935621	506370.584601448
-M338.976T109	NA	1966319.11746658	387076.701348763	261489.953000912	393503.888434473	45848.1621772969	925592.812977611	846932.588683125	579025.291383002	696486.051558174	82893.7090672521	200360.210252547	699695.076756852	140690.689010114	9572.6719308958	158613.722665019	1507901.93031945	45732.3760970332	614876.048034765	91358.6504107335	354372.831582991	130237.235653825	30245.4611810058	557915.235714979	395265.325260428	1172312.05076642	526565.431771445	111360.437975267	124825.913689558	871207.897223036
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-M339.07T42	NA	31783.3177267339	18775.4334233485	138338.682500568	153765.741226301	44554.0516513057	165237.091705785	127303.569854512	142767.944835775	211113.463299798	82583.9973635173	91606.7997574146	96145.5633876532	152389.044928297	125951.689493517	81942.6414163891	196107.765368733	71222.2467442261	199248.744550789	73121.0854059845	125934.631096864	108886.917267015	43823.2395631505	73369.4567108294	157015.067164298	280420.368493944	198100.932837533	39039.4299589673	57598.4986967543	174198.138882333
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-M339.979T52	NA	364036.622497627	177750.760356974	66436.1241889911	83516.0649286836	4842.55203445978	73673.5256005772	59055.8230616481	57985.4882885728	110461.560959573	18786.2932527547	52625.0891310532	66924.0098995218	43875.5729587922	26302.4749358681	25354.5018334954	121981.342097998	16029.5322011359	115707.709456968	15906.8742352089	52798.5647341688	17383.5477941851	6758.94014006418	39895.0003265259	186251.558289707	53590.2603447755	37062.976207735	25350.7793970077	25750.8927533834	122432.410209744
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-M388.193T786	344613.672161561	325846.250476797	299991.23002337	9851.64593759614	14913.7598263484	9955.02007533452	11556.7946298831	11112.464286505	11605.998853071	12967.2688069375	11941.4247275828	11968.6766612354	9259.42867682691	15749.0098084613	12594.1512624755	11852.8504287517	11928.6982190642	10642.8362222389	11095.4479821016	8508.82681438557	17175.3287584975	12119.7038398206	11895.9756086851	11615.7945718923	9461.66969873036	13745.3979069757	16925.4271713187	10212.2682552783	9632.77251396743	12446.2983663501
-M388.207T936	1256214.84973207	1194958.91322584	1132465.3635287	25855.4121407752	24723.2436452263	26055.4279045534	25171.0670731675	28763.7907551235	25384.1887023607	26792.9411916516	25901.5130278749	25211.6080756534	22749.8480077909	27320.4768931971	27150.2340098648	27443.3423630038	27617.4757943309	23366.0913322975	23470.8780728052	27964.7355328591	27307.0745299812	25007.2752285156	25942.8265098518	23428.9559466452	26715.0641686881	31735.1665476	28574.1614093984	25638.4744367916	26813.8014315051	22986.3992530846
-M388.364T843	222655.430138876	276593.421764785	270342.365470788	32573.404313849	24699.8552436635	28307.0384148446	22627.582444044	26480.3852893507	27859.1583031054	27136.2203487278	28458.0849172617	25126.5184646598	26818.7421274793	23567.9680620532	22334.5029196043	30903.284382497	29822.1008753468	26064.5753876321	27071.6514677686	22323.8877651924	25835.9484292018	29083.3518613314	23270.7439844547	28928.550053721	27742.0329340618	21098.8481697435	24746.1632161172	27414.5821635576	30299.4818376194	28434.0572265552
-M388.377T936	4520.39803447514	71293.4103904521	60780.2836561881	383.490493054596	0	480.130659364344	0	508.453896477202	0	0	0	840.256086534976	0	0	0	NA	NA	NA	0	0	0	201.314647152133	261.917178905662	183.08757108828	161.110339305544	0	0	694.679219863955	0	696.421562631162
-M388.442T843	151990.451671779	103089.08218538	89163.4682302465	30771.5042483113	23813.9930943319	26107.0650956986	21679.8416573365	25520.6987764963	26647.7733797126	25639.4702448019	26256.1009422804	24170.9607032232	26947.1198574568	21691.5020206803	21030.7790103952	29060.9123671587	28443.4826386744	24232.5119760461	26621.3999070724	21017.7567578387	24178.666834797	25882.8677335279	24348.6145189458	26739.0703256133	23365.8631660618	27448.4825145151	21593.9647824549	23891.2194022407	27925.7137745267	27079.3324249798
-M388.608T843	69481.2762848921	95467.6492184409	69285.0411403568	11875.9699881153	10867.5676919206	13687.3276572743	11002.1622260357	11210.2424996419	12690.7382997152	12060.443756518	10997.9892401599	11696.0967575137	12469.0198422447	11287.4496209306	8743.93736961363	12674.1914311032	12945.457268957	11700.5340561374	13037.2685580483	10475.1352952354	11225.5567508995	12081.3995348739	11462.2680755025	12072.6855918608	10068.2442319229	13031.4702249421	10711.9903053774	12217.7725883174	10749.8505133575	13036.5121684378
-M389.096T503	88.0024787499351	6254.19862295479	19436.3832654262	119478.401839214	173713.62738965	186727.299433408	164451.444739994	146717.236311194	169697.752761772	159975.747857774	162247.746743616	110381.081124665	50450.8324465064	184110.91312824	207897.583868331	130129.282611889	194302.540770731	121045.678192916	114159.819096727	140467.0789598	125579.555402682	199958.822702473	59487.598363015	119111.356249167	135014.092424735	216358.209870471	243925.27445926	63744.6529133415	152856.028159877	130319.558840965
-M389.196T843	634652.11728654	958148.061451849	889258.240471284	158977.532906429	128482.891297026	136842.652576077	110337.555800265	127289.009973933	134021.641200111	139073.585561364	144231.58650135	121746.580837061	137809.260660326	118991.094966972	104721.255528081	145262.617732381	152746.415648164	130489.695246035	136696.151087852	112374.939674023	125766.385162348	131216.118774136	133803.766403377	138956.48617246	120436.85589555	141540.986038638	111998.047681015	132069.855860645	141852.478187822	142103.695472456
-M389.195T786	48764.2556082078	51532.8450328805	50431.0677477482	3678.93837112637	4265.86137561175	4443.38013344799	3521.93014375389	4588.35182100041	4222.50875726755	3837.15656856105	5100.27886751986	3838.70364636245	3774.98324711748	4229.10623251531	4569.22886535771	4588.70441699428	4411.63781600197	4204.72263597684	3162.0089424951	3645.79779479115	6022.70811768001	4133.09965487143	4210.04519558251	4432.38964884084	3841.79587756006	4423.57547514856	5326.76040655674	3871.67796064874	3805.25523171293	4562.50875999528
-M389.208T936	186063.044349879	166972.466366862	173150.992306958	7838.01409953607	8422.49388512565	8049.35506032271	8705.15807240719	8291.90550575238	8525.75060403156	8126.86850052743	7951.17177868563	8739.76459097611	7831.52080039681	8431.39492329133	8564.82296434089	9438.46155325331	7022.7087060541	8288.61025796719	8140.08269546301	8642.6969599181	9068.27626670462	7975.69093448825	8655.15149011892	8280.06361542181	7934.13238366668	9621.86439155453	8476.86927527834	8016.7318230617	8554.86784539024	8321.85352771337
-M389.365T843	30170.2731820934	58660.3747671934	57488.2932173868	8861.9430713301	7055.55508604034	7056.9180842923	6561.74138413726	7226.33496558836	6709.64871678232	6981.16826801165	9321.54381481574	5184.75434826738	6949.06539274756	7203.85868708834	5424.78819362172	6921.75757169074	8303.04227551647	7731.04585708465	7676.03065345071	6074.70920419527	5201.712344878	7155.93350027722	6508.82222393835	7422.89356405665	7226.50339695834	7832.12381793124	4787.9542876234	7838.64047704531	7165.58677281876	7449.25961145752
-M390.185T250	0	0	0	5925.60956375558	10486.1691819901	19408.6416873625	43521.1798399303	824189.107741914	NA	NA	100461.260201182	19336.7438392718	62577.1396517196	41508.5032387151	50755.4172695224	60412.1169911122	37091.5696576268	51815.2097381422	52381.1440786031	78143.5575455885	73737.4084377325	58663.69991003	53480.0464056812	65737.4940436188	21141.5941337174	39734.288174329	32915.9778776767	65829.3063810032	94546.0175198475	36983.4259073394
-M390.198T843	90273.2158420093	123842.038606624	115167.074414409	24071.3856536097	20510.3994483297	22425.2077515423	19002.1516834264	20248.5847630826	22349.8235605566	21273.8749582461	21531.2562199169	20794.7053862023	21777.9735277997	20116.0172384373	17705.1509564235	23047.5791544547	23460.0702422157	21087.3126142179	21601.2929975682	18287.3880107672	20686.3418961221	21464.692776941	20415.2289795632	22118.0042930449	20919.8527536093	21778.2483367242	18620.3606979667	21104.5398803727	21422.9211242693	23005.4683044947
-M390.919T40	25781.9812421529	53627.4453255896	54253.7664455491	1018.74757249265	1613.13473675104	2235.6582596936	1832.32608280128	827.670232685095	321.271705282749	1252.20652652114	1774.1839888644	NA	1179.69694377722	1186.64768855523	1336.09757339741	2057.38237897911	300.047397662645	2588.55628772077	1192.13598633513	935.040070575566	1221.96722950802	1185.88139218721	1869.3512268608	1543.55168578656	955.037991217283	1131.53299839694	1096.4395647058	1590.73954614469	1630.85451346104	1567.12060308091
-M391.112T602	144.978635769907	1743.24226285544	3455.70550528089	31029.9809914844	79546.1945599098	60940.9390199388	72697.0044891937	78069.8234877178	60790.8419585307	99898.1227883873	65842.2273774057	55618.6650275853	17649.5292741921	95090.3124583692	113600.131662628	52981.0437491294	76360.0092547692	47654.376382838	85829.0436408811	101894.144340637	50668.6401153433	93929.598949307	30529.7268875637	71606.0900363948	44681.8501693332	77935.3870082208	142827.023124922	24289.6562908398	95984.5843155217	35799.5411102883
-M391.163T1016	1797253.87054994	1043007.36654645	967987.392695316	35799.7923494757	28178.2867479854	31939.5980417785	24783.182122763	29786.2509876362	29782.8108510611	29392.9653215749	29954.6088679141	29638.072742692	29536.4391913553	33233.8353599652	42612.0544517111	33647.5515846491	25513.1131345863	32322.980808594	25523.252008252	26078.7265021342	29015.2936091102	20580.2714472831	36353.5821743619	18549.6024483389	19269.8552365692	64155.5813193058	42862.2034567477	25257.360598902	16503.3879233913	20227.4850833099
-M391.174T1012	NA	1834721.8576034	919136.938892533	25458.2476617582	24562.7099348529	24299.6242680589	21542.2393027812	24804.0044363867	25812.8283003282	24783.581364883	22512.7261535391	22995.7527413906	29095.2637472994	35190.5556801914	32099.5104985215	22723.944723687	20818.3625718789	29797.0742130681	19786.9513936268	21197.9468233432	22616.3188236532	15844.8691484421	17647.5486052421	9022.76711796661	8651.70147091326	82508.6599593205	31130.6997477493	11910.0931115887	9321.74363895853	16249.6482486478
-M392.167T1016	342904.396968773	206220.013874343	214574.9702241	10591.2255939454	9067.00676420401	10591.6933788571	8660.69760833961	9747.53106014865	9976.26182348069	9467.65160426017	8797.03832725832	10273.587262246	9943.61320679599	10350.0690853432	11776.7009018778	10786.6350955133	9144.83082414555	9491.36795277481	8394.21275620909	9036.3170022597	10135.7772957048	7321.15175110913	11513.9363936337	6705.29569099449	6494.91326397601	19553.2830998326	13489.4644666402	7988.91002444929	5994.15634280904	7587.69739063226
-M392.177T1012	2120913.62471898	266983.32321941	178373.218568781	7764.02347968011	7220.1300306426	7932.17758660592	6979.21888131969	7675.95206597654	7662.2015763368	7284.86392495759	6776.88182802715	7810.0018317413	8310.86855119044	8500.62863570858	8780.66798081659	7063.29263560463	6488.89362076899	8861.82783016661	6561.07750024576	6882.40788151015	7561.27306083424	6121.68328104207	6523.69706444653	4568.43598199543	4030.85512996441	20605.7850867565	8978.17893442152	4533.27654018602	4751.04625140392	5824.53436716258
-M393.068T227	0	0	159.489743841919	57292.3694233432	83448.2560830295	69925.7294623432	64010.1997727869	69649.3412562561	48299.5278704809	64128.6861839423	87922.0023045527	53635.5560832012	70178.432716465	40444.9808547878	46068.7247075418	82279.8681733818	61600.7381461487	86299.4681840906	69501.7945687278	54897.8374278135	55934.1411067879	78815.1716517745	69282.5818451255	82927.1676006353	26793.2315548804	15108.6502571503	13040.917354186	62079.9415153667	124089.434075953	81153.0902290714
-M393.177T977	152932.22646528	292459.073395721	276740.716331729	24445.2838365756	22378.075904059	24756.8464951156	23370.8782345176	24838.4538390186	22668.7212888678	23091.3699070687	23146.5587747579	25042.7659434601	20021.7912639522	21218.2101402285	23195.2145057475	29732.813866682	27449.3995390087	21650.932520357	20035.0414878418	25681.5073791807	24468.0656484774	22859.0036166659	23051.3100578199	22622.261971938	24637.5888231419	28337.7438593835	25195.7169576652	27608.8257487571	24593.7686236686	19608.6178516097
-M393.19T1020	NA	886948.350899142	733948.957765012	17200.9370611765	14556.2924795952	17513.1879441893	13028.2032862465	15262.4282291351	16568.3374745715	15991.9036608649	15037.7488516964	15554.9579514402	16230.3091993899	17672.1658721584	20018.6596757462	15146.3652899254	13649.8946338216	17174.3929658802	14315.8957454467	14576.2238419895	15902.5244101733	12720.0440754172	16701.4133755415	7601.55584598262	7690.71741745444	37330.8395103915	24134.3478054351	11353.8788875968	9044.53427472944	11896.6900005984
-M393.188T996	110651.034033584	129251.30939903	144736.489678015	9522.36568603698	7038.20490811059	7925.38772443878	8147.46653208825	9372.29232328809	7991.95472223769	7505.64657523085	8421.48963016674	8315.39150305746	7399.10363118459	8262.35252223864	7995.07208143344	10072.3671905696	8637.49442368798	7690.44536270453	7662.02812233573	8081.37773264692	8347.62990844872	8040.8137824999	8302.39392147123	7041.39714630793	7934.5349832386	11094.1564138418	8899.99839623758	8814.07162376886	8401.68528887963	6088.27863811745
-M393.319T968	136146.388775058	200083.23668223	187676.441457959	235749.900350895	227242.506336572	227751.244783397	236522.213361239	230487.0716833	242190.144825203	237941.975019897	221847.220114003	229983.823113084	241486.293353966	220320.474761642	216474.385354963	228856.095757767	238508.576998386	254535.259224435	221783.873950965	245622.120224438	212024.9682836	214314.864837069	242156.246677559	265153.654877328	227635.54961402	213973.599422928	221070.744933391	206549.117247123	238519.846701023	250319.254917887
-M394.181T982	20524.5682129178	60935.6963345288	60308.5345616583	6532.01546749873	6106.76294290849	7294.85269856631	6436.9831080047	6403.41249619838	6422.10140707442	7063.16032202833	6752.73851289449	6595.71632547	6970.32845215176	6189.65941320413	7552.07808368004	7659.135578025	6532.59044071158	5883.10606756786	5497.39936484689	8258.19131349265	6790.77300093085	5629.70353102101	6787.66058048289	7218.81576289162	7166.60634811023	7988.18235888047	6896.1182209807	7824.20466624308	5924.11063035684	4888.89808776247
-M394.193T1020	NA	183317.742708214	140889.713604663	3541.58882925826	2941.24997026718	3527.70171816507	2999.88204152581	2920.20000028979	3572.11414061076	3494.04826115088	3438.65849502706	2904.35842204027	3816.17297296574	4129.60625807832	4081.96117326075	3799.36129416001	2254.44884545604	3158.33767788106	2900.09435185617	3311.59572385569	3395.46297048112	1510.48919401831	2950.67526031276	1545.70251694601	2010.53605309141	8367.06374081045	5538.4010106074	1839.66555915007	1204.504378407	2629.31826770873
-M394.322T968	29859.4249726011	41733.8119680676	37612.1713025586	47656.5879715369	45746.911351079	49768.8776412249	58368.4521182336	48142.3427749286	49692.9242937758	51993.6447562364	47947.7276349282	47786.9438306389	54959.0369801481	47991.2840157113	45568.4888234272	45257.2481878752	51030.9669713059	60072.5067920189	45861.458791435	50325.858610018	47338.4949045251	46240.635299054	50621.8528604113	57295.9055327741	47253.0537012021	47688.9743427567	47479.3523934566	46566.7363071916	47558.3838400884	51073.3117272023
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-M427.245T1012	NA	466103.584710875	232657.153775585	6144.8014468353	6027.89119561848	6557.61053708893	5326.9821145546	6223.39715207321	5236.12652970706	6536.69326862528	4730.1947759698	6621.95985199532	7989.05823495646	11813.834654153	11488.3745859617	5867.03723252694	628.082526258873	8827.66385267993	2766.89093459943	5967.03998094531	6284.16181647582	6176.78388525695	3548.0840489212	2000.69334197355	1684.11234347537	19801.1193628449	9061.98824048416	3274.76011658078	2158.47729050248	2741.53543475233
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-M428.223T166	0	141.329194095936	0	190611.187544365	228188.608817275	162936.958885667	213013.9899315	154187.273983207	239024.481983483	318591.871396439	219751.477119641	129105.277880139	227448.100792093	86138.8140577602	103866.071158869	154242.062828118	259860.676478418	295310.807105251	156197.583488069	336047.234158343	95902.2226194261	209399.650904763	230998.649789485	257052.598171781	140777.231483488	141924.8751084	52027.7187586074	320611.697242277	261066.127173366	259729.140220402
-M428.239T1015	315289.697339561	89921.3860683386	87121.6651243278	3491.4482225975	3161.73912556161	1744.07698766809	2126.43026082585	3415.9838588059	3151.00718896214	3001.41727820615	2645.66318100387	2255.40407909745	3787.42588031919	3645.35227703695	1459.56337254103	4839.91349198711	3338.67728763595	2192.93042765261	1108.75787560178	3302.80725541532	2291.11170830263	2116.33927087071	2964.73693517176	1762.37659861338	1613.51491301749	6086.75442148184	4293.08933001231	1975.71033305677	1402.09741327471	1618.90462547136
-M428.249T1012	NA	88990.2224743024	54048.866194222	2700.0358108911	2420.88659472911	2840.8485410012	2336.97933772317	2390.90249550539	2442.74744050119	2395.4402910074	2726.69966814069	2363.72326307268	2390.7927570483	2702.47240032865	3340.34436288423	2944.21721802782	1947.15925926906	3002.01561005957	1824.48699626101	2412.21120385683	2319.84778104958	1624.37139153904	2447.56624832199	687.534936012504	1458.05100104065	7119.40172796945	3546.92983338951	1533.80315787781	1174.44314912449	2101.10131663628
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-M459.113T41	NA	0	2974.48969340243	118992.232550776	110554.363476381	33218.2257097429	122903.876825143	101500.337819439	118124.423768729	148758.732609491	63818.7587934987	76601.7454298008	77953.5140422087	118312.596644708	111658.269876514	43826.3054412562	160614.699275174	54804.8477877629	158610.515245256	48894.5103192521	95064.5096713335	130062.852754117	15142.873730106	32889.0772681429	102362.333029098	256642.014300303	165309.122408859	22064.4774769596	26162.5197349456	139487.712272554
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-M470.203T992	NA	46989.0200260927	45092.6065157221	1063.82779818587	1256.58412667604	1179.69380742352	803.929422318374	1122.36483787018	803.026393349789	1323.12361485255	1039.29210077446	1101.83943706087	789.313012547605	519.346174539897	966.051271315621	1924.67982976649	927.438346391375	994.113481444773	1169.85377263829	965.969811151132	1068.13596733984	0	1568.36846587022	1154.53211482439	895.903189118495	1182.54407027282	1512.28227191306	1117.17485838452	1109.17881004916	1079.39284665106
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-M474.243T966	NA	49280.7492585646	39035.6143344663	786.689672550897	0	0	0	0	441.824238865371	289.199010996125	0	0	0	0	625.671159007679	0	0	262.745934627433	0	0	0	NA	0	0	0	0	745.756481776437	0	0	0
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-M533.355T1070	3499.12808561772	121066.996356887	195315.345221642	14844.9350625476	73429.9456166671	101082.001690313	135429.553381614	146305.702789561	203279.757995042	127941.510179662	122667.04335347	97474.8090588503	8498.86392094943	94768.910717315	135123.887855502	140226.817016929	162455.866853001	113315.553566103	89545.8653252153	130459.060544282	192948.457930291	12997.2259266088	181885.331879645	154477.216129662	193040.209109401	172558.333631912	29301.722531667	65346.3281140559	167386.232735692	201487.442770008
-M533.669T42	0	0	0	82160.1372484463	124006.109944651	60511.9969889696	97844.2171313451	162307.650528717	155771.304842689	177539.081650174	160393.74985258	97635.4807164597	154086.441513288	92110.2330819122	81228.3549365788	141668.980825792	174084.779206083	115382.880435379	130254.894088438	104616.479992706	177446.647591523	151821.048146478	135960.14884886	161900.750401668	161057.497902702	5278.26836911302	35056.2794765	166786.170690714	155229.619226094	159398.045479683
-M534.17T42	0	0	0	44232.0754342754	56016.8972387067	29255.1531227488	44031.6659461053	65184.87497405	61632.5662429116	50869.1017559792	75485.0217434347	45412.8279434245	64731.1173879135	39905.8382433112	36931.2537788576	62809.8972885638	73576.6649606661	49706.7805740359	54483.3110770326	44824.4193460624	74856.0061994063	65346.9544647698	59921.4239893927	68610.267548986	67174.6110716017	1248.57109342584	16445.6659817309	74015.0145859437	66512.1539418274	68293.1217848678
-M534.204T131	0	0	0	1106.07762404147	2043.96870238532	2083.30039167281	0	0	NA	NA	NA	21181.5807397335	75258.3541145075	25619.0933081758	9832.86641684643	181034.529426368	61815.2292717208	38773.0789911868	44250.6188468889	55826.0889736872	186094.758120088	79595.0422371969	28306.8666106693	140552.181841543	76469.8269628534	6053.296125366	3325.37246767591	54371.5202089289	206882.230610871	68669.5804397542
-M534.208T457	0	0	0	146099.882078582	183488.074985149	189284.482529549	164054.353934976	172672.199953617	164694.547206297	217372.392413108	183991.87556947	177525.408946015	237030.242582866	122617.998396945	118181.52451675	228862.829588814	136145.133709497	194696.298802463	209179.422525533	203919.602879629	197206.81078374	164556.224005128	269418.416603589	247105.227344079	109166.964219631	8265.06908542433	27087.6988829565	293029.718313397	277703.455586499	185593.119645649
-M534.93T1383	148759.638397409	144023.676179095	148087.045225319	147874.752497574	141798.598521206	152122.241617999	140788.776690497	141734.025316475	141123.241951716	145885.460399866	150552.726162014	140695.569189763	155784.394425723	148489.321459733	145738.474746539	128409.684768385	139549.309604634	136586.028332448	149010.859464074	150971.577865522	140669.442300014	140372.220924144	155252.914731981	147710.895732259	148183.804731011	139668.635992056	106756.353665354	146577.895017043	142202.727166284	156066.289018137
-M535.101T618	21241.5488889679	74442.3140336231	126134.918073108	0	421.280547991466	403.582334826782	0	717.480871448596	0	0	0	NA	200.076296021773	0	571.036767540914	331.914355833217	493.094960084079	0	0	702.898265594138	345.978576841296	308.197204387986	185.426998692704	367.359167745129	342.29773613241	272.009359230321	206.78287088447	226.186834407911	420.936627957381	347.327830989758
-M535.212T457	0	0	0	40696.7008470048	42483.7492417979	49069.2204118751	47919.9262789329	46407.9850755151	28777.3287414339	62216.1056130213	45057.0617296143	48832.2452624341	61505.446012479	33423.9991463481	34132.8354574606	54340.6811091205	35013.8112278819	48880.5872149417	57610.4072936397	50842.8394244115	52373.7279889019	41771.4748596194	70258.0600643911	61692.2800852216	31632.2753853922	5258.53316058895	9458.56000258174	76028.5804595493	65979.3828903938	48995.144605764
-M535.442T1336	NA	3247536.68584507	2110436.21685535	2827232.38074742	2439754.60108375	47559.1781688934	3448378.57202704	4208090.29204545	4182297.03260476	1403455.24856506	1537338.69668243	3275348.32644336	2445941.56941249	3618537.11789684	43043.4278587254	6041197.73972141	1767376.91993097	787954.618788086	3669422.7646879	4751349.52308298	1662340.72775684	NA	9816.19894187486	30464.1861580647	1998053.2514231	8788925.3706268	1916372.29298943	1669833.32484696	3419580.08736868	899055.949158059
-M535.442T1364	NA	976291.555047633	1238360.37459779	1074190.78691292	346088.110760228	318516.142209877	1265127.63196051	1284764.24218137	1187947.8366922	1074771.44872478	862411.868516172	738843.234649305	1054192.47264513	516217.630035322	413592.027181397	1387647.22280494	1130051.14656254	819250.944398426	963136.018619021	1162653.37899723	1029740.81314026	NA	319.084482001423	505230.608098322	1461017.90428138	1427361.99209316	1201781.81776475	927818.745200716	735840.992566688	750912.420168185
-M536.286T1017	1232.43149821438	707.301689913265	1700.69252194537	58363.3388882355	47672.3090134412	62331.6781872397	63455.8657966148	69582.6489597993	67655.4535945446	72780.3811715199	62651.4159924967	60687.5903732805	104644.690600869	51719.313506754	40225.9590285254	60749.5678029704	70471.3086241385	44797.6467109748	82336.6235412498	67558.1137281848	79636.9050258044	56983.4682634352	81616.6692968531	82547.5616677318	69329.2392602402	10552.1001278621	28893.2522233626	95733.5369566368	88214.7932148683	41744.7171767513
-M536.447T1336	NA	2138106.59240912	581779.964603867	2080285.0699271	2139971.14893186	150087.999813355	2331746.99573393	2765459.10574594	2796301.33011044	2233373.18315271	777908.028774913	2210177.60372182	2263850.41655641	1766918.53936942	44193.2423762754	3124636.70420679	1168599.04397332	2319993.03511941	2593967.47752598	2293768.63643848	1604878.10105246	NA	22404.9427050809	29640.3865584697	3885149.10534082	4814668.53058728	1096039.33942164	937224.80664207	2196399.99016361	2022542.155862
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-M537.451T1365	NA	602949.119481978	263360.670146387	225858.44157088	60400.4730128207	218241.055084331	299545.491983602	126227.637638214	266005.994704768	244238.74683515	226272.485028944	193581.622195142	290376.983267344	99987.6155479707	168327.566265172	221424.426467062	251396.878987734	190728.328276626	245862.416734365	257083.066959796	244088.482504519	0	0	237420.069790469	305680.185928206	299969.72879172	254501.041834733	187080.767868015	205391.293000884	205255.088618832
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-M540.32T994	904.141371941799	6384.06241522872	13278.0730105662	1034660.41851597	1201790.11876428	1456810.35839263	1486025.2380396	1606363.81468503	2233198.19440589	2173124.53298928	1447884.55592771	1048960.44428613	1138773.74378465	1158190.19425892	1136348.82179317	2206753.45499769	2130397.73116968	1182321.05044894	1090422.95804021	1878544.60118913	1682673.15527064	1647968.16914161	1047405.23277467	2118382.46131596	2225546.46457593	140531.446392856	458616.209207378	2111345.5305685	2807163.32357226	1493965.73632865
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-M565.384T1093	213996.136453214	287090.690078855	282173.272451616	22842.5883685882	20804.6701595093	23774.3771752007	20378.4787341934	25034.7181658811	24653.1354488248	22308.3978322071	21585.9146040672	29267.3190662512	13347.9581556534	23595.7031348882	39543.9111960358	54628.1173469736	24088.1617088882	15299.8329728229	15099.3774825068	26350.403112351	41675.2702108808	21395.2570898662	20983.943631663	30353.5915592196	27690.8045080149	36782.2868336454	28891.9985874104	15179.2680744432	22512.0115021694	21167.493972559
-M567.24T1045	NA	827508.257187622	284661.744761964	1991.09955745436	2158.35916910623	1816.24751303018	1447.27125970433	1930.23203505626	1673.42210066413	1727.13916242794	2008.31340755651	1864.81786705464	2580.16696333236	4895.39230223478	3746.04079547922	642.299261819	1133.80562637461	2021.91957441501	1747.18776508234	2058.63317368307	1659.18710177478	1716.89179135741	0	696.614606843268	1640.55829487966	6463.1155227774	2529.76095662904	807.78616185275	146.010452408913	1305.31178360528
-M567.345T1080	226624.185831045	371023.006842119	378999.007043587	33171.674716182	30790.781211006	36014.3692091047	31725.0547012008	33014.0433548285	32806.0631538072	30005.2245366083	33512.0216635902	34168.0952913696	26603.1375668485	30791.583057809	38145.4516689236	40096.765926147	35380.345919776	25285.9918176546	26575.0453211397	36556.9902400031	36132.3075890133	30847.9742841883	32060.2139922986	34478.6522129128	30677.1149066468	41343.0218146207	36240.7544496085	33964.1048785719	30738.0535695636	30458.9472987591
-M568.243T1045	NA	136131.557590505	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	1076.97743185253	0	91.6899142114805	0	957.504915146297	433.312201247634	122.834352794373	53.986009146091	198.991489375238
-M568.347T1080	48315.8434493945	78100.1061100183	100266.657807768	10274.921851015	10540.6536640865	5993.06773918104	6913.42108233066	12679.1311623296	5412.78277118	8014.12173473316	8042.96726899996	10605.0241746564	6990.58800198789	7989.93541135965	7734.80865373653	14511.9913377985	9016.34702967027	6362.13223370256	3663.65199684825	9685.62697673928	10700.06617351	9738.93314132924	11559.0863617143	7204.2317219156	3631.07833858342	755.59409393942	11462.70810857	10931.2094551103	15662.8847501355	7226.99208174337
-M568.468T1368	1275438.69833881	441417.301451281	271120.63442513	13291.6851596482	13122.7735349824	2543.89029619941	14472.9662843895	9720.60289177117	14188.9448781219	15267.1801668957	19790.0991641451	16099.6947504746	14547.4832526245	8106.16705069949	4011.57907416675	25560.5397982287	23699.8795086911	15376.7703490231	19333.4317856649	24138.1214693376	15331.0191890918	14915.8317030208	11841.6998817467	15058.1012515399	20832.6715848555	23209.1413260592	10691.092492092	19337.413534288	17617.6589059213	9896.5735994865
-M568.47T1305	191646.54219723	1597997.05843939	1420398.17216025	35113.3568350788	23895.6930022649	24854.7482512143	31590.8938514921	28762.7427081113	33186.3818252189	35016.6521678426	29008.3204425154	31319.4891024497	24512.8785694267	18590.4603264671	22050.6902267926	30367.5623688843	35939.0170908905	29884.8785588376	28426.6317811992	40045.5191130689	34195.6443707065	45087.2754769511	32799.5239178174	9187.30451403498	6218.29183288319	22661.1214354115	49287.8367193861	39503.2358333874	40391.8288923585	33441.2473756489
-M568.469T1327	5582020.44032592	1517640.67803379	1795591.4204349	47792.4107907526	34062.3015642724	19632.9227098928	60633.3444887791	54049.1535611889	52980.7176363605	56550.266682604	50788.7660389826	42137.4570413817	41938.3881747002	23544.6527073989	13846.6849734173	63461.0058373966	59624.3997311622	48223.1704923468	55281.7785913746	65663.214584085	51062.2624355003	43919.2255584782	60758.7688466912	37132.5997284438	36944.8169008127	78021.8044444105	46941.3103420716	44621.2920965079	59436.1244902658	46433.6357958038
-M569.346T1080	NA	23569.2554024563	22264.9110236626	1930.75789941396	2384.20532926414	2726.0533450962	2172.8832273068	2516.54151700123	2775.45604792354	1672.04522696692	3280.86140841838	1599.96658676348	1310.1546194083	1827.8195316798	3049.54196978584	2904.64197161057	2269.88910860294	1411.89040553415	2282.41645862767	2886.94427662976	2139.75341683108	NA	NA	0	0	0	0	4537.97944789801	3441.35454698557	2661.14487419869
-M569.471T1335	19454903.8089142	209285.943471165	195010.837218742	19225.0882536827	8730.49091345356	0	17218.2078929613	24416.7365363898	0	0	0	18518.9224627945	6825.83906519743	8269.91130150954	0	17943.0373121699	7360.23143489333	15769.8154181747	12774.2084539976	8579.8515178275	0	7480.02821118341	8052.42861558432	5635.99819909596	0	42161.6491911999	0	0	16187.0357710783	6378.82202701246
-M569.473T1304	238066.095857655	400815.277827294	601952.96012975	15377.3790832757	23176.9182926422	9862.96567291309	17088.1200778629	25907.2227693773	25964.7337472593	19556.6738731092	16170.4078946234	20827.0069853021	20602.9374267813	10094.9909528905	3043.0250344828	19246.5964630288	27398.5691531833	18831.6357789337	15317.7632769987	30300.4910334425	24948.7928235671	33561.4392521571	20470.3146355152	6266.32876122898	8130.77962782957	17415.8582507086	34846.6151490217	15725.5174940547	28175.9225200085	19019.0853619379
-M572.307T984	1712.85775090477	868.809302053863	1313.81066383914	49017.8870952685	55375.4561508238	65747.340681426	103271.029584191	110803.559720357	94057.8111370515	93141.3313900225	90485.8464547638	73816.2935531286	96434.292510391	88144.4149844658	80077.8459186768	126699.8993009	20514.3241005959	107122.328111635	82901.6090677081	91935.1000326904	119546.552481174	44269.5307787484	168665.261254206	34027.0014187772	164677.633291806	21656.5548149455	51389.4407851376	99883.8902251678	81736.5176753016	84298.9366774742
-M572.957T62	NA	3967350.35512328	872316.446748001	115980.383905811	363823.058226611	2268.33975316457	354112.244052917	175649.851231483	119154.250448239	743739.576415627	7383.05595123526	87936.5538027643	408322.113711229	54066.1726816917	6880.87396968733	25362.1572186296	475930.294392696	6238.04989215263	655497.346999555	12007.3894474298	100226.803467908	4654.35977466184	1022.34873223645	45595.2056605613	623161.727942394	128247.033973871	507746.620298923	13918.4931630307	23806.145423547	394210.103415502
-M572.975T1371	96011.7298832207	54337.7410556188	49811.2080974105	67344.8987408788	53249.2161967267	51655.5197010069	64325.8593600802	58863.8057520037	58850.0882183194	57040.9570724356	57003.7657476306	60623.6798638164	57062.0923231539	62441.3088907988	60063.5551187017	49789.8147544221	55333.2094082343	49806.0528449507	80933.6936519294	54373.6728586539	53955.9560241071	40623.1191013854	89963.7820982166	45725.5485556402	69651.7525368625	44230.8323465754	44486.8382298352	90408.4364052827	52929.773522029	53118.1812279909
-M573.182T966	28622.6081715625	27694.1329879832	30554.6313720697	2626.23882028992	2303.19034002335	3342.44429088314	2835.17460387776	3561.00254827398	3083.01643447157	2830.08594758135	3290.78007105734	2452.07139014789	2819.09216242257	2678.27891541619	2375.55715861779	2964.11137033399	3562.87749608952	2889.64200634855	3137.97317836786	2646.55377648686	3266.48087513235	3112.92920617359	3551.98365338808	1623.21178635752	2882.42559626284	3043.79041576868	3377.98280270227	2962.88685910728	3282.09353198138	2768.029474042
-M573.18T844	53934.1683603535	66000.5019679955	67343.2115044934	19372.9456464184	16942.0761132917	18258.9111021018	17059.4035673873	16703.5973547995	18287.9564840646	17894.9034995921	18208.7877240008	16462.3771782678	18709.4970281118	16291.9581968505	15587.7821523539	19024.4609553726	18027.0696719483	18703.8433079966	17242.6848370105	14716.840514298	17271.9363605621	17203.6107869831	18029.9983478727	18868.0427810951	16005.2887383853	17768.2297210013	13954.9629082033	17967.9142616605	17837.2638218001	18637.5660923986
-M573.182T929	25116.3911011278	38191.5318037337	42808.3448362485	2951.74509125618	2313.97298625402	2227.07342493183	3166.70935768969	4234.61373806152	2508.46857355642	3294.9653617103	2465.47017781754	2723.61975307707	2741.09373817739	2841.72633567205	2904.96066712455	3658.59904648601	2821.30903696567	2059.02366155448	2644.24801424721	3485.20170273775	3323.24086526512	3424.86612056478	2487.62014501506	2738.05615474512	2372.71797613394	2785.58949331326	3205.58875407641	3512.4659224777	2909.74843151179	2603.31486210741
-M573.192T936	167856.099836758	247537.237146344	252759.5236682	8244.93786548102	7737.42165632662	8318.56865748252	7682.3536574394	7836.98446576985	8444.19362856006	7982.99664990499	7624.02453980192	8480.60983165123	7648.70625160285	8074.92902782104	8155.26634403217	8863.67767614296	7959.98706540127	7463.79824422265	7596.45344912722	8228.5434900743	8690.58114670834	8947.7428179619	7365.52658583337	7816.24849829657	7327.86179189942	8091.42123023745	8495.23319951227	8419.46835220215	8452.91331859026	7826.21051136681
-M573.913T1387	126936.061098887	106503.728894526	107904.089997334	105062.33052827	101037.607435154	106372.056876656	102990.868469017	97678.4810812765	95793.8847974519	110540.803802871	112957.792559786	89617.8706254758	111282.396730079	60229.2375240258	120088.347721694	106463.589666185	111113.297612375	90915.8642872763	97071.8908854886	102136.35132205	98527.4701830233	102522.630445905	101909.571370239	100044.532606788	107682.848381364	111861.323401229	66336.8461103407	107420.113138122	106693.320985755	118368.960492715
-M573.96T47	NA	1812919.7930918	176415.824540831	28248.1771988041	70153.3371464724	2036.36340407909	79990.1965052969	45103.0142005329	33433.582075006	111272.751928347	6237.58842076701	30422.5373451188	75767.0994052354	22204.2355659495	8102.24009965647	7699.16796353079	79495.2072742811	3946.88847184686	145828.205517966	4029.13092140436	26388.0396949627	8002.47403593146	2942.57542432529	10924.3760543799	101348.546804512	53952.9328872451	95425.8654141871	6447.59060620299	6439.99550431917	81600.8255886886
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-M574.441T1080	39356.4314339452	38800.055438581	119689.582584332	7012.07661649954	8311.91915538011	9558.61898754027	8095.6101649883	12659.5268850765	12657.8144589455	8435.51040833515	9312.03498986017	8651.41326516166	2267.49193080869	7555.42115925863	9741.15026314448	14012.2633809163	14745.8160899314	7028.87368494081	6119.58913187489	8779.18384932386	14111.7204201534	8176.989765881	10247.212263047	9849.87672220372	10408.3965796043	10134.1211780214	7758.92361953782	9686.78983805426	12519.4848946703	12469.5924829371
-M574.957T45	NA	1160520.5763575	57507.9202222224	18490.8070067704	22930.6920907272	12380.625472699	29994.4574946557	13971.7444416792	15902.0405895504	22055.9197653384	8679.19582489149	24228.8987281551	22591.2549035714	21105.9225802215	13545.3412094058	9823.4706600329	41078.382716694	7789.32335900762	30796.0139436481	8350.1688887561	10554.5905849802	16037.1981546982	4698.93192470815	5434.45063286901	26424.8879115414	35707.3224630344	39126.3210651658	4091.52226599212	5015.62121667721	20009.2763427783
-M575.94T42	4338.29336773224	NA	NA	NA	NA	NA	NA	NA	NA	NA	0	0	0	0	0	95.6470763151592	115.797952396984	0	0	0	0	60.3336795393843	0	0	109.804724136415	0	0	NA	NA	NA
-M575.959T44	NA	84095.0941114678	10309.7534919214	2643.50597653872	2881.37558321745	611.526031550695	3441.47481726543	1949.95868263892	1625.79079404892	5164.11937854902	560.26411072502	2205.67738927001	1796.15112451823	1342.97581278849	2959.54705959913	684.06841504152	5488.11062611757	415.804478516382	3767.23415860064	1819.09330299803	1735.22086062682	1002.74628562378	528.541566797331	1288.74183368487	3215.52290462034	4008.92852610442	5800.27110562876	487.57911230114	0	3267.03752405462
-M576.949T40	198553.780675925	412659.846162965	63586.9608191422	33917.2714438469	53553.7725315984	31270.2333983412	59518.8422632151	35854.6059373646	29723.6725848064	86507.0497042793	23233.8594873591	38035.7582689734	52961.5325452668	37856.7454816991	34371.4640796094	35923.5340981678	54528.9948834858	41919.8504743372	54699.8009466076	39386.0140377017	43089.372053986	43693.6575775642	36275.4669012378	37127.4302704001	53635.9536702247	48043.1732972859	59504.6784645503	43359.0747263713	31077.415782001	41841.2470193692
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-M578.974T53	NA	257860.934280082	199647.219138078	47985.7916600466	74316.3841143942	1614.01225884293	54232.6616880168	44026.7662407631	43879.6943612521	104635.328993764	9680.52359594796	36779.662562067	63106.2124359267	38186.8063447088	18256.4844465246	14819.6551512797	101270.219962555	11486.7913873029	93329.5973562172	9934.19290310192	40759.743402956	26559.5642141976	10043.1155356109	23146.6288712943	84805.4450525663	48413.0777228493	84264.1287632188	15312.8858502757	13071.3576972055	74025.6918496734
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-M628.566T1454	NA	724708.82928694	845267.649752071	693918.071018661	2014121.85766332	511284.905337812	1208032.5406063	132155.565705674	847898.328420558	781542.018695688	811112.612102001	1398892.2244297	764191.444495222	1630682.23545938	438405.552422871	1288183.88483776	775337.007440279	965171.477134846	777831.926452714	1289599.23265409	817134.567483329	NA	73018.6237773796	31007.6259119414	1084263.90643364	1054114.14831783	1480042.93130671	895865.97635535	895987.840795635	885660.664912655
-M628.565T29	NA	1237285.07634431	359615.982646283	1000487.92077565	973235.950169671	292456.763742481	565127.717606844	800500.855256903	860108.439707526	821393.900626	827640.283862664	772791.067712028	1221435.17970297	342623.839376113	419012.214046913	191287.509487945	1410042.10078697	260858.050555793	1056562.37490376	762704.464664384	864222.651908271	NA	NA	37149.1003145243	23134.7691830586	1052205.23770897	813304.89650783	195618.733698232	1059609.99495883	1116506.76485634
-M629.568T1402	NA	1542131.77200865	833926.424262768	3135263.05864735	1025443.77345463	985935.088919081	523117.885483838	1019746.14317577	769988.373948192	1021288.67310689	2682391.60506936	759247.559807625	1401386.28083821	1059307.29133321	1152780.96464904	447656.049717814	2172683.41669206	1903016.0700657	1677899.25632683	394778.897765748	736846.524034828	NA	30273.7463560611	3518.81446972796	2605312.38366626	1173854.29298075	2921244.17264819	1047704.17390016	654998.961213014	1281915.97231257
-M629.568T1491	NA	512283.783326069	2150380.28989677	1861854.41386893	1255976.34643882	869929.096113937	1360156.3838531	1500533.93156264	1215848.88773729	1632137.85328129	1777246.77136033	982039.608728083	1427071.40956234	1933112.90389786	985551.203694625	1451138.55764789	1658366.82012799	1165613.59321964	318223.986669937	1822859.60017595	1602518.81796144	NA	119681.567148121	29973.9046015612	1778229.0230361	2203104.42790135	1497298.40496495	962597.323031513	564401.266124863	1834129.6588575
-M630.57T1398	NA	55859.5079346131	496644.695430179	538491.20532179	523115.345096297	306048.312647999	103518.479294167	96522.2040357286	582149.605138106	554399.330719145	97291.0435646129	541806.358163476	541945.63153989	100215.797861428	352330.267191331	135664.323086822	1159805.62198369	113889.135920351	140059.960491274	85264.3168032289	653549.915854629	NA	1495.62609944686	1418.48667914983	380001.048036891	485292.82676641	290532.78448283	418751.416524468	412561.634723775	423319.236191939
-M630.571T1490	NA	93836.243132655	157768.091228348	375609.719624637	251101.090104532	85080.3105524569	290813.825472983	245695.322066704	258296.921480875	262580.724187012	263900.930841438	278566.402217006	152355.900641242	340452.178565625	190393.711919725	372754.133394603	475304.490548353	0	0	331121.475775669	395643.879559707	NA	2987.98808159588	1620.3703405452	413761.872298877	170543.075641167	328595.094944691	78024.4675831783	313591.323516411	404914.423482822
-M632.332T1005	501.514525182217	0	422.274338976594	83934.2266421272	89124.0549666853	111949.703236273	58032.3269810793	50648.3040261048	67049.8323130441	52836.6485140769	109474.280583573	64408.8263844839	30048.0050759539	103111.776631476	100849.643048679	42520.4181639771	120405.563923533	41972.9228796453	56921.1585824858	55765.0298990866	48847.8648973295	102123.792137154	25965.1188887542	55646.6394914098	134674.911247008	26336.3486816556	77156.263481794	34842.9024288701	104231.786874434	86236.1009698576
-M633.155T992	151415.294593303	92394.9680051809	144962.49186893	1959.40775722594	1620.95958381654	1621.02372412248	1638.03094471404	2031.15965651211	1159.22014773848	1263.97994958605	1591.64552323012	1695.29569122625	1585.89504432198	1301.43511543978	2124.23104744815	1344.20247218232	1778.66797725162	1579.81844241094	1550.49444526087	1637.15238326744	622.71317161494	853.46152789357	1926.63602780067	959.526210192812	2162.55418350875	2438.43749215529	2050.09078218645	1107.00601562761	867.144863144772	1681.54224964713
-M633.183T116	NA	0	0	151135.312931375	280262.86761914	66642.2396692276	439472.889873102	360015.717332975	365777.072302732	321416.750787936	121238.360579811	173672.900973137	409973.905046056	264210.112318657	54550.855526485	261355.640410585	521450.202114261	78763.8452049238	481299.447091367	106095.773205767	296600.011875863	185233.880732264	17576.0158363317	174224.93518378	340265.369056997	587100.263150917	518016.564104028	15677.0642376243	89164.4978883026	278873.537678239
-M633.371T1080	64308.3562563934	96272.8814141242	114082.420891074	10673.5236743698	7383.71669489203	8702.54033956533	7651.07743304231	10144.6159988484	9081.39453071562	7042.6382585393	7467.46958720792	11882.9343086871	6545.7821124126	7243.08658800625	12195.3558955178	17384.5470346159	7390.19134625546	5460.37164502732	5282.95730866043	11344.7489801274	12115.1336498172	7860.83287789987	10293.6927204938	9130.10598075459	9195.29984642126	9791.90164100351	9967.43646444178	12177.3623882561	7348.92348078269	7563.6567113113
-M633.521T1385	NA	2495431.89519138	2596128.45244513	2606252.3381377	2763427.01659776	1524055.12993059	2566543.87429671	2627021.70347694	2637530.88932806	2576948.28684583	2171173.24351302	2538591.40356695	2448694.9497606	2771819.0101252	1330395.95970478	2583238.20000976	2611998.98880708	2560097.21690913	2450566.17676745	2494452.07218689	2492459.76168952	NA	NA	199373.719759529	1472560.70669072	1141570.52010631	859802.864543435	3574850.85231621	3020196.48455744	2625524.25683655
-M633.521T1487	NA	3783862.14616118	2703605.79115708	3075582.34897379	809818.594135742	2118982.98042751	466346.908803791	3131578.90268486	1325569.40246721	2989548.3187088	2970320.68801915	820546.998049528	476875.762606437	543723.08106625	2776102.86363022	1507614.55059236	1452791.65390133	2994064.63642882	2684070.73736292	421082.347685917	2731036.50978544	NA	490963.118012256	94284.5412961106	0	3295378.43297586	2865111.62061298	429071.642169867	3054538.73980831	3092738.53215304
-M634.186T116	NA	3292.85289935148	1891.21147669327	47865.4601133022	73279.9753013299	20343.5373020313	115847.186198359	97676.5950523662	97790.1721447617	88751.6864320228	32562.0672127806	51800.3547390512	113153.368337647	73777.5258384493	19902.420474332	64211.8769033398	144276.900558126	24226.7278676076	126857.064160893	31903.3438269711	81662.7839476501	54009.5245386989	4906.96410991995	48163.5071250265	91330.7870769893	157802.266510196	145959.127868183	4690.77139654162	24481.494041309	73843.8784178397
-M634.469T1078	1531671.83712152	2951965.93847986	3224350.41192833	131030.867259125	112181.766045122	135325.304795991	110764.819886264	129431.073895511	124843.109756959	127635.404904399	115359.461142772	136106.895400743	91252.4737959565	116107.959069136	159711.962364296	176993.621016361	133063.879029075	84363.6034264184	85373.7939892095	145889.36036851	154149.632978096	109637.697982979	140403.797089105	129324.839215252	127868.466274916	137649.688430346	118010.834018879	170422.602892515	115592.94936067	102953.493665438
-M634.524T1384	NA	1091703.04525052	1036147.55408227	1056729.8059104	1072170.28150314	641160.964330744	1029503.79854365	1116716.26846758	1155428.86307558	1191490.16656625	358200.72498081	1304755.17963541	1073809.43511473	1153671.47718242	551165.181712469	1034857.59947347	1035425.8851089	1038803.92329908	1000288.28583267	1016808.53424683	1019052.89294442	NA	91776.215220532	40534.7549813311	1157509.88778573	1363602.36013867	1208628.23334094	582031.972297271	1063912.07215839	1098291.91860292
-M634.524T1491	NA	395522.901579756	352039.732552702	179215.102377775	591049.737371668	430726.772550675	154723.303283466	280531.638873003	723994.134541588	779550.94615969	0	654099.935986785	119452.37850916	549333.231315596	127271.792234771	526667.264120416	418216.769265724	125673.864698409	1010221.7007635	0	933195.045740388	NA	NA	0	0	330626.23234113	796780.447712791	0	741353.600879066	784029.592214687
-M634.679T1078	20250.9112277938	297389.528070421	62451.0806695898	1056.45543455658	935.247901701899	1099.88177093028	644.414850815522	1175.59616742512	1464.69015807394	704.380118297779	1341.9494718288	1105.02445621411	2375.35694115907	0	654.698703233149	2563.07335364913	1211.84013502127	0	908.097624169562	1214.62009892515	1788.55036871693	1018.86172400162	1111.48195667012	1477.87331371753	1104.92243004481	1120.4171262113	286.296885580636	505.798261767706	0	6414.86910167538
-M635.471T1078	623470.981415714	1047140.9035395	1126265.73346421	52246.8148947081	45865.5326693465	39390.9268563202	46297.9871747447	41890.6140970622	48232.5076445692	48805.9408232586	48071.1314365365	43639.1322097232	37401.4146801873	40730.1543883915	54164.3586939342	64611.2512172681	46114.618226584	35652.5607931822	33397.8210758413	56256.3358777079	46345.257137139	38602.3892070339	52214.3235198377	50416.5925120928	41094.9013531701	53737.8617187809	45597.0623192312	60053.8919090206	38202.6215097058	40271.5053689254
-M636.327T972	51.162927300414	1143.62091517974	2154.97684469961	59267.6779134952	68542.6603915939	109680.315446876	121690.195561206	174255.199288085	123315.960307527	109646.685389869	117192.675036598	90908.3613680654	97279.1676019444	78034.3305747836	66463.4433306884	152153.697074572	153675.085192695	77117.0558078935	96985.3028728217	155425.552702247	114116.1464959	121685.986364875	67897.0266865638	163419.179703629	165127.187266236	5220.39510192275	20806.2409294334	148669.597071897	207915.17547318	116243.788116212
-M636.475T1078	181705.697961399	235234.89410882	240911.814591494	13432.6289073026	11710.1269766837	15007.6644071686	12464.9463614868	13842.2344211127	13526.3381210582	12458.2752332297	11858.2774672885	15453.5960752663	9785.00603895822	11862.9256061787	16460.2558245553	18594.9606775859	14714.8154836344	10301.1893677702	9203.93335447107	14912.4864166296	16879.8491037454	12044.025954788	15132.2896151418	12666.3032564839	11736.859761463	17249.8641644401	15017.3385231344	16665.9509382041	11781.3754118277	11472.0159054651
-M637.321T1109	168452.113721768	2374751.05446153	798037.911176735	82818.9953038916	60355.6594923465	77168.5559511371	87136.2886123194	82996.8343677392	76961.2633370316	87588.1508936239	79936.7617696237	90570.1095306572	435241.772764606	1379368.77331981	262363.946877602	196185.557254701	75688.4457871242	58219.3774379528	51406.3671201145	101283.063422261	126610.57249667	74537.4029695318	101129.041431181	86819.9443106381	78808.3731980683	87096.4203601558	84846.0453433367	57934.6454780925	59707.740069779	71788.2714326413
-M637.36T323	309439.485125888	765763.934984052	69774.4822434915	514.416385952644	504.50037566136	959.883057391552	211.376670347198	779.229665487616	513.412416880481	380.616155853471	574.504739823524	688.077052380068	0	1319.93145285161	582.587263857872	396.050409624208	267.754486615721	772.288443497383	537.494656050438	709.877529049988	562.810367375369	0	0	4313.52837794797	0	0	0	0	0	1306.65199980306
-M637.442T1103	101260.938308306	95656.4326428343	258237.454148713	11328.1898573514	3419.46368552493	12600.7908008397	2634.26924088432	11499.7432394145	5542.47487146149	14572.4851681061	7108.87790670162	13873.4135848576	1922.45240160002	21119.7060206131	NA	NA	37606.6571656738	0	2379.75633147493	8217.15047045585	26389.2704354131	8266.30218700991	10530.5378569947	12735.6849978849	12463.7135589883	13968.2492592303	10290.1276605566	10851.3988197287	9275.32069371507	4022.43860657424
-M637.473T1078	20734.4505647444	42525.8586411448	58541.4161022213	3822.45009376693	2728.21625313892	3010.42238402376	3212.37782405117	3052.14289681561	4065.37328000753	2952.47113318165	3046.44385873562	3789.20655468204	2661.46952383754	3135.86742194056	3654.65083862175	6099.3842640487	3651.98611174882	2723.26889115273	1111.24230214258	3609.27756222149	5206.97458975824	1190.27730765413	4721.56004577264	4109.61620085838	4211.98747490004	4469.06628606123	3406.81917435317	3354.53237784939	2303.1936301187	3223.34623730476
-M638.324T1109	60505.4128248785	512094.357622563	235509.605443624	30395.4995935573	24859.1277570533	28266.6115784237	23984.6422515851	29366.2431596093	28817.0635381716	25628.0113722923	29645.4652977935	32295.6259656975	66646.9113395337	204323.484240203	96315.2395200976	76903.904277615	24992.2119165674	18565.615845353	13995.2925607168	33194.7084048217	44298.6167876809	26253.2912137378	34673.6959161754	29614.0583161723	26230.30557579	30619.6347103038	29791.3733798005	22978.979884153	19878.2044127934	21462.1486552796
-M638.345T962	331.480122110173	4106.18609555531	5254.31846407293	100055.119614989	109625.002273769	183953.054809294	246754.537263242	292740.82579268	304791.630144038	238055.947143198	220857.187497953	153024.096768977	170995.335214397	132337.117275154	109571.292333897	287975.993287852	321592.053598544	141882.422711715	162015.424631614	284102.952836701	223554.529231066	217342.098724494	148051.631294193	304650.26767825	279575.153125309	7456.57027000409	24558.5351725955	282178.734304708	427864.418229545	225996.848603805
-M638.361T313	NA	NA	6751.54803139671	155.529570837508	0	138.425751415253	0	58.1566265458475	81.3719883441065	108.356645470075	0	NA	NA	NA	NA	NA	NA	0	0	0	74.5149234638258	NA	NA	NA	NA	NA	NA	NA	NA	NA
-M639.348T962	1144.78301558507	2178.410825264	2074.95574171603	32618.0305653832	44834.0545376073	70365.1030723684	62033.957274442	92830.9902696007	79140.6839266027	77138.5546220914	65799.9971448874	48093.0317510843	52154.4875448935	39899.3741050375	34468.7149467076	90465.9617362951	104905.006688168	38600.4157219221	49928.8634209949	96863.8636744034	59621.5057476393	68340.847605036	45069.861194514	95153.4199327807	86480.2092818355	3270.34972936982	9960.25732170059	89093.048704471	128258.446046515	72653.4780659447
-M639.352T389	67484.3681855721	62621.5806321298	112239.575321166	9842.16794784755	8151.74146128984	7473.14260699102	8861.53837954065	9288.26218984355	7835.92243025386	9560.02763158946	10383.6469491505	7781.15165792989	7480.60527473657	5536.00170004995	6133.68700782882	13768.2002240926	9737.67368303707	9510.78981340283	6419.52633175069	10323.452775615	8651.07100482401	9639.48234717664	8173.68612805023	9000.31679118993	9842.29159493349	6480.00514687314	6816.61259998415	12378.3916356536	11395.8657067092	8673.07028534869
-M639.353T461	NA	78412.0101017936	51588.2088067166	2630.70724258105	2792.8559430721	2537.56612772413	2373.84953945484	3188.2854765335	2734.61841263797	2817.541462811	2280.2464285082	2511.59649218499	2222.55718563351	2464.48474810778	2302.15488707038	2728.70385603233	2905.04694037609	2422.85104140447	2615.17215799017	3169.35864180695	1813.7863579026	NA	0	2481.96492683394	645.941384275335	1492.14853380223	1183.31954113315	4372.1279136985	3124.64919304341	2704.98966037109
-M639.424T1078	2998944.81034898	4544643.6146461	4949897.18184706	251078.842555618	218910.492031852	252107.935754367	220878.732481568	264922.706648949	237824.725119948	228905.267660735	239504.455812753	256711.243673577	160727.219666683	211314.909112122	298433.366720299	355889.677075171	268868.315398939	169881.453210707	158617.250212196	281172.007209751	294464.918462557	217633.617902989	258781.053780906	254458.570765368	233609.058968749	274438.348066802	242916.917078901	324663.925723004	224683.327101456	211282.946747641
-M639.636T1078	60729.1273477047	155393.110391941	168328.306888535	3813.72682539515	1783.61201479451	4358.87068638533	2871.79253812481	3839.29737928975	3653.77906588436	2411.9460021706	2541.29442169085	4021.70656523215	2892.86170741507	1786.91054868544	5546.58275302667	3393.87235542863	2997.85640319498	2237.54372114014	3863.08351567106	2584.96636103696	3877.10162711776	2954.4393651946	4388.51933690758	2834.43035465178	1338.37142475884	4651.27357213324	3183.02222885788	4435.96466652009	1672.41941704165	4028.44752967602
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-M640.427T1078	1035253.31101145	1786227.38522484	1821702.41073589	83701.035922594	66875.4770383648	90137.9323683112	77826.2314409332	92730.3670748781	75695.3225814408	78665.4621273234	76244.7830142929	92571.8041289601	55115.4299053976	65166.3549366092	108297.719621652	129160.167581155	93149.0955104239	54840.860100044	46533.405281454	97597.7803133796	109397.802097101	73848.8291347694	88557.7314901613	82805.9224732522	81765.2852066641	97986.7847949775	88900.8235538448	107069.008294966	73064.4117476017	69477.3762410203
-M640.639T1078	26316.2022667339	132641.899056808	148772.736789971	4043.00232267734	2656.93399367675	5236.54238176811	3023.8348178328	4415.84865330246	4809.69017298784	2420.63868844804	3172.80107686747	4112.42950208659	9896.81072364364	1985.05641664027	1896.04399773543	6916.61264831097	4046.82681873384	3356.43961351914	3965.48961115603	5486.62329775699	1259.06783799952	4576.30966808187	1624.8577628512	2096.3867077682	5003.46797291556	8931.21412694851	3526.55917418605	1972.56705367961	1609.10688061637	3140.05789606844
-M641.364T997	561.220503419849	1874.52643361097	1760.7606905822	168976.843326484	202819.552708577	318070.099527388	314886.779402681	453061.155122479	371811.706818724	361885.729989198	334875.496171737	266318.336513393	274180.12243476	207605.437377325	180120.303492844	449216.029223448	460981.470748901	221018.362434279	281570.034240584	450973.536603973	368659.065116187	328968.582260563	262126.545148591	480959.746020409	427041.876184138	12164.3417405915	46824.8724241942	460919.355185257	632855.561224821	357797.329638404
-M641.427T1078	188618.976332875	351959.284237254	258581.974468921	14276.4761079174	13400.7421695834	14175.9696386408	13310.6321219786	14822.964322677	13878.2720495787	13973.977021628	13416.2349284695	15214.3867156889	11334.4549975327	12209.0229750226	15993.6806992871	17295.0894898992	15598.7066601543	9838.7180686205	9878.73072933779	16113.5049560875	17324.0836084769	16436.7368856394	21012.4820592589	5939.08080186429	0	0	0	0	42563.7445778576	18152.4924768276
-M642.266T1015	763.034338665394	927.253073164617	820.901774908438	46507.3272594902	36424.7883033468	48417.6223069848	40192.3843702261	45626.3106450406	43530.1018264963	41003.1823704333	43972.6973533124	42681.9159973162	36570.8840642301	32389.5329358776	61508.6787127788	44976.2225557159	37962.4149499168	40875.5019410925	37083.9573829475	40707.6592226563	48258.6960694928	40302.5507400036	47736.8036532288	44086.797114662	45870.9811119628	29531.2213959491	46647.9878133596	44352.1737857307	45824.3756121572	47584.3841248233
-M642.366T997	170.51226076495	1351.04102934675	1899.79311715489	41589.4536715425	49195.8611568934	74396.3889222993	79043.4311764596	95312.1695050528	79360.2979514237	76491.319322448	73410.6576854065	68248.8026150387	62025.3047177928	49703.4239634066	38898.9792972923	106970.365486797	104053.139322244	48604.5692926159	65425.5802955866	104937.567569201	83153.4330113566	76893.1110257773	60052.8682418701	107739.305739484	96464.9723738001	3884.73273933411	12994.7658529184	106191.324128341	144528.879574624	80855.2946491464
-M642.377T1030	375.813969298828	5159.97846561896	8326.75699162193	219287.657507538	232694.560137913	373993.03755627	456919.063119956	588168.435145377	483683.507659681	409278.074964301	426990.880014147	354980.0910445	325957.900098133	268347.249575337	236255.141315779	598674.740684722	584410.516738161	282011.802514688	345167.686348526	565154.212460809	497395.310513499	409324.382844606	336574.719207225	620066.808734591	559757.649825328	16898.3346348803	62185.447954648	605466.238207968	817665.495776747	437145.201310213
-M642.428T1078	28139.0640135736	73626.6465288702	99973.6461108983	6487.41830380218	7830.75563678472	9414.86356630302	9504.76498244511	10627.0053574422	10039.0464104636	10465.6554313784	8478.99372342314	9548.61978589574	3557.65064870468	7119.61013341226	9269.28966546772	14180.3754924896	12309.7458433686	6877.02499897746	5106.57453078418	10234.0016681784	16212.729184933	1989.04658465252	16155.1692148542	10724.7490967911	20023.4489244581	8585.13091373755	0	4119.72764007496	15078.4018372618	20632.1067314613
-M642.544T1340	1239.1600930102	108.721059257728	0	149354.383111356	204941.835439317	205826.044749225	165983.134410179	164631.286272493	177384.159696665	235834.373620074	189624.652977054	205319.692873747	217459.921045264	198345.076426136	175729.704345985	155994.716314962	201231.30006867	211327.266320036	247704.207318263	172042.12757268	240331.309328835	332864.445350543	95222.3711622567	92952.6985342588	105541.069986078	121663.401742525	269072.933154835	259789.163596409	241299.353922203	181091.50928631
-M643.379T1030	397.337897132979	1690.3988494971	2793.4603405097	67966.4558133278	87358.7309380098	123559.904942205	114338.68319868	163341.0337205	151886.275959884	146482.641716122	127472.335539279	113295.050387157	104697.777986085	80027.9596017271	73974.4162757519	180225.018286633	183081.5087865	89864.9428897048	111135.607452322	173433.75766094	150649.748223733	130249.821615362	99450.8072743195	192299.879424907	177846.693417195	4051.09461045434	22427.8562612598	186301.312851371	247867.811527527	138762.146573468
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-M645.361T790	0	0	0	45153.605246024	47918.3782251635	51418.4683957534	60223.1700127394	57602.3690517473	50956.8084826432	52328.5645587867	63216.82284179	49123.5917257553	33442.7055617238	56923.0373456016	68592.0420594129	60091.0118372102	57116.0973546323	44708.4818469189	47150.4805368707	64550.9503865022	61714.8511511175	59308.8456987175	39604.1461250306	66971.615448627	55379.2228106152	45960.2592224355	56221.378742601	56495.6283200588	73336.6753094112	43683.5069506351
-M647.151T535	0	0	0	51831.2617627832	68149.6119922689	58577.8225521138	78273.3221456414	66692.0525815074	68311.5221104581	76332.0074783702	71243.1331453461	73072.9317137169	62648.8651842828	60000.9916418435	63149.8847165126	78282.7956119709	91277.4099984441	69698.6562097622	58929.5692777247	62113.1284448362	106762.841314884	73077.428696711	63480.2762209239	96402.9677190943	79623.245652898	29519.597988191	43729.531196597	86273.0692654301	106156.763520066	74905.0273370423
-M647.187T666	0	8329.10091817489	16928.352121437	61579.4981051625	91419.3650834946	75273.2104134846	99598.2992043738	108529.548532924	77347.4692180371	94061.1378124793	66888.6502319616	84094.2223857245	31459.5510639172	125873.118825736	110155.989060651	55698.2082351559	125089.219572036	67063.9500433356	76528.2509720149	74405.497512993	94930.869933911	82146.3984607985	58119.6392353041	91018.4767597258	99393.7883183196	108954.203990534	117550.381381295	55564.9388399845	73864.9819076622	75347.0606910345
-M647.5T1338	535.36922384635	190.195410357565	0	704785.58078852	2175876.63097386	846484.612088208	638190.507621764	726816.99881188	734408.597268294	1257894.73716239	1306029.72758464	1081898.89764644	1279691.02005062	1455894.75281262	966922.516485253	941982.81374727	1213756.67842745	1326819.34409976	490638.74342059	1308561.84094891	1098241.45892026	1666898.9340428	500888.258666777	427669.391101161	677855.49927396	624523.529794516	1689348.65399613	1683097.38609529	640045.178938789	680737.021592782
-M647.5T1361	414.103582800679	2909.50584438128	1690.40514370025	451526.941144336	1018030.39265269	546703.270258564	478317.263825022	445521.528651596	496866.370917728	783977.136761956	649075.665746513	595689.607113312	469015.876112874	1272061.31760022	673956.124100059	378328.123595791	476617.356564787	585952.217511715	670978.021433847	657070.990623921	583903.023284295	814043.135269063	550509.336051041	82463.4901097024	753686.4850971	170367.352078217	354171.597273911	1564151.70549463	217115.961314137	262697.918172677
-M648.481T1091	148918.050065731	185152.08399591	367371.124239283	24750.8759698017	25909.6106617511	30497.9122877629	25551.5109977543	46768.3978779253	41812.0029182401	36439.2665729875	20531.8970634503	46540.5284945607	56971.1178939644	NA	NA	NA	51079.6672392114	17778.8562095119	18619.8862421463	35381.3735943223	82116.7545786302	6738.14105578666	65195.869112013	37261.378415666	25656.5918734989	65599.4593926141	53551.933387269	35513.5852547084	12588.4301899435	14895.5985006644
-M648.503T1343	0	3815.9148787983	0	415263.249494475	492215.636766796	416312.647125588	395357.026406794	547723.988117311	343890.528282424	532102.265425803	530587.988176673	428461.789770114	562941.377919204	627996.149418678	406800.237361842	381531.719840674	471666.124503152	501781.359684946	487602.679561038	516894.832129033	453560.760235166	680580.168200382	326708.767076806	135426.763712802	222048.733837045	258264.581627379	475731.786062057	985327.00345565	529578.454903114	285413.938434273
-M649.243T1045	1934067.32864425	102472.956907301	105364.694328523	0	275.545875346173	279.570368514781	202.010502180186	0	0	245.090428558439	329.377083023469	0	NA	NA	NA	NA	NA	NA	NA	0	0	0	330.131617307296	0	0	400.110119970723	258.565647216945	81.2273851160234	135.984376485478	0
-M649.495T1484	NA	1131954.09910475	293301.310671103	1134812.92746539	255139.255334605	335050.18322638	902245.686187575	1344732.67918647	1627525.02232455	756128.847485036	898543.608659328	425302.30250966	2361528.02337309	695008.796201205	438163.94266133	697917.645429882	439628.796738059	1151864.46775331	514431.352395385	276050.667734549	2205428.87945262	NA	319388.487449692	63520.8052289724	713629.357986291	1920929.45944348	520007.285923959	391195.696647097	357486.440253276	612565.890488944
-M649.495T1383	NA	1090155.234047	1183164.61864551	1239201.59802025	1211925.84765161	676696.68348827	1181397.65274869	1212427.60248167	1252293.23014068	1261494.84710699	679195.562661949	1304619.72830876	1188452.55616093	1309664.73285395	625885.022120418	1176025.21624525	1203552.4989705	1146277.97277504	1113518.74267385	1101228.18279641	1121809.64827285	NA	291987.492882587	69704.4432804447	1468563.89280685	1451272.12504415	1117251.02580989	1083113.09023575	1095311.50011651	1105355.30300161
-M649.495T39	NA	126052.263782761	1017051.07381026	391443.622900446	388312.146616814	375867.784254974	238281.749299676	308564.324977427	373185.077126638	446127.902986317	294280.052033396	300324.588327448	730666.83939895	91566.1834077165	412295.180170134	53184.0393597914	595916.977921802	193058.088177012	320630.519371409	259771.924602952	357071.733253864	NA	NA	27260.204011869	12807.3495724575	259165.657355019	349691.321553122	120317.737929873	87055.5299437662	394160.308429815
-M649.495T1423	NA	296247.049851251	469936.945804872	362926.213055912	1131005.16400159	635270.404742188	315512.434442576	1050492.3509561	1154024.76368933	809740.177960359	731768.098673251	691313.775175394	842049.429685907	1025120.82301792	474935.959443878	422900.256970963	881627.940269663	959748.42213099	850461.519528676	867172.440837979	846427.386906135	NA	105197.308966308	35635.3591016263	1049897.16665638	507054.216037516	859173.002262056	802282.447732791	866477.919166221	746772.85788813
-M650.499T1384	NA	440406.030074767	437785.706414429	445505.266077376	477173.101267757	262431.898289685	464179.876156668	474999.920230264	497554.38120501	519001.293616832	139637.308899289	566666.384393981	449369.564159903	498527.872839287	239953.703853764	444357.973783717	453542.141923493	442190.878270215	427084.72714263	432795.806835512	438078.081155408	NA	75928.3763778551	47258.7469496162	688658.468718132	734893.663039062	23956.9119751473	474966.231919765	474298.696887563	467793.98095704
-M650.499T1488	NA	106663.253797619	724819.126912417	749457.938275694	517791.06947234	0	464228.156633315	371862.490818833	717260.566626987	491754.08625971	456335.410683819	424891.929719222	680403.887598758	587360.037811118	0	212142.036721422	733898.873759461	484984.906019846	490848.249703874	538577.684028758	359177.736484226	NA	NA	0	0	426720.368931946	644877.340001784	142717.750214734	1000549.05575367	207566.3471842
-M650.5T1421	NA	169889.940083643	273093.312818563	405233.048742457	305155.452674195	178424.560006497	130822.393524564	322601.326167119	128919.260831028	296636.54970752	301664.450291681	293638.366683323	226609.856213424	324125.60949221	170111.543127478	417807.542273614	245325.440429648	222482.920414356	118158.797480704	230715.938041927	326958.170503391	NA	5422.36516567233	30792.2128669444	367945.78853222	357556.254914001	114138.863963333	291742.443640499	274573.916494164	320804.402094988
-M651.952T46	NA	333170.439926402	59093.7314001113	10539.1506299382	15052.2906165845	3832.08957245428	14446.3570332578	7147.67396551328	7808.37487413612	25650.9278855827	4201.48037047801	7415.10250089325	15117.8114764302	7963.84846008801	7417.68429118059	4699.61158878041	23101.9029773903	3192.10394283598	20504.1013930498	4103.19203873732	8430.42086675128	0	928.755344691898	2720.54586744687	18836.0807873141	15674.5710864045	25157.3158426718	2943.84753328854	2103.49533000991	11733.646123202
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-M686.463T1077	NA	36438.8531958173	52788.9955849781	7512.46612265121	7294.41404658142	9224.92887733649	11649.155569491	6137.70470083582	6346.06292605251	6554.54722894434	8920.55073991683	12485.0026094818	5843.09211033054	6972.04519698961	14067.7477960949	14026.8797995929	5398.33007994067	7261.14573878722	6373.93457927094	10552.5682555616	11230.0602495306	NA	2150.6685139853	4061.28142591382	3192.6973900632	4352.45913234211	25440.3301316938	8740.05734294039	6426.29309422463	5215.98219570054
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-M726.586T1341	2309.87686191332	6168.67426478935	7606.33748594406	335285.844395116	326758.597600613	274237.56323622	261548.508875387	425610.381558777	423339.427967581	237000.84856452	402648.159084287	367439.630592533	446479.78803347	441983.979639148	348391.126527735	279372.786644634	353269.4495539	373941.343402862	166957.981587922	539988.671126542	429416.777261844	197388.406947596	556422.936685929	369489.460661373	299909.218650244	403528.321119166	374427.160653035	379072.074673061	380182.646902425	191609.782110302
-M727.484T1076	1911969.8377059	2391192.31920616	3507029.94003921	60511.9220130016	52592.8292251274	63224.9540591147	59810.6951991244	73210.7218919442	59606.8725964861	54973.2526137714	57905.1027226296	66092.6312599757	41432.1956617656	36463.6543830942	59987.7573048854	78579.6345855822	86118.7742779743	49852.8187348699	40590.1070452847	63722.3947879479	77894.3646926458	61751.3075290803	62094.2270546081	55906.1389295393	60714.4947841438	77197.5833940765	51837.9559548569	63396.7834203753	43840.5296888154	102622.431406923
-M727.505T1086	150985.230050126	40570.2721342779	52581.9957810806	24909.5874269907	20018.4500025287	16991.607941	15465.7258150368	22573.826578909	25450.1480780467	5449.45845358382	16212.2264461498	51245.5578208265	21690.1734790491	10763.6443897675	8777.23281571661	33178.7240177253	33331.2430479318	13909.7767489338	5718.67279554262	14739.4723394987	25545.5839911617	18422.5432865463	12620.682986212	8610.04802282969	35117.9527467079	33536.3129929862	23468.3203397491	7129.14624410719	5073.77540493132	38828.7475999094
-M727.587T1341	2566.39322280316	2783.71872510082	3609.05942154518	102142.220890478	88822.112486269	52302.7707987554	101132.016522796	108117.464455406	103835.042324428	109584.770955966	104729.123936915	96484.9562984864	135921.295871427	86937.942249112	79358.8522849804	93340.5795459813	111571.888337983	64028.4270222816	117455.288106488	138021.048146748	105026.664218742	109263.140075772	121152.464254922	71433.1923721404	67756.2037485867	100322.290456011	105301.796547249	120409.127323	110107.286931383	84173.9343383954
-M727.703T1076	70701.2032061919	48434.4978324192	101031.07444315	1255.08734153594	914.021798684195	1311.50765885324	756.491567263121	597.960477070982	1353.00988135868	943.610011404999	1171.79376786165	318.750191857643	938.63649723156	448.603905256891	200.805268409947	680.502470915888	1706.71909284722	3127.42524130397	0	617.219981220416	0	1189.29046812914	959.838341481412	495.043677513461	1098.83317103659	558.637659722968	666.044548519279	0	1129.56164173612	1918.49883411139
-M728.271T627	0	154.129437436912	0	113156.817769511	150886.520396661	151933.742072236	174353.404216122	170469.671849693	169243.829204256	180360.877972164	169135.178605363	143324.528590384	129950.491310219	157835.422199329	198286.525691469	177594.718450858	149445.020123146	152920.01559022	155890.044268164	186319.892925627	177061.928603844	166850.850488864	132292.501685736	197576.701444794	157132.433348174	142257.319672707	190856.439084322	149264.184432632	205304.850020191	127504.955028449
-M728.484T1076	NA	381795.961004949	1405670.92275474	87943.05716468	89443.2686196789	108808.729787253	112756.808194489	70979.1803360873	66614.6200728116	69243.8345033277	90555.0468726197	166055.032691869	24249.9042131593	43535.5712579882	126175.283274071	169995.175510705	81933.8409560726	59003.8203539623	62101.6331561169	89278.0204536494	142173.219422001	NA	170336.998452106	38125.5883692498	36428.283289555	24204.1986483649	18987.7100596841	179434.320539502	127074.355558728	136431.62351105
-M728.541T1041	NA	55854.155060574	853922.081116201	199370.078173341	121970.602190067	147789.832088699	276776.598975998	163451.109511587	64139.80810368	160781.412181765	202251.970478148	NA	123046.213215632	272192.989232553	143096.895912493	134215.887695557	88240.9692946688	105514.459978303	182565.790027632	156229.197343277	244695.238282801	NA	NA	23896.9287506776	18192.8511843097	22386.4289011897	10663.6221548833	81769.497643073	360055.124428573	156788.462242498
-M729.195T732	0	0	0	54768.3768935805	78838.5253350776	87711.4669938347	71399.6259662084	80797.5076022566	85983.0311012854	83395.6924007512	100115.128242939	70481.9530742423	67972.1742484078	69327.3076096621	112835.93754089	81303.0491075219	78895.5338831365	56602.108152098	90419.034642826	105942.320700012	93971.831946255	85007.5524885568	83297.5190770515	95173.0341028309	73388.0469181338	43009.4503059504	93723.7080812564	95852.8674184262	115560.28422874	64675.8875255167
-M729.274T628	0	0	0	48575.367433889	58538.0614354283	61836.1847277971	63746.8699594731	65633.3585518752	64467.9181195168	65956.4114575518	64837.267447608	55098.7902831003	46671.5536340036	59947.4791314848	77024.4035724495	67394.8843044455	56686.9175802175	58566.5687162941	64217.5190128374	66635.8487641759	62266.9737580401	65999.569417072	48197.644481614	73315.0327333356	59975.4906280606	54439.8391359814	72253.6606768634	57634.699681341	80844.0517556159	47902.0631243316
-M729.489T1076	NA	93202.6660388525	358130.134099779	44886.1202475141	48106.6152918385	53094.8517241463	58232.3151520939	33740.3214527425	27213.620100174	30931.8638182568	59468.0897728621	157278.283261145	10617.1134274665	22838.605729454	68825.4627595344	91652.0049526313	39122.3085112307	27400.4310849303	30273.8165687084	48121.7952036728	73841.7094279931	NA	107370.865552569	19699.3998701017	12783.3221766366	19243.9480355965	14056.8530956965	95812.8615138297	63685.4205365063	64239.8985914699
-M729.543T1053	NA	100424.454770616	260625.505424016	193608.403887488	208026.311372698	267461.965422228	288513.999262171	139771.334647115	12345.6622786252	98184.6752180001	427834.443728152	NA	72093.091458455	161402.937363451	119586.330589203	417793.105706842	171638.545985731	151996.918539091	182821.688130272	198086.77481527	262878.000967676	NA	NA	29429.786698619	19149.0658302249	47209.2070573196	31232.6099888311	127785.084228751	502992.82507505	293252.440251106
-M730.557T1074	NA	5658705.52706593	3363997.28397343	2096559.20358324	3195622.82541694	2887360.19180585	2869667.87387631	3029702.27714592	4425112.87678634	2466754.38884443	676203.677129935	3855460.53693941	8664017.32088432	704107.481343297	1511570.23594016	1584954.46310828	2025245.72453514	1696992.1135875	7100294.28587835	547092.733997141	3401952.31337729	NA	NA	NA	1800233.71291548	791889.474448592	140273.733895902	0	41926.3565338006	1969148.62129352
-M730.948T62	NA	3231827.24286909	357585.420230879	10862.1123238615	87846.9123097986	0	106395.579106385	30413.9803623701	23498.0077669619	191697.604303306	917.219933738267	10828.2965003485	124936.131514282	5583.88540290856	254.522968481292	1696.87823861366	99695.2248857509	151.914814718269	160517.387218189	883.353271457494	17505.1381361022	0	0	5647.58259794048	173276.586940255	30151.6408628665	91583.7465336595	1822.31503541264	1338.85194293308	122750.885278979
-M731.561T1072	NA	2317850.05824017	787800.045414864	1018844.64202795	1496210.86156539	1270777.7529693	1126615.58087543	1289204.39572639	1656349.26850787	2012197.14746705	253623.294123035	1015666.9302376	3506906.86118623	393882.468070477	623585.612201742	812842.451034074	1358851.56505787	1436731.36026609	707955.14680619	393894.943915238	1909389.86432196	NA	NA	NA	1178337.18702288	186749.642224815	158468.916493859	124476.742891154	34795.9979510252	1179193.69661736
-M731.95T37	26951.606735528	94619.6492015037	51422.6269097385	9682.79533574146	14814.672309107	14400.0395308793	21609.1572623479	9231.89921958537	9167.1402523107	20188.7260962767	9983.11038313141	16127.8935310067	16185.959883099	11801.5994901005	10599.0887774801	15645.0185920226	14391.6558626195	13117.4601626008	14664.528245892	15572.8979081015	15181.9827664142	12940.2868235395	17971.1754168934	13443.0836958351	10435.4498343756	13584.0799276336	9371.52026052314	20416.2531818013	15921.8171779398	11973.2721037712
-M732.572T1053	49092.6512253973	4644817.42163951	602479.816086067	3843223.51083626	429238.81859668	127339.42052965	444143.571046014	521613.236775335	358328.637385667	392785.338994117	1557316.31664979	1740201.75808347	1459443.93453605	519880.843182219	147817.426178273	3399705.27690722	2652897.30669064	832781.206320435	539219.18761042	165372.899557577	1367237.92552012	21816.1790834569	214577.553244534	NA	NA	NA	NA	NA	NA	NA
-M733.226T628	0	0	0	73482.2647084636	87865.8175979583	117403.667570292	124261.303397961	120800.711241959	129952.154588238	120072.457725437	116648.007323256	95322.7920362123	95198.3383525516	106515.12595316	133568.510808788	120571.555555516	105182.469245176	105112.03891519	108721.76383642	132123.525044101	122590.596203524	117557.475542293	89379.7890842356	134109.218610241	109960.363024226	98355.4848772473	131936.901883391	102874.096623091	135155.855221464	93662.296067039
-M734.229T627	0	0	0	31909.6139137701	40768.1196740784	44092.6161428324	44539.7946726797	44075.3822842547	44138.5180287971	45673.3306738123	46113.5269380175	40128.1233900268	33563.4761883151	42374.8075944716	53011.0841920145	51167.0777981738	38627.3283004984	41174.4326924733	39442.2128746035	49785.4009744456	48714.3021449846	43868.1075836086	34650.5066693237	54846.8139757115	44433.2068433982	36612.3985799418	52292.9569473067	41506.8092500989	50495.4501189425	37242.4112297362
-M735.332T990	NA	78089.5128710365	65373.677254124	325.763255603053	1215.94893106702	946.845312181245	916.93700618295	630.849295968469	1348.79703800414	970.359253726491	794.898118031588	500.546407420885	1007.53520847419	587.572646088875	234.533755695026	1851.57050903325	699.345740301769	1165.33218818208	685.424430504693	668.013646501131	537.441165363712	0	1331.86463625656	401.920626462582	166.260721253377	2452.36111584146	1043.31460362867	883.552922872661	172.54845232064	802.209814576158
-M735.419T422	262741.912079089	152582.305162446	167893.170911575	6480.04270486634	6749.26709610737	8037.08787944594	6682.5670594036	7595.93785235291	7147.98090706156	7138.51385962592	7029.30598687298	7145.99922573857	7102.18084584014	6817.48472389147	6111.50341451852	7636.19636395066	7317.83508178941	6951.73329087038	7233.71327861723	8234.68803919697	7010.22090459978	2635.72458250432	9022.65828865458	11535.6743010039	8469.41938913608	5040.56580186333	4603.30855160946	11927.4780451532	7083.34919617443	4942.82852427826
-M735.416T367	104689.663587347	136527.397435278	75242.0427174731	6025.41583867327	5499.64262779211	4197.72676623318	6140.83475932548	4470.89033406763	5920.73999206317	5859.89937466721	5017.81672145984	5272.90135560427	6824.30825218107	4542.74879693783	4170.1555334198	4398.5205505312	6059.66743712615	6494.88067017135	4583.5452265791	6012.54421066435	4987.03145056761	4625.65551517891	5180.62622332993	5639.58338770445	5559.54353919344	7607.10853394947	4995.44371783073	5783.66262319665	4340.08850039192	4894.35148423551
-M736.51T1088	NA	341088.596218568	223598.278796182	279755.98185735	286264.212378808	268798.365514624	196711.846767364	286077.988451607	343004.775595211	418552.30096877	420150.266279833	239622.788556891	249652.978170852	211506.147304512	156108.181924775	202513.834660184	427270.456355262	479501.76773346	276796.551375645	135667.531380096	619401.539414878	NA	NA	0	0	413386.993125455	216466.831935068	41442.2906059327	318995.358123001	748237.372123104
-M736.964T52	NA	150023.24024341	78340.0264252918	19337.1054949161	28971.5127365794	311.218133585316	22622.0047230887	17476.6274316581	17150.9167843937	36148.5409110108	3292.9432288789	16304.3792076654	24933.9486917203	13040.1533870836	4468.98664918242	5763.05363580683	42199.8160118863	2923.47448914002	39165.0981634176	3178.58468105027	13593.537976847	5722.1572081647	2203.3092678183	5514.45815604104	35533.3139361882	24139.20610149	33232.0024606192	4508.22678301483	3392.99140887461	30535.2075808745
-M737.202T936	82093.2722496967	56092.462521089	74490.8207744986	2732.39521945426	3065.62880269066	1895.92453416149	2549.93870343853	3399.07620231182	2606.21745739196	2866.16482214086	3490.66148451492	1819.95884560601	2296.4134242226	2920.52056521617	2850.20895387621	2731.57526735857	2819.20819065756	2487.24964598021	2666.46063758489	2927.77065444822	2348.25132695023	1679.93600716249	2344.5165116624	2551.71783513648	4086.52888506133	4316.06312639891	2102.90095713448	2294.12615561392	2190.87067860369	2846.68361449981
-M737.514T1087	NA	92583.4426637471	108898.170226546	60452.9201264806	101994.696672497	92591.8115744367	75168.3867439679	103783.47205461	104569.662821522	107467.003666224	95794.5972074127	54723.8136561754	52776.4466683743	41234.7827550344	33094.1768979426	27003.6224025565	73212.9854896774	281781.864801902	37357.494416379	29973.4930827165	89248.3039523632	NA	0	63809.6297416446	0	43012.6346661542	47693.2705384883	14207.2318833621	197453.847248284	121526.755698988
-M738.52T1375	NA	11246.1480599629	43603.7842926507	64431.9917415043	51762.1986394945	36157.7912289644	34500.7698732985	39246.7084223359	31252.0063534046	38471.6910001054	39964.1376909322	52121.7860830549	24142.9786033675	61729.0513799309	51655.840155059	48340.5359371248	31001.6159010528	43369.1212913204	34308.41414995	22102.1784972753	32378.6139278098	NA	NA	7591.14224493326	0	3641.17708868794	59116.5456523385	69160.6547593993	50440.5866514149	18227.2188687668
-M738.524T1084	NA	173006.55203567	683164.494549675	1142096.52350206	1074149.11480243	481206.7146274	790693.580732357	354179.367651012	342433.38093111	509178.337752715	815010.488091511	2669258.07970612	57443.1954903795	762133.780597502	1297775.44341006	1401490.61060921	465569.185591976	318319.379740617	345572.578080818	329151.721757629	534020.428181991	NA	275775.549478687	184894.83752295	32398.9444619203	360753.474760732	706046.173540504	2030916.03685486	766639.845043527	334999.284515457
-M740.539T1375	NA	89278.4384499796	147338.942756875	116324.549114004	76767.6930202011	107724.373676187	101750.613730914	133701.886311114	92161.7585018723	114350.909315768	96600.2225494592	69976.8106105794	115960.876965203	161263.076910068	32845.6423792345	37614.0730179916	119723.499212157	139774.125008508	132924.781793313	77430.0275730683	27687.4763245499	NA	NA	300145.459186004	23703.078997185	16907.0161650579	23011.0191767019	18161.0645268773	67916.3371626112	128572.865810358
-M740.542T1050	579565.340824631	3305030.31445899	2063945.99169892	932995.8267687	317399.227084981	417556.06970694	290415.086400405	401235.601265633	444909.580720832	507288.272461087	581439.718196739	544648.468577608	491616.540190029	819417.257498298	359271.648848717	149616.152326888	594043.933666964	690552.918401226	476267.619093943	328374.350078261	577309.539740361	NA	NA	68577.8070109872	31351.464512787	93592.973024402	61910.6348218285	105294.29862077	66714.7119561782	1003888.91991288
-M740.541T1007	NA	895527.371588154	218799.05188803	403974.024592798	289122.271470405	294136.984065544	377223.28429264	299875.946234925	345954.50439629	325532.093543779	370221.594062524	297283.064543143	396159.767710882	460255.127946544	312351.050690428	101390.303918762	154771.130643219	479271.738829291	532740.052452398	357570.142330862	171434.31397066	NA	NA	NA	60558.6158146352	42448.7289228191	35725.1122839284	78867.581128437	53415.6214512044	578155.327885685
-M741.544T1076	NA	3424303.73790365	445048.745168184	234829.555817038	822494.03330052	828893.8371736	998735.316123953	781335.257026179	712303.355893091	721478.675923354	780902.311853941	783125.04291051	1217007.83488181	790407.571011019	679614.37274777	124901.014633183	41230.8208715419	74769.4248960239	2543302.17218968	2926605.84329579	43696.5211251388	NA	NA	67066.7122092701	172411.53781472	204450.624214212	181856.721613636	167403.775561123	98101.5127146762	1478244.51212562
-M741.546T1376	NA	42444.7958976118	17105.1122603024	29321.5798270297	25287.6111312843	47402.7946872424	45176.5251190625	41881.0985578764	30091.30529679	35347.3986208683	39817.2624756781	23363.9271948155	55280.9164482126	27849.4606319735	15443.7663024115	7910.23760087989	52910.5228494401	57445.8386003816	47202.8373692705	27411.8711920136	3536.08070831629	NA	NA	16491.0598497202	3669.9901110705	2638.25538570046	4059.32996578838	2882.57156175872	28360.3727471675	54422.3809721517
-M742.554T1375	4069.44641511779	2271.31883833128	109880.007933448	114115.238434695	128777.723902759	145068.570190801	148830.807241511	91452.7549454059	128408.332670558	104420.322482132	70925.0702391221	165488.533071853	0	199148.510295575	103105.918508542	156753.648265857	108351.236549379	154821.4308347	118585.749167532	100813.557825664	100113.347511057	1189.59429094557	86735.1321562159	NA	NA	NA	NA	NA	8871.37931812563	1730.00750530331
-M743.45T1076	221548.179716769	99273.820024788	6408597.15130439	0	10773.6191272528	0	9293.31679074715	21051.1596020133	0	0	0	NA	9248.62656516384	6400.35249186737	0	0	3881.8832271008	NA	NA	NA	0	6279.71810006274	6496.80092039362	4816.92945222442	5174.86433625797	5644.5459533575	5175.21154800224	4712.34985627719	4191.52630660521	7431.59552951659
-M743.557T1376	8369.28323696142	1496.97731579504	41655.4541638795	47062.720360408	56403.082495811	58071.0355301814	59265.858285353	36128.511657206	57609.3279416797	77528.6491532468	35084.7610059943	47605.2952482207	10263.4542998435	57122.865857348	50453.1473848089	72356.8622467728	45064.6240034503	64744.9591746114	54078.5719118893	41711.7032479733	41885.4140691781	1286.89250872537	32363.0563311932	NA	NA	NA	NA	NA	53826.3157968063	13962.4029911676
-M743.559T1050	94249.2381207277	61069227.1563353	1714833.37271656	542399.692532238	653000.656900058	644464.522176977	795644.983986694	811172.285054113	602999.935023396	940089.078275459	809269.283922262	277288.072635731	324631.037208874	149364.572706938	760707.214756759	135540.169844121	1205447.18218963	644911.831243056	887992.220690557	625294.152950622	580742.805214682	21773.3148294208	1087959.1792312	NA	NA	NA	NA	NA	NA	NA
-M744.267T552	0	0	2839.68136617011	512724.803774183	693544.318363292	661571.607469914	607647.298768835	564324.848965431	615965.089259799	735048.41036323	731658.645664371	577176.495886084	513975.137129134	669471.233059479	823311.32517323	673674.910638998	595695.549761327	585627.53147189	621976.721102315	716418.713915291	695533.582799939	690496.1702309	523204.218352692	771094.005843321	649699.406349996	517789.798583402	732555.098564902	577209.950586873	783905.522753163	573510.607842442
-M744.457T1076	373605.537810806	69536.3219190289	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	0	0	NA	NA	NA	NA	NA	NA	NA	2345.11295509363	1279.48906264662	2532.57175913893	1732.95723724387	2437.09040481565	1737.74705456655	3623.69088333997	1854.27919975834	1734.91202052568
-M745.19T566	0	326.185479252377	2425.98476018339	58691.376828929	75249.5570071343	63712.7850913701	63420.8527491659	64452.6895032603	68497.3883604345	73228.1291606694	83540.0246184434	60929.6268569784	57160.5715037103	72911.8115027221	85888.1560438202	67392.5126095741	64247.459532903	47477.8275419173	81931.617883599	83088.0410561627	73499.6323934849	69643.9943946032	74342.6905204346	77313.9434997238	57791.0054308811	53647.968215135	66085.8954108613	80784.9970724777	88834.7628812372	59865.1637914132
-M745.27T552	0	0	1074.04166752329	196948.664915511	267689.696580814	252133.721926989	243792.676374435	215530.277993448	236595.721015771	280700.254790146	287064.656900628	221448.723551273	198479.966799876	258463.322986059	318627.060556711	255231.781749459	233608.896952705	228731.281247837	241222.251220827	270973.558466885	272611.139059382	267220.658534523	202026.693801772	298645.892409325	249352.48673666	198280.807088336	283144.279636422	223131.128875624	305187.107559621	220955.80753085
-M745.457T1076	NA	16787.4263930424	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	0	0	0	NA	NA	NA	NA	NA	NA	NA	0	0	342.458452443117	956.657987872872	760.54355826739	701.11988760909	413.116876132792	777.715447856559
-M746.272T552	0	0	0	38866.903219946	69285.7314865314	62465.4272094528	77431.7582886547	73411.7935403439	62200.001097542	62675.2210569277	63215.8918480693	66491.7362129426	49573.9864492875	70101.6393552819	84503.5771967801	67075.6364712875	59934.6584555835	63437.1784396581	57525.2359231413	74813.84205105	75904.4499053486	71948.8021982399	50519.8880700289	77134.6512867967	65163.4709720537	53454.5132818083	74243.0601201707	60375.6448808242	80438.523915371	55737.8349268748
-M749.222T552	0	0	0	220530.94111107	300363.149300003	294151.144874951	270337.981567763	246668.556047762	259712.2736514	324158.114759051	309019.73505565	254394.952697488	216704.513903396	291064.848674181	370193.524662264	282419.543818689	266492.605923737	258854.962573295	265042.728099028	307534.345262229	299332.288537105	305591.142699124	217012.394650638	326799.639580115	285638.994453877	233941.863074912	340993.759231174	236602.883324764	336072.302274483	243877.520434115
-M750.225T552	0	0	0	82040.6749472207	117112.716892136	110071.805761477	90772.6397850574	91597.8563201967	104982.351708706	126590.384783277	121964.557444533	88517.1390438313	82347.3981568402	107007.58650491	140591.294105983	109488.442279601	99244.7468004374	95816.478932899	99548.69777382	114620.213097289	113469.376614845	113777.88943807	80244.3388813643	126071.779716611	110336.462552776	86243.4296105168	127688.327338889	89033.3587713497	126880.302973671	90236.9681481843
-M751.391T418	41496.0726762602	82307.3238958299	30067.396755877	2267.19221645114	1442.48673411361	2746.61559668516	2070.21011414171	2289.28253528116	2033.75934118894	2495.05244876877	1861.2640471469	2116.56276622081	1993.53847904576	1850.9741360794	2238.6720182013	2319.81826792451	2443.74563133483	1531.74074835881	2747.61597833342	2151.47080742554	1897.41422566263	1281.88137800891	3110.08589421557	2870.40061376715	2000.81312098707	1406.65758416952	1228.35600016041	3551.50461592333	2424.32975486549	1523.09753226419
-M751.394T437	NA	240888.565455136	59578.4013880155	3275.44637487812	2214.13241693862	2809.02418943554	2479.44626643435	2446.20584560047	2983.00939894205	2699.8494800751	2756.95500723914	2391.82462245158	2272.64719591747	2057.75748945596	1718.34337804197	3734.04624363481	3265.87683280487	1756.63675545074	2745.95718690584	2634.87075103125	2317.46143409941	NA	NA	0	0	0	0	5469.2791637387	3552.78196271045	3053.90448730729
-M751.391T370	40614.9008849457	38134.5770667375	231826.939138058	2163.02545390526	0	0	0	0	2825.86424758877	0	717.64614690215	1544.98236855289	1226.34666583034	1587.95806108556	1211.72368087934	1457.39036115682	0	1068.40993149451	716.918149631743	2729.46732539182	677.868909243712	832.168842683311	1047.0029742681	1113.23472882592	1226.67315576766	1611.7030995159	1205.63097794076	1453.32642257288	591.376977738179	717.171062238968
-M752.539T1040	7125.18846028964	2650040.68045467	823617.048127504	686343.567573409	833442.333321954	897111.642583661	767970.130718517	828164.801328805	732497.993633668	1144788.32376225	380401.267554164	503651.859563447	1529120.00412391	875171.311169431	439020.642428435	325721.760665379	738968.699949617	1567360.29031204	493182.41950801	277845.733739835	649521.845901055	23444.4701524101	NA	NA	NA	NA	0	0	25691.2350030001	0
-M752.538T1007	12654.2367595855	2578835.26272118	325764.86333692	304173.088303013	393876.121795762	396653.795991951	360888.482035102	407805.462264721	575200.104745374	605579.962687652	237297.571246088	275106.336898232	546323.057650244	1019921.68538215	138672.484836614	266026.172918293	222615.845406493	392411.419535951	651625.671692732	340673.507415665	479445.524841856	17790.5622163696	NA	NA	NA	NA	0	0	1728.7231741597	0
-M752.54T1078	NA	8388120.0557925	3489544.47958795	919317.079332414	1890419.64853002	858399.230197755	952119.619923458	996338.916635338	3480094.25655106	3532671.75034969	102229.792082774	313059.136064672	3571460.74127922	1344891.12495914	577223.273352886	1305481.11089976	1693649.82495161	1063523.82703184	2212493.69114339	226382.641135871	2979900.22063956	NA	NA	NA	0	0	0	2788700.92950875	132043.013175627	804398.339112096
-M753.544T1078	NA	3620193.51319092	1672748.72839839	339561.020907167	584405.286618519	1296351.68559366	1328065.58740097	561281.11795124	639532.345087448	731882.558027732	100690.639914034	5587599.64081467	1267934.90313759	420697.30141081	175007.243153877	909551.104061119	1857830.86824186	353782.724322139	822039.623757275	0	1475758.1500767	NA	NA	NA	0	0	0	731180.622801036	68652.7446835028	1437973.73788425
-M753.543T1008	12118.8039273896	214156.476629184	246694.087179276	208490.294167587	216186.832737607	201650.15553696	171316.634337226	174026.197437245	235927.691050991	271620.517304547	116097.717821737	96124.0741187558	458017.910738596	295980.654197986	46675.9306565774	35675.5043264368	118867.363505796	315177.669360016	294778.382785528	99553.6165911693	141103.190415259	NA	NA	NA	NA	0	0	385.734118624173	0	0
-M754.555T1007	5874.11789981246	2783206.60306643	1295584.46596963	1065705.693332	760069.836865047	333727.126931643	556195.830704289	637830.542783923	403815.390979366	640377.365817836	512117.066452682	495308.407148918	92148.0505351403	151567.11710324	176114.010414553	524867.922118664	1805954.40987117	273799.84599826	296435.736473928	175161.023187147	314285.541883663	0	157022.696232076	NA	NA	NA	NA	NA	279182442.499563	16819996.7908915
-M754.555T1039	17972.5058655738	3034990.70392704	3634127.67972575	1685595.66451222	1321387.63375846	988634.053039138	1809556.10009965	2245039.47596238	525912.117220341	1073284.33893575	1506598.48455656	1454166.17872201	89183.0876834984	522497.695979994	2013976.03889357	2010132.19134498	1830129.27618139	1162617.03137336	1359891.88679695	691253.457701746	1326189.21579081	7286.14761464375	836076.387835171	NA	NA	NA	NA	2179577.45632473	4590820.6294058	2369336.21678156
-M754.555T1079	NA	1082185.90745403	21722282.1039267	1047083.89541974	726909.717896624	1189368.24078254	2683672.15153301	672228.046327467	516208.506850505	2804539.68018039	535873.318927777	888742.236159982	0	168418.49975638	489277.989704754	3804639.37540069	2232120.86244798	855578.187096434	818504.572757397	635936.851366068	1675247.36347359	NA	NA	159036.679895897	73443.4515676504	41076.3895839913	31845.5976815688	1525752.9351299	3025916.92995701	1667899.7348013
-M755.015T1373	38765.2263860262	86526.3302024837	143313.598430413	123839.207340238	78330.232233262	77012.8677233176	107999.134422215	90279.2736235255	92738.1941899076	93188.7591805457	80778.6406870079	95325.0016644772	77359.2031610854	93461.2444260835	75855.3411282513	110199.878021619	75381.8817175954	115007.105324588	86163.2581164187	81964.891074368	71815.4858951491	127617.405356383	57542.8669673887	72268.3857457001	96027.221211028	47900.2626133393	106824.77490922	117385.874029201	71453.3734387977	113320.92333684
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-M755.559T1052	NA	558434.191652226	1030326.14939754	546939.997978083	347075.502146217	138281.491056565	400071.184494097	280902.53189682	675610.583134233	246007.899032371	449045.719367422	214031.684699189	105253.428509059	122301.863767543	257493.901981938	600529.67907535	549719.160611372	427587.84719017	224392.77499022	178623.089425564	316091.334515702	NA	NA	14572.0169052461	10528.2366032799	15804.2434327714	9794.1714595576	1291592.86964637	206648.844933954	408260.167020522
-M756.571T1009	3003.16018189058	166979.325526042	386073.806235022	391150.1946016	360366.57640459	392196.972835738	430336.189815362	364269.829818022	342201.045288641	437911.723814852	519010.27432661	186353.682858136	525485.397270677	633589.189203486	375084.669763815	236407.860391433	228685.372341949	346318.206182449	523167.143393704	461359.81205107	172973.021113275	1776.32526729565	NA	NA	NA	NA	17413.6037882817	823.71683919813	62271.6555467435	20008.6042444131
-M756.572T1052	14150.9504371341	15479369.1508449	1183989.65519782	1066745.00044055	555825.464113883	551466.571623065	757738.111794208	3492593.33030986	525900.861901975	638845.720524031	546807.145952997	900404.109363739	1307675.92456403	1116231.47928442	707654.172063984	494954.817540644	1135491.87024031	2133253.19788934	467956.293042888	550485.053449866	348609.610005666	0	NA	NA	NA	NA	1172038.56528146	11450.545679685	120362.339191891	214102.674277964
-M759.358T1012	NA	850203.703791352	106739.415716588	780.730887669901	1378.51187147496	1201.78195266422	0	1045.91501682105	0	1792.38985657615	539.458081778614	684.143339599051	2043.94939972344	1455.91327152827	0	654.808919862248	653.340021948517	1419.56096175906	1011.54854120885	896.928749119039	0	0	474.16285106302	0	0	4864.6949580125	455.420083688594	0	0	0
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-M762.331T992	388.938303046795	678.809203866621	1169.98625924739	38551.7998179491	30810.2064060334	34371.0085085894	37892.0399733342	38844.7796430939	30779.1307954571	30879.8805980432	41457.4739635082	35099.1309535391	30951.9240236791	35503.4376610034	37704.0766862616	37760.5613555307	35385.2335714781	29543.8497515087	32918.6846524308	38802.2686611537	37965.4173124565	37311.9820187241	34897.9383933638	42856.1437704014	40396.5705868475	10796.8972715531	25321.1041218351	40741.0520131507	49002.3344430907	36824.6875819357
-M762.52T1374	NA	137434.318268169	129231.871762359	134497.109385196	144218.77631322	83495.5608849706	248478.683752727	135932.932630275	86334.6561651622	93011.7518432897	97298.9888482095	81875.0195458976	145274.307766273	80390.528128644	15568.9772517785	38025.1023719356	222182.316699418	202313.596885079	85821.1015997441	26829.1357709436	32821.291101595	NA	667103.796488112	114989.090905034	61863.1143333669	34225.2388581004	43620.7925327626	33374.8275262931	91166.1626728061	189799.929393774
-M762.524T1084	NA	3145894.49439756	1868790.3336692	1021310.74776065	902728.72349516	922752.68144062	1022141.41897924	798113.164098703	727577.632833949	809768.977298307	927745.575738123	1109024.45628784	1955712.99622685	778373.292941925	330756.3946333	408235.29540956	497462.570940238	1093374.17011122	897413.042288247	2364424.2000999	435620.740962428	NA	NA	1239426.91390892	151180.333120493	142422.495631306	88577.078262553	129845.555170071	126637.645229472	1615724.28109911
-M763.386T1020	NA	180251.45368472	70753.7475058608	569.454521582638	234.845796134654	0	1123.0265754632	0	544.276650423093	0	0	NA	473.787917325509	403.785494270826	827.730572457332	0	489.847330377789	304.992587545644	297.85152824874	729.147148467724	0	NA	0	259.220477410984	0	992.531406707926	1001.31965856599	121.216020439276	132.912275948383	0
-M764.538T1007	37571.1296456287	675549.513134861	218110.382304628	179839.530157915	244270.168601057	244778.553822684	280786.981439084	315499.583055107	210218.275439816	289961.005989917	251904.229219336	195206.041648106	144285.85252241	76303.7185508342	355447.932392515	120706.808331023	277551.397860007	197036.301203493	478528.718121121	196122.669853334	170301.477055872	45240.4445033124	102427.187019738	NA	NA	NA	NA	1644264.53028884	149235.978526841	540315.541079883
-M764.536T1374	74348.9059866917	91061.6517299637	135447.495498054	160577.597219954	223113.332012468	240754.372575869	112453.41019585	178130.817241262	156197.495453442	108785.813460778	181627.712899353	126416.131380926	56530.1006882559	57853.7923263557	40727.6252329252	310922.865569449	113218.277671561	296180.986498802	111829.659539146	100249.325636088	39724.4627793402	16894.6184342772	14387.4154022881	NA	NA	NA	NA	NA	NA	1212795.99165453
-M764.539T1077	579811.286012835	4528130.16977829	2459937.37756141	1591245.55797992	1976026.23088936	1884864.25439115	3186151.5952856	3084417.12465599	1652610.42435596	2216459.0424204	1764175.39700493	2452657.34725102	1115772.17772841	568090.611172286	4402035.13903457	1093607.05614877	3329565.52367992	1865128.39269657	2264864.09851401	2168073.01966048	2610386.17941847	604306.087323539	1766333.57492298	NA	NA	NA	NA	5998015.05148127	1189977.28757096	3794387.69574125
-M766.555T1075	29471.9241597907	9521065.88910846	3670962.36540941	1205145.09542606	968834.248476544	1023128.58834359	1465966.39762679	2211890.44128163	1459468.43415707	755278.38986568	737363.023043214	1758921.12029624	1560521.83169835	1876020.1826072	1313511.42148537	2372738.05093334	942074.676210395	2265844.50939028	873672.760601749	178591.785310446	1561173.23957545	68074.1092898605	666211.69367512	4250865.11013995	3469375.5970793	888801.425777716	661386.490317547	510946.240783327	545493.334254495	826874.113291942
-M766.781T1075	147686.485826347	69212.6694193566	31306.5905124206	6601.42999807921	2194.34563736459	3324.24565677771	4390.97544602611	4143.01092017341	3275.94085782545	4603.48369202139	3421.74803026224	4386.41565468508	3516.09003673279	2712.60335670786	5493.09677140156	3116.22302271443	7739.62457657832	3202.76745778559	1472.25764699638	4305.98369247869	4321.19964834103	3425.88368798898	5094.79385267528	3727.83327137069	6038.0764243481	0	4364.39996260146	7201.24628443986	4617.63199345652	2998.60007760238
-M767.554T1075	6273721.00085313	2998724.54923584	466312.604771116	116501.834480379	188515.762142647	247723.966500759	202394.884759191	188663.186820317	171048.341663575	162845.139109361	190328.013156339	211512.568424034	171117.430493288	203450.281921705	340491.547432584	239501.582981011	229591.672188028	111780.419070317	81921.4791783512	91906.4511282313	373248.060287381	28296.8795270926	133217.060915018	407460.028078677	409294.913872009	389950.29803615	280487.658010922	39261.6403332353	111442.321957823	95981.8229882129
-M768.283T1019	649.477045412472	8207.89367702523	10977.8249809014	29548.0046533961	70178.9609763846	33429.6823561882	29535.2743510906	78144.6684966599	33533.7694285734	31812.0912896782	73236.6894422756	36444.796444244	60235.725030418	36163.4068221044	41851.6919973147	42964.5441841516	38435.4107411847	57014.4584140299	48764.336081153	45951.0048771007	56520.410067643	40972.2469660491	61003.7343612664	42689.5074008632	47905.5084899392	34639.6373232383	54017.1964561623	49288.3841306443	41981.9058369262	51589.6243781329
-M768.55T1075	869280.88419307	347502.730500859	174001.528443242	70063.4656793787	105266.389859916	118630.125427159	101259.826216874	92544.7464811309	79787.3337178108	79232.2357587509	85928.2088274104	111940.013582455	160256.596656386	73009.6500850643	70814.005347086	93604.1213400134	92572.3228574939	95308.5259531746	84396.4395303406	88141.953024943	102872.286034411	69272.5015046993	73803.717916095	130759.123662953	128722.028528884	113744.291121821	71542.6063425016	60975.823438609	57358.1003977102	112457.435182851
-M768.547T281	23784.8885318594	96676.6130214502	94864.91825915	0	0	0	0	299.80167052853	0	0	0	0	94.0741522915337	0	0	0	0	0	0	236.619209434641	0	98.2752121759004	0	0	0	0	0	0	0	104.139573497662
-M769.288T413	0	0	0	42172.6231246935	89077.6032718832	191413.625325626	233510.171312585	685304.763197056	1724028.2653838	62105.6786855064	56708.3436323768	13474.8461443354	25957.5642600579	51063.4900241935	81430.0530917993	94842.4310894143	56275.4728685115	79922.7232967071	27954.8658282326	62920.3412721879	27547.248885352	89570.3075401303	5346.49931344255	80882.495981878	62964.3589075789	65845.173825718	98285.1708179641	6050.43039759002	106833.297128288	61372.0903341121
-M769.552T1075	138161.28067559	92690.3094581174	60761.7903492556	30610.7995306081	38490.6792202005	39320.4451096113	35644.6112485198	45882.9486572773	33738.3489658982	27097.0791897904	37598.1969986576	41232.8617197056	64203.5171393988	27855.5963941701	24374.5842785293	33218.6946099506	42246.3730835032	36389.4623017766	34087.9695928805	37722.4988321898	43793.1371980613	26511.9507811533	32309.3797512831	51935.4228843222	50053.0701433823	41660.7796075822	27416.8592217169	24343.7362455792	26117.7168683827	44457.4635900609
-M770.987T1375	112082.079742508	87074.4892169462	102157.909807915	96506.5181300997	89764.7189501149	83407.1910824021	94937.5784556882	80874.5029403877	82298.5026479581	81678.6967852629	79525.9671255769	100068.039411256	83558.5635776315	95617.0876033642	83149.0269120626	81545.4576289451	98467.5037473738	76298.0360320544	81287.6289038439	90448.387066026	82552.6206769398	81944.2401891753	109443.707757015	73798.5046572652	84899.5301937041	94403.5397137842	61203.183606653	91020.5057947617	89631.6067162485	96547.1869892977
-M771.18T66	0	0	0	270462.49183603	235218.209295885	98151.5774776463	270801.469076538	210945.810034979	296556.694091006	120464.410706248	350418.298571696	171448.908547355	113882.15964523	499233.972863132	373240.227434881	227872.081419891	242671.71830474	183767.139561055	94467.9866522166	302528.971643805	259877.628514605	312579.63269479	35783.9494116838	128534.087941921	111464.18173858	806290.66816659	311370.716570169	26838.0244684314	154293.81477139	114606.929255656
-M771.507T1075	1339493.53914254	2051807.5624725	2115863.48514685	38060.2161559881	40067.7432569422	29768.9209599349	32857.7556636519	33938.1638812616	36225.093409273	32564.6201355309	37951.8862677842	40119.374562917	34948.7885545924	37484.9641625945	36237.622240137	48454.0381893037	28785.2717795571	29071.4491130173	31461.2622545789	37877.8568614607	44232.7291463257	37984.752488902	32054.3009345973	40248.6206320742	29790.2188616136	43413.5482158899	40313.1040852803	38322.9994502583	29741.684019439	37359.0368630714
-M771.736T1075	57844.3933864511	24280.2678566056	69556.2413278174	0	858.577962968396	1381.10858969399	0	0	0	0	NA	NA	161.342360120378	599.380249673186	375.154981449983	0	0	1497.20074013445	609.430186406642	441.700375725983	385.14634499391	635.480660854516	238.635047988236	800.462976234499	402.311350211969	405.856500021211	85.3187427280247	621.374942423178	614.720262975428	775.629847592848
-M772.182T66	0	0	0	88683.6528132375	71955.4458831249	33795.7055345328	86948.4893227137	66199.0561974116	95694.9645471721	37538.4593971898	102602.978371272	59226.1632746251	42917.9031265324	156377.649312058	119083.212559313	70142.1751835404	76391.573850102	58751.672337942	33895.3349328876	85326.1889259959	84763.5454463768	98121.2690486325	12933.2129471725	39209.2684511668	34443.5696108926	256180.000111973	98138.5862586966	8998.62946088768	48306.8660666726	32795.4542577271
-M772.513T1075	577608.98725992	578998.443495265	66489816.36652	NA	NA	NA	NA	NA	NA	NA	0	0	19216.2241969296	17970.5027125713	15041.9500532914	20874.4606239237	16700.0992014428	22607.7504342632	21276.6781492416	0	0	18250.6033093538	14624.389694794	13880.9268431669	19194.5524755516	22575.5425303233	22575.5365209185	16549.1266577127	13017.3268963562	14511.1837590807
-M772.988T1374	93787.1756793953	66567.5213944822	132956.822747603	124215.463623425	87890.9667100498	79710.913586339	120256.718200746	89646.5404250378	90247.6549344003	94499.4667382858	91195.5493395303	105576.055088717	81906.2048819733	101434.288765763	94600.3071107897	98188.7219575621	94801.8985030114	101222.552505151	83758.9691065626	102126.545283199	84517.9817930287	100316.127289103	114671.161315031	66217.0493696449	94879.0529334481	112610.320228292	81283.6921939787	105160.123428162	101671.310591782	105835.866593419
-M773.396T936	NA	122935.167928735	61446.437730853	314.402944728457	0	0	817.105478535849	513.930659442394	0	715.693798581715	837.055095165781	0	193.778890877333	558.531161687758	546.883607141361	152.871870720624	387.715898425949	320.541564990973	309.060324771345	515.159849708822	667.422372616379	NA	0	643.957937134407	0	617.211667856098	554.98544808624	243.589304092644	382.27995781244	500.562609784295
-M773.509T1075	293796.506272927	170300.584796417	NA	NA	NA	NA	NA	NA	NA	NA	0	0	8095.01058928977	8427.2605896623	6711.25196193648	8802.08280368787	7985.86416401101	0	4673.89056925741	0	NA	6768.10382186168	3635.47002257951	4876.57610827284	11195.4509772031	10512.0922870097	8692.13872765034	5391.8657941668	4470.8717288951	5194.17531736134
-M774.4T936	83466.5991591038	32405.9318876397	NA	NA	NA	NA	NA	NA	NA	NA	0	0	0	0	0	207.497641628413	0	0	0	0	NA	0	0	133.264222190733	0	134.849853135463	0	0	0	199.323882268868
-M774.522T1077	NA	22271.8242626635	263337.130795471	0	60449.4913318961	176151.815708689	0	0	74688.9552886296	0	NA	NA	29886.2448459942	75973.2799756403	NA	NA	135933.43686504	60444.0002721578	60540.3126775043	139910.490968357	174988.402404855	NA	59614.8323789477	7449.39342500459	5859.90279501399	15574.2118723413	95009.3966995288	355966.222588862	27975.7159419633	8799.17137738239
-M774.985T1374	20916.2567559026	35709.0771063852	46771.1112027851	51833.1556606337	31956.2314392024	23810.8154230279	47685.9162590512	34584.0225814252	41779.379150227	35404.9819012517	40946.4110254494	39091.3838308976	35252.4085531197	42182.5489317686	33886.636413424	40450.1645737935	34906.430512694	35509.9301733229	38057.8412182276	49732.3977284089	32837.9652526131	36472.8117669255	40542.0404633409	42477.1078600987	35586.8593990552	42531.7323625476	30074.5917856221	41886.6724108128	46546.7697790817	37080.16989539
-M778.554T998	10955.4388145126	181764.025211214	1320282.37942834	601690.565289642	607245.463403978	783794.97306049	647281.018860393	575708.637912012	617005.226387253	780436.542156154	799996.106450326	304674.381164814	1221275.42777648	1239289.38571389	305720.530604923	177014.22086318	180543.784534026	519227.648588629	1468629.85850137	1850882.01916684	304914.12873769	NA	NA	NA	2230395.04307795	28197.6038678905	24139.7894817092	402630.834689331	121003.793222157	41133.4029979123
-M778.555T1067	NA	2167653.28210957	1659080.89638178	1268744.16583861	995210.267975731	1177033.02895006	1703010.56857874	1764009.31815554	751226.097094648	3384381.24170827	964733.623854354	366098.683613203	3684348.66265611	1014356.7006567	1483059.42599399	523831.725179533	393893.143693648	1144691.0588331	2230091.62688065	3228709.93504012	966698.256220994	NA	NA	225988.090909756	52657.7841514503	35775.2318201681	2893465.97569584	691967.771134284	391116.601254808	0
-M778.555T1037	22771.3974966399	1676628.39668709	1955115.26916814	1589253.96153729	1491570.86842854	1809083.01941707	1373330.72019004	1333503.90281998	1376886.67413993	1661836.40354276	1898897.51029403	709468.521004403	1908948.19468776	2264036.02531684	1426742.97147906	958051.836145253	855318.388281651	1594901.08750945	2091418.14279981	1114759.12155132	652577.657186626	171904.417710328	NA	NA	NA	144896.30096738	128357.457185226	1041721.7208353	1004634.26716553	291103.950381785
-M778.556T1091	NA	3043299.6981458	1300323.79781706	756453.71854821	999523.745792976	796009.696808616	400673.93655924	553546.873360125	600084.422855108	826072.926632902	723368.186888694	898876.418575541	999699.74523791	738330.992403624	877446.847832507	372697.716324755	585077.174554096	786792.302740723	536447.249782356	733292.62843233	660864.710238829	NA	1414237.59788458	99987.5590081632	40650.4359830922	171301.514699133	1762652.05375193	428609.801525093	851620.734016357	352802.854389192
-M779.549T1371	16148.5355527879	155950.628825267	79031.719183056	55202.5127145025	80226.8348993176	33730.9943954007	74933.8519478503	72461.7718562969	89000.8098848205	87098.8272778757	30462.7930594028	50867.0395392315	146837.344256161	84114.6844737485	42797.7370201851	20286.2708503884	34743.8598400792	97558.5079929139	102586.055668481	27705.8944568481	70616.3763223986	68540.6415513581	NA	NA	125643.241238148	31125.0458016559	25897.8464505868	23678.1802868984	9791.59378842026	10653.2528422132
-M779.558T1050	NA	730113.769140343	387098.950536358	322070.062292367	268866.957788441	479457.095672136	386998.530761295	202824.626710179	206690.406002437	879145.328385655	256526.595151468	90922.5634497967	433812.178162363	468809.113649479	304271.247647044	414745.093538915	97703.6147686362	397283.302602518	506051.445619167	287800.074675073	141043.065765993	NA	0	4741.84580647252	2963.88033190114	7500.78572440118	1229875.91237701	231386.02693147	140651.866552838	93990.8569255268
-M779.558T1007	3154.25494196728	124747.028743974	188673.535287967	192582.727717734	209647.874305267	285680.7145105	253236.90000259	252663.979074695	286186.839898564	322452.716549951	318183.360732294	104871.539346129	319790.716803013	352930.404787373	205044.407467496	272930.776988124	69621.7173681552	373768.137890127	147303.865848749	521401.768817126	59332.3294111188	15725.8323408612	NA	NA	NA	12948.1999368205	13367.0737211554	386221.843285116	141118.004796702	46371.5245435763
-M780.571T1040	NA	3274194.44039079	860462.016962381	1772920.89815962	1571097.61407138	2075422.55516764	508062.853919369	2870927.35065854	614227.105565234	1935864.18475411	1571487.58421577	1609319.50404516	1179870.89387537	524063.824061385	1753704.25512774	533773.034904724	2127213.39955099	2403333.19170239	1865260.80741717	1205060.71695337	1304626.18825341	NA	NA	8899310.61581928	438411.354625695	229221.506666006	87833.8329614657	265245.30784627	1093588.84842277	4689410.7121231
-M780.57T1007	NA	2148117.3138409	416140.903091791	892094.503758218	922649.154856756	739405.482049856	525988.726133352	849960.333400341	852552.909395767	677605.445558059	881991.725751799	718656.60296556	877117.086667161	252639.052222408	193366.283310704	247915.108080982	638197.545536959	2406633.11217616	389649.04734512	293463.916161765	824174.383959464	NA	NA	893375.378571022	169466.295412179	120767.089488605	61485.1956373052	157035.796155893	90323.861334345	2971892.60084076
-M780.572T1079	NA	2261871.87631469	4654632.12852836	2435494.4402672	1354154.97404147	2426148.30730449	1625486.78294563	4526960.48633266	735122.94411526	3107437.98658456	990279.885195443	2998955.15486727	808844.418887099	513283.168687488	1580235.73410913	4556272.87041381	2555115.20316658	1346218.78817158	3322971.2125412	1753147.82408968	2577078.09639784	NA	NA	1790768.2997676	551016.467284314	461414.148367602	380196.392806534	1366065.56321846	6515293.92615181	3444937.38922065
-M781.574T1008	NA	465653.956231102	208523.995303991	354193.3979302	337797.815041451	233955.118890377	153108.538714889	225184.422572619	410330.052630638	185935.696626261	247685.741175041	259636.940162777	191046.960467905	67832.5454327797	86380.8316591924	157137.439617424	435120.751772935	435541.64500532	253183.213953783	188080.450472075	139603.129322054	NA	NA	216356.212934373	47241.1387181447	40220.5967666886	19131.7147286158	8865.1298755282	17191.5182243907	959438.75870773
-M781.575T1051	NA	1290847.51189873	323930.284414095	721848.328873917	777532.246526908	438795.59728604	278632.011547154	375754.382582236	523133.165643863	491081.665397668	196652.101239174	842700.786766517	442221.399164888	124476.802759837	147583.364661795	278645.403864402	627952.658005168	1479715.83490609	248660.896967897	232341.114569898	681040.841697898	NA	NA	171425.833185901	43160.3322593392	54219.9374455635	21666.7945263134	17300.3915332043	481484.780350373	1923129.56565425
-M781.576T1091	NA	1085312.17556771	1688782.09705366	1617010.32381385	1241016.58457197	1184316.15413739	798130.153767719	2253847.60797716	664977.351705407	922129.51544607	1190396.33798229	1708251.07247397	209029.70958055	144053.834212632	755641.44775032	2716810.04863866	2659285.58159686	973703.408912744	697916.186170653	914626.540688265	1487914.11215035	NA	NA	506132.213384839	182577.045013358	69343.6058749632	93664.4026882918	152706.802213793	4625160.32533176	1323538.27030017
-M782.588T1009	2118.98884240256	80796.9585180245	261793.37186171	615880.025284684	577607.014951301	791811.931614868	991363.024827283	907228.640618016	843882.66018859	702106.652442684	816134.429592472	727874.942767194	1072740.28907344	1086215.91837182	991807.918528955	794504.737190954	411376.726676975	441600.367787349	805881.852175535	1181067.57046515	905466.168814177	0	NA	NA	NA	NA	232758.911492456	55820.3376382379	38765.9240976602	235696.332737234
-M782.584T1375	3468.52348671194	153236.838979575	69488.0476081981	76709.4026210784	104926.502189634	146782.448210973	171595.714965038	123323.971050305	118264.011766563	92120.9282280885	89009.6428399723	133938.892435464	177638.646516099	134597.015259795	91858.7738221593	90521.615681047	116081.640427631	133335.620742925	145023.439084598	142818.995989029	45645.3722546972	3556.44222234645	196986.444706034	105302.218219645	209282.084656253	135899.685004091	54923.0742693929	112094.532795862	97955.3037630834	67150.8943232287
-M782.588T1042	3659.65882348041	155447.35222094	513952.521805304	1026881.43179275	847715.920796415	1676738.37994789	2199726.96775251	2319857.68117166	1723335.40650886	1175811.71198905	1597060.10242788	1389216.7248514	2126465.27186911	2132504.52317316	1860896.19618916	1408828.54337821	1294688.61881207	977556.407144841	1855133.52302901	1934066.91571441	1928941.65110028	6945.52073264211	NA	NA	NA	NA	655075.295920686	141400.549793242	90197.5910131055	411511.830305755
-M782.59T1080	140175.281750492	534458.028536028	4740834.58167908	7709014.17661698	5713439.2855522	10743625.1487152	10415839.8312826	11069736.5156524	11203737.7664834	11804224.0807289	13231751.0323203	2434543.72563597	8059686.05133894	17443064.4702185	12160203.2936617	8424704.36246498	3872148.11749835	10781008.0729514	4293773.85170204	14594892.9789314	11122589.7048147	74238.5161147824	NA	NA	NA	NA	5145308.71523331	544639.945399298	3854047.32413813	1648298.16579736
-M782.588T1126	20334.8688605263	397115.881936934	182927.790059526	280998.77757425	237994.40578233	443644.031363564	499508.121280977	253729.9869892	481619.716890607	306833.344592516	657785.341884775	129760.110730893	492484.025079921	672040.703306467	510495.141375186	182036.165579125	114112.338094153	200732.679776188	355029.331523702	1062254.95357606	187759.296398083	12087.3189603574	68388.2798775117	1292598.12167514	1006243.77167891	646294.792355626	284498.328120905	113619.145940859	37584.2037795858	106237.888183874
-M783.593T1083	75211.586264366	230281.18946869	2256028.87221305	3379991.12714951	2928174.34162696	5266577.23720869	5215001.51092991	5201365.18921388	4883447.69822313	4681344.01396378	4872075.060972	3762391.57266883	3968868.20583395	8555505.97600902	5861238.96424339	4142678.80425196	1557384.54100616	5106225.08104972	2086754.67304134	7042689.94612829	5774929.36775563	234601.850409482	NA	NA	NA	NA	3617022.88660124	519185.448121492	937725.998711677	473666.909247781
-M783.592T1010	1285.35782169547	24712.4444559878	145813.360226879	290505.880866257	342599.234650999	368217.444051158	444896.298066724	427175.896156396	374715.471930022	353329.097213563	358073.270683211	374679.012258555	504646.57288176	520356.671581107	512073.34268453	381355.090726809	176803.119591349	166720.506215664	384365.253194212	567672.275702511	424051.336466012	1688.06986007821	NA	NA	NA	NA	156710.362172541	30005.7919709099	21307.2373555486	55509.2229735101
-M783.593T1042	3149.92483635723	37450.5125423859	267824.549753595	528335.045121042	518519.949147408	656630.481045866	795612.664037223	744485.349997477	806347.211979705	838314.408261175	614180.127424809	602788.921511408	946063.116304564	987809.35845339	869723.78979655	647032.863796303	334026.065038026	442817.257069531	902726.194034429	912167.581119671	750385.022655878	7965.13639758804	NA	NA	NA	NA	320463.724215748	60989.3616153284	47247.1807703201	92254.6990986044
-M784.605T1078	528387.622698631	1077245.72596757	5950069.3106791	8410368.65179184	11942561.6987382	8651112.3056792	7312330.7880875	3642577.28898923	13628021.2551945	12826837.1615347	2610199.80951713	12863716.0476437	58998817.3235128	17252589.1658151	6291101.20084393	2137903.93396516	3716343.57881635	10729437.9141995	16922098.5162713	9387497.6148392	7392250.71771546	916092.67503519	4523263.91892236	NA	NA	NA	NA	2017870.57215827	1332677.62109145	98213.117895798
-M785.511T1085	NA	59007.6008065966	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	24957.9386331566	0	0	0	NA	NA	NA	NA	NA	NA	NA	9809.37214293282	6167.85961749658	6559.02556594835	3419.17782763169	3802.26455418747	3556.2139518513	158926.299531899
-M786.52T1086	65685.3164276043	61370.9700218673	NA	NA	NA	NA	NA	NA	NA	NA	0	0	29611.8587827832	1948.77022898768	133439.271191357	198419.012894933	68167.0028048495	0	0	0	NA	32242.5016390753	59231.3029276746	180661.05423237	NA	NA	1230174.0164511	4574.18298173696	1856.33228178117	178548.852042638
-M786.52T382	312373.623391857	159142.660804766	51773.9993966884	917.386894670191	1372.20891460157	714.800225210341	595.390160791468	1174.85818498983	1067.68119629235	796.196988256091	891.103823994623	1049.71700739807	907.498623904943	630.159181255688	1411.67407510889	145.692225458756	1478.28270047727	1228.28493057783	633.933880714919	1066.40674443073	804.831311356216	0	0	0	0	0	4660.12047873393	4650.76564085444	0	0
-M787.262T496	0	0	0	255882.70724231	275845.725710087	237518.968695257	298628.978174647	257373.134954204	221408.548650066	254126.488905194	303246.373134908	242301.988822266	195931.023941593	222725.224148918	254019.563079256	318341.372985922	276024.387005637	276156.444394702	265206.505455301	176966.810796068	298872.613300433	278629.010165806	222131.751824237	362822.64807095	277837.003261249	42224.1700887141	126324.186683008	346749.71464732	427391.478285658	268693.845979994
-M787.261T434	0	0	0	73912.1584769291	88559.1055884688	77666.5357811642	91800.4171527119	70283.2515713649	79252.7515585292	73589.4363259952	73327.6401261411	89699.0932449953	49168.2807488449	82222.4702030435	92756.6807392709	87133.5519507025	82926.7270666973	79398.5753990044	70318.2532303515	75978.4332322559	81300.8992795522	89497.0749653922	61469.5004274281	106525.699239495	91359.8472845938	19022.6088572964	35978.170118445	93545.9535510249	131789.723449531	84995.603433404
-M788.265T496	0	0	0	100363.258668686	110490.000799839	96547.1059800079	116480.458785047	104147.481528487	88170.9756904624	97805.2622918932	128134.200295353	100943.727259551	79755.9415982389	93790.2602627761	109480.73475621	127736.785555272	108189.849800954	105068.051285655	106863.817007649	87019.6994651461	121682.866068468	112169.585042284	92071.0339742669	146081.418050596	114516.025208877	22049.2834690528	52077.1028948076	142004.546205606	170081.777583106	107228.069154013
-M788.349T1015	1898.93364544645	922.711257413431	4696.44323057011	105690.57564804	102243.147935796	101538.490349184	114245.531354279	98994.6998314919	102993.559222162	92909.1198116743	107448.103574641	110830.19782546	89612.1905923689	102384.713717027	102821.999167193	150384.627917996	83018.0746501486	91618.1110546858	86844.8896346569	114719.858190927	112478.16604196	98191.1626238375	123129.158794156	101749.910233741	113819.085760716	61699.829924119	104530.437955687	123674.280799184	114276.36590631	106307.364251285
-M789.267T496	0	0	0	29503.0011400322	30111.219170102	28410.4489744051	34859.5624425618	26758.1902609533	26818.0598988882	28250.5214804542	34647.7821607397	28569.1772838753	17030.6025885563	29972.2052311839	30283.7013593829	36470.9966984415	28266.7595949324	29106.6053012214	32080.4984542466	29308.6495614049	28254.1952669922	32929.0199640113	23670.2860213029	43482.2396771049	29017.9573042902	5323.45318778034	16703.3410615926	40501.6021950958	50429.1657295026	30360.6931896899
-M789.353T1015	1729.74782841705	257.94285170218	0	40427.6648718873	36323.575950923	42965.9149723478	34374.5387642209	44760.157325453	41858.7368515777	40186.2598333	35733.8851789054	38298.7094416272	25065.912113879	29617.5510253661	33255.8823866698	68928.5070071537	32588.3950416563	35344.9444352067	28716.1945138307	39303.6740478558	41837.1724246363	43070.1084349252	49412.4227335346	37403.9221342908	34908.521407722	16840.4821608994	31705.9164078825	34498.0224765915	65663.3418031694	46736.8005169716
-M790.365T1047	576.27361339128	273.98728478744	1473.23792603874	130444.594520117	110268.781604448	121720.571326834	129367.510285743	119423.170286794	110902.392408738	99744.6050780622	151413.052215079	122533.569886142	113905.702510095	127074.094197242	125317.671491863	135482.553769443	106583.251332941	111129.883353687	98742.6924763765	136898.66597455	146592.677950504	153348.733521014	80301.2090199625	80990.8106252191	240334.324401769	44892.4254041406	98437.050011493	137678.1613798	138448.143000697	130620.762308077
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-M795.353T843	3877797.2468306	7037479.94802266	6729077.52575589	775500.310871713	618091.916185961	693005.381196262	540955.598878694	670089.564233704	693529.418594335	664448.582097925	698569.589531362	604208.205437191	662693.682813626	556303.157373842	517663.029154143	771119.54591544	762027.717274369	641627.127297734	696725.48559919	516632.477977866	638461.847574205	644053.508976329	634612.959539674	720167.410170909	604983.498838437	728038.012103378	568651.754460422	615192.883412815	722696.306303	709420.058571941
-M795.353T908	NA	350603.189121611	185706.114488463	1889.32348709657	2648.35429683755	1735.60971566768	957.849822898408	2452.23913313021	3827.10936120856	5866.62275855953	2551.32926576211	1987.0338190184	1715.44502759949	5966.86133538561	6755.93564651151	3146.88998030444	1375.25095926538	1037.38254330902	847.214090527322	3732.81140918944	6749.25683161231	5357.25900560686	1715.68954045825	1005.81393799262	586.129747945899	8236.03450251589	5028.88957213824	2991.1880958161	1007.45068115008	1588.81112990202
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-M795.584T843	100108.350463015	242511.879676855	201392.807873734	16547.2954739568	11247.8663100123	9329.43903006992	7798.74218607257	7984.57434654574	5941.3991181408	3307.69179548598	16062.6822148519	15762.7002178366	10655.3234793291	6670.2550870594	6087.21188983026	15825.2380341539	13629.2121507633	8933.34098117286	9979.03483873872	7111.99049424463	8410.47196501518	10815.8615405501	10021.2251057767	12356.8509543388	7100.41254889491	6980.14276290545	12074.6725632382	12034.3178149944	10298.2170330578	12171.9659405722
-M795.611T936	NA	236395.244205102	130630.07313705	2220.70016066127	1090.78243372958	0	0	0	1492.73910254406	0	0	9308.93149601052	0	0	0	NA	0	0	1406.13943534128	216.774241818295	887.869732290045	0	144.424767042131	1439.89551670109	1526.52932126482	1526.26272954475	777.00277914255	558.612122532744	694.200315033574	1830.49650773946
-M795.708T843	54518.0398616303	106053.545720138	78127.7142069471	6983.33418760808	6559.00221945452	7450.1331780883	5226.04424898641	7860.06288825391	6575.10386007724	7115.56424493384	8054.25603668131	5817.77033567116	6686.67450943498	7141.1156433841	6719.51330827264	6078.77604339749	5441.50728981762	7933.46980256734	8016.42958299603	6256.59412748603	7098.91867244373	6973.96291215137	6092.73215318485	8335.58361167416	6411.04602537759	6190.65851108626	6663.45823459992	7180.26308383435	7019.19646187254	7144.636327522
-M795.735T936	NA	311544.142195176	48006.1473027296	390.162462729556	146.9242699899	380.89877300687	250.056914528771	395.801421764149	0	263.250849558237	207.286971144971	357.498433898637	0	457.431848097367	0	138.668887635894	566.600506577596	218.477847175306	390.431390432424	99.9608236193859	116.435201428839	NA	0	0	0	0	1248.7647557405	730.715652060964	0	0
-M796.357T843	1884809.76872193	3457981.86380363	3260244.76589053	361257.787550236	296742.515478847	326163.235518912	254291.365367241	320081.125303565	335904.685042534	305536.904886078	327891.241814721	289999.082125422	314567.26561545	265833.91513948	245689.215481001	362909.090387882	359088.580927279	299972.743216277	329566.269532513	255718.916497278	298628.239681376	305846.505923373	304147.378799362	333221.032878259	286906.675412152	343695.120806637	271889.229444115	295756.63079178	334852.091182894	336977.91625821
-M796.357T966	532467.7499285	74451.5745576907	153726.134268352	1143.16413551081	0	488.916607822533	1084.9771053072	312.281457223701	415.889614184272	345.124214196591	665.914602399748	812.120035524058	566.316028742035	557.616574883337	0	0	0	0	0	1365.01940520563	654.885140625735	827.880461091713	715.972800347491	488.584799196144	100.658280627371	1217.43112461925	351.711107107411	816.548869280525	906.33630025011	383.562551147823
-M796.356T786	NA	15965.1552759192	92633.2196488742	0	0	0	0	0	405.738574347041	0	0	0	50.0118956113621	135.141076246167	0	0	0	0	0	0	294.121331504973	NA	NA	0	0	0	0	0	0	146.718693691791
-M796.363T930	19001.5962713776	49098.1674344444	146855.331160152	0	0	0	0	0	0	1152.7439164351	0	0	0	0	571.65779922022	0	0	0	0	806.278432800223	0	161.157446086449	151.665561579779	209.234901187637	98.1451334148534	206.897018271011	183.251116845883	0	296.516464383079	259.010312722611
-M796.356T908	NA	157239.161954653	100877.178161211	289.694310010048	612.909321552951	643.539791488827	299.794120940839	1119.76668207719	1619.87872042165	3072.59673853885	398.145730532202	907.457980051934	922.022226231251	2068.6134865746	7219.37426622174	0	601.303636348664	0	414.839621544142	1554.60969935984	3338.00755824705	NA	273.694751120615	169.079462023083	124.298287958733	3127.26587956867	2524.10039184502	1226.13830399187	339.491723317638	416.3272491866
-M796.383T936	1948714.89450619	2522258.05796204	4056715.01625491	2424.70691988979	6115.43594545654	6140.23237722658	5233.4246965734	6593.93354480648	4305.53120327983	5479.20625686763	4887.59823651453	4766.60214036108	3746.98812255383	4748.76426759962	5585.78815456477	8359.08854195479	2292.70719901252	5737.61261291082	3446.1175154445	9699.33451798332	2588.69760182251	4102.39622261255	5291.02399944432	4824.13302963109	5701.33166109126	7068.80405984612	5173.53950007672	4998.22621400482	5115.82852245774	4495.18920087155
-M796.588T843	45952.3441513926	121202.734008713	580175.101669208	5653.79521033333	4155.44045463358	0	12681.9009122029	5299.94839509062	7740.47908947335	0	0	9333.87141004987	4392.7361333836	5236.51942494644	4367.13173694325	7256.56529190812	7237.15649068772	1816.05751517926	3839.18812963815	3190.89515381429	8828.15541052577	4898.49819642507	4399.27465117223	5385.46542406709	6442.27154035313	5216.19426736942	5775.93215266238	2780.1901919922	5273.67762028093	5855.78041995197
-M796.617T936	20823.9448519595	73250.1154587449	NA	NA	NA	NA	NA	NA	NA	NA	0	0	367.871881320118	383.722759541746	519.874451138779	2600.95633708078	0	0	0	0	NA	446.638559707679	1391.75940896708	703.568922826474	798.839142234198	668.62248641748	668.909031991618	434.3594242014	1007.18677884626	1463.29433813458
-M797.356T966	44739.5351469466	28166.0225863103	48459.4884388775	491.937634635186	418.379112291171	834.804418126597	0	878.526465096382	488.506757736142	611.885253602264	780.760042467974	0	702.679190066331	417.39160119122	377.415681642047	1521.47283893022	299.245974373599	0	0	752.22942523877	961.389633121885	339.573646726684	593.132140512333	307.589118554253	801.629254550572	778.566267487329	643.784535467957	629.755100577376	313.072298125784	315.632584189733
-M797.359T843	534772.103671358	956346.838166525	934038.316410973	102307.858926878	84236.5188733308	92725.2537522856	68101.3721577194	86730.697351093	92192.704906944	89265.8683949363	92537.072458859	78178.0532731506	85252.4770467602	74022.1988008989	68970.97007433	98166.3139670626	104030.760586961	84935.9482778697	90642.2364728961	68092.3838263329	81507.4390194907	86361.4714690675	82951.4762935598	91580.0544365079	81814.8693164711	94219.6497849186	74190.635131882	82405.4804900923	95508.1479084643	94042.7549348486
-M797.36T908	NA	39084.3785994388	51639.1922826432	0	528.393252128935	0	319.970758475199	217.865217309932	378.99032767897	350.100675284758	0	414.662901971942	0	607.9152315441	1120.6262343771	0	0	0	0	509.650583037691	795.02954474059	NA	0	0	0	1096.14057349328	560.986959576818	101.634160487762	0	141.092021874684
-M797.385T936	514579.712445793	602717.6965569	1227697.99547666	1043.78934095923	618.930496447323	2144.21355335876	2033.86777430626	0	1429.77569271991	587.259515451609	1506.57903352883	1491.72369696133	837.146114312848	1046.80722560281	0	2988.0240751333	1925.6353397197	703.768502741224	546.964658677931	1942.46617564835	1356.56672428559	981.087830044276	1447.8478589851	838.04240963413	1330.75864832904	1902.95582391444	1417.41631642908	1055.01666584614	1240.02620659944	1177.70768204968
-M798.362T843	127277.882128816	206268.14381106	207629.353849486	25683.1200965084	18582.1806803682	22759.60526066	17446.6068717154	21789.3812917134	23306.454374689	19886.5050086538	21700.8115250515	20511.4406644148	22262.5276332094	17975.8555698192	16472.672674746	25501.2871373561	23637.0823038289	20886.3353623063	21849.9455643929	16917.9662334763	20679.1539751469	20356.5219108884	21045.839814391	22839.0440680098	19570.4161149113	23544.672983657	18525.6489637662	20376.2990785252	22453.362499185	22225.8661976858
-M798.388T936	244361.947692149	56899.5047284008	NA	NA	NA	NA	0	0	0	0	479.98805950766	0	0	186.426278087615	0	0	NA	NA	NA	NA	NA	144.483276101564	103.036621862927	199.747519239503	91.6714498752353	142.333348894548	59.2825779714298	167.049618746214	149.830042859783	213.656824292169
-M799.22T911	268.546427172523	6076.78497725427	4959.37541840296	868201.429117553	953880.101192931	1004509.37766148	871033.076160237	1134871.22525498	637229.352783643	1037530.90284215	1312048.04281694	888959.057363047	781270.11193867	890079.430785155	939749.130769905	1240689.48775709	1094362.72038984	887674.615149981	888572.052611065	1152433.49726927	1082579.28245216	1044825.08554612	784766.716723747	1464299.82930346	1100506.15044623	303228.513736464	601761.205648636	1247170.07117116	1588286.14339383	989235.676822352
-M799.22T786	0	911.963886582542	1236.73683601016	193541.12795571	241014.295057319	227189.826649709	238977.389214526	238738.363972773	218465.29248156	232731.13411294	284789.86904695	214488.709339438	190373.312585664	200524.403456292	206745.218741051	312083.713085435	267791.39372809	212890.195384813	209337.885127275	271234.492992381	250922.900450858	246631.819148932	184325.551735077	349841.012005905	277475.965913357	61398.8056088032	119226.897163456	313184.536246564	382327.359568034	236233.214585876
-M799.36T843	22920.5344708708	38777.2770312801	25959.041547321	5881.65679720784	3606.10966829138	4689.61344101738	3456.0974175656	4640.46852131173	5329.01676435464	4907.71505879039	3567.32520379669	4579.37707374111	4487.77480836485	3498.36995177926	3956.808885126	5842.60173973087	4934.70221123449	3828.31954207295	4912.82552055166	3110.27157106277	4623.02109545939	4628.41853501015	4224.9740952708	4405.13745176396	4490.80093490277	4440.02366483387	4563.66302568154	3844.26913385978	4946.08750577555	4824.87892558863
-M800.223T786	0	159.673521002059	251.380508145551	96117.1584842989	117851.634500456	93552.0361204	100175.064282343	122966.708099956	102738.733436264	108181.431333042	139954.760709623	96746.5860224896	81275.9390395029	94130.2414224231	103512.892133094	146823.66633355	127568.16764467	95544.7076929991	95395.2998875429	127743.281576634	119880.506334206	117704.798440403	84820.9775988612	161418.842876497	131578.995951184	28171.5687670096	55744.6398544565	145679.474584598	180650.118384718	116407.820769196
-M800.223T911	74.1354294123788	961.188648791413	538.753164923185	418992.292939299	454881.232043625	476359.841889766	508975.033851522	510961.239305197	455002.676076246	473750.905709128	590237.647680397	438360.552244595	382897.734664067	441125.216628339	450070.813706934	597733.390092594	551461.283018969	451300.665672421	429426.491707218	567900.787547583	520044.550174237	516326.178629147	374770.486807973	726302.085125827	538370.732019747	150598.753456316	298073.269995617	617432.282370559	769889.577717074	486656.771672373
-M800.541T1092	NA	100402.405543029	603817.119078092	445512.84114119	623133.711423236	572685.655930215	0	206603.926786982	274536.153199068	351218.664760457	792208.672619767	NA	246644.28992483	608423.578731332	3153974.04674265	0	721259.708718105	286388.858168378	233755.631671998	450153.907690162	738103.525542927	NA	204372.549498046	34746.5392291922	26361.7382372369	23144.982939915	1112604.04320637	1087102.61471187	291341.212135473	77723.8612566093
-M801.543T1092	NA	48657.7605865772	297348.004454757	194690.222944013	309134.503019075	286304.409052322	1135.45889825028	69331.9677717719	108884.889186055	102459.274851707	NA	NA	116179.84386206	290615.346094119	1391824.55754265	50842.2241774225	293083.850934322	164950.749429377	101631.139953525	223484.757774828	361832.405186896	NA	95291.555062386	17744.6458926573	12514.3555435882	26994.0719115847	525211.321328015	509490.944268339	147651.356800895	39487.9061911849
-M802.007T1014	132.431154197209	1184.82057541372	1557.50453286985	78370.5732540605	61430.4452956819	79656.9468418533	87803.0370236114	83704.4855969464	63843.426769465	65001.5973213219	97690.2922868494	80158.472730587	47765.0376680652	59882.3494281614	59921.0188953346	125850.629517898	116546.683652176	47268.7391911669	56306.9316616694	97519.2780838724	90028.6547165943	86417.418336255	65088.8578085173	102537.319633417	104660.014604387	6752.88497319026	30622.4080146423	112161.519799799	145042.785288974	89573.4039527727
-M802.556T1092	NA	876166.113492645	2360052.19595392	992294.35589487	895808.34632923	942431.391225148	1131872.77391336	2729985.19946406	218778.318637019	216033.008574251	689713.534231764	NA	136516.302745057	66659.8780695766	359246.281550213	4264357.44507012	2280169.68823906	99785.7007781702	215547.4408047	549554.035556415	2896324.62357347	NA	NA	50788.9315513551	12404.3678503652	7035.31165511179	0	172334.175724624	3318674.35758308	1919743.72913955
-M803.559T1091	NA	499153.230431163	918000.86117117	388501.516645471	401283.653802315	360784.26392002	408623.905190386	1135815.34673927	93188.7266107582	89204.1646105354	222915.139435265	NA	67189.5515425376	47744.4618848139	152992.117453863	1495561.3005132	861949.520240973	44004.4738136346	79281.8575246396	169442.233410106	1159030.39831212	NA	NA	31425.2519175367	6504.67599148574	850.53632884337	23192.6538987869	58845.3169138532	978059.097743242	1046159.47089756
-M804.572T1037	9865.1943386754	153400.218107869	1093357.21153663	808654.202328451	1532458.83446016	3404548.46574715	2057188.09445978	3511639.79979112	721438.945731106	1489343.26777462	488636.921756869	3103495.90043154	2814631.14253911	1903222.85068951	2712801.81486042	2256008.59146207	971479.238603177	778486.290431275	2744720.01118601	1868192.97413959	2061908.72920052	22497.2036839017	NA	NA	NA	NA	11260.5983417419	7901.65140528302	28341.3557631406	501226.432783815
-M804.572T1079	27597.1014564706	339815.557438476	2103368.16443901	6276124.39638273	1103323.46509757	2904719.98559786	2210196.83448852	2050184.5462234	6921826.43603041	6315864.69857459	6175928.38316336	945250.301065001	3754696.65395485	6787145.89649036	5156390.97960539	2870512.16161436	2845824.67806337	2411958.92817069	2883111.53946873	9255175.51881675	1743798.22943709	37718.9314555567	NA	NA	NA	NA	27882.863792784	4310.85805172258	2685026.66541301	743007.058079481
-M804.571T998	3137.126275086	60715.8369903743	160268.346950236	474467.725711022	625277.282810426	826227.869826678	1272734.71420106	1394436.2244849	1508156.36805324	1653795.29220557	1508032.35566136	1256927.65629848	3346271.91441925	971945.604853149	928710.035439738	2005490.45181084	689753.312152636	195826.78872589	1257572.56710468	2618858.97385401	2250446.27360379	9188.11432676357	NA	NA	NA	26187.749567288	3042.77544559969	1142.643058509	1034.62071501975	176490.260654313
-M805.03T1046	56.2492922410407	4821.54211324973	1933.75517908283	73850.9122393429	60026.9276326916	71623.3846410952	91272.3471156567	93848.144959332	61722.4853495794	58877.487101892	112163.044891839	73041.7582455534	49309.9741111126	53929.7929672894	64168.8270763762	146328.812584995	122674.294882538	33511.6465986418	44110.6702853035	97113.34648655	110262.169173275	86460.8443575511	62522.9818350077	102847.097124616	112904.168622335	4500.90159196079	28070.3033413338	125490.884622613	149535.692224397	77710.0632398259
-M805.576T1079	16135.2977310802	144541.269803556	1034885.39990748	1438263.31874878	1135909.63351485	1100748.86926612	2937627.15197778	2848882.1863735	890136.773140402	2920752.65444321	3138756.18459441	560916.386636078	1883483.54907119	3704275.04516958	2800206.4702155	1458037.37768824	394989.175140016	1480280.86119575	1658269.73710557	5196499.47118877	993710.558417225	61675.1372481688	NA	NA	NA	NA	93725.4309462723	18299.8740416983	600920.056934246	167273.220468582
-M805.574T1027	2131.31058182817	32940.7452951018	164630.349840508	334783.168905947	352459.904537766	389508.136874434	568173.381709548	468276.944254499	419453.665936958	419841.784859441	661876.514757681	494491.51687618	355313.572893051	592341.463271587	555797.656331138	1071644.46271417	363956.912702587	123528.282183048	280577.582582553	186572.245947146	1469543.0837137	3338.04391176221	80642.9539802436	NA	NA	NA	NA	115055.322922509	12257.9437645323	105439.559192967
-M806.588T1079	80475.2417282035	115787.688564805	1413147.27718065	1814641.39439032	2210534.92403712	1963643.98511482	1619788.26043889	1127917.66354782	1132387.94198739	1833726.12380459	1947682.02127476	2597423.92506469	3949078.00122363	3344523.43412485	1452270.85834248	511713.775289693	1191362.33262551	2436318.40100578	2350709.67362748	2190693.92351385	1711900.50967731	256957.115577855	1075548.02396222	NA	NA	NA	NA	44858.9789548001	140677.402461842	279455.350200697
-M807.591T1079	257541.044714657	NA	634959.301129546	828528.811552393	945500.737110195	2862023.56516667	2266256.23659806	236577.137574774	581400.463422847	2663563.75706357	1153315.13024703	1583018.04138294	NA	5456232.15505897	537357.225110231	134387.867815807	518042.000749044	1102199.19223405	4005312.16880704	1023049.36434368	1266404.74228845	327952.730926558	264148.419537685	NA	NA	NA	NA	NA	145100.18004458	700217.007900082
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-M809.487T1076	88099.3256160485	24279.3840194036	857710.725804418	0	0	NA	NA	NA	NA	NA	0	0	4855.55722716487	2851.63243966536	0	0	0	NA	NA	NA	0	4621.08767243343	4573.87872014346	3790.12348801895	2001.71656016014	2333.94347633166	1900.74200403293	1841.71154784703	2220.17293860392	7503.37198423902
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-M811.35T936	893540.618188246	860558.427618137	526117.446349494	2867.68240380798	1647.0525023732	3094.39076866498	1441.84860933416	2523.01425987194	2801.89518272214	1834.81260056783	2339.58475163641	2299.90565935819	2921.03456320272	1838.05210802388	2589.50426386555	1318.21879663392	2683.73753698953	2481.42837689987	2734.46758867134	2297.21484188838	1696.13422726493	1934.319357104	2167.07013825053	2188.85871175663	3127.62626634738	2404.96573395866	2169.63645133037	2919.60441351148	2491.46587419365	1093.67346601029
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-M818.54T1074	NA	26597.4524742583	108369.912786369	27885.8590457289	23263.0916377561	23943.8219162219	17257.9203799762	41868.7408001097	28845.4301481187	8718.53002791826	22323.6930261309	42112.7386217154	7144.81115525739	6500.0483846132	14829.1581717339	64639.7352332837	70356.816084286	12119.659197136	2622.52947573322	27924.3324019478	42540.247710129	NA	NA	0	0	0	21434.7190721665	13300.1621007837	62962.2991753235	33358.8409008693
-M820.542T1374	12416.8450492248	72428.8223629893	38764.6091363091	55255.6632788483	49034.3903014851	48487.8709932805	71837.1690314662	51273.8080080307	62306.8763335592	66584.5538940191	49717.4385977946	41740.2898531125	77026.7523591634	88645.4630081469	59991.3130301933	28786.8676775985	21479.7235199792	52701.4404406842	82632.4656001953	75534.12598056	33268.9450083099	72980.8039123256	NA	NA	85279.3860800485	23954.7451290778	20102.0022172388	9824.24234269333	45730.4956546213	22097.3073424949
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-M821.18T41	0	135.477384025729	0	40593.2268178498	48069.1708982461	88998.1784781458	57648.9751701944	110543.17653101	86095.9139787634	67156.3132850151	122358.692600244	68434.6633027021	105353.140868678	58841.1522909037	54401.2744167596	113320.592552298	61943.6536818967	111818.724472689	53989.611018695	113453.165777996	98424.4369218034	88932.9864680793	100239.744876373	111095.392564246	41456.9009110188	698.510625873147	7099.45879926259	161852.301648984	138919.790238363	59328.1867748377
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-M828.261T430	0	0	0	178838.782565261	144513.639912544	130277.286379684	248523.375464597	169736.383081058	145818.731507696	160263.722599706	138688.378978828	190626.016097851	125789.81384609	143261.003190356	150338.933179263	233907.395141289	178958.261420548	172870.68021653	129806.907795076	167418.026044255	166999.72474402	176986.204045146	135706.406299297	240165.572164158	166351.494156842	61399.8548726566	67288.3778909995	191460.929938734	315389.79337433	156857.168839191
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-M854.604T1073	429977.082276769	486446.951979171	774101.912297871	13184.533574237	12138.4492407747	16167.943388231	12157.4113408938	15951.3639928299	17313.44658705	12618.4949135137	13425.856870883	14855.1948887523	7803.01043177356	16318.5039730433	20203.5328370039	13982.4544569997	11002.4774424295	11433.3232914864	12455.3112276711	20299.816346309	14826.1544623367	12907.5520163461	13733.9990249646	16150.2045284708	16079.0891595457	16690.4424409892	13549.3437856369	12772.2121594266	11224.747260077	20534.3423249003
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-M855.606T1073	210863.55003377	229189.228565814	317170.813279172	8336.96925159902	7367.21469580205	9555.18966922932	7855.95760546798	9614.21856470198	8590.67796744253	8895.53265810798	7519.15721294498	9413.13262891861	7266.65507376465	8948.19469591721	11249.5316804701	6690.49102886842	9695.78104188396	6781.77047881496	8020.3296847388	8596.0198041692	11176.7627566419	8255.75749073178	8472.1701112769	9101.61354593474	9313.94744936352	9425.05765349854	8531.3020350936	8472.19802771946	7850.14600544397	9872.18715908301
-M856.608T1073	26378.8868304775	392564.290440302	95047.5555147675	1378.724257798	938.536451841572	3988.79848457212	3432.58938355008	3316.19140086266	2124.92410537365	1606.70328735524	1870.69107506372	3125.65030114444	4665.67880330686	2062.88408224125	1532.02525543219	0	3787.46214834229	3520.01801967823	1721.66537844739	5064.73222790754	1224.76208252679	1600.68287774932	2613.02992445953	3290.97208130772	4640.68091449514	3484.69348581063	0	0	0	15887.7378455484
-M859.561T1073	785691.356880191	1111746.22560794	760867.844088086	24584.7716470076	23167.5406696065	23682.0302448072	25952.1255989359	25617.738051511	17657.5033001816	23253.5229428538	23201.3765346873	29892.8612340264	16944.5985211009	24457.0555260989	35837.8957808764	34974.4264804687	23674.6555818189	9462.24134205268	19595.6552726624	22992.9159217252	34368.0377100953	24569.4291796122	21900.1579241571	26237.0651925645	24438.4373778938	29024.7723473653	24093.8792160558	28280.832806649	19078.2377827944	23188.3388413729
-M860.556T1373	4173.8834801337	158727.33724027	75569.1574536355	72337.1209775531	96150.6264068718	72901.7164843586	94771.2987466591	84784.4515402195	93791.9894058831	86710.3567694585	35929.8245345825	88619.8964014374	139690.854617212	120933.63264264	54271.4075702043	49175.5905664757	75116.6408373055	104789.392403442	95883.0128513521	25358.3695358317	77838.9855765656	14762.0398401141	NA	NA	NA	NA	64085.7723201953	18860.6681765242	0	0
-M860.56T1051	953851.118844976	581199.440483804	613488.547563624	111529.829378789	90170.0094172508	126725.758175115	101341.60020285	91739.0971734597	101407.331419889	115280.364317995	127539.483954977	58475.8649104859	114681.838349375	258573.600245995	85334.4988204953	36338.8388089365	29379.2878892946	81786.221744482	139998.985589571	183252.14966144	58439.7183661476	77580.8864998994	55756.9946061919	416979.123588018	284169.480635479	227041.480797125	118921.365941334	4401.97226852071	14100.0228062383	4489.73688304821
-M861.563T1055	290924.287327228	161733.478275735	161561.306972074	65481.2819604614	54807.8188776422	76134.5153936853	63100.3682234944	62130.6632393536	60934.682466886	72456.2916632737	82879.0240349281	35532.6940353733	61509.8886124045	141428.979199407	71090.2417815482	36416.8214785091	29621.9230831546	45313.542830784	69695.5305197598	104780.331284214	40156.8483522591	13960.7498762866	216175.67249204	NA	NA	NA	24338.2014959068	1368.29548020024	0	1256.52082302804
-M861.565T1073	325675.823175427	232113.22385361	190011.209604976	54517.4468050988	47320.5029238225	54160.4410610346	46608.7557855711	52184.6868696545	50287.2519690015	59466.846781968	62618.8841965247	29026.6511312709	97482.7138689003	67967.4779285109	53465.9462303464	30154.9045701834	25179.2643581203	35152.0340255094	54889.3247031318	86907.1556507841	33642.552470043	23156.7270323172	168388.05131349	NA	NA	65637.3251886982	10376.4451146988	3683.39276317547	0	1009.73085239483
-M862.571T1373	1116.78479228721	213225.975527487	172667.469121822	206899.635930242	122331.528461063	45721.430908042	109428.841767365	106491.585167158	112963.200922575	122923.442116026	100946.356509027	105093.468764578	134865.319519075	35142.8567573405	15450.1224962219	122973.305875052	225317.259888614	136424.535756059	92302.4889697895	58175.6589209806	62481.836487126	2821.17603752725	135097.414479559	415070.185788071	NA	NA	NA	285280.266975712	524139.329563467	164547.893154336
-M862.572T1073	138820.745310376	1623655.84092474	107041.987022533	279581.877978996	205953.876230284	125026.161358157	53935.48119619	104453.321365974	112260.820133067	151398.649354834	207788.430747018	153616.765594752	225542.039250387	65472.9033718797	44014.598493388	139422.79550493	289209.775785758	201048.197307246	124070.777052804	123590.79577942	61364.6909581694	38162.4571584419	84735.4572730353	NA	NA	NA	NA	NA	NA	NA
-M863.575T1374	1398.71590021466	151022.882373265	61886.322295262	81938.2673066337	41124.0646899394	32187.246766147	43995.42522126	31057.7231564046	47527.861610851	50202.6624217784	36263.3414005574	45437.0021882544	30185.5596237449	7334.8473263832	1189.2819157893	65037.1453278832	71489.1077097032	68991.5867738755	30955.1362869292	27200.7221856262	22388.5654444504	1657.8333283042	54698.4844171912	71320.2068915996	287427.668549388	705839.088627262	506616.964950757	205468.18365634	448868.330846608	320455.629307098
-M865.307T568	0	0	0	39223.6625930894	48216.1379912359	48044.7108410601	52763.4083268474	50489.8701718934	45347.8902718251	45536.2656681438	49811.3348863231	43238.6363946013	32382.5312913732	44725.697790871	50317.9706488132	52743.960307222	52293.7630741617	45745.1137835524	43339.8962892995	45343.3186857836	45951.7720435297	53247.4945558844	32161.0667554158	58739.3104291044	55160.1309602659	23868.6657791084	35668.7992692221	56354.9226165105	66682.6912058254	43280.6574865842
-M867.324T522	0	0	0	153230.660826293	249401.248028028	443027.571405779	520739.69035989	860126.984932065	948243.026193631	1203873.77110065	745460.552688338	283631.813870381	752250.09042485	335155.586855077	340176.449504439	756773.045062312	362137.549699855	572888.232630792	731707.203079366	688088.472030338	761635.513475188	539131.130244273	869346.757979609	768935.457601045	197379.728219608	3271.46205370672	33988.6883248762	892941.5054107	1018975.06998261	585626.795271142
-M868.327T522	0	0	0	70097.5911430115	114590.644336945	211365.025019708	231451.162389443	375509.438363777	342108.943304554	480151.103589846	270679.470572285	189966.36363744	336905.515348168	151808.442642021	154657.240022277	338940.167219437	163712.293583728	256115.940625946	329014.350222628	307793.340756147	343577.88350123	242364.099615178	389673.436679728	343244.855073914	93304.2017321988	713.348834569708	18591.5463653839	395521.307245202	465249.849769016	259524.038632039
-M869.329T522	0	0	0	23495.3144991541	37445.8284738377	63190.1615725535	74490.3633068191	105082.161122446	107157.4543889	127775.934160814	87323.5720093667	54112.3031715769	101729.343905201	44939.8921533824	49341.9903964124	100382.785449534	51053.995335008	76137.6132372018	99152.2640785129	94476.5205670692	100619.943528605	71994.9184213955	119449.619922468	102694.66118427	28844.6444266118	0	6037.421053183	123028.539626786	137175.381060051	77335.9170162595
-M870.354T1015	1479.4582331131	906.064141966404	0	53865.4871579026	46425.0880230376	40125.0448304478	51808.6720711011	49066.5697197903	46427.3618063546	48052.9477786166	50264.8399725042	45134.4681303653	48678.5941032216	43272.2105999116	49680.4429053925	41758.9931626507	37415.790837784	51217.2730317815	41941.2529357725	49492.4734879312	51120.9907310214	53123.4485442595	55187.0175670628	42071.3571995883	45948.8901753024	28855.8183017748	50534.5020070391	48218.0651266955	40928.4041954456	63120.4468715835
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-M875.539T1073	28242.4748881813	109050.732627784	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	0	0	NA	NA	NA	NA	NA	NA	NA	1799.48149328087	1926.14994860586	1457.20956020788	1635.64993790593	2311.12619250902	1394.47616839216	1070.43128845381	4655.36094131975	0
-M877.384T936	NA	43392.0967137857	33379.7794029534	0	103.651869361289	0	85.290417151189	0	72.0860494638694	81.8426784478305	0	0	0	0	0	NA	NA	NA	NA	0	0	NA	NA	0	0	0	0	0	0	169.569938673737
-M883.547T1375	183293.695444295	17638.2828473556	37918.4553309682	38073.7429937725	34122.0946366147	19806.7147090441	30217.1170622925	41166.1072931196	32848.7052010519	39259.5847582538	37302.8232375861	19148.7506761146	11284.2346342327	9241.13992003903	17753.6250831106	52590.6080899775	49830.7819758069	34273.1451069542	22500.1706230597	23139.1088509504	27292.5612625214	30023.0851993008	11448.0355757999	9827.57726443966	13379.5289000597	16228.8778168085	101739.300933931	105048.316705829	33539.8655020821	16989.0432391984
-M884.554T1374	NA	37662.9606590487	59199.7720598275	91673.3952226695	52694.6054497452	67588.7073013418	116666.718354201	87020.881660483	19180.1682084047	59904.4066004207	84099.5867212553	95870.8532057927	10685.0665357744	19218.1549138385	77595.1425976824	125851.510212443	131312.858141769	32050.2682257624	54380.0308363892	68421.2777210054	64893.4833418006	NA	NA	1053.25554106699	892.993889239537	296.566453602229	839.251701281191	335.062951034108	213887.386037463	116461.871558483
-M885.561T1375	NA	17010.6103727167	50025.4556085515	41521.9933833536	49168.6480344053	44498.0078298952	40666.4372479045	40837.1505083974	30482.9098400987	38708.1628284848	46741.8411560686	52527.2402415944	7116.29155044882	15624.6468689397	51790.2327267112	69628.6060169642	48217.4576449375	18933.5252716399	45805.8083904613	49805.7138733455	42062.4018812627	NA	NA	0	1246.5504181441	422.661283925226	758.321803502923	454.143043071148	129527.584596533	66210.7075195097
-M886.572T1373	1132.472522226	301308.320031421	201427.660410733	220226.411214648	178583.318727233	215620.661053273	231659.849940116	197180.70039136	208964.632905444	244916.079138641	271314.246318946	104062.58833688	395908.584915556	269212.004253487	223587.606241493	105835.972436389	83742.5163570383	172701.160358481	247212.384484562	414086.875206163	82582.1968267561	63469.0682019714	NA	NA	NA	21207.4069384547	6931.42731956966	2831.54936173842	83795.2047213661	34994.0793874742
-M886.575T1007	5897.25729208212	42235.1677003148	181295.956482059	192779.2049272	185158.046419474	190338.744573041	211153.983752053	181851.189753606	184796.002475353	163858.192500495	190150.264838569	220032.441782445	263991.055209403	289032.793296073	269074.34309559	170177.647601706	64982.9723943534	97294.8931129516	125001.823508094	180474.003429648	330940.037175507	3018.71420404499	NA	NA	NA	NA	12666.868439359	1820.47163253595	3359.43152160114	72135.2478525088
-M887.575T1373	0	148516.957032737	103908.847650516	121760.589785402	94614.0789728612	100260.529420423	119293.857861084	100716.835048202	110648.736326467	134241.367877955	146584.641178137	40764.521836745	199921.367278503	156386.036194314	109625.26664288	44202.1252938993	50277.1155137128	65461.747905003	209555.418817093	168357.345078112	29874.1601690181	6137.47891276432	NA	NA	NA	28315.3208384101	6956.86261778728	3742.84132296064	26347.8666162279	9467.06382985057
-M887.578T1017	37056.7483364054	19801.2541484165	71208.8393983168	47732.180643085	56300.8697574699	60037.7683570576	76750.2270886743	112189.050481002	68111.9420698954	66725.5527373853	61315.4738605662	96480.3700786489	89898.5035038691	101535.049019744	156465.010951791	71132.9315024039	13686.2465494142	16965.3335505552	87464.0592058186	164614.056518747	95616.3411547414	4503.91141121352	NA	NA	NA	NA	82453.5027059753	12940.127315638	4972.01120456319	19555.4270173719
-M888.588T1373	1624.72766641297	913771.613096411	226840.398331775	335628.139605732	309399.291624373	269770.961302439	148837.445594159	224186.032611042	265126.775599498	262445.938088792	314178.899059451	239480.801228413	789545.728298188	241099.878423205	117019.096457342	28796.0904229985	339379.648067933	411694.544544494	284310.832532315	298226.463585514	124101.362194911	10217.4573523583	221311.724829602	NA	NA	NA	NA	298890.094653296	27608.1922622678	15344.234828509
-M888.591T1027	55319.0334551091	87351.3982367563	471409.18441953	228650.202610649	166000.794617043	374402.721466791	313636.852835055	55093.9197446019	144692.610453283	165675.306709395	300299.030792489	480606.157727196	487492.002667549	374080.84370392	220861.859760506	79583.3562614093	400777.503752405	233474.975707907	213647.55927625	147695.295079718	559211.178336069	31825.3129060198	302329.687718503	NA	NA	NA	NA	21137.3626886371	10081.2726193917	95140.7159139494
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-M963.583T1071	38187.5204110341	23553.2748430455	26791.3626503451	2263.21426963776	2247.87010245735	1998.9718115104	2433.54770633893	3039.88176352688	2373.56555208813	2222.04186917318	2342.17888146288	2299.35602617103	2204.31830817442	2588.60705515039	2109.31266274603	2087.38237807143	3226.72792648923	1684.05256179622	1542.66858212404	2682.15630080301	3060.04797566944	1719.42281842855	2473.36615219633	3054.94048667785	2654.89218450406	3030.97924341227	1373.54268155866	1736.5016303259	2738.52721999136	2920.24953249326
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-M981.615T1044	161.954104311511	174.810959604572	0	104237.846540147	96791.7107673183	135992.400977026	126997.766598186	169116.15203039	139157.198019645	126340.411168695	153878.695197358	134430.48716574	118791.088162137	134248.367675718	170978.230606924	149092.988954444	149865.489415905	73936.3199306623	123152.296505057	171396.368805255	203843.803115773	145938.692174158	137719.496531349	153725.960209824	170375.388996298	20166.7735246736	80596.4538215804	223944.634362539	203146.701750852	111096.315971318
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-M987.682T1070	23008.1079971369	38349.9288533499	37722.1681339705	4480.80612499045	1956.75187699208	2926.10510177617	3081.52275599256	3974.82142421434	2448.04859411465	2892.06199736297	2974.16290444046	3711.70985549332	2525.02629246061	2644.28051253565	3312.95314699031	4208.1505891738	2524.4337579808	2753.7951962062	3351.44914420175	1860.79190601972	4432.44383856716	2879.70099763759	3100.49576205395	3869.13369005927	3337.79984248707	3554.35367409527	2689.71786079645	2497.93540572683	2720.28312917602	5064.9131140582
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-M997.648T1013	230.376860431313	0	2240.34134444507	229624.146155959	248114.963232713	282675.468902391	298053.359242873	340929.173426477	238244.273511589	238002.431083151	328467.243173457	232344.23703186	193274.448230769	154153.281540694	142700.031934402	455727.983462029	536298.656811729	106383.225244942	183269.586730787	286570.276744912	298246.047739223	310220.929361675	216560.977039914	327066.338755822	333757.957608285	12612.0497943	60485.9815092687	375659.293151746	663928.857173447	210407.560640775
-M998.651T1013	528.317600784207	14520.7350347102	4850.51812046949	110264.381293848	100724.46208109	131078.598663503	135102.886732497	152626.639635981	130228.009594654	126972.285412076	149623.029727159	121636.225117742	102040.262726766	86315.3597201434	78197.8004630646	281863.111716463	177030.576617501	43129.6684872013	103710.244706176	157536.272043626	162567.615273406	147807.831142975	104360.503215387	163334.790104955	175292.799601231	8652.33736517958	35733.4749683389	223623.241169899	238345.879325519	127544.445701577
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-M1002.682T1045	72.6029151301841	1089.51802605697	519.545940366404	37595.337446226	33446.2044212235	44654.9785455691	54358.7735681366	69467.8528117366	54759.7671757811	48148.8195114687	66718.6174146171	49995.8120862041	43460.3015050455	39378.8727053672	39600.0135360803	92889.8307511326	74525.4058053404	25737.9463522371	35909.8792771868	76735.3350177474	77155.9467096141	62998.8643243813	42262.1847240612	68377.7805188547	66453.3073676285	2486.16150258116	19355.0037840618	95310.9861129263	96673.9785056186	49961.8477951509
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-M1019.702T966	NA	55378.1282648393	53453.4847917324	9331.20527318459	8890.07303139389	9175.83492920643	5674.70774406794	8248.43626113721	7814.13991495739	8374.33251936995	7976.45206459079	8278.13887371535	8508.90653017033	7963.84992394047	8435.86534472535	6098.83862194787	9636.71835351185	9239.82723354719	7404.90359424798	7410.16096890036	6848.68202836842	NA	2730.20553816877	1369.96765501101	364.0197855164	12138.9681003515	10514.7024232868	9806.06202552504	7365.20610483073	6878.42140577017
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-M1020.634T1013	174.468285301821	877.473257038122	314.951414095454	176697.27632544	157414.553998516	210007.012025704	201228.429467444	261881.274818498	189136.800615668	189687.203653032	245369.472095175	195059.302059522	175331.182308438	164021.56164339	165687.513593907	276788.425850837	284834.199037391	130231.380021531	183472.462009139	256544.420897523	250726.607568798	223007.246950857	202862.956985292	253312.190802756	264998.523207454	13670.9627342142	65417.9885466533	295443.79633859	405286.247790538	185884.524146369
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-M1262.899T1046	10008.317786774	0	0	25518.4525202612	23919.2692581414	39247.206849036	35831.854670484	48691.7762616316	37887.2709427278	29672.914511012	41511.9924021838	32958.1159951471	41218.1968511363	66675.8193188724	23279.2064865244	43670.6869863937	13616.069079924	21106.5006833254	55805.2424228993	61481.8214578621	24627.170656146	2980.25124130823	NA	NA	NA	30653.3452060709	5779.28756576534	1299.80381078365	1267.88346785676	32301.7413429144
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-M1282.867T1019	9212.49379800002	514.036375032807	335.418748459542	64623.7805915672	61503.7833702463	33605.5637072606	57225.7892229595	50387.3098006254	53221.6906969566	45015.2826325087	54825.7018801405	54105.9269771221	98988.0298905321	51984.0982657945	44095.0194454837	45417.2669731221	41745.66923226	53091.3921257119	41654.0542321415	72534.5893837535	34920.1429661296	90918.4480737493	NA	NA	NA	30617.6483668106	11833.671817795	496.127924518504	1330.03371621292	41044.7539203861
-M1283.878T1012	7512.68112270644	1015.36958285357	383.212274672606	46217.4944988425	72271.9013539745	71222.4860854518	72098.5084933365	54622.5766761021	59968.4184180806	72590.9854446547	75378.4479236646	73065.3867645752	114895.238551847	84011.4191659151	79152.2696989815	35895.3789668234	41300.6486612675	71448.5170950849	93120.4617596857	99811.7615214535	61761.8916075564	4748.26834420578	105131.785649398	NA	NA	NA	NA	22573.3968360007	10793.4430624805	21449.1597077075
-M1283.881T1045	4212.44425256036	0	0	71865.7665023733	59853.8097604401	69925.1617985454	79379.1034972891	93223.6526900034	73595.9034246629	68173.5960241052	80544.0472946563	73909.1944616121	90353.2850223511	81071.0167825947	62024.1883542582	135405.566191337	38385.96762266	42681.7712907406	76368.842269888	89921.5152047845	88890.7282232789	10851.9124733027	NA	NA	NA	10037.0934805606	6115.7662338203	10966.1394613117	7004.30561935822	98297.9423873763
-M1284.884T1049	24038.5046191646	281.527716148044	0	60156.2135783047	62823.0358663602	44425.2260476581	34183.0000633201	61548.5142699401	55432.3161738747	51003.2252025387	92696.2569890431	43311.4138673785	87721.3372873637	74122.7032441819	56175.490056213	41805.5996104298	46897.2462488155	36595.8026698859	84850.3158148667	95946.8828688911	31511.9822762321	0	NA	NA	NA	33120.934359853	19860.7861164459	0	8710.36490591739	59325.2377556534
-M1285.895T1046	5575.73095669148	720.152758402262	0	55724.7661144016	68946.1618592575	78452.1884293114	84881.7428528118	63306.1116489588	64865.9346982861	75650.0128367547	84574.2795083712	77221.7252502706	99988.2594440131	71335.3344304395	87243.8927932356	46030.1339170697	65423.32567893	70164.1022342322	102909.256570153	92335.4136580213	75274.379394193	5003.36418389018	NA	NA	NA	NA	38819.3765804831	1679.43439091463	0	101309.379624371
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-M1288.018T1288	0	46868.0050165691	369355.547859239	170881.696419557	353.040923160694	165248.074292228	285225.453279128	191345.262027007	319342.76619193	126830.125738344	165413.550690781	192172.759849039	401188.331397963	0	212016.419619447	187467.979745863	177921.493193254	183810.988735004	146499.611122856	266687.028076745	288709.354823907	0	0	404067.567463124	227324.478043942	396677.194304188	114495.338819258	151275.131555299	153773.252466906	144572.546479556
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-M1298.796T1045	434.744359374009	38889.683338809	70473.5256046194	2045.02445731236	2764.44767283517	2135.45067020765	1962.76035942117	1730.27395514578	2254.61328655686	2831.03781451319	763.772386624383	3484.19233106723	2820.59553288984	6099.36703867029	2998.34113421417	0	0	0	2600.46403111144	4533.55413368018	1879.74537504346	2144.63859451628	2019.58406040137	2998.7615078149	2290.3411128974	800.049062639638	2510.17156176076	5436.40653038219	1061.12239012505	0
-M1301.926T1047	NA	781.435532037463	0	92348.2964389805	72609.6304721793	52932.6242375919	59706.8940438413	54724.706342765	60379.2070858002	58628.5343406055	76146.7638831782	63843.691869218	59087.3033792402	38958.5038139366	28670.8829176149	43661.9345585294	103633.162506524	106822.952223337	48356.6760116034	57133.3602854626	39540.2515834	NA	NA	67136.4833547375	7865.46542019715	5133.69150375106	0	30487.1182913109	62784.5999388467	153431.709416127
-M1303.942T1046	1600.46801793866	0	0	66108.2497582646	62743.6881664338	86539.4146876872	106912.677410436	117398.669836712	75380.5833650304	67811.1643954973	91137.0028980142	86123.4346984467	80299.9920969913	126894.679258305	61619.1360370911	115424.505725532	75116.5514602007	55012.3547715255	96658.6633299034	116098.716022781	78551.2721185827	0	NA	NA	NA	34743.6712611668	13748.6028759932	0	67812.4213210808	80763.0040524169
-M1304.945T1046	4241.61710773055	0	0	51101.8555022625	42149.3249167966	60321.5723840466	83273.6025835371	92674.0564088194	59208.2336640262	58591.8133885366	81217.5335428719	53123.2518751671	84926.9001897884	82860.405035225	67379.3901465592	80113.7966257335	42792.2322216068	37520.3873883491	76526.7333746946	96558.1621145162	66302.14385623	13310.2665918487	NA	NA	NA	11840.7762733253	8767.08936407752	13458.8438098464	35285.6261401988	44552.6903181039
-M1323.91T1014	3081.31868979532	341.532785312301	0	31652.5853793893	35020.3200697219	34164.2244233099	55479.9740048573	45765.7316004865	44817.2263252714	40222.6681763765	55814.8218599179	45517.598972255	54240.3228897117	59521.6773349991	54405.4713504043	60018.4430416347	35586.619169452	14958.8429008924	30026.5536774832	60818.2876289436	88167.7927223592	24262.8765790886	49128.8814930237	NA	NA	9575.609493535	3233.69002118557	11933.3275407274	7216.60969717081	37956.2138812019
-M1476.862T1011	319.198233836419	0	579.692824402885	67533.9084946153	59663.2100203234	76663.873513862	69207.5416773158	84895.6887903488	74793.8934849113	68802.9266377988	84521.3016620493	77568.6956924027	83529.3328339905	71470.8767515509	64248.7706432969	92084.9021680861	81534.2643267778	54711.7731377672	73492.6465742122	88591.5208817724	97127.8896043749	55208.1989107306	111278.194698394	70510.7735972462	128959.271740627	6896.55376592746	37018.2649386167	124704.129317741	72533.9901756552	82925.2765291845
-M1492.07T1087	NA	247198.42669863	510513.836760332	117866.999045774	100420.52292837	74669.7924826255	101233.125230146	117171.223161176	107744.432864468	109086.76247342	57057.6804452908	100367.286295775	153485.788581428	61291.2915310553	46073.0157265346	118023.42360914	141325.074392577	81977.3530713067	60462.8257462489	45236.3942442829	116817.834388418	NA	NA	9391.42573647276	1778.66436044052	3922.29484941977	863.130368336463	143231.862809663	130204.962115518	72531.5480146073
-M1512.134T1090	49718.9772314956	506597.285906453	563075.947480782	400904.452828196	373164.553419724	321330.94391467	409005.7440034	401024.882949909	661248.470397649	598495.694904933	145736.616022479	322710.947631053	651706.962035633	483556.434299247	266295.040507032	533486.450264684	243902.793694059	379840.136211373	336048.614739884	151165.200868128	728353.040606282	NA	NA	NA	NA	52537.6655058764	0	26409.6435930626	21345.7709673503	410967.659940528
-M1514.094T1077	5666.15057493798	160505.72430289	80512.2142960161	97524.2123233529	153246.856743318	99405.6181111982	125444.200193387	89371.1254405939	120715.349070495	148489.762341938	79556.9628356442	87956.8884234421	293149.694989501	92777.2610433548	30688.9715517927	83007.0862191897	98624.6189167686	189435.194397383	157769.068733855	36805.3075724099	71232.6757803244	16735.3115923932	NA	NA	NA	129422.535481523	71028.9928721707	0	0	0
-M1538.149T1097	34801.1871844467	268844.031063166	505622.610455251	441244.708166652	389144.689924726	352311.850995739	355123.756864473	426792.574677806	368057.973521121	449945.856086374	334707.232654754	304768.979605096	576989.013922636	421115.247285665	296359.165344158	383148.462460512	410332.50576512	355627.337219972	303385.537915208	273260.875877864	370517.085240741	142560.193966524	NA	NA	NA	104105.97427674	55369.4938748967	254094.914193385	157263.391693009	189534.093125447
-M1539.152T1095	36432.0905119388	95513.2385632693	461395.303935752	429780.135990321	361792.95405566	336377.173458702	336328.219357166	391151.05814254	336050.408641157	375950.676979814	251485.085508368	401457.698283172	572528.582293107	417819.332162343	303567.064363783	293229.045763223	362847.469161948	338956.535441832	307996.043081551	276700.30284292	327835.433306057	149957.143518617	NA	NA	NA	53961.5904970178	38407.7066826194	207982.153148672	105549.748801786	172706.530443237
-M1540.164T1094	17515.9256699155	451879.364064651	502200.668884028	654280.266704821	586827.737026218	621664.88674888	412397.242496462	633002.505055901	496655.614399112	683581.096881962	759869.169150225	315179.128954472	1234923.62540474	360147.679045519	72216.0448767452	534186.545676431	575223.078546105	960824.50948109	658357.048926706	451695.982737162	270655.469949229	26111.338889604	255025.281588538	NA	NA	NA	NA	NA	0	0
-M1560.135T1094	NA	125552.432490475	365209.452846686	251784.60944366	214426.451614598	289300.113280923	165966.150664596	258977.499133474	134479.18628043	186570.6318501	299050.982006856	1264913.67822638	121238.474710269	180924.032597283	227412.195679868	363533.138452389	171873.520709581	114128.357074729	133666.37353909	203945.787071377	319359.41564464	NA	NA	7505.15123920865	630.411685327966	2703.60065447419	10178.9697469783	11140.9218892871	534683.292777245	338954.321883591
-M1560.959T1013	488.191429333937	1996.56916277421	0	91007.7331770265	75637.5257865157	103825.626183327	106958.008273466	108520.838142982	84158.0013410896	90310.6016492391	133681.716989417	100159.32142777	72953.5807413813	102804.178578377	98207.0739648786	135415.712678522	127689.394932121	62073.7629756787	77698.8267561055	133307.377883368	133684.670186025	84791.0433736955	146173.553607871	113191.725957914	130334.494468542	1211.72124012959	22858.4517908693	169223.310123576	182688.008247025	101818.524227579
-M1561.138T1094	NA	116588.097974067	369927.963644374	212407.939084986	217303.243578766	278246.432465417	183235.911484829	258477.772256831	127395.915905207	176813.464203852	252711.500584098	433256.99506038	118414.577111563	177423.154083739	205219.273690763	335377.399984314	189654.060488066	108208.552630533	132365.445604519	183293.858806333	318152.363935952	NA	NA	10295.2398991018	1960.67656373317	1144.08245407151	8674.71125916435	8929.31687107061	472503.028380755	349103.488670088
-M1561.961T1013	200.722959986805	1993.94437527276	0	82875.8390219652	66784.8616981105	95035.8583375947	98240.4812271735	102558.430842639	76600.8062896045	80138.8260891829	115096.384240435	93708.9109241963	69155.6833251889	84900.3655037229	88350.1469339173	127081.353284211	114419.595811651	54797.0067115082	73971.8089679193	123368.978192805	114822.347758705	72864.6517912915	136809.56914009	104216.306973782	118642.03113573	382.942434477996	20124.2090854627	153760.726666886	164628.681325312	93173.8560669574
-M1562.15T1095	57559.840205335	185058.22513818	494681.029117436	378530.305398149	331674.97899078	421393.524670562	411611.006103759	501709.539334877	145304.680135123	250675.993968281	440968.58403015	1059334.85623364	231941.56293829	260389.615370022	597894.598930048	683382.022651912	232168.935120207	153138.8136659	182686.386767776	542034.396018681	399210.64213726	NA	NA	NA	111077.304051973	54312.525476927	74409.0139114253	35363.5855650229	567580.610478309	501958.561014727
-M1563.154T1095	5013.12530442365	245126.464251582	319499.612792953	242943.064222525	325304.223099967	389122.608959873	316480.882341229	409651.015165728	90601.0635953352	197852.105676817	331061.811294454	NA	148149.936428043	185156.07210751	568707.997852341	600698.610860161	172637.662540111	119636.610435014	199936.414307753	514714.066107616	260315.255123747	2568.90423571844	40434.3385161063	NA	NA	NA	NA	NA	0	0
-M1564.167T1093	8335.59562716876	140408.071294001	748200.56531564	1128109.02067107	884464.157824476	1415772.20060069	1225859.77730054	1081605.39451603	1107312.3480073	1401450.88143812	1640574.6140387	470717.710791083	1165994.84569714	2232461.90269821	1550133.54237481	528655.15003189	449912.999607964	1117139.08373114	1697727.55165373	1421284.28384562	682735.576877249	17035.9778007301	NA	NA	NA	NA	117508.091026612	21314.8281371685	0	0
-M1565.171T1092	6219.23889402572	64795.5095000358	627797.920626123	806583.435737544	758101.410903496	1162908.90333806	977986.346251321	876701.098093322	1081430.03202912	1122486.55442274	1286965.43469056	414256.555561792	1119139.34520559	1679834.85217879	1403040.79312981	345617.386250435	360688.585794015	923691.25234093	1421953.07354195	1247796.08820403	643549.361487189	6595.23039263943	NA	NA	NA	NA	32717.5604748392	25736.862152513	0	410.216462651311
-M1566.166T1089	6854.60956307264	51600.144419855	67800.9404071644	628699.368843136	678555.970649455	869617.991531381	712055.291075026	520912.023598736	639285.834208758	746662.811332427	1046202.48243589	381660.230645871	799382.629815434	1368362.2255502	980647.435055663	178116.172836284	0	900587.089753249	1219655.76353333	1111197.90201372	104122.533689643	6325.58339758756	NA	NA	NA	NA	46302.8434977097	16440.3076507164	3750.38357543612	0
-M1566.181T1092	8681.28341620585	81760.4613625211	476767.957770918	1064817.36750575	1079205.55762823	1458099.52055323	1144869.93731317	863463.665966254	1235747.16252687	1371990.70745412	1587882.69866547	732576.618358925	1452711.24241654	2215297.97482395	1384931.67780442	212094.588259746	453303.127028743	1606425.88221006	2010310.11932251	1416436.88357603	531049.856990248	12032.9744150441	NA	NA	NA	NA	426077.818350823	33450.8160481518	7569.00822148807	1480.68421386983
-M1567.185T1092	7759.78526648728	85075.4200138174	319292.360035691	708301.655988739	858201.419937967	929843.41462623	880404.045824324	549849.371443276	804886.014192076	862484.165293252	1270010.06087767	474650.023334542	1646845.80459712	1434073.39102856	737604.118322166	88401.856479898	346000.977670178	1147538.13561012	1516573.68325023	894404.935804841	397135.463087212	48454.205315457	9391927.17968118	NA	NA	NA	NA	112531.293402573	9232.71973481476	6747.81041923935
-M1568.195T1091	30016.8690076509	NA	266549.414344359	928306.919553181	552096.301126585	972998.099022095	756937.344392915	862003.306325202	1013505.0116113	940061.607935736	1030487.36142173	634464.921634229	NA	1155996.29452434	272773.687085039	25645.1226916157	361856.559029364	1301590.91076862	1474535.1596857	1103232.11576297	372508.810788395	103541.851317698	327428.260549216	NA	NA	NA	NA	NA	NA	159196.182673167
-M1569.199T1091	68054.4081404632	NA	168193.580428434	612637.86788563	374164.530310025	575023.2349526	468545.902666708	535185.194386531	662700.029166505	570697.270172941	691994.952433222	445928.683775914	NA	3283432.35708249	49070.1141632646	6333.70076586611	445563.036794909	546724.449953814	722418.913341343	890165.814238072	401478.725575547	113643.000909659	299998.376960655	NA	NA	NA	NA	NA	NA	NA
-M1595.494T496	0	0	0	0	0	0	NA	NA	NA	NA	0	0	14673.3471870026	17559.5439102042	23021.8866267716	30347.2211337079	25266.8452504389	26215.4806523418	24908.6203993048	0	46097.8017525899	0	34703.3848925586	52933.0089518394	32192.3745528462	0	0	28934.4764515163	44715.4742353692	24193.3913779241
Binary file batchcorrection/tests/output/graph_output.pdf has changed
Binary file batchcorrection/tests/output/rdata_output.rdata has changed
--- a/batchcorrection/tests/output/variableMetadata.tsv	Thu Mar 02 03:38:08 2017 -0500
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,2823 +0,0 @@
-variableMetadata	mz	mzmin	mzmax	rt	rtmin	rtmax	npeaks	blank	sample	isotopes	adduct	pcgroup	fold	tstat	pvalue
-M81.524T70	81.5235101268043	81.5219105921081	81.5238221865812	70.2978445132475	56.2058121098714	102.839656339658	89	3	26			12	2.97469946927957	-8.82742113937109	0.000518691855136311
-M81.523T36	81.5234951244646	81.5215680588398	81.5237712622929	35.9564798825821	5.9175845315306	48.3248083453773	60	3	26			1	23.4650836377063	-3.61956787639262	0.0684817241411202
-M81.524T124	81.5235401934833	81.521058735293	81.5239068393821	123.509653247624	103.521162299272	145.432719113821	55	2	19			15	1.02619614773344	-0.0644248350237252	0.953083384989653
-M81.605T62	81.6054803561257	81.6038984453999	81.6056507591202	61.7883589098523	35.2115845315306	96.4903861224106	75	3	25		[M+2H]2+ 161.193	424	2.75497400463374	-7.08538370799515	0.00181580628630051
-M81.633T44	81.6332373431105	81.63285540691	81.6334538367526	43.7069491262628	41.4716760861144	46.8164104556404	4	3	1		[M+2H]2+ 161.243	55	1.08372276452218	-0.308808175571569	0.779544973384615
-M82.025T59	82.0247798134743	82.0231091126149	82.0250713549211	59.4984069401054	35.1215560091358	104.202582379972	83	3	26		[M+H-COCH2]+ 123.033	424	1.65642196529623	-2.85505582153433	0.0082099816566803
-M82.523T47	82.5226807265998	82.5217879543643	82.5229953237472	46.8622532873413	44.1285139085929	63.937510957825	7	3	3		[M+2H-C6H10O5]2+ 325.088	55	2.72077213620903	-1.60576480511107	0.248170871495967
-M83.52T53	83.5199395150763	83.5181550649664	83.5200836563593	52.5451707546047	35.2115845315306	101.23101808913	56	3	23			829	2.65504702967607	-1.21259212501135	0.347844313604565
-M84.047T59	84.0469906961629	84.0466890929061	84.0473045282257	58.9569162184907	39.4164209930302	59.7913514678323	33	0	25		[M+H-HCOOH]+ 129.045	423	7.88634255202143	9.21970072776869	9.37748323437404e-10
-M85.531T75	85.5305276020198	85.5297395681327	85.5306701793419	75.3477153538007	75.3230243044018	75.4986201653264	3	3	0			1207	10.1674867994274	-9.11034282057344	0.0110791322846033
-M86.099T81	86.0992159988316	86.0973186179552	86.0994409590654	80.983782655646	73.4028824699218	84.3381483640636	55	0	27		[M+K]+ 47.1363 [M+Na]+ 63.1102 [M+H]+ 85.0921	26	892.459508866784	5.35626368845054	1.31554723692417e-05
-M86.521T43	86.5206902294923	86.5197256024465	86.520845513661	42.8344105609507	41.92780207457	43.4956728362821	29	3	26			245	4.24054749903061	7.22784291388529	7.89431751080372e-08
-M87.047T339	87.0467418597621	87.0458855812651	87.047012416981	339.275125714365	338.557520290367	340.392354562057	30	3	27		[M+2H-H20]2+ 190.091	169	1.02475288385423	-0.516760175983531	0.649096863542963
-M87.047T652	87.0467279041555	87.0460905684537	87.0469392135007	652.494626651351	652.413160225245	654.155090901521	3	3	0			159	1.06009637806536	-3.99184924578069	0.0157389535752861
-M87.058T40	87.0577200920649	87.0575187343923	87.0579626000581	39.6090554732441	39.2037763324719	40.1303318078436	24	0	24			256	201.307352339292	12.9206783223498	7.4273920347423e-13
-M89.063T255	89.0626356817774	89.0606893208442	89.0628193942431	255.094208460793	202.149186455241	287.406979361833	185	3	25			787	1.50398392513057	-0.422171506339641	0.71158160657157
-M89.063T170	89.062663661747	89.0605762102217	89.062859934364	170.245301257757	153.46053554301	187.834167568769	107	3	24	[1][M]+		4	1.30319273255247	0.769988217805889	0.520591590665951
-M89.148T158	89.1480771662982	89.1458711261433	89.1482424133349	158.096550920486	154.510443207588	169.420428105868	5	2	3			24	1.85917373083249	1.07749916103817	0.389013763445907
-M89.51T1385	89.5096684701496	89.5078889574626	89.5098509507172	1385.04314451944	1383.45148070661	1401.33451962073	35	3	27	[2][M]2+	[M+2K]2+ 101.103 [M+Na+K]2+ 117.077	62	1.02771367933156	-0.899441515229112	0.394432791089645
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-M458.27T445	458.270242800571	458.267890100262	458.270956719673	445.264317551574	444.735847711086	445.856041973065	26	0	26		[M+H+NH3]+ 440.236	177	134.267153971748	7.91600987262454	2.14865578662682e-08
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-M461.153T328	461.152515260668	461.147368422947	461.153629984532	328.162845122501	327.486636614504	339.453622925585	27	0	24		[M+Na]+ 438.162	147	Inf	9.34578899686806	8.50817194475439e-10
-M461.166T990	461.166023576148	461.16310116161	461.167237901366	990.298982498257	989.998304168691	1003.55716057797	4	3	0	[200][M]+		1029	27.0322637166461	-5.92963186207818	0.027234480359277
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-M468.211T342	468.210548497452	468.205635670248	468.210571618485	342.439723267566	338.631185875972	347.722713453867	3	3	0		[M+K]+ 429.246	142	13.3003398491696	-6.29691632580752	0.024169961298671
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-M515.307T1017	515.306561203685	515.305180884345	515.308422201267	1017.40769837136	1016.50205119024	1026.19394426426	23	0	19	[242][M+1]+		590	10.7757324386386	10.0298420911698	9.63780166785e-11
-M516.019T1372	516.018709923879	516.014997844343	516.02284992552	1372.3160597886	1370.63456471465	1373.7582356849	14	2	12	[243][M+1]+		85	1.03607915337697	-0.322107778552451	0.771685599225825
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-M516.313T520	516.31328915067	516.308742999339	516.314120786507	519.640518716568	518.909602747321	520.173488531683	30	3	27			1354	1.14027740176772	-3.27229715664537	0.0440608952369264
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-M518.337T994	518.33681710623	518.332484640432	518.338265543694	993.531820629759	973.979533328136	1003.82057138894	56	0	27	[245][M]+		1025	125.166784218665	6.40050168604775	8.81478062986218e-07
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-M519.239T998	519.23940867592	519.235429567499	519.239977064237	998.42693415066	998.131803972788	998.508975681725	3	3	0			1003	76.9688457516687	-14.7409930138881	0.00449363641090628
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--- a/batchcorrection/tests/output/variable_for_simca.tsv	Thu Mar 02 03:38:08 2017 -0500
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,31 +0,0 @@
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-APO19_23	sample	positive	23	B1	APO	4431770.8328099	2138266.45445676	1392299.61221288	193433.061593413	418674.753007925	481105.414418748	125724.597706376	181105.505863458	113772.095070678	5622.69681626983	431292.274082156	477627.569501637	72366.8583793525	36419.6965407353	97346.4985253635	2693324.88858281	22013570.0291038	3660787.11521144	908723.16075474	105373.612322021	48580.3028580311	351209.594429034	1360935.28648188	288698.083524738	79210.4400759423	568662.21195172	107530.51800238	741747.947192088	275654.96792801	42190.5082854004	2201.8729376174	838.117000736077	145116.051035156	4163.47973585538	6234.87442115685	2054385.36285316	293228.978698892	735078.242676228	71704.6099197618	95598.1394956444	185772.532587911	239700.507827273	72121.1761363663	48830.4512428404	40836.2456259246	441544.565573017	231728.569537019	227939.640650361	107378.6704831	36895.8790670482	18221120.2359234	9092958.90640772	7631207.50397959	6659534.98306878	1938520.38085945	7008458.57518052	17358592.276404	8705094.84034814	8887877.64362637	111222.156966643	3831561.33203299	9073780.95842523	1555072.45188554	1288030.03323922	2862282.7063402	96632.3110136671	876767.7937371	512704.744976107	109263.249291322	232880.262598628	1075225.13456238	269812.315397413	55819.6306209713	114877.348366606	144755.184294605	6563.35013026537	13972.8784595143	56273.4581377865	94760.2844066191	64930.468166273	357187.942076676	64292.8219158545	5703.89311287137	243.140290589109	975.208724305562	3795.31754813774	193993.124853501	106246.136070705	99489.325573229	163593.702579455	4250.2451950606	1530.74746768041	9995.56227798087	6902.812862587	379246.893469119	141626.014299623	167628.571378793	42271.6540059667	1265106.95014383	2375.65833779072	18686.6548179031	21740.9227009284	62724.7440316758	172464.490581073	84548.2006098737	298477.415505237	8087.76234579771	35289.7918243493	254064.509257743	936471.991895076	82435.9628907165	206884.067408764	52459.4604200949	595859.559476102	2160.37386632079	56895.3171956092	93123.5942807217	117700.974413737	636478.194420595	88635.8576719714	30829.6882917647	59821.9410336681	318938.945839922	35750.6383699708	834873.458427232	40027.2978931283	1704809.12762537	1215632.6162375	3202.11758412422	63085.5250477251	300565.735093785	77278.3387926738	355406.059794347	247549.793911163	36983.8191548255	55627.890050708	8580.62979090346	516150.998308988	19283.3553793986	4109.81353127088	21145.6780532681	2730204.40252077	36391.5559929051	37974.5167758474	192954.611279152	2065430.0395918	882436.51187535	50351.9688146869	48698.3382465412	1545101.64371804	294403.835903243	96579.8468884217	118311.197341633	115620.615879577	250207.153900514	1221767.58012012	31794.5727006242	111121.254883706	908017.091636655	44897.9023139792	76380.7314657608	6598.69904735181	55444.8842432234	138154.975112091	1163046.77169176	5581700.07774519	260369.433215354	26222.8748887063	80880.2304069808	608877.38385405	1265193.28473603	43623.4020485853	133748.510258663	350233.269389296	69034.5160846264	76834.0422330945	181139.501272522	6567654.0249266	3718489.28239187	2276698.56578485	2309095.38420875	124760.31732867	346132.218216535	74447.2627061755	128744.731806251	142253.406247651	635836.510879558	191033.735468527	100898.688985795	82599.8720136381	570642.705101626	535080.716897774	10572.6060576884	55284.0206364547	138996.81498561	171853.879677547	1931386.04766307	1361.36198514353	71951.6559015333	1498.05725869227	349639.159351997	309713.254074038	307278.572565661	284552.883919622	289573.947296359	73635.4954578071	241799.213284001	6600681.50292879	109884.537139773	304257.759322273	96736.4133539424	35971.4704058265	42539.2620728559	79079.7299567293	14987.9817034584	2651965.76390591	282041.231638546	479630.254839933	744672.148970398	83041.5217800216	145764.221299485	38626.1497388662	34599.0330341653	196864.461445013	42275.2154096891	211288.302156854	8636.72769649565	234073.400593415	21674.533715432	1340563.0726746	157490.212015303	1319072.25753025	113607.049907513	390938.81328054	83916.994895886	55280.7081052174	27166.2177976615	555571.031530126	1186656.48207285	86702.6545051406	88106.6088384871	64854.7254268759	13761426.1407793	3671524.95082843	1041244.28895492	2707206.43170803	2563072.78728315	2890479.95258	4106764.04756156	565380.756966546	196497.541846636	322863.85904212	25837.4568808043	249533.240486549	851452.97038094	138086.334611761	71412.1370474208	86755.5841719541	123650.33429256	76762.880679742	48899.6905411312	112938.532505246	173094.376913081	408392.87285173	504118.752773806	86166.5260498473	249700.122100259	37910.3197165171	54726.7959772193	8893.6931162486	7323541.4066401	1278243.97915472	994633.584971958	1876013.62380179	1014758.30057683	168123.583838101	539795.105254605	71585.1325289959	223488.75615378	95051.4508761971	111514.20100134	87598.9910957931	63021.5062065093	469977.709787635	251742.490281153	580378.350636222	118497.145484927	94356.7102198204	109383.609615411	1909668.28730695	57610.1578746753	115261.972841633	421056.631769932	623249.40982975	614555.6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8137	9357.24309649734	73034.7643821512	678.925955353879	335809.130217261	28636.8193312275	65772.5781370063	10932.398587601	47847.6538241498	124639.220672919	1820.13169892908	44969.6286393509	97677.3070641724	1464.02191116203	1344.48252936513	35779.8206482707	71483.6488404023	34998.0965718799	1043.45915967286	21391.2884501584	90940.1873128231	7512.46612265121	72090.4987069834	146448.18726737	144052.844572489	59078.6196215246	26023.7774162963	14344.1483385549	59977.1692932473	42839.3780900438	20884.9495590293	11991.0319550208	2120.59998184734	1359.34963837131	120167.707136911	58079.2674841771	65087.06532626	227128.687832855	6895.11013198028	88570.1142408973	89117.3831247153	147727.322098595	39171.466963486	260643.909410682	53258.7358657036	73844.1687977365	122722.184539345	54667.1360061583	6273.5331177117	7826.7992295426	85311.4631085382	77798.8285600732	4768.88252498814	40335.169646114	121021.39034126	30295.201736578	46037.4495865739	35997.1919975523	30160.8125684442	521432.420864354	237248.859057976	335285.844395116	60511.9220130016	24909.5874269907	102142.220890478	1255.08734153594	113156.817769511	87943.05716468	199370.078173341	54768.3768935805	48575.367433889	44886.1202475141	193608.403887488	2096559.20358324	10862.1123238615	1018844.64202795	9682.79533574146	3843223.51083626	73482.2647084636	31909.6139137701	325.763255603053	6480.04270486634	6025.41583867327	279755.98185735	19337.1054949161	2732.39521945426	60452.9201264806	64431.9917415043	1142096.52350206	116324.549114004	932995.8267687	403974.024592798	234829.555817038	29321.5798270297	114115.238434695	0	47062.720360408	542399.692532238	512724.803774183	NA	58691.376828929	196948.664915511	NA	38866.903219946	220530.94111107	82040.6749472207	2267.19221645114	3275.44637487812	2163.02545390526	686343.567573409	304173.088303013	919317.079332414	339561.020907167	208490.294167587	1065705.693332	1685595.66451222	1047083.89541974	123839.207340238	589837.490470934	546939.997978083	391150.1946016	1066745.00044055	780.730887669901	290017.906956001	38551.7998179491	134497.109385196	1021310.74776065	569.454521582638	179839.530157915	160577.597219954	1591245.55797992	1205145.09542606	6601.42999807921	116501.834480379	29548.0046533961	70063.4656793787	0	42172.6231246935	30610.7995306081	96506.5181300997	270462.49183603	38060.2161559881	0	88683.6528132375	NA	124215.463623425	314.402944728457	NA	NA	0	51833.1556606337	601690.565289642	1268744.16583861	1589253.96153729	756453.71854821	55202.5127145025	322070.062292367	192582.727717734	1772920.89815962	892094.503758218	2435494.4402672	354193.3979302	721848.328873917	1617010.32381385	615880.025284684	76709.4026210784	1026881.43179275	7709014.17661698	280998.77757425	3379991.12714951	290505.880866257	528335.045121042	8410368.65179184	NA	NA	917.386894670191	255882.70724231	73912.1584769291	100363.258668686	105690.57564804	29503.0011400322	40427.6648718873	130444.594520117	0	775500.310871713	1889.32348709657	1940.69180952617	0	0	13915.5466362831	16547.2954739568	2220.70016066127	6983.33418760808	390.162462729556	361257.787550236	1143.16413551081	0	0	289.694310010048	2424.70691988979	5653.79521033333	NA	491.937634635186	102307.858926878	0	1043.78934095923	25683.1200965084	NA	868201.429117553	193541.12795571	5881.65679720784	96117.1584842989	418992.292939299	445512.84114119	194690.222944013	78370.5732540605	992294.35589487	388501.516645471	808654.202328451	6276124.39638273	474467.725711022	73850.9122393429	1438263.31874878	334783.168905947	1814641.39439032	828528.811552393	22832.2113618149	263240.760653761	45517.9981121603	0	94618.8275614475	56378.0144037067	28149.5724833584	1264616.95394607	2596.64564240558	15652.7021102097	0	2867.68240380798	24180.5159734691	22903.316525805	518102.962982937	7614.42344255844	1100.96754217569	16612.1497457245	20161.3391489116	146675.115404561	575.779911436455	2902.68390947833	37983.6536303254	1747.4437155706	66137.82145308	94956.3638990214	27068.5751146386	41568.6941248812	40040.0186891885	6491.16757984543	20421.7033576053	2359.91394729377	27885.8590457289	55255.6632788483	20893.0164788178	40593.2268178498	64591.1032886814	0	42443.6265296424	227972.535714298	405156.395013415	974.94159461512	178838.782565261	95109.7975162192	45252.1523775636	6392.35007929871	10554.7549734993	30722.1761889714	74173.7176946743	98086.306574585	74112.9263280182	34458.5027485035	90051.2817648292	37370.2065276703	39371.5235610229	30987.6503554891	40182.1446249649	0	NA	58543.0678122335	2020.72347210852	4709.54146281304	13184.533574237	79361.3297094916	578.711743488166	8336.96925159902	1378.724257798	24584.7716470076	72337.1209775531	111529.829378789	65481.2819604614	54517.4468050988	206899.635930242	279581.877978996	81938.2673066337	39223.6625930894	153230.660826293	70097.5911430115	23495.3144991541	53865.4871579026	58056.3679098141	NA	0	38073.7429937725	91673.3952226695	41521.9933833536	220226.411214648	192779.2049272	121760.589785402	47732.180643085	335628.139605732	228650.202610649	3718.34583065211	4500.42597171632	178760.903901061	323496.351435604	146726.328178387	29707.1383961714	6643.05831352138	26769.539309632	15511.6223996795	14534.7587357818	147950.680819677	57273.2139310786	65331.0460513351	40744.052215481	58010.7568566676	17969.6826170791	8771.09669378976	327522.01147227	56029.9692051407	41000.2811282266	57365.4242551573	5224.51347271059	26002.3164278817	14684.7853593613	22259.9114224842	6599.98788970714	33704.6228455006	3654.49878730438	74060.1673112875	851634.473124185	450382.580128723	120467.935137532	209289.447316296	110233.712485774	44440.4597255611	2263.21426963776	289924.826803267	147990.649647851	104237.846540147	3397.42843326957	4480.80612499045	10899.1391244922	6586.05228190278	229624.146155959	110264.381293848	47161.4917933689	71540.5176205812	37595.337446226	36891.8794989773	318968.412992027	9331.20527318459	23674.9505633394	176697.27632544	5475.66243965611	15584.6137581199	157440.435100665	90996.6661377721	47542.5529464968	7915.79486226156	1286624.50976355	733182.096362816	76726.1486462786	653180.438447129	420392.882858622	846796.432304462	515384.76480032	160437.757679349	654665.509851179	394801.575810191	116764.459539475	134243.714199761	78940.0077030898	89922.095872421	503321.595296234	58374.1630853201	125470.553195851	15498.2910671304	54300.7649027146	25518.4525202612	36603.4495141051	53814.2782112813	64623.7805915672	46217.4944988425	71865.7665023733	60156.2135783047	55724.7661144016	38586.942735006	170881.696419557	141322.573650549	2045.02445731236	92348.2964389805	66108.2497582646	51101.8555022625	31652.5853793893	67533.9084946153	117866.999045774	400904.452828196	97524.2123233529	441244.708166652	429780.135990321	654280.266704821	251784.60944366	91007.7331770265	212407.939084986	82875.8390219652	378530.305398149	242943.064222525	1128109.02067107	806583.435737544	628699.368843136	1064817.36750575	708301.655988739	928306.919553181	612637.86788563	0
-APO20_24	sample	positive	24	B1	APO	5733902.84029388	2110041.17504175	3072524.32624919	265892.46610621	510043.172613058	892343.696121507	142567.573295566	241361.834183927	61827.514001442	7847.69282898158	579317.585918091	500134.220241924	69478.4631532215	40634.5499292018	66043.2925220063	2681638.68673198	21924737.1612589	3731057.96041696	897275.395061608	92723.6011901756	45456.3813673324	709201.117026859	399752.050395303	217850.197723799	87052.6893595066	550754.804407675	79632.4485434308	746799.709149619	199729.447849853	49752.1494692334	1381.30033838374	1594.64617217293	210072.618516834	4028.6621979639	14148.9294841144	3053726.87009367	637536.369685188	574646.741496696	76096.5679592437	185455.278096041	198505.903020178	216501.087960269	70520.9259947612	32550.3024593591	45500.0350473322	628879.308647371	209354.589569132	184491.943252962	102693.149845991	23440.3847080115	18785771.7732971	6212148.68023614	6324176.58117261	6890019.01081863	1576658.55924624	3241800.36830062	35490199.9709847	7052573.42091256	7092526.01235422	91546.1289039915	3563295.11848657	6379165.04018052	979730.589121111	1174319.74337485	2864249.22867324	81739.8679419464	276300.177181988	163106.509231479	91686.0007868074	232372.448162172	127481.0758075	294445.701812389	72461.7759721181	66074.3078486414	158331.862150229	8094.69519959472	10432.1361541067	50231.4797722339	119921.946941765	60677.3505484419	207012.037625517	67343.3508006995	4651.35446165584	409.713676261419	1581.92299676391	4473.34509659946	181473.519855825	110271.213783459	88449.2998871176	173359.007880719	3986.24329656827	1812.46270998159	9003.94281518259	7086.2645315972	330891.297820132	142636.680296	127434.938630942	39941.7451919345	886791.058972929	2341.5510651722	21323.5431338626	23764.5569172529	37471.17058679	178882.522387587	101277.710630494	166014.786287628	7962.57833271056	38064.7142884255	214911.313664487	805429.970640694	223994.79094972	280656.362853818	50230.8867988825	308317.953826696	2232.67714955182	60048.8390974487	178291.363944781	115899.738230965	778529.409775159	81575.2295907355	33450.5571556282	75361.4490087351	257346.034163583	46458.4140211422	1078029.03852536	40548.5862698931	1608996.12074913	1068472.73174735	4071.38890965633	58677.0117919467	282234.571286855	67292.1922961136	305579.235091669	237797.052603105	35251.1369797062	65423.0770920896	7849.2170768854	566152.7983868	30446.7284171503	4082.43636903854	23329.3363381617	210111.115249233	36743.5397585176	37336.7967134798	165961.525735418	1061081.86742343	749554.43662368	60746.406706273	34815.5650796475	1444076.45417087	256668.073583315	107180.344664213	86762.346157946	55535.47250378	233100.854438504	1630735.15832317	43636.0567738788	127437.122349017	640427.772519169	33895.0870857974	102242.770857141	3885.94556096236	66908.1078649682	130868.636359491	1168392.41735963	7033192.89089603	333090.312655679	42410.1887886993	92493.3673521786	683222.371006108	812411.546944726	442585.051248222	154178.637630683	457018.585395621	86008.1905162803	48685.8723774578	161701.080502866	10298725.9420171	3838449.39527784	4872615.41263496	979387.993264738	119394.227406902	468576.996346193	71777.1387077097	64065.1906628543	113537.342029528	1178233.00291213	71482.0182801753	141167.132877142	102269.035050072	507766.2001917	771242.720350378	11847.299024586	110571.402077191	212347.907813666	161842.596964382	1857663.20131171	1126.10492632049	68053.0980553471	3285.33366385718	621451.064226655	347078.37168928	526411.316529386	115206.580123162	292309.076272582	76444.2362796836	254565.841481168	5826773.12127731	121974.533364779	248957.421538482	79908.660184004	37697.3358527288	37792.9519794904	68792.7926325821	11492.9149138163	2175955.21801085	324599.810810522	430656.863940104	960710.898537811	61908.100635797	90879.4202305874	29259.2220276427	43332.2029624244	188046.681436047	57726.5801468169	208153.703381621	10969.8919719038	219770.009632064	21278.4732312774	1130870.85044496	67683.4673480682	710579.905134248	115747.501497807	269429.96049325	71170.887851001	29058.10804273	28135.1538123821	324784.715023611	762935.355933498	91679.7886418557	80312.0390498589	71483.4727422115	8810937.27346616	3810032.97454041	2042266.99149769	3134048.72046018	747545.715153104	2791336.91998491	1618000.46265772	411178.873665936	227203.951579946	354871.356985906	22508.6069194221	707671.608502098	113783.226747079	126090.303520679	67210.6111547541	71980.972382266	105627.732840134	308420.951278331	322335.040472749	112410.209257286	129861.58555159	359102.755529544	646478.695183363	111919.451492907	347849.388452727	46261.1966730277	66390.4166253716	7661.14831709383	13666997.1237893	6139487.33674073	657022.985878787	1898056.56219899	837456.29879792	192752.8854522	1887645.57215711	417584.729725568	129029.849679032	115340.455890057	184907.407542541	107360.553770085	465265.251706343	1049654.12438128	280243.445791666	538578.305611915	241034.81467246	101523.24348168	110372.433549992	2348568.56385678	75485.06219788	294914.981582374	242148.752857535	360047.145490706	552679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344053	178583.318727233	185158.046419474	94614.0789728612	56300.8697574699	309399.291624373	166000.794617043	5832.4721513645	6715.1443513454	137458.775186732	352221.495542481	158661.211896329	59923.1372235686	5235.6492676598	23073.7593470778	13032.2402733292	11745.1916367408	125794.027368513	48636.578348601	67262.8353568735	34247.9096812457	37041.7330267728	13499.800915265	6995.83654299374	314872.859408559	57933.7112315283	23308.020037639	28402.2633115139	4090.39203904066	21117.313998862	12728.0394466302	17590.6727656932	10708.079689146	34841.6864292692	4129.94118087003	74604.2535491258	746697.193266868	400086.22741412	102175.395829827	186359.249802422	101523.842318157	52006.2479336349	2247.87010245735	260127.865658747	132880.47154296	96791.7107673183	4649.75208285406	1956.75187699208	10614.562771759	5508.44133224726	248114.963232713	100724.46208109	41068.7860407408	64252.0025944198	33446.2044212235	38499.6455922835	275957.443540659	8890.07303139389	22805.5094814649	157414.553998516	4818.53647090593	15178.3492528935	126591.09486484	82167.7954105413	53168.631044412	6314.58134792328	1031062.62107716	600454.187722644	73726.7481135173	562139.363797741	365678.103200455	710845.159567809	446271.45531783	137684.206663498	525786.272876259	303207.892682504	110571.808896994	103747.179500377	70087.080915756	119918.647183769	550599.036416257	69822.3163316142	96036.800672455	98416.0031321852	48511.1823518933	23919.2692581414	41260.1021055698	53009.269071073	61503.7833702463	72271.9013539745	59853.8097604401	62823.0358663602	68946.1618592575	47838.7826219195	353.040923160694	0	2764.44767283517	72609.6304721793	62743.6881664338	42149.3249167966	35020.3200697219	59663.2100203234	100420.52292837	373164.553419724	153246.856743318	389144.689924726	361792.95405566	586827.737026218	214426.451614598	75637.5257865157	217303.243578766	66784.8616981105	331674.97899078	325304.223099967	884464.157824476	758101.410903496	678555.970649455	1079205.55762823	858201.419937967	552096.301126585	374164.530310025	0
-APO21_25	sample	positive	25	B1	APO	436287.422667732	1627267.17106549	659891.352276382	63481.1925602432	114816.90459718	148407.846020226	19205.2395261474	39684.8756726371	166392.110788954	0	965153.252026274	144482.430404272	76390.6786980821	36224.0491060116	105363.203625373	29677003.7898164	21805240.8638406	3511631.74694974	900649.479129958	101157.058428824	82380.6869556969	839755.669279134	406021.506767814	282477.519702718	42399.7297937578	575032.794791723	70073.2628233685	69973.9459112674	162274.413869262	12366.7078475866	1304.32953020953	1456.62287597315	28825.7228505067	2749.08346389376	1291.51131160732	100637.988636781	150269.953615751	66022.8534491367	12285.5206791626	32535.4482808961	36956.5040366942	348903.010601757	71296.8294122499	79192.2550481289	41591.8426177369	95485.8243567462	206858.525643638	232113.009699016	130818.341679047	52493.4862643198	19046019.3115511	7440139.13682579	5565074.03687282	4227020.39924042	1690134.81545978	3788893.79640672	4075235.23129202	6307188.2638345	8533560.1771618	257601.400937834	3757397.76678444	8537252.69710061	1412234.00965541	1195395.28899864	2905843.50034693	31956.3457082117	744505.733930338	451895.113590266	97283.0723686919	214655.354060585	153527.893958738	271221.537747818	65242.8609466979	68237.1149478266	147020.907123129	518.598697849146	11349.6593619778	17818.6133510689	62576.7196649835	5819.97727441183	267441.852522323	29115.1528111663	4820.94241478317	0	1242.22944415564	3852.91601522538	42113.6222366559	32004.5503751476	27770.2958990484	174978.627847969	5118.07978693865	1741.48541387891	10117.0908486713	7288.06232234184	34798.3127965875	58712.2835907273	320449.395571881	39024.1224931621	2881035.71014033	1490.87915963319	18462.2812116814	20896.0956606989	139572.967382672	191777.198443015	28722.5351638036	206115.074877847	8084.43926913501	46397.0457093952	62027.7024922811	1929488.88733206	59631.8205217692	44871.8983995451	106925.368365397	1202100.78618357	2241.25782785054	128422.819133519	34086.2765274977	249951.692428935	1362028.80187989	71450.627007721	28191.2881459651	123011.451798882	88408.4862973043	52196.2023251167	1889150.43834053	41827.95892325	1781157.64523634	1761122.8658636	4333.3891331349	65891.448451643	309334.569126281	106033.682284625	35771.5341263194	260054.238713721	5947.54677638189	93746.1208396209	7183.68695793746	593258.899991116	30392.7335943645	5050.51976440816	22735.7007935017	1470422.66627236	48917.3433475567	38623.5019380109	168319.65992932	3132237.96345349	1123404.692719	65522.1216432666	48935.0138760956	455798.535076833	45832.7440829753	99170.0504558668	25568.2054432948	172988.11704584	57451.8178192197	2752527.55432334	93970.7335435384	74603.1398663436	898890.8674851	42915.477225542	181999.070775328	19328.8714390867	19601.43915384	182467.518956093	1360921.32080028	11230279.9565299	588807.487106031	66434.2177837442	94544.5059696797	1145440.22785205	1108818.68252839	893255.517283472	175584.53516126	732217.887904219	75428.1889734795	70496.9708533364	809859.173777727	609807.247423873	3091535.62504305	1002275.92844522	1310363.82927624	128993.940234065	495583.713910454	638832.118826973	145605.408797825	118712.286248775	228889.579547944	395664.729101357	22919.1949538151	9945.65465455475	54030.044598158	375122.097527742	13450.5372453234	21081.930182262	26005.8808107185	164730.893422405	2032869.43449692	14638.0225339143	75316.5360793006	1572.01220944659	38232.4846242985	362351.309502635	460622.073662082	396890.283209487	305864.075383012	131666.403336463	276693.525397558	5878680.11464024	127083.278463723	261379.873122185	81991.9573057265	37540.4662074157	38399.0473417209	9173.27056487445	12189.7076383764	3352374.54613106	239701.509025995	417375.029683836	1671433.59509124	80220.086972027	16363.4920020375	33547.5022781599	74833.2393914564	209953.686773191	75220.9063031996	473691.484687939	2252.86220130037	68078.6575367697	20186.0458943712	1449824.21912761	339329.092864356	902828.706728543	194506.255033567	309294.249797621	91882.5599313928	56952.7592124264	29227.0516199935	694227.997998527	155781.939641162	110439.665434024	198322.298775975	78144.4034339205	8901942.18571951	2990938.56647305	2301179.53964122	3556407.39006942	2282701.63199425	2757428.57151024	2184569.09064101	195999.616578347	249903.501775673	371985.860090894	31540.308290293	260338.69880237	707265.734999187	107035.587082804	23249.3733672268	69318.4930121761	140047.387555253	123707.444170798	306182.890463807	115938.998110302	247961.685971808	413211.946841395	276544.592241429	46336.5381220616	369567.721334244	37863.0144764055	58689.0976167939	12217.6485483429	857462.718579174	3978072.9216352	2416492.04173416	2260412.51518963	0	179701.943452502	649614.999335784	123733.873972366	23023.1848611803	10356.3509138645	113113.479210434	52517.2820560419	61066.1262267047	642874.270361645	59677.7976702247	624141.841373028	82427.8059368654	101656.027487906	159740.217190356	274400.40688153	6939.61804291108	236621.053603921	562066.63192972	575752.02612675	670000.668044556	0	1185131.89068072	177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-APO22_26	sample	positive	26	B1	APO	12493294.7801789	1878538.5620985	6625910.19187804	584026.492854329	76350.7236448052	754856.517761335	162742.588622524	216713.70210666	130119.12870578	10855.4005739243	743067.897669594	619005.16354143	80814.0030399706	37765.8760529353	76415.9651504267	668636.324370143	20509497.9502942	3356400.17438891	909180.309083388	88999.6028548372	70800.5413160968	737244.201324266	449693.96450465	267894.690577551	123801.43262885	565040.660296954	662772.554294237	964849.176949219	197105.169313864	53897.3743913426	2268.46958697621	1859.67763826775	329245.703907818	5368.23651610167	22773.2777575401	2459507.02839362	1245393.24289926	525354.889315509	113423.878090133	172707.366999884	213843.631643779	204939.90058133	66606.8274641819	48041.6453250297	40206.0678021641	363559.047423968	257217.810852197	206786.500989235	167981.211537829	61142.6971563457	7614011.61578847	5194380.75735997	13611959.7758435	5954470.59374392	1879387.17799836	3403291.87734673	16672659.9506613	8280329.51428616	8606332.67199363	45800.0557073439	3528769.95175881	8534364.65712357	1350924.69984527	1191999.61448534	2910452.46114233	129746.047403663	1652945.04376718	219783.622388371	77596.32254597	233596.877705389	1444224.77238873	312177.467836986	87413.2367300909	337624.040890205	177673.032593675	9048.81501943935	10510.2070640322	71705.5677749326	317019.932498611	86855.964586949	235407.401969945	82679.4571072115	5022.98901414678	749.379291326102	1708.45105371744	3758.66735728381	213980.071734978	195809.295773014	76458.4622890725	89527.6580677626	5266.06070639073	1581.3055021065	8673.9292171031	7969.89862569707	478027.959737868	229245.945981575	171117.404950558	45748.6859005164	848831.82146357	4929.88748746048	18025.0628073291	20795.4177435767	36469.0197939575	171628.245252655	115707.608869757	1016172.43599284	10959.5212777711	33305.802609244	229363.076660961	1057765.60674613	484956.958509372	418659.574895465	58096.7249115175	619338.439101409	1625.59081215426	72914.8786474236	167432.431231602	194561.495600927	1371714.82746878	76078.1872124189	29718.2427003156	123574.066213336	264336.922341856	41960.4987692551	884017.03159331	37638.6968073183	1612480.5161994	1037667.72108313	2831.279495875	60381.4813394812	289224.514916627	68675.3340263831	442469.526819944	225798.628249657	54767.1387939303	52997.5036466781	7119.45582139298	560295.106510347	19128.4954342441	4922.71025987157	22319.1447306192	8027126.33300631	30746.4926033279	34072.349752689	197362.457928429	1755761.77605772	892415.993117768	47329.4293099832	29341.7199186749	1561121.69661874	338217.177422254	78331.1788420653	75689.147052516	91354.0101202745	195859.060091224	2085357.12438653	66955.1745315686	140682.477981619	662991.338644542	39579.666404322	148471.468820055	15430.1524421147	80379.2708099558	183995.345867292	1007422.5938339	6705878.97295583	319031.076202481	71031.8472216071	144573.25858858	1000937.95214227	817848.765939848	40997.7899760915	108821.186897486	434725.542849816	55995.7034190957	52367.0116268739	434445.92099489	16272482.9182362	3909826.06983444	8816305.36547904	1310310.58526151	185096.747391969	423688.252158326	124486.344626791	144678.637531422	268742.530141789	614149.944875132	306013.117530447	164588.62974659	99321.1266325982	841460.288337121	941415.03206399	12331.9451381392	108764.153212205	205734.434543412	153626.128093968	1868714.85182112	903.343055539693	68949.9985306625	2547.04448638179	240435.005940296	342439.217396183	468343.929036519	98738.5850715384	270209.335646858	59471.550498969	447386.572272546	6927591.41633842	124885.846706883	322092.294281269	103249.91348791	44163.7209582217	42180.4923894362	100442.45943138	10965.1801314647	2542378.82836491	185608.3037645	592537.406147789	335292.25921872	77235.354467712	168796.632748719	40097.403832566	75880.5533066132	188353.766553056	66584.9877116284	317192.280778873	11628.8983578802	232954.766984156	16849.9717519246	1017571.43907403	115593.863703187	4132190.88483969	162020.021274721	309914.805637367	63552.4727111298	42383.0592930715	42835.1907700728	441552.562734188	185925.268316881	73258.3104094423	162112.112182904	67118.4764067011	9324268.94095383	4633583.32219991	1462749.93095038	0	2448326.72036047	2699660.62453862	1089332.7917649	728932.161439785	174139.688759864	424545.902765226	18803.9815999031	1609378.74441012	696982.777805819	139211.918394955	80001.9631968176	68364.5563343851	148149.930323758	188094.461274837	65715.6991822155	112150.104676557	134063.06405376	421972.652550678	638816.155425471	113020.02768363	304028.311599352	56595.4605849109	64483.9271921101	7811.35683059431	18321236.229753	14039406.528488	609516.166416069	2137656.67205574	0	200289.89050315	1355833.3986134	243247.751564352	132955.252079135	118071.48683088	102100.69384921	79848.6942353528	424893.742889635	2074937.35946556	314982.817507697	500449.535925032	570601.803353512	92640.6901248421	109234.540241109	2631919.07536987	89192.8494317086	224627.264392997	453313.527245304	756102.302533612	574377.252133419	575349.560358711	11826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625	195.937837876297	1065392.27678247	25695.2486972289	67872.8930625668	8693.07892266802	52797.1754568436	168848.834481065	2991.58329289708	60277.6961187234	96794.5996986188	356.457543445758	1273.33969411927	35330.2039686646	127876.414294407	31575.3766837762	901.094096576478	16670.3382727397	98412.7869627639	11649.155569491	57677.3136099025	138532.578366203	125240.892511675	95088.4524214712	31559.7858674859	9703.34798362554	52939.9965177624	41170.9437731811	27729.6919161942	9897.98008141402	3889.18188919069	3704.52120654026	159586.554479408	79722.6925190403	85284.4720124066	231654.756568647	1024.93327758363	112997.158012143	72223.8883580066	161911.794380485	46476.0952063724	283217.322260622	62037.7542172721	77482.2489054378	115220.178272036	74414.0769860898	5096.78001466481	6416.32246023752	84054.6043661973	52552.7811637341	6229.23225768627	34445.5282791044	116058.715030666	24813.040322172	53207.3875598654	40037.1496142388	39696.7105736282	813830.434024809	167336.502895199	261548.508875387	59810.6951991244	15465.7258150368	101132.016522796	756.491567263121	174353.404216122	112756.808194489	276776.598975998	71399.6259662084	63746.8699594731	58232.3151520939	288513.999262171	2869667.87387631	106395.579106385	1126615.58087543	21609.1572623479	444143.571046014	124261.303397961	44539.7946726797	916.93700618295	6682.5670594036	6140.83475932548	196711.846767364	22622.0047230887	2549.93870343853	75168.3867439679	34500.7698732985	790693.580732357	101750.613730914	290415.086400405	377223.28429264	998735.316123953	45176.5251190625	148830.807241511	9293.31679074715	59265.858285353	795644.983986694	607647.298768835	NA	63420.8527491659	243792.676374435	NA	77431.7582886547	270337.981567763	90772.6397850574	2070.21011414171	2479.44626643435	0	767970.130718517	360888.482035102	952119.619923458	1328065.58740097	171316.634337226	556195.830704289	1809556.10009965	2683672.15153301	107999.134422215	329322.928534075	400071.184494097	430336.189815362	757738.111794208	0	299148.949641449	37892.0399733342	248478.683752727	1022141.41897924	1123.0265754632	280786.981439084	112453.41019585	3186151.5952856	1465966.39762679	4390.97544602611	202394.884759191	29535.2743510906	101259.826216874	0	233510.171312585	35644.6112485198	94937.5784556882	270801.469076538	32857.7556636519	0	86948.4893227137	NA	120256.718200746	817.105478535849	NA	NA	0	47685.9162590512	647281.018860393	1703010.56857874	1373330.72019004	400673.93655924	74933.8519478503	386998.530761295	253236.90000259	508062.853919369	525988.726133352	1625486.78294563	153108.538714889	278632.011547154	798130.153767719	991363.024827283	171595.714965038	2199726.96775251	10415839.8312826	499508.121280977	5215001.51092991	444896.298066724	795612.664037223	7312330.7880875	NA	NA	595.390160791468	298628.978174647	91800.4171527119	116480.458785047	114245.531354279	34859.5624425618	34374.5387642209	129367.510285743	582.650361670956	540955.598878694	957.849822898408	1438.56019295761	99.2966534079255	0	14253.2986915146	7798.74218607257	0	5226.04424898641	250.056914528771	254291.365367241	1084.9771053072	0	0	299.794120940839	5233.4246965734	12681.9009122029	NA	0	68101.3721577194	319.970758475199	2033.86777430626	17446.6068717154	0	871033.076160237	238977.389214526	3456.0974175656	100175.064282343	508975.033851522	0	1135.45889825028	87803.0370236114	1131872.77391336	408623.905190386	2057188.09445978	2210196.83448852	1272734.71420106	91272.3471156567	2937627.15197778	568173.381709548	1619788.26043889	2266256.23659806	31518.3723522503	285731.222276319	49350.6567795402	NA	112201.997168026	95782.1785916583	29058.4401342388	1572855.32970695	3534.41158256268	13864.7417667728	89.5541733441864	1441.84860933416	38860.788777959	29793.2471048428	644324.250470761	6676.67052614032	1179.45225008204	14927.5827786435	34517.1627741203	186484.540073064	651.984074364637	2059.23668588914	44982.8743954761	842.719722084501	98158.7100934485	156254.503272718	25731.0513705317	60017.2407544108	25967.4530423349	3419.92577729467	17156.8484709695	2115.60764450336	17257.9203799762	71837.1690314662	19525.3140597318	57648.9751701944	40852.5366511703	349.999626639833	51302.009187338	299605.758020676	599555.753313106	665.631226441155	248523.375464597	129629.893245786	66944.8248441302	4803.89205438073	10331.7904324786	36369.777647542	76472.0598542284	86745.6421091884	104917.881342552	46709.9196436494	103115.15296049	46443.923459054	47635.4228943695	34102.8772946008	48877.9327535024	262.947616324904	NA	58909.0553897565	455.170654747407	3411.29263964344	12157.4113408938	76280.0343984747	0	7855.95760546798	3432.58938355008	25952.1255989359	94771.2987466591	101341.60020285	63100.3682234944	46608.7557855711	109428.841767365	53935.48119619	43995.42522126	52763.4083268474	520739.69035989	231451.162389443	74490.3633068191	51808.6720711011	53083.9575833588	NA	85.290417151189	30217.1170622925	116666.718354201	40666.4372479045	231659.849940116	211153.983752053	119293.857861084	76750.2270886743	148837.445594159	313636.852835055	8972.58153191745	6099.92186485677	53569.2771785503	322429.580578879	141077.330154882	57592.8386449614	4562.46227185071	21266.5981405637	12243.4816667717	14649.7776886438	169891.293445286	58890.8789500598	67468.5002229047	37975.5784213822	63257.1988760345	14141.225302209	7894.95225957824	386958.144187243	84102.4210503795	33214.2800243495	55997.5740610732	6334.06363643592	23463.5840625283	13746.2819663423	23195.6575904552	11530.5936010067	45979.4568417943	5957.70350447545	104816.46259357	921107.309720229	504130.043142254	133185.341136355	275666.474509587	143226.502338727	48118.8727926912	2433.54770633893	365058.940109961	155446.347542352	126997.766598186	4278.17281937173	3081.52275599256	9589.28615635535	6118.54901681563	298053.359242873	135102.886732497	40135.928767584	101912.115385927	54358.7735681366	34492.8955212252	370619.094491376	5674.70774406794	18436.1033733924	201228.429467444	3161.38199875443	11683.9315833971	195885.865955228	118788.107183139	88526.5022544278	8747.94920945337	2186076.55005746	1276993.16936071	85135.8433607825	1145403.75075423	741956.078408737	986367.281139194	607156.028565069	180338.522082824	792934.05784462	477448.29572566	136677.582429664	135057.618794464	89090.0078333581	100480.029821853	614794.394144916	66280.9990536699	125741.634102369	63951.9006999139	58914.2660098253	35831.854670484	56415.5153308507	72513.782997574	57225.7892229595	72098.5084933365	79379.1034972891	34183.0000633201	84881.7428528118	59478.9925267684	285225.453279128	54953.7532037909	1962.76035942117	59706.8940438413	106912.677410436	83273.6025835371	55479.9740048573	69207.5416773158	101233.125230146	409005.7440034	125444.200193387	355123.756864473	336328.219357166	412397.242496462	165966.150664596	106958.008273466	183235.911484829	98240.4812271735	411611.006103759	316480.882341229	1225859.77730054	977986.346251321	712055.291075026	1144869.93731317	880404.045824324	756937.344392915	468545.902666708	NA
-APO23_27	sample	positive	27	B1	APO	4283981.5465868	1522729.98705692	6232882.15631415	220717.871444634	391902.171628772	1570044.3063199	135403.789804572	231704.967209536	126490.646476931	7139.78686922742	1000119.6333376	575713.302630934	77646.0156281853	36509.1948128012	86495.0792353111	9335756.58438219	21378771.9792546	3420330.97577593	858566.009970386	107043.8411677	83176.9354237153	143619.426186291	477637.894882946	281459.885713785	115578.203250987	412417.749031544	527031.783691717	823585.855508195	199238.492776023	51746.9740447979	3279.01908701427	166.123184405265	247235.327169498	5197.98358162388	25609.830655331	2086354.14581847	1409172.78345056	1660835.88090016	88185.8932310298	84308.5012346052	187806.181016616	230693.617085887	99671.8643628077	46022.5995674684	40626.8407538035	524419.296222868	197020.630941921	180902.672913219	162042.390433239	51018.2889366736	5215213.12224377	6601327.17467751	7844228.24779287	5936524.57150246	1806243.49772561	3449634.40876227	17309907.1353092	7045584.4593764	8777368.5071649	94151.7677251694	3612140.17113443	8422410.49695498	1439907.60131302	1208104.57420907	2869881.19578128	103649.072720981	2294470.53246828	1285628.72095512	84879.1849136118	227227.253496062	1464308.9958946	283376.705615711	74509.923569683	585834.005710526	157636.076005793	6658.68338624086	10927.8184168436	59288.6292908134	638860.887235798	82976.2363771948	1611263.38041119	99270.5493214922	5219.35158722261	0	1622.14029866294	4235.57605963204	185608.625135439	141381.176676295	69482.0374456287	166178.76761516	3241.69198007623	2114.08797713852	8612.71053996112	5584.39454446174	397470.112940573	220406.410124878	233088.035007113	43845.0003997437	924400.496332449	4340.45495205917	15611.7665063209	18512.1529125942	40964.7010515309	129253.956715041	91953.1126823001	1284966.54537092	13216.1898191192	35291.1998561538	145764.294897685	1104008.71177105	212207.773631241	335813.220079587	67730.4030772619	662399.827351361	2854.95865795951	95640.3051608331	64990.6000079624	251596.94146138	2391057.82186034	99762.2207545557	32716.8625062494	194341.620347486	282764.708273374	56340.8831271956	703141.557105982	37747.2820144197	2252390.54505406	960430.918515565	3354.48300075211	92483.8402438219	396392.920744928	61436.5807865283	369587.141447212	332867.53645422	39876.7540873757	67599.3268720778	7605.79483418942	205540.911433606	13805.0929108154	5035.87290939756	19904.4322787648	8941578.20671099	32245.9307154661	29828.9476567751	195793.630087067	2003296.01155688	957619.423812536	32397.5809134135	48253.980159682	1411371.94410014	320315.178978335	63292.2838869673	78321.995449131	105948.867444463	170298.341706866	2806097.69165287	114631.993563958	121911.399203234	775036.430735411	43953.9752793485	221091.823652296	6305.62347073372	61421.4388847075	112513.267771162	845642.034902352	6572135.63399478	305636.581985923	75420.7645587541	137517.954436824	705923.283328002	646565.582590161	86337.7002843529	77262.1870556798	416070.006329596	66939.4797755471	35578.72425881	476640.190112926	12477475.4861819	2863316.90087332	10052660.8551524	1837671.47570731	49290.7350645125	494343.164964041	139843.044625676	144600.217681316	271886.610978713	442467.790901967	1243395.89345058	147828.506391334	73341.1787247645	678959.139420026	756920.301862831	8924.24578121885	95853.3450165376	154790.976180738	175973.37196769	2564946.15357142	1148.80538118883	105895.844408727	2543.22566869372	621062.064201659	429132.79211967	470147.657867558	131213.13387775	387788.586156916	77198.8889136516	413939.651392727	6633911.51268748	125831.453342769	294765.999824624	98366.0701824148	39794.2556486524	43089.8248534333	92859.5541308543	13110.4582783028	2796538.28639842	327122.434029803	483829.810877907	1033479.43577635	78915.3735757142	142836.614182008	33142.0689480617	120508.809844519	199020.275337092	58425.9538835917	498161.288805549	13650.1429047063	214531.073737416	17459.5514086183	1026535.73800172	162607.175585908	5292316.05522055	114515.320259804	236995.802928283	66062.8227983532	41263.5762916198	48097.5427507383	443881.37875135	1029353.56834807	75381.5435954432	186035.900713464	55492.3175123854	9311910.26318941	4841607.47450863	1409985.88362485	0	1643535.96473657	2700288.75314878	1431817.33482579	605426.99165519	246154.962136575	135179.696946287	20062.0340449114	837195.103403347	732817.590926896	133024.763726193	75767.6380194247	61787.8896364301	96045.7688906193	348782.23721822	298983.355686349	106035.757451593	331244.10813017	456640.988874094	173336.174374019	84831.8563632102	294484.002999371	50509.0200064732	55176.3281360448	7072.36560959491	16204521.4777354	15309818.4220512	2716262.60532243	1581264.16503624	0	250282.111835998	1130615.13962362	317508.85153014	214707.979489684	80819.6650172801	129598.431898735	56924.4613250032	460674.417542671	1760691.78098647	243246.83694426	766032.860921727	358731.462020888	127456.954305555	157619.352241656	2119721.01214121	63609.215192641	201651.653181895	305692.921098873	741138.610942282	552224.23046042	541768.497025087	11985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75.02964658	22123.7888164402	101525.454432286	55165.8196394778	835331.688359672	3135.09675749014	92616.3855991913	246142.378439956	295237.219003166	77797.5612120732	47818.391441296	247957.477096936	1161675.91895654	187250.56070141	55652.6133848252	89511.6668866971	95835.6231393889	794676.024395853	18473.7440179854	339747.386200214	66407.7613283732	450.776536753629	169543.747477864	60758.1910342076	37437.4936857243	54176.9519959572	885432.707616904	295096.866710337	2403277.61025664	1001504.56274237	622478.627645705	1261539.17253835	NA	61658.0052160264	3982590.78197069	116763.666444829	899441.981216054	244623.814748723	1550911.66286629	662378.360152675	466189.466579118	117246.365313973	179075.75688991	544207.504594839	NA	117090.566703543	204946.903224685	127500.668591051	49594.7970625647	67461.1083778964	61530.1819988348	23344.4816043449	547978.956304098	214190.260027718	11415.9659291558	100952.812401918	135396.421750999	8103.80220475444	10133.6793886407	33879.0136458007	517332.961504764	5187.33885590745	46327.2522924736	42832.8164479101	669244.170346087	59240.2161768234	11371.9837189618	122949.926075582	40916.1661059694	640437.534980452	44971.056200917	16981.3520951649	1650.63631350492	1844.75144752122	0	55582.0607935693	195173.416378518	100385.638415125	320776.117531076	35052.1214212557	78462.0372124066	202743.235671597	204603.643051459	3258667.9336797	470554.843552603	85464.9969778053	13303.6991043843	80742.4314193774	31185.7569185421	128259.058806595	41730.7235655432	403255.183565979	72642.1193518411	12015127.534821	52622.1870240584	48788.1697166903	96727.0056065551	69527.7402595553	100515.244214046	1228400.37512875	70407.8479028139	331635.911019629	548652.948722668	9390.39463494211	191905.937791365	179094.449725901	231.659492166434	0	36367.6787889446	19943.7105855951	77326.2988851689	68740.8361833134	376259.364793862	170314.553460474	71923.463226667	4847.79797436801	120269.765752081	43512.2000771958	2174517.58684002	34956.095608933	103482.867494916	7777.69955875381	77689.3291467954	271350.08024645	2783.52853390491	27718.4523481725	5143.15351146396	397990.448435871	27342.1901070789	5162.66160900299	330751.036285053	39876.8362944772	146990.581859754	28070.9593472105	5464.25410740896	5727.49171757137	27036.6911007477	199708.73959409	268602.835999862	1386794.24054847	821356.11290707	168571.010159644	903.86414201727	3135528.4073069	3958899.3348628	8897.57910059225	51805.0616292971	102938.845274309	31565.2487970634	137288.294510396	53741.5312004084	401041.531976216	193701.545428575	223513.12135379	180720.34446846	51737.2152871549	0	125737.512338273	84078.6015864861	45534.4290611542	311735.68346478	154066.422638908	221854.772260775	1965415.95100165	67711.9380301982	259193.163899116	271433.802196274	6950756.72039653	685721.660396153	3471.32099351394	114433.320052757	310818.19540495	122959.112681851	47658.0167948828	571864.141770757	284312.844416475	181621.142862985	87607.2714823677	21470.7260954988	14281.8250415905	734768.433496082	2807031.21915285	3823.56256297663	64531.858474574	204814.339741626	81688.1195654078	158327.46312458	31427.7520205095	74534.0109544572	258141.607542053	67214.2887668705	10624.8724398766	34859.6663064288	1174844.20715464	90411.654494596	31396.6174881942	124961.266375826	94935.7318823099	330209.469780693	149376.339762006	59976.4369575649	593799.90020863	35768.8574794109	19833.5954609678	10714.0790621667	80271.9724262527	14913.5133152767	3195.20833126817	5546.71247316989	55702.0592515361	5370.89677856903	4098.10693435638	377289.829618151	63411.590883268	19547869.9329249	3783.05249618016	2015.06896026037	2930.44967162526	14315.933195796	1051354.89289971	329263.373925373	572216.796773885	363694.341768008	203445.896983694	207663.500885291	155938.286113552	213917.791526575	119468.788955129	2583976.82712524	5694888.89299217	2328234.42742485	3508923.64950978	4591122.4473854	8450212.52528124	445128.813631358	666638.864216274	113522.726843649	277901.850318084	2652473.86984917	178857.206453691	11303.4299399803	46282.4573751548	49712.0810308822	138827.469254952	33904.0306834858	41555.6497388329	149371.788313626	54331.7656860677	155217.185407768	362709.019656972	34940.289194954	316712.83429854	106301.40675495	64809.5673115278	90088.0753159643	57510.4196082557	39588.3548667901	108608.040209425	32698.6487812918	2817.61091833419	232836.762957799	56441.7165145591	271262.693008951	2267596.62361943	183001.053405188	45859.1439493154	666.784220505314	74794.5970408593	40857.8304690315	247361.146747805	12596.8100739681	532020.505899415	575719.198283865	336411.977056922	1964518.02687161	193663.026161079	98260.98946507	173194.814966629	120326.165526465	6614.45439716303	71265.2127830635	9793.5848430262	69649.3555455604	32055.1549026732	254239.730268877	209232.642633351	157151.948744785	70364.9020063967	188384.558703318	144156.882638265	102431.255483324	35808.0866200171	17715.0354149493	1408.35089770336	133244.772930145	201315.827919337	3314.58521721289	2190963.22440804	582642.026378178	89336.0900167998	133634.549524908	310342.323166143	1503252.12185362	48614.3226047687	165290.303527252	343050.204323881	27786.357240201	208805.675057391	99208.267109406	22653.9069711032	151445.329825872	320477.26358759	36452.443301075	490875.494558973	56383.5700148223	338135.827068951	381636.605742829	71094.8092686999	286834.894624785	884261.171271608	57219.0626390474	3819.73481707288	9464.99924802954	130435.308041632	26957.3641462078	347087.187487883	82717.4620878383	214237.386025427	10137.2540907003	65567.1487094461	60849.8619653158	127917.656491581	118564.107093174	12374.3813924086	10053.4117232578	36512.1173000911	615219.96947386	388530.79855762	186845.729247411	536264.878986767	6607.2626918187	73343.6654689191	55676.9458729966	73463.4724915331	21319.8811894536	9257.57685508567	89080.960445991	39183.6999766001	186401.363297849	37816.6996445737	2670390.32792779	584608.166055073	66315.2272490563	69435.041532275	175594.769674778	43631.0436876898	30311.8207967007	200268.258780542	58379.3050504739	398688.480082123	638400.964621737	6379231.91897461	1703163.91775044	336714.060801646	78837.0168879405	62801.0577972911	62711.2360438796	8235.46122883755	85045.2861988932	109718.508258514	55732.5890092343	49431.0094362051	41963.5977351804	30548.6998588375	1368213.01004803	1237823.24613402	126975.238630955	155911.71335716	773471.606575165	254682.428046651	113699.939950251	3776.15478082095	314771.434749741	397761.475627986	98641.7084048681	7965.06265282882	32622.3194548802	174553.963870263	405989.852040925	9184.01101619703	2367810.97953174	83119.7951529937	12345.3813552421	794520.714883679	64158.3835117198	1397935.28929175	109905.925416872	991952.44836783	132323.770242823	1608738.16462668	101647.610800026	389268.831627067	29307.9347216122	82377.7761674883	216301.058075011	422944.99315075	62431.8885834421	48288.3616737789	170044.475049087	419625.643145311	68254.9199057989	309526.079837129	1756216.49434877	244875.920055709	87768.3698012809	82274.3282144453	35561.1363275075	273846.872315329	82276.3115653806	34942.4840712023	5348.19523937271	48058.1575686478	11176.6514437912	121584.125895877	4054.4474413	13981.4670196301	20013.540793721	54637.2269830527	5585.87560517047	20127.6077339713	0	368099.855556265	6476.30299150785	9313904.78385609	44242.2686311865	1194010.73797986	53851.1625967838	201410.267448543	7697.37528965849	71130.9855788004	96560.2743935863	140538.990008724	145700.029029963	4490.5842628257	19680.3037562475	141470.915741744	92221.9339635487	56347.4274461382	150527.311093106	148513.922240716	19039.3264520358	986.781025555277	42172.9202357825	51980.0668797104	14870.1084000579	1730222.31224192	125511.463393762	170887.651356631	55602.0376600513	535725.016722533	9485.98072234097	273908.791751325	41193.4843933178	55186.0781969218	582557.514935546	205104.469748723	622786.00173374	11455.01038554	46994.3987910987	69926.9836981239	109939.122242506	221560.451758367	389425.296380525	19796.2062358455	85651.71906078	101020.750508457	95457.1347223414	54120.621175622	214154.402547625	7950.56146788061	311844.879638757	6264.62228632625	5249.76764720842	60505.6357939481	0	548643.623363203	112553.390131449	138843.526121183	100819.699300352	59155.6683005061	18763.2059837269	3216.72528531566	9962.35462710662	260852.507433901	20481.6830302493	17896.2264660456	18538.962147578	124207.897899977	40571.0884169455	3114.95345466682	94989.0501485797	39676.4750561462	4185.41547299014	110335.468722711	NA	9018.90494321561	0	48450.0937645045	93672.775479102	9025.3104198291	53578.9992712754	107351.107889697	117057.515635515	29760.3893090356	6464.94962858798	312930.384674071	6648.80363678193	156103.979097994	182072.250302287	140493.011264995	314922.528043923	262399.402285604	332503.739361413	NA	337216.258202272	51510.824574317	NA	54040.0672627196	380717.141602236	256629.262917046	216167.997893032	89308.7382020593	149108.235297002	354099.326303637	16242.0827557089	1482610.44861174	32236.2488377623	23427.3531641948	6364.35817154367	408595.955789096	890.234805338498	45575.0411111208	229273.689402552	45103.7220102711	175081.387679337	204401.663474525	9595.87179747165	33861.690043597	17512.278091788	61347.682782273	57208.6304036796	132487.967461412	202104.418382775	344058.058603597	382444.865941448	442309.699535794	4322.88575843013	449331.311552452	846932.588683125	416609.511286779	127303.569854512	461859.781264464	11875.4465234837	98644.9215783522	61125.3466579798	59055.8230616481	48371.9688357123	35256.7630628074	15365.9803568818	259275.188078635	67257.7662725312	40691.7316959623	88653.2442326677	1690756.64409906	59394.0022155045	207744.274774038	53993.4422701088	247079.510052945	558106.360219019	50223.6137830614	202163.119875317	53295.3673329868	189969.749852005	28465.5673388227	36349.9123828363	3413.2393898054	266077.993140374	77136.5843293386	172655.665644922	468159.889937451	0	9045.77891408262	85921.963806805	1248656.66640343	1865067.90651593	395174.840884236	731101.791811223	163971.966905835	17423.1785891482	164856.819184836	1297290.9061829	495621.96461307	309543.25720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9	927.319278348025	41778.2151840612	136462.999621907	51004.6778411754	1824.77367414335	20524.9203556828	103357.17107987	6137.70470083582	64439.2509198261	125913.878028	109830.463678253	84472.009511168	34125.3271006694	11661.7529957537	41480.7065023095	49366.0644108243	31302.0762962989	11544.5735704289	2067.23399100822	3678.7671857041	569809.19705488	43103.6236704678	284746.182622458	223182.347355736	1897.05315440243	137397.633016553	63893.6789116412	138579.081932302	51946.200713253	254900.42987532	60706.3890797739	65806.9846454956	128572.802256931	83324.6442371604	5741.99149298923	5912.6416711536	71880.9220541146	43610.3800387491	4883.42722875925	41453.8122748847	112137.538134957	31645.5372889903	51826.7798711393	35737.3693344141	39700.0857511187	789142.467123682	224613.74543171	425610.381558777	73210.7218919442	22573.826578909	108117.464455406	597.960477070982	170469.671849693	70979.1803360873	163451.109511587	80797.5076022566	65633.3585518752	33740.3214527425	139771.334647115	3029702.27714592	30413.9803623701	1289204.39572639	9231.89921958537	521613.236775335	120800.711241959	44075.3822842547	630.849295968469	7595.93785235291	4470.89033406763	286077.988451607	17476.6274316581	3399.07620231182	103783.47205461	39246.7084223359	354179.367651012	133701.886311114	401235.601265633	299875.946234925	781335.257026179	41881.0985578764	91452.7549454059	21051.1596020133	36128.511657206	811172.285054113	564324.848965431	NA	64452.6895032603	215530.277993448	NA	73411.7935403439	246668.556047762	91597.8563201967	2289.28253528116	2446.20584560047	0	828164.801328805	407805.462264721	996338.916635338	561281.11795124	174026.197437245	637830.542783923	2245039.47596238	672228.046327467	90279.2736235255	353695.320587046	280902.53189682	364269.829818022	3492593.33030986	1045.91501682105	188716.882310029	38844.7796430939	135932.932630275	798113.164098703	0	315499.583055107	178130.817241262	3084417.12465599	2211890.44128163	4143.01092017341	188663.186820317	78144.6684966599	92544.7464811309	299.80167052853	685304.763197056	45882.9486572773	80874.5029403877	210945.810034979	33938.1638812616	0	66199.0561974116	NA	89646.5404250378	513.930659442394	NA	NA	0	34584.0225814252	575708.637912012	1764009.31815554	1333503.90281998	553546.873360125	72461.7718562969	202824.626710179	252663.979074695	2870927.35065854	849960.333400341	4526960.48633266	225184.422572619	375754.382582236	2253847.60797716	907228.640618016	123323.971050305	2319857.68117166	11069736.5156524	253729.9869892	5201365.18921388	427175.896156396	744485.349997477	3642577.28898923	NA	NA	1174.85818498983	257373.134954204	70283.2515713649	104147.481528487	98994.6998314919	26758.1902609533	44760.157325453	119423.170286794	0	670089.564233704	2452.23913313021	2546.01654560982	149.621492604279	1008.38013111463	16274.1701424139	7984.57434654574	0	7860.06288825391	395.801421764149	320081.125303565	312.281457223701	0	0	1119.76668207719	6593.93354480648	5299.94839509062	NA	878.526465096382	86730.697351093	217.865217309932	0	21789.3812917134	0	1134871.22525498	238738.363972773	4640.46852131173	122966.708099956	510961.239305197	206603.926786982	69331.9677717719	83704.4855969464	2729985.19946406	1135815.34673927	3511639.79979112	2050184.5462234	1394436.2244849	93848.144959332	2848882.1863735	468276.944254499	1127917.66354782	236577.137574774	56253.7644883814	237903.807895397	46520.6409974139	NA	97142.8626213024	118744.397299522	29738.2814691833	1742309.59632617	4149.64727640179	14693.0214613362	84.0287165685497	2523.01425987194	37904.3511820187	35583.5839005651	714578.999261047	6771.25702768523	672.830202210627	19218.245951904	13935.4909342945	202458.838862557	764.276487442847	2845.48281227888	46684.015116062	1028.89828742061	84135.2266793894	127968.338650732	29978.6267852722	57869.4959615158	39391.2195186272	4767.95047503491	20682.1058553013	2430.68104834339	41868.7408001097	51273.8080080307	32057.9842282881	110543.17653101	63867.6027445409	148.095588201537	87101.4358719966	214782.946522065	384784.838888066	806.10024195537	169736.383081058	88168.418773185	52302.856740476	3759.92999782835	10529.8768660813	18592.2609373741	79994.1931672835	65109.6672016205	113521.536066099	42179.7004561728	104502.586558546	43452.0954615482	50686.6798723549	38668.1963276919	33638.836129052	0	NA	48947.6679774698	1909.72485790249	4454.56468619139	15951.3639928299	54428.3782163812	653.813830396301	9614.21856470198	3316.19140086266	25617.738051511	84784.4515402195	91739.0971734597	62130.6632393536	52184.6868696545	106491.585167158	104453.321365974	31057.7231564046	50489.8701718934	860126.984932065	375509.438363777	105082.161122446	49066.5697197903	48875.1417086302	NA	0	41166.1072931196	87020.881660483	40837.1505083974	197180.70039136	181851.189753606	100716.835048202	112189.050481002	224186.032611042	55093.9197446019	462.626228538784	4705.27628922593	107255.517932406	249880.60759356	109977.657927619	56977.8647730464	5062.4677587522	28508.656252981	16477.2599815689	9764.15105761482	231676.906606586	56318.4069048801	56869.3920406996	33066.5615192728	46442.8351826935	14469.9550809471	8697.81244085243	326604.848876175	105332.621786645	30685.2533726167	35750.0485014509	5655.60943709952	23421.6228480741	14166.2750799757	24984.006607378	12426.5309101409	49865.749095541	6787.79449490775	163408.977371535	1231960.76731609	654580.183697894	169608.88294829	387067.330744666	185620.92702394	45421.6399231514	3039.88176352688	358699.104150966	184001.561669092	169116.15203039	4644.51282391474	3974.82142421434	10698.6093948717	5838.31724234238	340929.173426477	152626.639635981	60377.584220495	127448.291753439	69467.8528117366	33361.1341306603	511499.88144019	8248.43626113721	24002.938558783	261881.274818498	4840.95014585755	15089.8363261849	259080.448128298	151996.117819559	94981.678083399	4655.64551026025	2163861.79021759	1267393.4410794	74212.1258369687	1108857.86008821	720545.466603114	896683.007939653	561527.855707159	171641.971191502	765331.728333133	444284.532553855	139625.559674149	116774.812566208	75341.1092156567	110066.243835841	611192.900791643	63741.3853608071	116042.726335847	49145.3378224843	76807.2570668835	48691.7762616316	42962.8183648619	79743.2556541001	50387.3098006254	54622.5766761021	93223.6526900034	61548.5142699401	63306.1116489588	41380.4527729299	191345.262027007	130687.896125327	1730.27395514578	54724.706342765	117398.669836712	92674.0564088194	45765.7316004865	84895.6887903488	117171.223161176	401024.882949909	89371.1254405939	426792.574677806	391151.05814254	633002.505055901	258977.499133474	108520.838142982	258477.772256831	102558.430842639	501709.539334877	409651.015165728	1081605.39451603	876701.098093322	520912.023598736	863463.665966254	549849.371443276	862003.306325202	535185.194386531	NA
-APO24_28	sample	positive	28	B1	APO	3871391.85038125	1665272.95009828	4442900.29577116	175037.747840646	368167.122022047	413591.77623561	138491.181418434	204443.923880254	105157.086028061	6180.58112197148	1125244.73905923	483035.479315663	68685.5684265075	37795.5734630093	74960.4105232074	8414336.612145	23314248.0558009	4014689.2974029	961591.524743867	112439.905104753	74469.7759264967	913840.768333091	593844.746713941	281703.261014762	90980.4580733235	656087.941443451	336295.15215424	711395.37718832	204758.702698099	49731.7376699809	2128.28126725049	1317.8655807917	196410.27183334	4536.5309216023	19331.3616409717	1224735.08007973	979154.17956346	380009.522742656	77311.1465466349	87202.0163492686	177230.114630239	233935.609117222	93783.0194972871	49813.6619439138	39921.2394748114	549255.700063821	143333.263255804	181217.523102483	118085.645677287	52402.7322114881	18415126.421249	5563296.57624971	6103033.18824756	5525614.07502785	1816722.12723539	5332358.25917989	18603174.7564116	7413512.81167079	9153507.33907641	75938.1549380809	3416805.66109261	8828963.73792705	1542437.19442694	1357338.34877361	2900901.77228215	90785.227320118	3063363.62155674	388721.256777594	98752.3755489237	229637.709616479	124401.118608837	290097.390519167	56912.899504165	283428.893765613	178723.667911918	6641.57464122242	12364.1952327267	46114.9610734667	962479.927909825	119562.724303906	1048291.87242692	99791.0989923964	3759.95217518463	847.283246926007	1655.14614687349	4330.49005635069	198512.006619509	127355.841824863	87927.1994179031	171658.208058946	3656.23198506307	2190.05457498323	8805.01364435268	6911.33188146494	337263.864448765	151274.866543916	220096.98180933	38649.2881391152	1253906.79562265	3256.6272543574	18106.6310495178	21064.3918112095	52318.1653570795	152853.522521231	95191.9844298296	841816.291526095	9917.44288736394	40605.6314609595	187173.56701197	957423.908562418	179755.904014009	263873.519292357	60081.086949208	514749.434096208	2287.46985879864	90070.3172858056	82927.8085294541	244895.571110039	3786581.66331986	78970.4788568811	34615.4740636855	262202.659292563	270408.340291002	54622.7417165341	718832.633268005	39972.4682180625	2316506.07093905	995102.731936126	2585.36020950048	96646.1691248302	398976.076182997	65544.2087479037	326517.722952757	328120.982186847	37939.6850393713	59529.5506538657	8033.18417936638	349111.668371773	17619.9135325259	3031.2955549501	21664.3480290032	6278554.20963385	33274.3156024953	31309.3375775644	176474.447512624	1898227.61002411	854341.40200203	66741.8993592543	54593.9697719645	1481485.40328024	299078.245629306	73499.6156620639	101201.618123615	104742.343607004	202133.420894659	3141109.89853711	122464.11256137	134830.301149953	700305.960769274	49894.9329822277	221376.726956888	5536.70194330047	69650.3960913748	160422.223829444	1071677.51276909	6421392.40787328	298760.181991105	99480.6133653767	99212.290491086	678751.086865733	732738.339495872	39644.1956918374	144396.555205794	410160.196248195	54526.4666144627	42823.0146017903	463686.309744517	6795047.79497626	2822530.11411778	6938309.02622734	1412215.59165166	189935.322000628	564072.901687398	228071.188351187	122501.934851038	177282.295354009	706277.429118112	56214.3448179035	140892.449264701	67276.3910098832	610364.773854881	740103.974024914	12149.1616150122	90498.1102270657	148592.053946363	211418.289214248	2646422.46880694	859.551740653871	110521.523812943	1549.04656185489	222487.689535455	404414.617202593	496072.007799407	83873.3748921483	395992.207015227	87948.9591773553	312581.382367426	5864127.57675597	113583.860220335	251167.507315774	78867.2782674781	34398.5469462764	36403.072399257	81472.8322917303	12474.2441055293	2376165.47519554	234625.481957308	430162.228654532	1681372.77042641	64735.9414491245	122589.25282131	36013.6479822794	157253.744269062	210773.317129867	62936.7216215355	435719.724308083	10792.5527280975	208495.044813797	18403.265980611	987036.036813706	146676.175059855	3651986.48686159	115897.420959264	224284.129022733	58928.6309394847	40731.6441906614	39308.1799909984	1058473.09008238	1015814.77045451	66732.465889768	158743.372020412	62018.8854429491	4170973.55857088	4127518.20625404	1499204.28926461	0	2648804.44968855	2782735.79607186	1919436.87612772	535102.442580992	213003.354502087	318336.93606412	23698.0822336426	1025381.17277675	648326.079869709	145002.146407572	68627.9067497885	116337.198997054	118816.490646061	346240.426019159	309045.731778331	113713.580159614	202658.088337027	395597.080713803	169615.477997825	84336.8397849469	277982.38701948	48995.5589496805	56328.4241128343	6877.74709527967	15147809.7135328	10307811.2185524	1856394.18264594	348939.83333612	898446.119629773	195241.427090535	897108.024059069	79243.204165323	221320.53895862	79379.366386383	147357.82344924	64714.1671184088	344901.651484967	4751507.59723543	197902.901191725	787894.297522956	319379.897434965	129700.194937888	101755.811912673	2236282.97367689	72995.7262908883	190358.75083349	429799.198953691	486964.183617674	551687.18582614	504252.151530063	1258930.89583012	248240.758573201	244880.028004331	82899.4168101189	106126.42223063	172461.855262476	54522.5354680387	43929.8550727894	132376.538202218	14695.6075539935	806255.095308019	443883.203493949	12036.2457362335	141710.227268393	165681.131145013	142632.351012947	24781549.5324572	NA	278044.570865692	1181966.81268288	275856.093341835	1245389.72416625	122330.256244741	104558.431519904	2480259.01708776	12320.728633874	152417.366604759	195075.821769618	240993.373323819	82229.5971032696	23665.5654726594	16340.6395164945	108809.890392703	273785.951162433	74206.6222933699	43446.9987684807	44657.7258093206	1106244.26439125	86736.3857067392	187499.809703847	0	60453.3151461763	887209.058663076	529751.615763376	1408202.50076535	5272882.65677177	722657.604942757	57301.2541982776	104113.164683606	113817.90196712	92034.8047376671	79247.5418774503	1199846.90400077	172378.473048145	1192745.89563771	407097.012640808	1425503.39648543	55925.8501906506	65931.2463932207	407393.381306853	151470.691739503	50226.7771879294	244515.942649086	308567.062561717	123457.376911825	124069.370558609	11097.7094385041	192051.247773819	96352.8672177259	207734.809452264	732291.0486394	2613659.90102729	982306.380877479	385313.66287385	901528.06343554	469571.804947482	244219.934477818	636787.666337261	7036.96049463648	41838.612118751	7080.82200220387	106058.303122424	33207.9163184704	16506.7684541426	2774961.43710305	110136.449916652	143342.802953075	257746.527305563	8378586.98247427	438989.19822231	150760.668047954	48700.2332433655	313715.30384117	1605313.27512917	221737.137543436	137681.643918883	31513.3057712728	1817629.58080151	874388.361011806	1262907.93121324	838959.985702297	572612.811797977	215903.961849758	634481.48086717	1386062.25153412	7068.07435681085	72301.332585542	8060741.25966404	4549763.98666646	3294252.71147194	4644278.4515729	3529903.48912096	9331918.84254146	57539.271720984	30034.0490877936	130361.938426089	18290682.2447529	1185888.5351886	16149.2962580961	91804.7786370026	0	139178.810205954	106533.479948883	22565.3513178654	383.738640762477	190445.48346117	457319.256917404	524383.420854242	20355.6604471507	320255.049404966	72545.2720006208	53292.1260347241	1911.0187707353	556049.858114363	1603474.04655569	352883.448674353	46598.18314978	60857.4646931739	124345.716688323	244829.428765065	306991.912749485	88969.1569195386	65285.2714090692	13817.6628664564	510547.860516664	180626.676924552	208924.395231198	670192.260956076	2079.99057977763	37095.6975124233	35543.6566055349	272105.881940289	9378.68385025414	3172944.5705288	73065.9424433132	2692051.2469891	70482.7399713127	118024.259511546	3069569.65472236	269888.350168595	269266.086044788	319046.018331015	6018422.16148662	6794979.83744334	449842.624925758	1114312.37072787	500470.780833039	2392646.79504212	52406.573294161	311292.017190296	299545.951241982	578178.188917564	67622.9797805524	32679.3845835998	538529.895797885	654311.258334145	264166.896641255	237231.732098388	198472.439086204	570372.713319889	406024.480014858	613276.158817515	49595.6150638746	22011.7826263256	12184.8633809076	6271.56182160846	1365795.04600691	6695414.41282685	357833.466575175	16724375.4117812	576396.758383358	364560.135258484	640662.642787324	430466.652934924	27933.8820941375	135381.439653444	87166.9899341614	206781.583161783	1104823.02868004	31069.26935433	57943.4489919289	293319.715675409	23579.0173154954	77448.6418981998	0	1141020.45778381	27881.4360078086	1790351.0384724	245497.247987809	1209774.29353902	80382.0039487279	197020.431851023	549873.273072172	47923.737389183	27566.2075211698	246368.527194422	84239.2518809141	302000.723675193	1408.7958242345	10514.9028679585	1204981.59759549	1097715.5611557	1471640.13452188	870595.505879529	3429183.17923015	955736.079824441	530454.797231314	167420.912217806	1587945.06223237	115918.673408816	248490.459420688	8662.21625641511	310.700808425507	116861.89988173	154318.891846033	113480.738952011	67911.7308801407	2829.2228488548	5655.79603525949	388430.387196185	86768.1212980187	381948.113657356	6586.25147933064	834.04192060255	326508.478240251	300502.27262292	206208.056740272	37254.9522492942	250606.092888305	379622.707972493	120769.025020885	0	0	46452.7811643973	23949.2011593723	261571.562269333	84381.0448769146	404.063180092007	1514.86367579894	169632.354948821	10693.0915911261	3659390.28300843	2271023.7732627	555809.506559761	539915.515774455	3455951.09643417	1406918.39861254	19999.6202147624	89045.5791052167	5386.15753256461	94058.4332314242	1041685.17529819	681907.287158766	322557.659735633	333595.551393835	65909.9848584297	52177.1628311205	565531.763749181	73412.9183616821	47802.0555360571	1743916.06269689	14580.7560626342	30989.1250985978	156739.696546377	3747277.80929179	2614613.42774669	291273.084913889	1341243.9163279	44088.1466988065	148782.656247928	593588.015868466	339996.437006901	100721.438995324	341709.349282971	22761.2352829618	154884.530437347	68374.376424493	81702.5692232627	328879.748410268	12095.2110957647	4784.52942710726	168864.361586493	273488.177189831	24861.1012954599	111114.007213074	51119.1765140484	812720.215789184	2701.60157479783	88325.2610562423	288885.833975293	300532.646650826	86504.3887643077	49938.9801477574	245582.283437496	994408.387909437	153249.132273937	39188.7775707695	81102.8629784343	68383.5969277345	488402.606166252	12277.8570925474	754091.295699766	51783.1236707058	356.254681056231	222376.573225326	49170.4498762325	77553.8763173296	57217.219806502	1116299.55239861	351859.630082503	3535645.13358492	1433542.57883885	1021266.56154379	1563833.63512737	NA	56751.6685059522	3850671.81078658	111508.616783577	1374561.02210157	279390.811234217	1695411.78653901	727789.41541848	462360.48721422	107256.17146223	203961.114001176	513990.195144785	NA	130551.706972191	202256.171928024	114400.506836893	62628.33603572	68493.0092913594	75961.5636757418	24978.8087549056	532220.119975846	172421.960755051	11034.4910641036	77397.4427084829	110767.92314297	6679.66138701767	9347.73036236074	51785.6271418695	255218.848079289	4949.49335315958	46824.1612721992	35978.3435479085	608455.725958138	70516.4537354781	10379.7777713339	109139.112008355	63578.0182108417	634208.722350596	42933.2322144053	15051.4861532347	1678.26005116887	2432.47575934054	0	56170.999157851	204619.764731862	97659.6879580123	256273.071190747	25047.6694760016	81622.7719850069	206055.725190551	349776.804881038	3239040.16491428	665496.101064411	64167.7097130877	14537.3657949571	80108.6421975234	32273.7438581327	109585.941307095	67084.5631342573	410364.798072082	58912.5725223286	7586641.43109206	165795.754697005	45449.3693949665	99267.8024957616	72833.5329951982	82613.0549054454	774194.039390659	61803.4346129059	430770.311719378	396900.721842154	7610.7059684711	99413.6021591108	84979.2542959905	1618.8639794171	0	52975.7836264247	17564.401653536	76889.8605538333	58432.637589499	510852.503091656	165564.768268254	85956.1125693955	3366.74479333003	125019.311260018	45536.1699926812	3161103.18991988	26811.2133494648	120381.234253822	7633.72507154851	111247.614810531	386822.99465434	2776.84133524342	25665.5050923781	5632.80826075951	405736.066893805	34513.5137349809	6012.81401001286	324052.644654712	38295.8691532729	138689.739817552	28269.2016740197	5902.74387457883	5347.99769110507	28138.3672568231	212114.854418825	220800.976163959	1593356.18446852	917102.095604737	72078.8389818465	423.710189987868	2520856.87979507	2104158.52019868	8929.09256271247	58797.6494447163	95299.9100417879	28379.1058149124	199156.142845447	48824.6245669863	222853.386296597	189903.090546932	214256.976441197	180141.173193027	52355.1860400356	0	122727.419560271	69433.98412221	43357.6921508833	299453.598383102	101646.07718884	236784.16190418	1895644.38805083	67255.0354996259	163987.767657325	163742.710677451	7617197.79317676	1080281.35878241	2941.83809276309	98340.074954911	304389.417415767	140102.802215078	33852.6262834711	583940.145107541	211350.773258996	94935.0078788292	84821.0459158725	16311.2499575872	14034.2744729467	894198.937872016	2620411.81759503	3172.18894739988	64294.081997716	218423.635072149	79602.3893923677	195445.129124175	37811.8146990463	79426.9480073036	307310.410005298	75749.9817128567	9647.86013982859	33862.8868953522	1164530.85851989	73370.6987617948	33686.7667175641	94590.9660237081	100808.980375046	348196.740957654	142207.178543607	59078.9553923347	859808.099191568	39739.8378176776	19031.6286942314	8697.99116781345	83948.7213555533	15392.914613046	2903.26696612304	4208.66375920152	52180.9071795296	4262.17368106153	4638.66019929259	372607.404024998	82814.4126188858	24030275.1202479	3743.29318819174	2255.11008265092	3372.46474003376	16045.0353947255	1331978.08464017	253527.963914761	741875.86615408	478294.1510229	283467.029308244	275549.420844658	181347.35326337	147275.234536503	178214.096220962	1935782.04270321	6375806.20983818	2542173.60701214	3708072.50388134	4659551.42129243	8656867.48570896	465730.26256397	695941.062512117	99035.4488480507	318695.758219471	3335242.5623263	193511.309588268	11130.2562190637	47182.564658027	48514.8156802595	138782.635196444	38011.2819027637	38751.6996984639	197464.256837326	61153.6519548123	196099.348432877	397687.163434437	37603.6047516431	404663.807040591	113895.863502796	68100.919037226	69700.2664670665	53754.4947803654	39103.1031728892	116215.278792813	30516.0196454485	2423.80458478467	229752.896920541	46748.8349005674	270422.355425848	1884614.96421433	205103.339557513	46724.8737818656	229.805779255836	73951.5607668386	42093.6900106495	225836.332268084	11420.3705525684	611540.011013728	571287.540871209	332659.216839312	3472744.76578819	211273.382348644	98381.0397225004	130742.368443036	210464.518426824	7252.06951374212	80414.7490817914	8357.04014471485	66064.9743733091	33597.3483425197	307748.721930934	266896.29649016	134451.756057046	57390.9056135523	185201.676858605	39287.9731441015	122619.070675341	31961.9508412607	16080.9927422876	1170.43295351263	159845.220502971	255283.191726229	3234.33688488399	2286537.3761942	125300.1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45847.8378750837	33626.1756010674	325591.994439014	8273.09497815044	1872255.14736126	240635.238875853	39395.3189099071	91785.1323500504	29585.9496143513	24028.6803114828	66522.0195579932	63803.3799696984	3515.66975704933	58472.5654280711	28923.1644866988	3868.29035337718	5651.42173410129	52445.8328327249	303844.166662655	15800.5354843814	22410.7712143463	28206.262600009	5283.88184807409	11165.2627307124	4429.9439614972	15290.1260427747	22684.8676959722	39980.94120972	86352.631299249	35378.4553380785	3504.24852723037	1848.57130028572	75778.266040489	553015.920293733	402863.389837013	56649.3592363108	5087.30555123535	22617.1016170625	5515.4902034691	4217.52791434853	792.840072563622	18888.1336066518	7700.30500987328	67574.4993385816	6102.20800006092	3452.81086795241	16186.0282371462	92017.236781997	6515272.22082054	2931.12038197936	220669.107348413	70037.8409115903	47712.6200347735	NA	1318141.40003758	38091.9027602289	33324.5212657749	39967.5610073288	727578.577139658	256876.712960386	655452.719011819	12147.1961769959	112735.244957471	7787.95461521462	170937.523271515	146245.33767718	83706.5189091876	6566.3103485625	50779.0430876154	35092.8803188304	24504.5773608491	70875.8975003923	9767.62002288145	123723.802185662	11742.3420980728	2799.01838310657	7673.76823966043	7054.43242902573	420878.000974163	7901.56843158579	5974.66776800577	82870.4100802825	359685.96307929	174503.674952748	34848.9220147007	4871361.26509778	631965.867972552	231690.778375683	0	35280.2064956737	133975.5906531	162426.814581339	121142.83968659	47620.2825039103	30674.0007255016	12374.3559797178	974429.98014925	67822.437073956	146006.506769329	2163.18319924842	1957.02596356245	44305.1566549055	31896.8381462837	1157373.67918159	13668.9514864428	58200.4697864091	6583.41411462146	28840.1232548906	29635.3264765571	31616.3410515638	96479.5576801666	7049.5883701273	7586.89059271746	186941.689726872	33989.7010153393	326162.853225277	501327.874796272	34248.2812695006	10011.5709707294	17086.8073511603	6012.49024485379	17207.4390305331	8478.35338837964	5236.12652970706	16767.5603836399	92905.6094705528	3008.82004899788	239024.481983483	3151.00718896214	2442.74744050119	59167.4360897623	57228.9949067589	186801.517339263	1160.31473148654	6370.3435233756	9085.51373075907	4618.5706780235	61916.0181754605	2669.8400494076	22019.2904068585	30878.9870484586	90322.6791658702	3863.7121934872	17021.2728450482	2732.18579145948	5365.20886237085	216435.781964296	5010.38203227004	216.057110968627	5287.47690405252	15044.5833637758	463867.174579132	426787.670393191	2082073.57743023	592793.269871228	1716918.63662278	921849.744951478	225679.030243081	8585.83889755135	55680.8441241277	8549.72153719271	59226.7042122318	236919.074474752	179630.309256112	48461.7023285333	169296.607286951	89078.0240867734	2366774.41959468	7328.19541776874	145953.400612097	48598.2153365332	1013331.24295342	33021.9564088781	136781.32706538	54199.7045257183	8026.5362123655	172339.472678776	566227.188738753	134743.055310068	4093.02885315918	22944.5347867509	4468.52162365779	4074.71239059391	7397.30477094917	5637.86044614037	113044.291754917	485.525801177557	124301.493589312	7501.54477361608	30226.9063533318	109573.099643753	1174.67488748552	172270.62701102	5538.76300821252	12018.5623666326	24127.0792915817	260732.517410328	336976.97911475	43078.8297385939	5020.02359578218	46916.6490895016	3836.22526502757	643506.024858909	2252.46283713558	55413.7219140259	4525.92191090082	59091.0378251714	222332.533588994	23587.7883772837	333331.807360706	886820.378030739	24746.1931947317	19385.8118973508	3080.02137142084	32999.0516548019	76242.7791005795	59003.9617131718	129724.242381364	256089.261572295	2734.59498198748	9468.55598044813	12270.7254393432	81336.4842968273	251998.889835038	2761.15149476349	1313.09013971569	40981.1835845518	4078.68151173036	54672.4979452235	42560.8330293112	91180.5248219902	71513.9210224173	146620.261909105	119718.16489219	125970.100509086	685554.108188955	22680.5188949456	139836.422428096	189047.328762573	64939.0258705032	5959.55637912952	126584.968132583	28368.4124639436	5611.99105671135	20349.6977037039	2039203.11922427	59832.3706346582	162567.230301635	144911.569210439	5056.75664586238	49723.5293915333	16057.9621812456	5937.05208603585	468575.823671849	4630.84963722688	15531.1626698509	79068.3810228035	427140.643570599	95961.0873350295	8583.45113164425	90158.1213370688	1502.1600028644	1109200.90793436	9869.08530757897	47058.5206080588	250989.25343567	91891.4485299091	177041.959700265	118124.423768729	55776.1932619317	251501.205642876	309764.746293902	49377.61031794	126053.152841516	23094.8763741686	5832.37307277569	11328.394070672	72898.7554855927	136559.46412249	79711.6890702175	8777.56704983756	1923.39369068926	245530.596520032	276902.216522715	53065.4420452063	11636.3345175074	444658.169828539	82354.9126062572	124703.665761334	NA	78549.2567365039	875623.354418622	18373.1179183543	9249.74594178213	337381.448688329	70723.5314937243	66927.922100485	122997.347374852	1446.75040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65	40262.3377411512	959.714363822483	19785.2243323763	66867.7166962469	6346.06292605251	69436.3456973058	131245.928737283	111801.007625514	86143.3200264822	34883.1689584824	6875.35177246067	43389.6558991149	42466.7131634278	35030.2517449821	12843.2540814827	1933.63933813344	3044.80158414612	748622.539353525	35299.7588491103	365781.816809519	192354.375427	2283.11811474308	130332.722825815	54047.4301762241	144089.885784142	49371.8856275884	215505.787327002	61019.1564118328	70431.5848431304	119766.863506375	79014.1202286773	5546.38235485907	7470.43332830043	89787.2428903842	55361.4037735755	4882.03519105761	40862.8652640748	153589.960119878	29465.5513357532	51295.1533762776	36108.1436927752	40815.8691825694	801779.716737956	254379.309508582	423339.427967581	59606.8725964861	25450.1480780467	103835.042324428	1353.00988135868	169243.829204256	66614.6200728116	64139.80810368	85983.0311012854	64467.9181195168	27213.620100174	12345.6622786252	4425112.87678634	23498.0077669619	1656349.26850787	9167.1402523107	358328.637385667	129952.154588238	44138.5180287971	1348.79703800414	7147.98090706156	5920.73999206317	343004.775595211	17150.9167843937	2606.21745739196	104569.662821522	31252.0063534046	342433.38093111	92161.7585018723	444909.580720832	345954.50439629	712303.355893091	30091.30529679	128408.332670558	0	57609.3279416797	602999.935023396	615965.089259799	NA	68497.3883604345	236595.721015771	NA	62200.001097542	259712.2736514	104982.351708706	2033.75934118894	2983.00939894205	2825.86424758877	732497.993633668	575200.104745374	3480094.25655106	639532.345087448	235927.691050991	403815.390979366	525912.117220341	516208.506850505	92738.1941899076	225487.357238122	675610.583134233	342201.045288641	525900.861901975	0	288352.038397641	30779.1307954571	86334.6561651622	727577.632833949	544.276650423093	210218.275439816	156197.495453442	1652610.42435596	1459468.43415707	3275.94085782545	171048.341663575	33533.7694285734	79787.3337178108	0	1724028.2653838	33738.3489658982	82298.5026479581	296556.694091006	36225.093409273	0	95694.9645471721	NA	90247.6549344003	0	NA	NA	74688.9552886296	41779.379150227	617005.226387253	751226.097094648	1376886.67413993	600084.422855108	89000.8098848205	206690.406002437	286186.839898564	614227.105565234	852552.909395767	735122.94411526	410330.052630638	523133.165643863	664977.351705407	843882.66018859	118264.011766563	1723335.40650886	11203737.7664834	481619.716890607	4883447.69822313	374715.471930022	806347.211979705	13628021.2551945	NA	NA	1067.68119629235	221408.548650066	79252.7515585292	88170.9756904624	102993.559222162	26818.0598988882	41858.7368515777	110902.392408738	625.897199663901	693529.418594335	3827.10936120856	1381.54926069442	0	675.220079008728	13317.3967336702	5941.3991181408	1492.73910254406	6575.10386007724	0	335904.685042534	415.889614184272	405.738574347041	0	1619.87872042165	4305.53120327983	7740.47908947335	NA	488.506757736142	92192.704906944	378.99032767897	1429.77569271991	23306.454374689	0	637229.352783643	218465.29248156	5329.01676435464	102738.733436264	455002.676076246	274536.153199068	108884.889186055	63843.426769465	218778.318637019	93188.7266107582	721438.945731106	6921826.43603041	1508156.36805324	61722.4853495794	890136.773140402	419453.665936958	1132387.94198739	581400.463422847	40237.6344784854	221969.867807224	43188.0141129686	NA	87437.5846650106	109511.557560439	26651.1806277301	1627358.93669292	4185.01391042105	15696.0563183259	442.842429548226	2801.89518272214	42639.192293964	34062.9186701693	661915.024524696	7512.35793197911	835.107499217846	17318.4956566116	12108.7273069605	196825.586985778	843.695438302201	2620.95974925592	48191.2052422967	1328.41409033195	70035.3479482033	109688.865367969	30083.1075087835	48523.4156460434	30389.9564886849	4631.83803308836	18516.9521026254	2114.29523446808	28845.4301481187	62306.8763335592	29812.2142721852	86095.9139787634	64845.8635200742	0	55305.798145517	181932.336303911	338181.102606729	684.831884373091	145818.731507696	83389.5101640206	46414.7842299733	8013.64327777332	10241.8060062763	17032.9919480975	75439.7708107532	69807.4171662025	72947.3235437681	39926.2033085791	108833.612827753	35060.1149572411	49332.0521842901	37842.898880036	30065.4632035881	275.076045920307	NA	51529.9821358159	2867.57323326352	5240.77200366276	17313.44658705	56889.9833039009	0	8590.67796744253	2124.92410537365	17657.5033001816	93791.9894058831	101407.331419889	60934.682466886	50287.2519690015	112963.200922575	112260.820133067	47527.861610851	45347.8902718251	948243.026193631	342108.943304554	107157.4543889	46427.3618063546	48183.4393253202	NA	72.0860494638694	32848.7052010519	19180.1682084047	30482.9098400987	208964.632905444	184796.002475353	110648.736326467	68111.9420698954	265126.775599498	144692.610453283	1064.52622232252	5445.37055888313	120309.228335413	253317.901538485	124418.353993157	68040.2580836243	5980.8383075544	25522.7175793293	15561.6260052103	11318.2283782	180810.449779377	55431.9646997942	48966.6748215576	28941.9450205575	50817.8945357289	12488.3299144165	8155.63334069059	337945.729067843	78003.5848592039	36544.0210515019	38307.0478508748	1868.40574835871	23543.7643254725	13672.719145958	23460.2423765027	11590.233391626	44467.1366820674	5699.15789145998	133913.39693107	1077385.784372	538184.24264516	149176.938919609	318660.2457369	154531.087249971	40405.2237363286	2373.56555208813	308180.014010075	167248.355970941	139157.198019645	4982.19272558955	2448.04859411465	10856.0240604579	5660.83607123636	238244.273511589	130228.009594654	38192.416697828	93729.9725639207	54759.7671757811	37198.551016649	327322.481151536	7814.13991495739	22689.242067653	189136.800615668	4647.19125715123	14728.2383380609	194975.748814731	118652.255914433	72325.092440866	9441.76277207274	1434246.57901049	819525.962746061	61566.1297137313	724836.884790662	483738.410897866	718684.922176749	440290.793038412	134109.189296304	532645.671013157	337767.23929813	111123.081026613	105878.381333801	63918.7895034186	104001.158872156	553434.115336709	69462.5054493565	90798.070069084	16030.0913887683	53633.0869109722	37887.2709427278	41388.4416001828	71287.9253411854	53221.6906969566	59968.4184180806	73595.9034246629	55432.3161738747	64865.9346982861	37313.6993166124	319342.76619193	342214.352583151	2254.61328655686	60379.2070858002	75380.5833650304	59208.2336640262	44817.2263252714	74793.8934849113	107744.432864468	661248.470397649	120715.349070495	368057.973521121	336050.408641157	496655.614399112	134479.18628043	84158.0013410896	127395.915905207	76600.8062896045	145304.680135123	90601.0635953352	1107312.3480073	1081430.03202912	639285.834208758	1235747.16252687	804886.014192076	1013505.0116113	662700.029166505	NA
-APO25_29	sample	positive	29	B1	APO	10047481.2875562	2132719.03157001	5069092.44675706	571722.083458719	573701.683333677	1583146.29119876	121192.173738349	248826.978899773	61550.532867544	9454.55172120909	1175899.89126034	556357.345071184	69324.5815372537	37763.6503574957	58212.4066474005	8307401.60545062	26010220.5222097	4735069.96624133	849739.892663188	104920.089207388	44831.4323461084	191424.70475699	703688.14555027	268425.142032509	87407.1838561859	637487.438811739	96646.3544087499	911567.095626479	246034.066175464	62430.9788070915	2564.17575153406	1720.56491838931	241214.152380138	5106.63874600579	20855.8026943245	4136992.56021222	1041915.10642729	620704.24348991	76560.7836797276	68142.5696426823	207626.624359876	174808.469051857	73952.8463566265	28332.7332786173	30419.5216377461	791712.552052794	344268.150132775	173718.848767725	125005.514633565	41850.8627613519	16931337.0889932	6079167.32044746	7261644.12268354	5293695.58342773	1756581.92706969	3848478.78644611	21065815.4003763	7297747.98298098	9724800.92281482	27610.1869450804	3525779.57129912	9289026.45052823	1586687.43846112	1452397.43523166	2885594.38351191	109271.451169057	290368.974421453	68309.8238682966	100917.958516096	232021.473815011	173473.693126811	289535.074341621	70967.8040729625	60977.6106914656	156015.516161683	6402.66865945394	10776.7272418752	57637.5027010867	599860.690049907	151026.13572039	219120.730598487	87144.5212310661	5551.23945932388	433.475107143137	1285.11891796344	3908.16257063691	242889.923118977	109345.761217776	96107.7309110575	175512.271655955	3962.06749975498	1350.97779996646	8833.01384800605	5402.90521386422	414377.753133308	125924.354335644	124231.002455747	41135.2774597293	594624.29387722	3557.16316116092	20685.8747755042	23884.4206076763	36938.488376491	181026.105227235	103998.776035462	194671.374295723	8165.05037231215	37811.5765377577	169145.388378561	712800.314306392	368205.475089467	328079.611859981	43256.4442035665	995045.362916752	2682.77654221363	66341.8708917974	75231.4683871569	169480.462390575	3638911.30423261	81741.0417858793	30726.3097349518	268370.846330637	349177.51555489	42628.0056638148	299551.832996549	38820.7655242937	1828804.33845832	688183.875473024	3686.26995014833	71741.284225944	327177.131056588	46996.3878393128	378268.960184427	272687.110667237	41434.0168327779	38366.8288169839	8757.70202588839	213018.379756222	12879.6960259691	4413.84001195732	21370.2936743418	1416242.7140627	31400.9300533048	33404.7016005794	182629.557590402	989405.983012634	600096.752094265	61640.7515156296	50678.3581994348	1903296.82741771	371601.003355739	63729.1485625557	145617.821152626	53527.719903994	245085.98852651	3222671.45325322	120774.361637562	115771.930993395	540540.73184229	41716.6684091903	203379.593804617	4595.72188524003	63614.5239812217	165489.254611957	704938.720231184	3696651.78397414	150665.24187468	69760.748253176	121693.944487786	652109.90043419	631724.295415557	28920.4594861686	156249.138278828	235987.001773826	60860.8344741712	38383.8353135692	324984.426630302	18453780.3665174	4525475.16400061	7385241.46240575	1807069.55457138	131719.667597156	607909.312844264	186259.770613813	127252.125759488	154244.021823067	1499339.93360662	607784.91055428	198801.237660726	148029.988139508	1033161.90487553	1121353.46316607	11203.1932227393	155148.287695405	176555.501437072	194012.209222417	2168476.14138121	1458.6376133969	85075.2972822706	2831.03540854905	693630.010805984	390080.00623056	524088.324835413	110698.658315421	304016.654471102	42286.6237120707	372158.875251127	6585413.69367438	130977.851116845	301883.365478701	95959.3323408337	41223.1018609247	43691.4292328591	78766.1386271772	12686.042495201	1742277.73681761	186934.221935204	490114.406054494	1123229.10660711	72697.2359794482	114128.801422966	32068.6670611654	171917.836549611	197231.635402827	40359.9406465261	348676.97253763	13429.4015084604	272289.739755313	21075.238134238	1054067.10753185	55919.1106025522	873771.22813576	85848.2079962989	223300.549662878	64150.1667304216	27101.4266219229	30146.8307221127	264657.655599662	936556.053072892	67162.0329994923	112574.23591149	70547.6739370012	14005129.3020328	4122777.10220789	1480578.89881359	7071950.23849932	2788022.95210019	2735911.50865019	2202142.54830836	460545.252376551	159198.643827061	597175.307793834	19201.3831488435	1104024.54507586	712229.28154013	122118.048040549	52979.4005223391	115226.643780911	145904.843967656	0	322898.173416094	117840.770458227	171336.086431775	468062.376892683	653408.975794398	335620.957029245	235281.867896577	35507.7068119156	59155.6456127414	6142.1692334126	27816763.137857	5987223.97104033	860016.352901275	545800.213623042	895255.186403452	205284.408141057	1798318.99749867	607587.985643402	227088.23236932	191269.998926747	127271.148519232	54701.8658850103	272642.450169878	1966765.6435483	697384.674914585	590886.51181316	110734.670378008	112830.216886667	103033.522413447	2234829.20764524	63888.4364927658	428080.60994964	411379.301961965	481909.451489764	525894.186245927	272568.362350921	1317531.48574452	265266.596335481	277842.562165346	47529.4292124939	101101.432945227	178596.194247997	47356.7453869238	45274.5085259207	100566.256346885	15100.3751073872	653747.467972188	351250.243352876	16121.0108070912	167995.811228296	124664.402124601	87561.5964423182	24009688.5407971	NA	303756.530349721	899552.713659772	267504.605616422	948430.624411271	98649.996631939	106835.38371398	2502831.19812782	13055.4347791299	138368.958680385	195324.530270993	249779.590464927	60017.9725720779	18836.6192164164	16053.0757440614	97787.6730716929	262323.746457899	87852.1475808887	32543.0351453853	54308.5460098553	1025187.82993935	0	113459.535329089	0	65567.1997994992	910996.432645552	576952.302650197	1326813.92161405	3442275.51505098	698115.227113055	57883.3937983806	106228.329022671	0	47495.3308399146	52893.1104977621	677473.151978686	180369.937383372	1575928.4268839	1220745.38057626	1413434.07687743	51814.5611954051	85008.8882958883	85647.6672735099	148324.795946011	74474.3611278372	129575.534936202	277628.85960324	93326.2190524229	133393.141178674	10545.8546498135	273260.53911613	263141.039031302	159414.921527045	711958.115862648	3040788.43292825	1019734.29775474	417114.031659542	1163498.55706077	513755.597624217	282446.580584289	215010.086755084	43991.1078272101	70475.7302834237	8646.86247977782	139487.0735088	81607.3393500647	6297.059947495	2380869.44773857	90778.9998961613	145605.504294814	262807.867155125	6788259.3648629	342943.093858167	123820.119207611	198132.278679286	227731.297169722	1278618.02325953	234252.723477895	170249.801345487	35835.8357870348	1562375.47227006	631208.453254501	2109710.03833929	920756.25593735	529090.630847548	196803.744736686	753393.961700242	1094328.56332276	6924.51790282477	84110.5304949747	7348441.87230234	4295983.93152079	2813690.23656211	4027640.85416192	3493209.16056149	10198070.0116239	94726.5690481999	27716.9327624525	116999.535340578	668284.321711052	1156141.52357668	13764.7469262868	77413.7276755168	81959.2768244819	127375.323735556	106813.554854404	28758.3890901498	195.025606968408	189724.216959548	474973.400144357	1199946.82042373	21739.8357102303	315304.510498059	143989.71810448	34803.367615804	1028.31962158874	892495.177676426	2086441.60348083	282459.35100389	70973.6852015822	91860.274535914	117405.85648067	259391.323076946	187040.310776645	71302.1984099653	79719.8997471927	9887.76316312393	742259.596462698	325424.276901452	200513.813119055	1213531.9565446	1022.56333326028	57003.6840494952	35707.8007803714	292036.416544233	9625.35261728468	3958393.91878831	89207.5317459946	3170382.98374342	77788.1052711083	3271665.78566141	4595409.1004237	383274.363821152	564762.196556333	502291.961970116	1758911.68192312	1173104.41422698	496996.813640349	1108440.69753825	498994.944359059	2054021.0933093	55938.3789122503	299346.384266838	338107.204578779	703401.31419486	59197.8529949735	23938.7428017532	438929.457414291	370002.870248323	158122.927931902	196855.134996339	179413.374042907	583090.100984954	353791.794583349	592240.648084869	48445.7833508716	22271.6681510532	12412.4862394759	6710.91054969128	1706412.83765867	7292770.57508103	325408.248336077	26169020.6024179	886176.749077934	355361.175731211	950177.506950162	279065.798114571	50519.6807002625	165436.368639633	74349.7086768935	203715.799531805	2477922.43733539	60518.6956771935	53127.251721195	579185.142848614	29746.4072480231	78841.2386164044	0	1364885.87713118	30776.9767204445	1429170.6909418	261497.878676738	1056034.84833072	88577.3250521286	193466.604854636	339463.339492345	48766.6688471076	32069.8922148502	561110.297069404	59564.0485117803	301537.908635259	521.36151993931	9308.82161252761	1208138.48831216	1048099.53838159	1412169.30016275	787624.725182689	1193023.32784252	1070511.98231125	193532.354214928	153752.512283308	3245227.52341796	120306.362797843	374981.944396873	6499.13918454852	1306.64376203742	107495.762088488	173203.476573269	106635.8963596	33555.7571103865	2998.31164092759	2598.00995222553	125488.05747365	75082.2245947072	338036.104226733	8177.01540354545	542.917503114326	377691.767061022	379438.435981073	443822.069005319	53283.6022988821	334040.053081277	412577.940462514	122786.842418791	0	0	52871.844871188	23449.6871850938	239084.81070846	75891.3458116497	0	1932.90715103802	278702.845410122	6111.2334848094	3234401.54125121	2432491.58489625	813377.499409572	484010.342970769	3096137.80377957	1794928.89361476	21098.7610348486	104463.740747197	3670.934966445	104716.365579388	549519.949739564	678935.146511635	307757.595441916	470499.655236008	48054.9564985963	40327.4360610538	498815.614282241	97284.6667316123	51225.8793289686	2188016.39462289	15600.0513771433	41532.001688957	195704.50986312	18342384.1257557	2186421.45971275	291155.473509524	2275273.08523714	40400.098790644	308882.600097404	1060806.06728066	236397.261306211	179403.443909906	625752.896565333	19469.1986661625	196244.955010096	70810.5977023117	192188.381246779	301201.954139118	11129.3178906899	4779.20706008614	111703.672789304	109766.246464127	25106.1657517734	153779.573456864	66632.4752488027	810634.980058541	2875.98389676903	89376.7313612051	317586.094374211	227556.447087106	71569.363683552	41775.3527547718	246923.341443101	1268411.47723854	154149.032167805	35085.7165845252	104128.843835946	17824.8450622774	679862.35392763	7632.86743852082	286950.519874191	78003.1694953613	1646.52517764227	206968.985113525	49421.8124689156	42337.956516984	62178.0167685243	733973.330225907	411494.934235679	8307152.79044435	1630758.28220892	1619793.96086761	1670742.09295098	NA	67392.4886062458	5177409.96417615	160548.561678251	1318486.76358722	244202.645186472	1636749.94419171	859673.55635248	448502.967937748	107531.978869481	239789.6634466	699121.644436832	NA	127996.309685654	214166.416658311	96929.1498140697	87075.5668785525	79414.0958361714	73528.9830635012	22826.9145449443	704987.086299081	172167.053216845	12082.9272233599	80128.4281138643	238846.090660096	7235.91866633445	9675.9798883667	63841.582495973	551169.014437623	6199.73189839588	48004.3466844526	67890.8059745314	770041.210605272	94804.6016345743	11784.0292914351	144528.482608377	93201.2802331721	524713.189478983	41479.698340264	14513.2684505194	3388.03727826801	2394.61895331227	0	36473.1986121124	157687.314715531	41148.4202663498	171497.177430617	41986.9173830715	80199.1355996474	154663.029546643	552263.894295995	3207121.9409092	313057.817174721	66099.0180138538	11664.2930844008	81392.331082912	36723.852492534	95462.5815017012	37571.9091265611	404155.627544222	93615.3674733204	2218615.47410347	173376.977394392	37347.0735167481	80519.7756215608	86506.0574156844	101940.822880256	214474.294176627	49085.4363484599	436762.734359543	466872.926302383	13253.2956511456	165126.988955697	73912.1686395531	793.190923392462	0	54338.7433970224	18547.4725069244	69113.3997037256	58474.8130165855	436107.66258419	226730.26988315	72299.4529248522	3213.09178893814	98266.3998555848	52360.4803615253	1128686.45112915	36410.1009088528	79932.9635333942	6713.54786941207	34180.9064318995	131424.910468208	3155.38293090642	27705.5390305328	5098.49373531681	324269.009390106	105802.721310846	5031.779276633	296382.18000013	42155.8776591885	116633.897135085	27394.4019066562	4764.62814552224	6134.82794256219	25988.2215098234	222082.301720908	192494.965684554	1893734.76084978	892308.086019114	172323.408988306	1318.16131325244	7307937.40512682	2102303.5490514	8025.44819789842	60311.17851135	328694.05858127	29792.9766029433	520396.048761486	39542.7261437158	137207.61043306	152468.214342261	72935.5903741238	233021.554398011	55869.2573812454	361.71439107595	70317.4853030123	92468.2022992452	48769.6722679612	647960.356212504	338019.481103941	224029.61997272	2142969.14578628	72142.0112484803	308366.279545693	304919.381749001	9162145.67972344	1018666.73090506	3512.96546348205	69407.8799727308	348851.413397842	104265.126019295	51826.5870829565	538180.050882822	174354.034063964	104903.577516916	70724.4052309003	17364.4176908353	14106.9313415572	642034.664647086	1987035.22309389	3218.71777329907	59501.5118721086	148642.699795586	102841.994052939	127949.630064744	23583.9002794381	54200.4924988796	135953.549947628	54474.4515194645	9692.04519235026	32808.5136298955	856784.973775725	212016.501442532	27630.7217074454	84353.480120908	96153.5499676405	403377.492720057	122288.224578563	62851.1750296704	435555.488810393	30073.2845723789	19470.0354443932	8687.98509999189	82817.092496069	15959.5852809513	2978.6332163715	5313.83301037194	54447.4740362844	5727.28748541324	4213.81092744898	280090.88734973	47800.433919819	20444164.0510956	3188.36281621242	1555.50319051504	3043.36339959757	14908.925535119	1105543.56524473	361294.872624623	603473.918983998	390567.257543087	222038.322358583	226590.074852084	207464.262504257	235901.147515489	140822.147573341	2099361.42141414	5629509.81704937	956479.750166616	3709954.90138592	4620104.52178165	8653449.01961143	447384.561488365	677744.960910154	125640.446076226	266180.724793703	2800296.81873038	183961.083425366	12126.8484002917	67626.5730573226	47838.2016627314	139128.252704354	37727.1537989967	44514.3127670631	160616.69615324	51253.6177300867	174591.891354189	357090.691529263	30632.1974293077	343707.527826907	110405.598793001	75269.029284266	89796.1691888614	55247.9962969702	41428.9886856592	88672.2395822207	21783.3832846331	2229.71268456453	251036.587385144	61604.3249105087	331866.859723555	2310954.07268615	193267.12532883	43414.8107803737	1319.81978424834	48250.9180245056	58889.6928040024	212358.989740599	10948.3432432202	266920.19687907	613262.472987348	364173.617827184	717141.969205719	261405.414860499	127171.832909201	141013.691780673	117768.327787733	6354.30626008943	37518.8629177821	9173.77795373883	89994.9022168748	41014.9557779865	386462.991670162	240457.707796907	137644.303391655	54867.0834235323	257156.942128913	81725.5218087173	93514.0541557011	30910.0287180041	16187.0572848098	2530.5149664218	99346.3378043891	195797.139882957	2063.23484422153	2169331.9368197	127126.581303806	111833.0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	151956.082218279	70626.5071852173	163506.257892165	29710.2438480076	80085.5217611627	88016.1212365476	151575.909102407	143967.394105904	2802.27379585032	56744.7819378349	53493.0256148154	175122.198056873	172420.407552861	146929.282620695	59390.3301388784	206988.560146645	47635.7813107067	263443.909767151	5337.29989114111	12914.4421547662	15871.4020725784	55329.2966795843	38797.2499357573	184275.576148314	59771.034003536	34596.6284410092	8835.64222099681	43869.5807128565	45088.3696675509	500914.156134541	302697.177426905	1035189.05939712	110357.56028171	15652.4273320034	79744.9259309522	42908.7888832436	11324.7650325211	169964.592272142	485719.398181866	1987.68699124076	617822.447143447	1102.29179925209	32836.856142103	172378.717670547	331867.618417845	151813.598013495	82576.0236269849	70082.2000119822	5020.35179879879	8827.57134281516	6152.60503131282	35629.6654459634	552928.508766294	254568.900122692	126105.272169449	572728.47320572	92685.5615912406	77443.2223078701	12715.5458358244	239517.500421429	657035.986194067	58609.0293379534	4468.89725353962	41508.9675181462	101259.78469635	96408.2632589696	84331.361476995	102524.741684486	178940.930143838	181960.146900661	164573.191848146	113119.331103101	99166.6426782068	76787.4860710837	310710.673831934	40860.7439434044	48431.7846023204	NA	89196.6004372952	61911.9477490387	2897.74608932249	4989.26895146126	14407.6671477794	7071.49423666638	159931.033216775	18201.9372143383	20011.3736301948	234428.989405969	601664.801545646	44684.6664317797	32436.5746296248	14210.9224369693	43077.931959829	136749.761884119	134429.089069501	41294.9918809902	2287.21701184566	14327.2444790999	79201.3981369072	259505.746878051	370110.619596459	57577.0227358842	67160.8819496173	332278.69048095	13391.1721681014	77633.7949035992	151301.943920833	132243.910909095	180770.154844283	622471.561160051	14254.0696051722	8119.19150195909	277388.395068706	101952.875025505	131674.580628681	82267.1037478308	15031.7466120659	2873.92355513709	1674038.14035053	2911.63064718396	21212.8117566541	37606.7313155626	1248779.77475095	296964.268168914	15337.5231531276	319970.17564789	3500.19111516144	4478.74469210694	4064.28468667155	3931.03560769253	25579.9818008347	73413.7862247271	37473.2137935144	65556.3884431364	184992.480324862	65636.4943334665	9310.00368912477	310474.206394059	3182.18581541926	148123.408806902	126426.906708388	247514.840923275	116701.211411195	1215.24671530475	128715.831758912	118460.872848061	43514.1093442328	69549.6270863508	258.772299669127	47441.545695774	136179.302047939	54365.926332595	89831.2469403479	8021.00566337991	411286.012041753	5984.37998898651	3947.93555665991	121322.061893185	130305.306938852	67575.8972343895	169654.563743865	92585.220477698	310232.432044653	3508564.54358653	39272.7870100907	144418.349836693	6079.50947058721	103236.395263222	5476.75218615739	96508.8294259283	1100.00202454367	29066.0329640276	98282.6008637543	1100.19324837634	20774.6611006609	24159.7013435527	NA	18911.8425370011	16478.2291318521	119305.558252542	31764.9310437561	829951.246832975	12967.2688069375	26792.9411916516	27136.2203487278	0	25639.4702448019	12060.443756518	159975.747857774	139073.585561364	3837.15656856105	8126.86850052743	6981.16826801165	NA	21273.8749582461	1252.20652652114	99898.1227883873	29392.9653215749	24783.581364883	9467.65160426017	7284.86392495759	64128.6861839423	23091.3699070687	15991.9036608649	7505.64657523085	237941.975019897	7063.16032202833	3494.04826115088	51993.6447562364	110368.662998726	35660.0200319838	5233931.80459907	180173.21243776	46666.9063632239	3660.9929101639	21370.6443591706	19836.6147126355	5668.39327169831	163523.289804475	793517.257286816	8326.94106743067	1062134.79335564	4253.28409269526	152360.496964516	1422759.55553074	45413.2046630918	2551.92786836094	189591.513034423	16562.8648625561	56663.1064187977	293666.615594756	369369.199054863	8209.48928048938	150889.474416518	7887.18642338232	7707.9697991589	52892.1419754048	97317.696727958	3402.60016891935	2969.65736564795	47801.5743852425	41024.0037095236	43988.3932717832	6148.97708906364	7386.9788517371	1662745.28004481	6275.71797431179	34753.9532832687	15992.7233276769	10445.430954595	10150.866506499	164793.040050204	29248.6677796631	392631.917839656	12499.4931872463	8469.03745195568	67264.6387908863	1042653.84953634	91362.3077362455	8635.41983929579	12176.3290475112	29699.6660292454	8115.47126857189	14105.0102413834	57540.7231460976	205146.959617086	1481.57365852839	1047.23262456189	6699.26432046147	54859.9564019188	37249.1594080024	55820.6796289333	186257.107997774	3258.57596389462	797234.863128975	7689993.34577008	86699.7888791383	180181.402036004	207352.757789154	1217954.04368659	344923.944531224	41115.671653905	5461.71027970119	11457.5119583733	1164.78080392275	1535.75289706155	32538.0978925764	273514.719927703	8826.37356151799	9543.05308924872	4749.78692627485	96275.4652843966	7461.37882192776	105209.403191609	20831.1606308152	44750.1280151287	2277.62582335094	43863.8356207252	32460.93248057	308203.68190231	7657.21847996955	1818767.68689491	294652.078322979	33049.2553709181	156214.286635443	32176.9841698619	23922.2885210715	78660.077394747	68784.3523911228	3355.69967217208	54936.1983696011	31507.0486834882	2502.54072968831	6557.22341241907	64610.8993322784	303765.923113965	19471.2292591569	32763.9102587003	32218.4987130221	6340.87800742988	12028.5650452639	4857.38277305268	16742.4818138961	23024.9433705215	38696.0278654819	126966.936309999	40815.3738498302	3664.12260089019	2054.74821822175	74179.0240704085	2279136.70310542	94433.5635574504	55980.5277740629	4359.75888035901	23389.0091565568	5710.75367463407	4052.33363588678	1258.60969581408	18551.4571205305	22639.375132444	341613.765683166	7442.95292892018	1924.43995989859	17937.8431555789	121324.05308077	8684635.16761455	2738.01476275511	327853.119847897	122680.356239142	62128.7167761262	NA	1767072.64731192	36793.3449373368	78330.2961007073	123570.03415762	1214730.82889727	337015.677598817	585893.19692324	11135.3850453676	237875.931504951	8514.54599218916	126593.754110354	161547.248254967	77175.0710773665	6140.20146459876	47152.0974369128	33692.2414570182	22037.3331881672	63702.3791133937	8434.65006451009	152252.105226604	10998.5213750837	4109.55573764611	5963.92978004144	5732.59253743244	491117.258917275	6594.67618820555	5719.81496932067	65000.5953084924	291861.786717219	147966.316891432	36824.4302744159	4748891.90899795	766745.074298068	344172.43182739	0	95436.07281398	150446.824315114	406136.568795944	124773.84512375	42510.8423798357	28076.5078068978	11484.7780623677	613742.931736501	59214.0850889439	140432.828030912	3428.17486510333	2866.67642691765	44372.853371669	32702.857642889	1115808.26252834	15649.6048198246	109043.3457692	7212.22500343577	34992.2512537717	28777.9008281475	33821.3962207107	146346.978422589	7277.49657232191	7545.30790368831	171435.514743812	36049.5999874664	297831.449708805	496495.330746923	50089.4384625377	11710.9972612824	18756.9837746586	4514.35689246591	16954.014824136	9024.96896084198	6536.69326862528	15969.1250741879	92047.3450141362	4265.23386301882	318591.871396439	3001.41727820615	2395.4402910074	51412.5099370642	61451.3385714296	151908.744971169	1079.64782208542	6253.22351649499	9307.63592206438	4160.94172768443	30741.1123391092	2422.21963519863	38326.8961415217	31858.394252877	95531.3832737102	4777.5782657766	18355.5873568632	3385.13805063288	5820.02329349176	222423.894406923	4125.8527989861	1268.69123086538	5993.42457405287	19434.042841023	491819.748889432	405266.505841003	1733884.0997362	593223.671758721	1725888.27836518	1132241.01760992	235849.145976901	8458.07141170743	56324.0641796569	8290.93690173149	62954.5048131744	205056.159500349	226588.497042436	35463.1321213032	291022.486930685	119984.87246471	3206855.55556614	11313.3037858236	186848.878327937	83341.3804360833	562831.723561168	55547.4283112502	100822.646833329	101240.561698548	7796.8403032282	234752.91609525	709128.239570118	133416.770797485	4566.72311660354	23379.4324564348	3532.01375745382	3760.19806686786	6646.84959045113	4870.84115251792	118089.008061415	1436.94401916196	159110.206963307	7535.65722974503	27888.7643016908	62606.8509385174	1965.31027641936	170468.126131642	5585.4858368524	12608.3298157807	24619.0267672293	406590.16144606	684887.864787829	39359.24847197	9264.06514277409	102016.720640939	3398.72011206336	662128.786911345	3034.62078775705	67411.2455410389	5760.14521517891	79227.8732317317	219709.074703401	53000.1661988101	368405.068356813	874820.496224981	33875.159060939	19939.4824335974	3168.72751151702	39185.0177809155	79879.3616365174	56083.6311042446	125243.51042964	250104.533835835	4196.52263218257	8721.84597787093	13112.6688761497	97351.5709779942	139063.121529841	3008.87764108194	1748.07612484665	33078.188245638	4362.52019181005	53037.3783193171	80105.3231373287	97816.7630095213	80382.517131752	141245.701228372	140796.946514886	122266.99387535	522813.017645028	22756.6088948344	126724.187432624	169116.637883879	58269.0137240743	5428.88198426125	165450.383916335	23990.4614216788	5322.82158348263	20268.2990064114	1940399.58916509	55506.7409299194	144455.242380305	123760.236640446	6485.46661735103	52244.478858336	16144.2533550122	5430.5615261944	442817.187333663	5078.98516002375	15641.2846417055	75944.5684009461	409968.013527426	127854.417356325	7590.87798555643	88437.7037545677	1158.03987553932	1331755.27601292	9495.25638378872	54719.0371076994	305627.938820146	68545.2503159562	149037.560870627	148758.732609491	57952.2214267662	230043.852809379	217652.637511839	50186.1359209471	82572.386302446	22979.1687816718	6507.51728787567	10559.1483204163	85369.584922277	164718.18191206	95322.5741377052	8460.04408552601	2294.64883577181	295171.564464633	339628.759683511	55274.0299551258	11743.8800213019	511100.026975695	84846.9547454699	164503.730002992	NA	78677.7621913807	812954.342851096	19576.1000866671	9418.89290092871	318334.186624774	131539.336936372	71926.6968319892	141940.741705654	1461.60893105424	154677.255040645	198777.011033847	38665.0112754998	122162.553125447	62335.6844825302	5298.75575447865	33352.7680259679	43171.7045902172	264971.195049193	1644.22000789163	61318.9443636785	53986.8807934882	34686.4664548587	12736.8101309764	64032.8404864815	6281.39031406509	158654.95215414	43738.7067385616	13075.669605598	2331.54906758096	29238.1456722352	854903.773873497	5481.19646895856	10044.0857361056	109860.343450493	5551.27942327488	159255.075486903	3722.80084735703	1323.12361485255	73615.8432010395	54446.6646710794	102403.592036083	153342.48997102	2644.44256553114	2400.05752351783	24478.7153874196	27837.8428239347	289.199010996125	1000783.14802745	10328.9184803522	2317.63413377851	223659.663459943	5502.7491078057	267603.513622058	1536940.92325503	17386.8042718139	3302509.84439772	372120.584957351	72282.8261391742	35216.7113848251	789877.904987346	118037.57389317	77245.4137725543	5429739.35402278	283417.075115913	81941.4340593478	38135.6602742642	153459.766007725	23468.151449576	1385512.78855967	58710.0603782629	258324.141872077	2315481.12731271	78313.9507987284	9297.65910435889	4989.94827640129	4430.92593502979	6840.94073434398	39151.8233531208	582159.782959955	113921.738608048	989430.383994762	166278.096173755	1179.17306881429	3012.44024855558	248871.336494837	194624.718604098	1923.54160901798	62112.996679491	14800.6643179369	1251.18755235621	1654.34795568125	0	NA	196889.142152703	0	0	11828.6942134244	68861.7457151318	8874.92897724816	1272.3870693739	30493.1886014139	4574.56917335787	50139.592317345	35704.2098705776	110799.30516493	1107.4648043966	683.347390639312	939899.327346495	113294.960435842	216364.271893832	16170.9418521416	28466.2907776236	47345.2870943537	11558.098368062	5134.21812934178	96471.1516401203	22664.7594697676	233926.10383457	175516.616259455	56582.3895901802	5547.95921645376	4613.13349315614	3154.55807302632	5992.10757319965	411115.302728182	121094.559830351	91583.3760538748	245120.738867146	44566.1109318866	12982.436519607	109224.96561532	16196.9225094695	11463.4140852388	70595.1487545051	1567649.75436728	152255.797683793	18689.7859649253	7799.87242829116	3602.3585635752	0	20721.2063582965	404472.452327509	250212.273063034	9471.8372571711	144258.512876287	111881.592556665	622044.539271218	414549.709000067	105060.060477491	430.314842187628	51328.2652523258	59687.4802357116	135279.679516501	67082.0870365404	759748.577400154	94738.9304803801	1359483.52229163	175288.077207764	337483.824549105	34519.6249907784	2612286.04763402	82737.7292946401	17339.5446442599	148393.349437627	653310.210264122	102774.884594871	1412353.63279425	205823.785281631	28764.4072449849	8029.85761684825	25428.6067534055	0	348471.383834727	1692.43788317638	72988.0942022708	51346.3274615147	58197.4008871067	1337889.67438081	2821.99472624171	0	5970.31638405054	2003.05630531399	317590.996285678	4672.75513817795	4342.18918644262	85024.9531001576	11449.1222887554	744554.131230983	14104.9124993747	6611.85667922251	4945.17080875206	323810.102662921	207435.132016039	82007.1967401695	5274.46502378305	128770.459311048	278918.705955748	46162.0760061152	46312.1582077292	87685.2975216991	405135.924309449	403.978740155012	146890.442257493	3350.41991043496	123085.092651204	75065.7735735385	15519.2170789633	27074.1821362935	3957.43465103211	1590.41176683484	254023.815277375	134153.324282684	99930.6115743871	1241438.69477533	186750.589170821	88312.324760126	225606.829148749	12526.9315330431	65127.2688377756	185058.928761438	51824.836047177	48573.6333508296	1594697.54715702	99884.2723422319	56995.4484123822	66742.2272699713	411918.505986758	48114.3520759901	109652.847410735	1119945.32778273	596154.314912733	86826.7482308033	3973.1666594281	155588.298788678	1951.45992830716	45875.2530445979	134670.94880684	235545.234361835	52459.0412699214	182554.414990558	72288.1800915644	7595674.12646102	333286.36854071	166045.165636977	75996.6430490784	118590.657794971	46288.9319359983	26278.1208371256	2233828.12579456	28903.0307626065	115894.467374279	524417.2839927	78353.8601064343	74793.4960274243	587853.503129832	5404088.91333158	208847.87916312	75990.7998857592	44379.4786412353	150828.027717657	28876.679336885	843518.730247282	78409.7645947622	51235.2073226399	409773.452950144	9771.35211190384	302460.0860229	379363.128193277	3025.49760196755	120094.686789977	1311.59153205482	50928.0885178396	489.050521035722	30874.0468443468	255420.211059742	238590.583591287	163446.778882705	27997.6012444143	46532.3939478225	2839.2769313593	10324.0548890043	74984.1541672927	9968.54243466019	44258.9077257047	70967.2028581143	106818.648307195	95565.312253173	79717.3074994544	104710.183390196	49920.7423275881	8700.59094558224	54323.7759666314	277880.764507645	84574.8379978234	122126.043403594	462657.458160811	10173.2843135512	428941.518665831	30236.31260338	39552.3640010833	127941.510179662	177539.081650174	50869.1017559792	NA	217372.392413108	145885.460399866	0	62216.1056130213	1403455.24856506	1074771.44872478	72780.3811715199	2233373.18315271	854075.374345559	24691.5102802365	244238.74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48.965774325	33692.3062751027	519.381429961604	20439.0100396367	71125.8292589864	6554.54722894434	61688.5882777878	131668.601231879	118627.530541862	108757.042380177	40392.4767811361	9810.41128166064	48908.9953647897	41846.0639557936	25801.0314158606	12487.2680679299	4084.32565785701	3428.95817099576	347415.50185167	36639.9679758253	207488.064665569	205619.514806345	3931.6133584278	141628.297117469	62520.3379336713	95899.1130273465	54244.615019155	228096.787077293	59727.2264775602	63817.6827120611	186787.480559435	88802.3818468079	6697.48710542	7099.09180325732	72457.5744771137	49111.4707841871	3590.12767816073	38667.2844335465	154632.495976374	29566.1240405797	53726.5424264918	28277.5765659278	44879.7209857018	760188.459877633	60936.9799181654	237000.84856452	54973.2526137714	5449.45845358382	109584.770955966	943.610011404999	180360.877972164	69243.8345033277	160781.412181765	83395.6924007512	65956.4114575518	30931.8638182568	98184.6752180001	2466754.38884443	191697.604303306	2012197.14746705	20188.7260962767	392785.338994117	120072.457725437	45673.3306738123	970.359253726491	7138.51385962592	5859.89937466721	418552.30096877	36148.5409110108	2866.16482214086	107467.003666224	38471.6910001054	509178.337752715	114350.909315768	507288.272461087	325532.093543779	721478.675923354	35347.3986208683	104420.322482132	0	77528.6491532468	940089.078275459	735048.41036323	NA	73228.1291606694	280700.254790146	NA	62675.2210569277	324158.114759051	126590.384783277	2495.05244876877	2699.8494800751	0	1144788.32376225	605579.962687652	3532671.75034969	731882.558027732	271620.517304547	640377.365817836	1073284.33893575	2804539.68018039	93188.7591805457	336190.795493191	246007.899032371	437911.723814852	638845.720524031	1792.38985657615	293231.372708448	30879.8805980432	93011.7518432897	809768.977298307	0	289961.005989917	108785.813460778	2216459.0424204	755278.38986568	4603.48369202139	162845.139109361	31812.0912896782	79232.2357587509	0	62105.6786855064	27097.0791897904	81678.6967852629	120464.410706248	32564.6201355309	0	37538.4593971898	NA	94499.4667382858	715.693798581715	NA	NA	0	35404.9819012517	780436.542156154	3384381.24170827	1661836.40354276	826072.926632902	87098.8272778757	879145.328385655	322452.716549951	1935864.18475411	677605.445558059	3107437.98658456	185935.696626261	491081.665397668	922129.51544607	702106.652442684	92120.9282280885	1175811.71198905	11804224.0807289	306833.344592516	4681344.01396378	353329.097213563	838314.408261175	12826837.1615347	NA	NA	796.196988256091	254126.488905194	73589.4363259952	97805.2622918932	92909.1198116743	28250.5214804542	40186.2598333	99744.6050780622	269.425079465766	664448.582097925	5866.62275855953	1749.84418354526	225.971253834773	496.210027337715	15727.6954128223	3307.69179548598	0	7115.56424493384	263.250849558237	305536.904886078	345.124214196591	0	1152.7439164351	3072.59673853885	5479.20625686763	0	NA	611.885253602264	89265.8683949363	350.100675284758	587.259515451609	19886.5050086538	0	1037530.90284215	232731.13411294	4907.71505879039	108181.431333042	473750.905709128	351218.664760457	102459.274851707	65001.5973213219	216033.008574251	89204.1646105354	1489343.26777462	6315864.69857459	1653795.29220557	58877.487101892	2920752.65444321	419841.784859441	1833726.12380459	2663563.75706357	49452.9293548724	244740.000532154	44390.1975791624	NA	106282.691688677	79206.0928782351	34150.6279581601	2606193.02267601	5686.37630016377	15051.9181521487	238.195910344287	1834.81260056783	65885.4075788263	25640.9171438073	1075539.58301654	7421.32157971031	1843.67796314301	15987.6994061784	59540.1025703217	308911.806776248	0	1311.75433528838	73872.985379872	1109.62378175857	79667.2492516169	130245.483547729	28622.1089794072	53173.6619714516	29503.8887112574	4545.72352228871	17335.2321468899	2596.4960105305	8718.53002791826	66584.5538940191	25787.3057910022	67156.3132850151	61841.9912233041	398.29661579899	78146.5865908654	218124.202877786	376187.594180236	1207.573759375	160263.722599706	91577.233402367	51538.6901245844	4082.14068751787	10359.8418346244	17959.4659898222	96831.9436364512	63278.5817427824	92086.897589672	40238.9263416549	155956.331605457	36618.6065822212	70574.2117581825	49962.9200855044	32445.0042581081	0	NA	51624.655286699	571.308856319107	8027.58015515842	12618.4949135137	60725.5909492643	208.95349408491	8895.53265810798	1606.70328735524	23253.5229428538	86710.3567694585	115280.364317995	72456.2916632737	59466.846781968	122923.442116026	151398.649354834	50202.6624217784	45536.2656681438	1203873.77110065	480151.103589846	127775.934160814	48052.9477786166	46111.5278737284	NA	81.8426784478305	39259.5847582538	59904.4066004207	38708.1628284848	244916.079138641	163858.192500495	134241.367877955	66725.5527373853	262445.938088792	165675.306709395	7405.57555304044	6150.20215585349	118711.336703793	361181.799728405	170698.061371286	93899.4842163075	5404.18611825912	25300.6490316882	14975.9451782825	11859.6755487427	158630.975893793	51594.215844682	58379.9700551875	33082.875469143	43792.1210409249	13972.4261049194	7913.17032942111	323448.331312224	81130.4713985101	38845.116534234	38533.9226568717	3243.33645192683	26924.3066930572	16115.9341078367	18948.2292299724	13283.2628483623	42920.812887258	3870.73779780783	112353.397899162	1377400.29867452	560375.8966905	145179.063354875	282437.75112078	144391.385100066	45620.7579130551	2222.04186917318	358325.446904689	162688.43438203	126340.411168695	3965.24054852169	2892.06199736297	11375.132246728	5947.33923429855	238002.431083151	126972.285412076	44616.5737665964	89485.52496628	48148.8195114687	44265.1613161436	334623.862422147	8374.33251936995	24839.0601212202	189687.203653032	4441.52858780835	15278.0585426098	183564.425247188	108614.062020622	71181.5751043279	4441.10493610646	1381459.4988234	785914.312757632	68324.3165283787	724163.172275559	462793.631330619	714053.312742286	443171.899816576	136893.616924759	548120.629770615	325590.06895393	107373.847784056	99384.4262795652	63588.7746662997	99118.59590627	568570.45560634	74601.8013437703	93663.2695593735	18995.5674797806	46443.575652174	29672.914511012	46641.460828326	61600.6952649663	45015.2826325087	72590.9854446547	68173.5960241052	51003.2252025387	75650.0128367547	57398.6861080177	126830.125738344	133289.034954722	2831.03781451319	58628.5343406055	67811.1643954973	58591.8133885366	40222.6681763765	68802.9266377988	109086.76247342	598495.694904933	148489.762341938	449945.856086374	375950.676979814	683581.096881962	186570.6318501	90310.6016492391	176813.464203852	80138.8260891829	250675.993968281	197852.105676817	1401450.88143812	1122486.55442274	746662.811332427	1371990.70745412	862484.165293252	940061.607935736	570697.270172941	NA
-APO26_30	sample	positive	30	B1	APO	504395.884980369	1214765.36146035	710546.816863656	22456.9475824172	161315.880774218	87232.177244662	67493.9263980731	105392.872643153	157897.909619798	3015.5752060732	1561762.3340855	311887.608140582	82845.0107402748	37447.4226746614	88881.2795102692	12852286.5252677	31447019.6067275	6238772.89394028	1009072.26668335	82629.3023252189	105259.268518792	1387844.67064704	991773.710178067	274881.454411922	46650.3135888927	852113.624899171	72400.7125660589	356247.323862089	257235.70299102	28112.1771374465	933.90048360747	767.020018858922	125217.048902776	3434.53938300663	1526.78132767743	194972.462152241	147912.16367501	246543.73321587	45383.4429180927	138418.671266561	95827.3497838184	268691.593036904	81989.4065030874	76522.5891966428	43367.955241871	216084.263242528	303531.995289807	249062.744300567	161328.621655841	56630.3792981608	16356726.8474162	6871197.13520092	7250369.3548047	5099349.15761083	1743509.38590491	4151121.97918606	25605103.6119057	7028501.02225217	10508987.6141421	147028.337157737	3407179.24156471	10044610.5841419	1727140.27891631	1659338.28587947	2848897.93871661	58834.4563772591	360282.508331365	690220.772479552	94900.5480785137	232909.366228627	611204.039586614	274339.826506616	68288.9120390125	59864.9366941788	150091.004153373	3537.29981474069	11956.4748058374	34897.3774742815	218707.039518013	27492.3398237925	209264.510054713	74475.6225351858	3960.48356610607	0	1730.07708400526	3387.66670552439	129537.791136502	95664.110693131	36006.6878256826	170924.604859107	3094.68159033677	2146.93718321352	8932.44078840167	6107.63751821825	172190.604278224	125531.979764144	362380.277446969	45040.7704819442	2497479.75366997	1200.08144618974	19286.0070268792	21856.849145619	111075.608045661	226775.7971974	54830.3402269204	208418.818029486	7615.81650231612	42310.7974049065	160192.95352362	1711159.25946331	36950.7977713372	191140.408468669	88846.3955476698	861387.706608853	1367.55885571852	119144.149951281	124803.068739273	266678.235980778	2610096.31665935	70078.2594362818	32955.0918059086	231744.58236851	193838.161535853	58474.8953003942	1791312.58377778	41111.2169364834	2076730.41402968	1892348.50729334	3899.69304279	79389.4655233676	360032.668732306	116215.837940476	167943.50494849	301962.584527334	19365.4014093895	101036.818868253	7291.30417325587	860828.932168677	38990.2998909222	4941.41701185759	22196.229887303	1631985.32331605	55418.8119741535	36879.8399662572	180526.967392319	2889916.77653787	1240376.85691016	47241.4481955846	39969.7604330941	1010682.79126588	176360.434565559	119887.017089346	48059.4295888185	162387.98747978	141050.2030212	4603389.56648431	161538.377364721	105773.734095874	848981.892774018	41073.8132073629	260188.828365166	12101.9637899291	39736.1168275588	164206.994741091	1800832.58019131	11102833.7592037	582371.981010892	108910.90787615	117036.550297079	1082764.32212975	1187912.3056865	913492.512154062	159305.144960033	711806.142479216	86185.8881999836	77483.0413023727	745280.430063691	975468.48586351	2239585.98362582	1045531.57955564	1331714.86878099	132641.388355309	453829.302620643	241549.2456844	126458.339815932	116624.527857417	299098.932059154	484236.321890376	53302.2927297164	27349.3010230168	249390.808654893	290675.676483595	13151.1408913177	57667.7821828824	95181.9975002244	172528.74666244	2319149.47134074	3937.05792818799	88524.5077721358	2169.77096627073	198475.981002061	399619.140734635	606224.968695676	98907.5722343482	349263.309241154	114908.840707575	285785.025752314	6198465.59470258	132931.805571516	278697.248790202	86219.979490444	38822.0445045118	42182.9429958021	46763.2324704012	13890.6570341032	3592488.24844625	451412.299031547	451237.057034379	497684.436792738	77889.985809499	68688.0128011656	37046.64558756	134683.758988476	170869.688051085	63722.9011894387	531123.969358422	4706.66163886848	136015.746023728	21367.0511398086	1416950.6589226	272089.065678576	204039.421500448	181921.699415221	359534.951207413	92346.6927244917	40674.0615212768	32293.1356424256	478332.28040421	884263.777671529	97498.0497922794	183389.640203821	81816.7400290372	9902387.6229006	3834270.85010817	1687302.04308582	2986128.86229475	2725017.01385733	2837674.64960422	986038.067671031	376940.900334386	324874.217082967	350798.228333026	25991.3881240449	579012.527650926	818361.558088043	153317.754546899	55099.5772427004	66090.7329952639	81048.240918378	0	358169.180012872	135437.598454727	281169.716609417	386765.679968715	665365.567441818	39168.9053152153	372197.85321797	55003.1825118911	60210.3897535206	10247.5907101089	2175245.93825048	1821146.86450368	1069622.08082022	1980668.60864514	585904.401536761	230222.077096036	1392837.6668651	77284.3904771949	73473.8160717532	29461.9535547126	126694.503925114	85630.9772076118	76424.7661208055	512153.489058923	86845.0519599849	674903.277079721	114300.271474548	107604.949636883	200872.127654411	887875.881762206	38815.2371377689	157679.302919302	377673.049348158	448971.897928088	498933.033551497	330777.975231336	1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10549.9419929634	2792.53637411701	131939.107494597	131755.153342507	30004.0959911064	77065.3054234223	55170.9934967267	809921.835572944	3221.07894468357	85539.2244865956	352527.736322416	238531.892120618	103210.616651019	44335.702571616	243319.858566053	484744.280555367	160339.666911611	45204.9938355942	39488.8257883797	14138.9015660728	310809.396955742	3766.23246860475	324020.085032773	29377.124439053	NA	198741.115277769	31358.2404032635	47150.8025985048	38037.9819060356	342273.08816192	94959.4349946794	4896621.92981493	1758711.5332842	2068907.90544726	1655085.47675371	619190.985410985	56406.064270024	4124611.19933395	122802.221653596	223760.657534394	123679.530167719	1605491.97763645	1046203.48101622	465989.914258628	119964.458517223	424795.671071952	567060.566659249	78435.7271933787	105268.371841816	186496.471424227	151619.533085718	66929.6567551719	61398.8084288388	78861.8935386316	25070.9582973391	274653.479714524	177254.321561973	11324.0115387015	94888.7748395861	84957.3766887788	9024.6366203967	9116.67601581854	59331.359006083	425214.331037201	4619.20125629691	44611.0141341407	58823.4748484473	559107.908627169	44892.8722672963	11600.3650490819	103549.43714665	134774.901934017	515662.12126118	153548.483001618	15777.2128002958	2047.18214839742	2510.0688632599	0	82875.9138878976	159513.68781421	119032.721395032	447387.88540271	37447.7662458045	80400.9471329462	161053.083301561	290030.820813555	3204113.33173712	1158460.66030487	33316.8834668169	16094.5576154269	79300.4061502427	33169.8588601891	82379.6673697369	116804.68950769	410768.766388919	52211.2256332447	2023360.99431761	179393.899116392	42565.8521930992	76764.3067522495	99073.9662684096	45484.6861766784	202028.932635115	93341.6166302583	380878.185796005	123335.989183017	2811.6237055792	39019.2827997657	109144.822179153	167.623580835166	0	32224.700450039	19755.7005872923	81578.8815912138	34461.9322593765	556233.389064833	120873.254225587	115357.728879969	3709.3548369782	76770.3156434851	51150.9275806606	7681043.13360248	21916.7486034331	65016.1669735159	6717.20535412044	361175.633920585	957049.858196969	3501.11018648135	26019.8573132469	5426.69194510539	375965.241392711	30921.3635899434	5519.51119649343	201669.540714985	39372.7314993157	165515.773102022	29413.9267817062	5405.91015587754	5248.42323213644	29416.3132727166	245746.095218586	221764.438756442	2236466.95880215	845272.552933054	138520.293510115	748.0272044047	430595.932062522	85191.1616247781	7378.11918628052	45676.662274791	16341.337260039	32138.6613811587	28005.0785598022	59927.5357278225	542686.489390114	124593.886375845	433700.982465557	177486.252873317	52056.4134284973	0	188076.642260046	73546.9085274551	46024.2348420069	137914.731941927	105124.316197431	225791.339914013	1896047.42479519	65061.9314534	339557.655464046	177611.507691873	10435464.1092244	978217.033580506	2995.92695965675	131706.750886216	306781.730425813	126772.734886842	55572.2435427772	512618.489799894	142472.359341321	87540.587779947	68304.648215355	5425.25936990942	14178.5034456266	549586.667204148	247159.224555375	975.347141645628	168757.727951285	198106.606326156	75695.5768640359	141672.947032132	25251.2956033228	66899.3320501203	716238.116057063	67549.2407887404	10268.741282248	35182.2803786743	1009677.69152405	147221.582845063	40391.7546427578	93659.366506723	96302.4782754879	403801.017153132	113719.881693203	64574.6164950332	1950400.31160223	35604.9899308801	17817.2849205598	8461.56499666876	76949.4351579981	14316.809374641	3453.67921004975	4160.56230230321	56855.4771416969	4884.87003520579	3174.19964366787	314931.50016402	190531.245747277	32373832.2334188	4243.86185798126	1793.47136633971	2421.11324301741	15796.5864331548	1866268.92303236	291323.072365686	1067419.00717303	713938.83636524	403270.425471909	414879.344415598	326680.487191593	256408.882897026	238615.441124228	2465476.84280417	5550834.9544574	2456647.03548887	3625741.63704167	4593572.73105288	8559189.69496472	439980.86161255	650541.024540403	42811.3135814112	541073.973942854	4562426.05264434	180473.429100294	13089.6196545258	51602.8405475636	49623.8615420025	150206.090912703	36227.044471296	44212.5727817523	293659.815804498	100566.740474572	188017.887287857	365593.363664049	63940.9103109818	564217.084754021	73651.269300926	57123.0951750331	58566.029207155	61669.0797952698	45949.7802913133	125225.935246123	32390.4948769538	2028.43285288415	192189.115906715	46758.696971586	347736.740198806	449844.155053607	138678.223826167	41340.44127734	455.750551044096	95810.7503166332	54189.8554633838	110360.823550301	12356.5346378904	658442.996287317	466510.232991633	389399.029350038	815813.370191478	246717.584142128	109045.97310353	51647.0741311248	116470.340365137	6578.00120668898	86958.8321144002	9852.83104120156	43358.9556944868	38185.0593141289	482652.164423972	255836.38748941	152441.854924102	37939.8249919127	130277.284765269	68018.8051887604	134785.479143114	38237.971087946	17317.0411927373	3711.54999105854	162415.859148992	395774.641540887	4607.08406311368	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	163556.323304642	1141741.54305902	640265.341668347	418211.729427986	200265.574666006	67225.157029356	179873.144846609	39262.4965128795	69347.8012735396	79631.8861470345	218708.600296297	163288.72768572	1977.36010590072	45771.5400525929	38368.2650582293	131704.690523334	63973.4729862752	46431.8226532873	13039.4557066221	114258.481733569	57513.9473257347	174792.23184271	5932.5670913998	12787.5908433832	15223.3726175241	51948.4831549589	76968.8664208231	219585.006887319	77815.727927544	126826.817887227	9014.67140129428	43554.0205369409	42922.5894928227	779208.044155383	848816.480967922	1565206.46073431	123711.481131324	814.829208495519	124593.890168159	91036.8267346638	10882.851212928	175916.308767176	54426.2607534521	340.258331830152	407732.206492745	3076.11238944816	35124.8909185662	113362.406425618	319813.468238466	82790.3481364613	318641.394175123	73833.2255602229	4807.15390160769	9789.5745215751	6521.4966394526	31060.8366879647	554674.452116316	168389.810616443	123801.412717985	843021.400070126	86920.2354668071	91855.7418299832	13700.1878630857	198569.489871896	164534.711902196	113688.632609465	3936.82104075946	40147.9231781102	95561.6725857394	83768.0814589003	78343.274849771	110146.206382456	233792.928464782	232850.277098583	73184.9386077257	103740.561979606	25298.6025269067	49921.6341089076	210690.932043052	59923.311608385	32628.2431506782	142287.187512063	95950.8963405915	68278.1637650198	3970.8689286587	5469.85710273362	14679.9688616095	7494.63742400845	140311.01428537	18790.4225310905	22101.4331112205	209300.394935339	376566.867702199	41635.925775492	31703.6855813075	14718.3297222293	40808.3833434839	87664.7106094315	145245.873027041	43105.6503086741	2320.16566576834	5035.55831395173	105838.206842129	308244.101379709	702637.976187269	67706.8425300799	171518.345693262	43788.463686566	4608.3856023837	66344.701553075	223141.634874453	136815.604130199	474794.743653202	507610.79102204	15785.3269182773	8244.66960356181	144751.262620987	15445.3776563012	92754.662907454	81686.0178817942	15372.3114867039	2256.02110737483	2245261.65451917	4177.98851404765	20407.4468578269	61052.8113979201	1566543.35429117	600239.049231324	15226.1993582268	330281.437875962	2451.63682556575	4560.12950463114	4526.63065644661	4559.44933820586	33719.7184996676	71150.7786519141	60291.9570390624	25844.3520773903	175781.927571192	68021.5409796277	9971.59771005724	282386.745088947	2863.50808737155	138773.428360358	136626.686869859	182584.080724489	101667.281471002	878.510188342786	93916.0974304002	105740.565123814	58862.9625462539	68036.2133502239	254.262901611232	97793.6585967178	62510.4697407174	56721.9692205942	152930.209737688	8184.97006984818	763112.631055177	5925.64500426583	4264.38132146809	299144.366794416	72139.7692934915	64103.0125653727	220374.941889024	151258.893533479	251819.382550013	3649733.79364491	35876.4857408953	95569.5556228122	5081.8381442749	97301.2650699755	6109.79455629694	106517.115202634	1078.34887484879	27467.444169139	101711.103404686	1059.52493882463	10500.7746070658	21495.0336768767	NA	20214.1535629923	16924.7264266455	23879.9055442846	45027.2046280656	867053.22483144	11941.4247275828	25901.5130278749	28458.0849172617	0	26256.1009422804	10997.9892401599	162247.746743616	144231.58650135	5100.27886751986	7951.17177868563	9321.54381481574	100461.260201182	21531.2562199169	1774.1839888644	65842.2273774057	29954.6088679141	22512.7261535391	8797.03832725832	6776.88182802715	87922.0023045527	23146.5587747579	15037.7488516964	8421.48963016674	221847.220114003	6752.73851289449	3438.65849502706	47947.7276349282	29480.1591582224	29761.728995321	4199252.99606956	80969.637644673	51819.7470459645	5416.53771377433	17872.1324043921	19136.5128274224	5931.89149478398	126211.751199634	844676.582101665	7007.74737555274	855374.86994077	4500.59987844495	148600.232981377	221562.864124748	45149.8702324093	2585.65416618229	158368.732127006	19426.3096423631	93378.1862236219	60084.2329828703	210132.437294923	2437.98500864434	75620.2913088953	7679.36016405763	8449.90255835538	51403.2665547685	174311.539450704	3830.54949400366	2251.87847825418	53787.2487593482	31818.3240786396	64347.5793232289	5528.88808802433	6115.11338517746	1732205.89991679	6029.80299093062	30054.7949643307	16836.7850056385	9367.63896361091	9266.02452025936	112707.447711862	28251.5508082156	410427.637581546	12166.5426858072	7988.48943589191	67507.4508689959	956984.354921409	132149.497748738	7662.14451186984	11930.5275990355	28928.9580557464	8844.34878860628	12725.2194930515	17387.0606830926	199093.922047673	2662.82013537202	763.442488572705	8117.44885843578	54163.7277216235	97693.4276254306	68668.5695871365	221244.813925494	4591.72604537323	498822.973368448	7994512.42322595	89684.2665161825	139936.338737432	181376.304364533	1047557.75291646	334035.442409837	38834.6862168388	1782.63419436973	5835.77499403183	1109.05405724763	2003.99050583369	25220.9404854078	290134.773501398	8199.39100172291	7756.35232237886	4635.79359321989	102969.917537815	7260.3712563105	107948.384161685	42215.9212261887	53620.4014316792	1919.96411338868	43885.246866649	38739.7251876144	108048.509038996	7472.7469774197	1914514.05701441	241861.02279458	43389.323864764	114781.470800557	34629.3807418535	24114.6679657269	72292.7427706353	61075.302540652	2607.15967954658	54542.2149747827	36086.4657088321	3568.79188084968	6683.60148045578	79886.6798343056	309543.793301517	15487.8470957266	24243.601111748	28262.0845304602	6000.30052470408	10930.8212487559	4409.90287368245	15541.7103794559	23116.554787455	37634.871363381	33485.7519935392	95362.9465548408	3538.35878912153	2286.74523379771	81893.8945921825	134522.968942612	99169.547142058	37374.3481951886	4765.25233164813	23956.3222086403	4976.28192475067	4339.08957255031	1381.0262487097	18307.3105415789	1302.15625557542	9156.78184124927	6966.54459676287	2729.05194936406	20266.9183711549	33007.6733685638	7085700.20516882	2571.63473048483	257034.667340356	83389.9365196016	34326.4945546846	NA	1450649.31419596	36772.1905307334	45287.5935142332	8203.70273591246	221925.259494325	278437.066996564	685851.067790903	14752.2740166527	58916.1160480996	7284.08408937116	191685.600167273	50076.983759351	21524.4419421866	6128.25060024543	51122.0436305143	37305.0046115021	26986.0412776279	76003.3753801215	10103.6917318288	226455.209802902	11633.0582490638	3931.39257798127	6126.15473912737	5656.00412078155	457710.199191083	8152.45623539879	4681.15201734389	89553.5293872384	310073.818296515	139451.592506132	33920.3002529091	4886401.91494867	649176.575286564	202264.482132921	NA	37741.5301300013	160426.229486631	204465.648352874	119341.038429261	47364.9631125675	32440.5104484547	13203.2724066962	697908.421237099	70800.135496777	143051.274823089	3343.76759449095	2724.51724834422	47158.564690108	30746.4995399421	1158902.27648697	14084.5048486065	69060.8278090124	6962.13173442162	25126.0660429144	33239.1068778004	46065.9272760052	85469.6307714617	7000.09406431225	7977.65422099725	163301.145687392	36772.0262714369	277761.248295483	510533.337088841	30301.7746654733	9746.07509676749	17674.0565565424	6541.25259940801	18003.1241730903	7829.07788939421	4730.1947759698	18181.0226661399	94287.4919989038	3857.89796787012	219751.477119641	2645.66318100387	2726.69966814069	59635.8505066467	68300.8950857321	142411.190121668	1000.06782870249	6293.17386045545	7034.10418791168	4551.98946467577	53655.4893024692	2020.67937059514	17291.0537524054	33905.1415634164	81340.2436767042	4454.75351389099	17966.9995411391	3196.11811951506	5349.08046034034	225003.173437948	5148.91155246494	2268.21456441841	6358.36939388368	13451.5057370689	560962.594103665	1554293.0280821	2342860.30307526	579682.819778637	1732152.90751823	980120.643059817	68546.3288271449	8378.12336532592	60117.4100541015	9473.91748510158	67733.0101550411	281458.318782593	196098.164853034	47369.4679398112	75760.6136079375	83233.6377147208	5143885.28114529	11084.7902875823	192102.260633098	63528.5916090278	1247092.04376616	31630.4127969642	173630.339418845	40013.3606683329	4697.26411030588	219632.220417124	669097.77177381	99671.3424518311	4986.49940096441	23168.5756173124	3963.63377785814	3432.02286303101	5260.01889734084	6266.11038494993	117581.966835967	822.800020277393	145537.538625597	7474.93794769281	30957.4951688171	60204.4692132624	1135.34301656055	72447.6142519154	5510.71933481449	10890.3807764378	19902.5791147482	75203.9674595282	216483.220324418	35735.2237225909	3521.94916398038	41304.3438869138	4044.31897097112	637957.275011202	188.479472741956	53462.2724373877	4550.21739849158	66677.5653020361	208243.349306915	7556.64705418174	347607.457664831	890351.827532034	26952.0820807002	18677.3621710056	3533.52978415971	33729.5871780316	66818.5526798995	64026.7575990352	138692.41926092	265347.12491316	4790.43957495765	12183.3577053071	11955.244246124	72408.2472208144	77647.3114837239	2803.49974742143	1579.70931907397	35192.3528600632	3402.02281421062	52998.1669302218	42404.2599071564	82102.472017798	65638.0049161652	141414.519533103	129949.460045889	112088.584643879	561064.636199111	25350.3214248747	123766.745784923	204948.269084824	53108.1634348279	5128.44541735204	117799.647109311	26024.926046765	5033.7770264629	17920.2246443796	2317374.93050988	67144.0572172385	139132.559802903	181299.674630162	5415.14904452267	44939.1289964312	17083.6808812559	5107.46363092359	527145.948444078	5170.52460079447	15683.5658034694	82815.0698556327	378274.411104418	99501.4449257693	7887.71583976446	85027.1022063855	1975.35438459017	1343889.22968558	10174.0040102439	48494.8776496066	310925.088149561	103330.45526332	187130.196168384	63818.7587934987	59180.6809015168	168390.918097422	144342.594778535	50928.1267281253	144752.408743314	23601.390787092	6180.99452187307	11065.0370219467	36697.1951824282	138946.237040358	71339.6820759572	7974.12944580274	2014.07057286787	269548.098514364	330592.42160022	59631.9548952513	12441.7293046559	622925.745763194	84797.4869878616	114914.856103421	61768.8878850254	81974.2604717772	892709.988978778	19841.8606889017	9183.48780103439	110643.149724481	79874.5788088045	75360.1380749463	167893.284253411	1396.00312267337	160955.037433069	239380.869740735	7252.92045452844	92099.1341777378	105848.60798643	5658.95930690103	38397.2884902141	40407.1981313716	242728.719793831	1367.59763289631	80510.8871950025	49924.9568871506	42886.8578762301	12872.5716098215	56148.0994867159	5795.78777454858	154378.078009835	36130.7930528469	11751.7220251084	2272.49397185855	37681.6231114433	516523.074694156	8024.00540225062	10172.6473000415	115689.304948395	4801.0877517596	132608.175430906	2906.27506212009	1039.29210077446	74330.9693045165	53630.0242055838	106929.428001433	153152.25053247	2665.93007679584	3437.07475012832	24411.8937611377	29116.7255422664	0	1198375.87612948	10490.8927923865	1842.97461941771	262505.356313994	5614.34896823298	250393.02193326	1782252.56305244	11606.0823926259	1330514.78474791	442073.569800876	77119.6155228927	31080.3733303499	311278.520313996	122664.506042404	77051.5450217158	5847140.13940869	211325.647837311	87180.3607383231	45138.2086465634	63856.8908112765	27196.8731113679	1517180.92309681	64575.1762564267	264669.928328504	2572837.41123865	88923.5546227767	8503.1145631653	6163.84818733056	3740.20899941767	6241.16269227144	37996.3581301121	653431.473126644	121655.519787209	1029286.26260218	130883.065440871	1402.94266003967	2018.13670782772	254761.472404231	10906.3386060838	2218.36183565105	96202.4288761686	14558.8164098368	1094.72075512225	1381.03275057586	0	NA	22123.0674440187	276.684682364548	NA	14196.3858939185	78229.3206074732	9154.04007814068	1196.51031881345	31563.2844843418	4492.58835540835	67994.1117748733	43904.5368948974	107012.815724947	1737.28309774761	1869.73725539667	613414.841322671	140682.950771551	219974.44539415	10632.0678634184	18405.4199074588	40130.9230083608	12473.0838176467	4032.70520199716	117127.411375769	20386.9731481248	185993.98579691	147667.766359546	56589.2176242862	3418.60491079519	3993.12258519894	3147.48465115273	4783.92885502797	382589.887683497	191417.096142804	113962.332953285	18669.8255570856	70063.9196295046	14437.7756420431	101463.039629829	18243.9522495504	4551.33313244152	8902.3300873661	2175082.31952688	142374.302978348	343.536281966894	5783.52651503373	6773.76349129667	972.162967092973	20331.3349292299	574589.916986816	297600.204541496	8912.05663768441	153851.920780708	94654.2187098973	414705.383176776	25251.3521263006	53466.642981484	384.545311659671	82543.4405642086	66269.8342032757	103840.341962662	7630.95679823932	868679.735952909	91956.4830987205	528338.944841788	218155.380377523	129844.752087964	38101.3686328036	2828935.75677562	85047.9974493697	18717.6668459292	151068.032086061	715811.836643475	102985.982433886	1550831.69475857	236263.155801749	17929.7010439335	8503.68899890069	24449.978488542	0	389049.623237362	1439.43639072294	81433.6476599535	58943.0895845229	53415.8621407089	1268341.37983502	1549.99815071336	0	6835.59467013184	2309.31035267737	314531.043822253	4445.00864705799	4745.68208641308	66340.7037392595	6186.23647291427	776539.296328157	15481.0141631796	6671.18506981054	6316.82917842271	999607.840097146	221783.644805144	116039.169422066	5229.3090196676	546592.616721843	250774.181161364	182607.178718312	43008.3903880911	90584.6195853516	408939.09970167	1360.75322914105	102912.553367053	3733.64714278504	106706.978876271	15307.834349696	125255.784642072	29996.4882419157	3661.37369470437	1627.18084041885	223697.367223189	171972.481060126	129506.499781001	1956793.22644608	290753.671966926	46173.1671845087	251740.778468366	16163.5414106589	55921.3220364289	253831.601263774	41202.0499160768	47704.8733662064	2090091.69764419	99625.365546082	53653.6734968951	91649.3805116729	576227.265610297	47862.491511419	84002.300573679	1460189.04459665	479984.547222792	88807.2092821309	3841.41754877243	195088.29703335	0	52198.5954149654	119615.298116338	284023.912001962	42500.3316080824	218352.29427155	97729.9666343504	9407059.46449707	426359.520290293	147398.540975745	81466.3821137848	100728.604845093	56898.072697742	22056.1022938459	2770668.1809744	25708.2948950069	148293.5974744	575070.713963589	101827.974218885	91903.7883243309	447602.697454507	6767872.31224922	289980.238026173	96469.8355566091	59243.6452408012	158705.897836084	29603.6344806304	1064249.46264	86435.2478503575	53593.1013233509	471551.872188091	8544.24702813018	384178.177697016	418606.738030555	2604.43988084611	123868.560443004	1586.941073743	52450.6377396375	780.321234294521	29369.4420061615	279912.061372426	223676.393512815	275008.524736342	41400.542597401	45129.8691299819	3700.77694550042	11971.7246153697	95415.4401855723	9906.86954048096	32537.9673732821	43237.3567251369	77127.7468533935	90117.476333009	76082.6412037352	55574.3086259053	62673.5520667939	9475.14990337156	44247.8963125205	251089.552593816	81523.8831277403	158008.781961303	426702.274194376	577.735719210901	380017.063280576	32791.1017678386	52856.9695547125	122667.04335347	160393.74985258	75485.0217434347	NA	183991.87556947	150552.726162014	0	45057.0617296143	1537338.69668243	862411.868516172	62651.4159924967	777908.028774913	807151.05341472	111169.966282409	226272.485028944	122564.051738927	3879.24786385437	0	1447884.55592771	61706.5203800916	23781.809848856	709.571209560211	7728.44011542563	82943.7492897754	352792.636534645	26386.5076926474	1264.93815263415	126584.399042806	5813413.78668872	223448.669533982	96215.8580312685	3403.27622538521	8397.86516024585	1503641.74467706	70571.095551191	1046445.98154521	3457792.08104798	209972.85029635	71148.9464243012	78747.4890842213	44701.2407026358	1112594.95829774	70800.4001797056	11284.2039068808	283673.313027414	256165.34895329	2040.3860137313	401843.897366175	42549.3481050521	68082.9357156445	125990.881468198	14364.5619337042	6668.27345594909	2933.71717155151	783.029403609936	552817.57099311	10147.6699892294	4446.43614561216	3757.14247486396	103881.38431496	39632.5368670614	169453.378548915	3480.58012327204	30691.5795411249	4760.32545469804	186059.910186412	3823.62429171675	69274.8415425478	35372.4324589002	148404.477371874	48542.2423207022	292669.420607731	5005.83690360584	4615.59132280355	109789.210683451	62265.1300971693	1260.301802075	245719.157346714	70697.7034971714	76313.2975262056	149785.31303726	44446.1470484174	34968.45749429	9705.51212811057	199626.647132488	1823.90914786949	47677.5346574456	211331.362963851	49913.7369035678	407678.255511313	30116.567384916	21585.9146040672	2008.31340755651	33512.0216635902	NA	8042.96726899996	19790.0991641451	29008.3204425154	50788.7660389826	3280.86140841838	0	16170.4078946234	90485.8464547638	7383.05595123526	57003.7657476306	3290.78007105734	18208.7877240008	2465.47017781754	7624.02453980192	112957.792559786	6237.58842076701	2379.9783505225	9312.03498986017	8679.19582489149	0	560.26411072502	23233.8594873591	7498.205447435	99918.9409665635	9680.52359594796	46852.1758084715	144465.960021025	1282.12282874085	6800.21534094074	2048.22272671765	45880.0921752084	4948.12220940259	160278.332235817	107600.913699059	55165.4373391684	4140.5216005666	97895.4909708155	191705.244046434	432.933827077319	172492.907800593	66006.5635165065	12086.0801409718	14898.7080676811	26469.0937670216	375841.666940872	6073.86921811126	2978.77007573992	66375.1729093999	118785.333986876	2765.73387982662	998680.579986458	28665.2897515673	162189.622148732	292917.624650627	5902.92308893351	81829.7908464686	7062.98586882879	211.049813603923	373674.272479975	77489.818396852	106491.284498092	1579.02776974562	2826.2535801059	226008.365874589	33401.3319855146	6643.03783763997	47040.2038048382	55648.8117995186	77540.8548643909	147100.581265212	209521.056907197	63083.9870351369	0	54900.0699568971	145140.543342679	0	13193.9090644793	320546.599927931	47595.9614620926	45014.623941296	90293.839684754	28910.9501994722	114843.096242946	11563.1270814887	43042.5171148241	6503.55474284378	298989.943861395	95982.6778611095	82830.4850972076	2242.86250173903	1621.26310604446	5032.98278616531	0	114552.950746553	0	78683.1552396996	185352.575013303	653865.898005538	74355.0418227814	247448.084535058	566397.663422933	64328.5133475223	84990.5526926197	263900.557059852	205319.170329187	78268.7020063002	196135.941581025	52998.9011242291	917928.162507592	45683.2577008764	290100.851060585	54049.0682834382	1551523.73265366	1286552.62557385	0	811112.612102001	827640.283862664	2682391.60506936	1777246.77136033	97291.0435646129	263900.930841438	109474.280583573	1591.64552323012	121238.360579811	7467.46958720792	2171173.24351302	2970320.68801915	32562.0672127806	115359.461142772	358200.72498081	0	1341.9494718288	48071.1314365365	117192.675036598	11858.2774672885	79936.7617696237	574.504739823524	7108.87790670162	3046.44385873562	29645.4652977935	220857.187497953	0	65799.9971448874	10383.6469491505	2280.2464285082	239504.455812753	2541.29442169085	1346.35711508412	1050944.01605535	93946.5314696565	76244.7830142929	3172.80107686747	334875.496171737	13416.2349284695	43972.6973533124	73410.6576854065	426990.880014147	8478.99372342314	189624.652977054	127472.335539279	149451.282752306	63216.82284179	71243.1331453461	66888.6502319616	1306029.72758464	649075.665746513	20531.8970634503	530587.988176673	329.377083023469	898543.608659328	679195.562661949	294280.052033396	731768.098673251	139637.308899289	456335.410683819	301664.450291681	4201.48037047801	163140.857177015	14809.8638071618	55941.1187609174	4075.33862678125	7899.53022916734	7199.11095348907	3948.33735436824	19888.4913658663	255802.040783089	9898.23487742702	157597.558238199	3275.60481397428	86857.0492991976	128152.062475385	48655.843716784	91809.1682037022	392984.437315554	12374.2873282533	137199.690568468	168493.658782342	189697.82002177	74731.6151042346	61108.9226292458	42926.8463518503	10009.5514518017	119135.351692094	116140.820842266	3295.36614752014	42329.0498930309	13995.0954353824	8034.01281003789	67016.916685624	616.857604417546	413366.025770984	27491.2027143979	71348.8004601856	9707.28277193315	66760.9996274669	158066.496743387	2609.54115878191	46519.0122483878	101117.708866844	1837.12911446464	776.674294209047	41113.2723700551	129125.439810861	36631.5859409871	2038.11006947372	16935.8920552013	103870.645076943	8920.55073991683	65337.1917576453	119944.923261461	112101.473738026	104862.947001083	40411.0914011754	11290.41679648	48069.2229900643	40611.7545197799	27100.1567419769	10157.7530815725	3081.2021363215	3399.89154192273	346403.135346783	104335.004685353	190865.707998951	240815.282821947	NA	143934.153035194	88066.0704810572	87991.7864997219	60087.4384100332	300866.661019804	68908.8463670805	79677.5060589603	60504.0913410791	78460.785427052	5886.35380448148	7477.51489551069	83736.9682714477	58972.0546342807	4944.01237858011	38462.7995727124	182487.272962448	27841.0723562205	65531.6340208117	33727.3278795047	46633.0378860881	783155.700829561	151105.652634677	402648.159084287	57905.1027226296	16212.2264461498	104729.123936915	1171.79376786165	169135.178605363	90555.0468726197	202251.970478148	100115.128242939	64837.267447608	59468.0897728621	427834.443728152	676203.677129935	917.219933738267	253623.294123035	9983.11038313141	1557316.31664979	116648.007323256	46113.5269380175	794.898118031588	7029.30598687298	5017.81672145984	420150.266279833	3292.9432288789	3490.66148451492	95794.5972074127	39964.1376909322	815010.488091511	96600.2225494592	581439.718196739	370221.594062524	780902.311853941	39817.2624756781	70925.0702391221	0	35084.7610059943	809269.283922262	731658.645664371	NA	83540.0246184434	287064.656900628	NA	63215.8918480693	309019.73505565	121964.557444533	1861.2640471469	2756.95500723914	717.64614690215	380401.267554164	237297.571246088	102229.792082774	100690.639914034	116097.717821737	512117.066452682	1506598.48455656	535873.318927777	80778.6406870079	263256.28783482	449045.719367422	519010.27432661	546807.145952997	539.458081778614	166310.659723248	41457.4739635082	97298.9888482095	927745.575738123	0	251904.229219336	181627.712899353	1764175.39700493	737363.023043214	3421.74803026224	190328.013156339	73236.6894422756	85928.2088274104	0	56708.3436323768	37598.1969986576	79525.9671255769	350418.298571696	37951.8862677842	NA	102602.978371272	0	91195.5493395303	837.055095165781	0	0	NA	40946.4110254494	799996.106450326	964733.623854354	1898897.51029403	723368.186888694	30462.7930594028	256526.595151468	318183.360732294	1571487.58421577	881991.725751799	990279.885195443	247685.741175041	196652.101239174	1190396.33798229	816134.429592472	89009.6428399723	1597060.10242788	13231751.0323203	657785.341884775	4872075.060972	358073.270683211	614180.127424809	2610199.80951713	NA	0	891.103823994623	303246.373134908	73327.6401261411	128134.200295353	107448.103574641	34647.7821607397	35733.8851789054	151413.052215079	326.528590213734	698569.589531362	2551.32926576211	1796.18066260746	0	687.293633561548	14097.9851616929	16062.6822148519	0	8054.25603668131	207.286971144971	327891.241814721	665.914602399748	0	0	398.145730532202	4887.59823651453	0	0	780.760042467974	92537.072458859	0	1506.57903352883	21700.8115250515	479.98805950766	1312048.04281694	284789.86904695	3567.32520379669	139954.760709623	590237.647680397	792208.672619767	NA	97690.2922868494	689713.534231764	222915.139435265	488636.921756869	6175928.38316336	1508032.35566136	112163.044891839	3138756.18459441	661876.514757681	1947682.02127476	1153315.13024703	55197.0680028636	294108.879869614	55263.9527473305	0	119343.610141549	65613.2684056135	34875.3184736777	1880386.8754527	4508.18373079201	14068.8076736909	196.815699403846	2339.58475163641	46251.993961642	24107.5814037033	769266.135959107	7113.80488730143	782.224004881736	14656.6756156413	1207.61444829499	224192.936517453	789.004962396	3383.06737789324	43067.0920492396	1066.8261092366	85975.3696975947	151875.434071178	27162.488244074	62300.073958559	30526.5194875524	5161.00569598336	18187.4016359248	2143.08671072534	22323.6930261309	49717.4385977946	29223.6653325938	122358.692600244	61317.2649166302	0	77687.8672702415	241882.327694659	391856.818114167	537.449106172353	138688.378978828	97119.5083259968	42140.0627392336	4641.09675967281	10527.9059324978	43801.8317458252	82086.9970757899	63908.6107800196	113155.82575231	47053.2215778693	115401.563602014	45734.7515858658	39265.7718074247	34950.8097174194	40798.6750340427	0	NA	46331.3687134283	2749.15079698313	2898.41697265126	13425.856870883	51711.0817489704	342.368702584136	7519.15721294498	1870.69107506372	23201.3765346873	35929.8245345825	127539.483954977	82879.0240349281	62618.8841965247	100946.356509027	207788.430747018	36263.3414005574	49811.3348863231	745460.552688338	270679.470572285	87323.5720093667	50264.8399725042	56947.7154258593	NA	0	37302.8232375861	84099.5867212553	46741.8411560686	271314.246318946	190150.264838569	146584.641178137	61315.4738605662	314178.899059451	300299.030792489	528.213280486287	5666.78189621852	134468.779916381	450134.742800027	176751.268834319	82710.7898973937	4193.07685399177	25410.8054343472	12776.1115912597	15458.168139494	188173.74961785	57245.6976028971	64071.2661079007	38426.135521592	41772.8361780511	12656.2298624835	7181.43711209687	300188.73699878	93167.7890558609	39024.3230808184	41199.798417023	5769.96677117718	31678.8534773883	17817.2353994398	19905.2909093181	0	45469.5094097257	2782.96025657293	111763.625722414	1459516.09264176	588370.356097928	162855.634534017	332275.225072713	188217.352724976	54031.2368633964	2342.17888146288	336287.752561917	183264.149849273	153878.695197358	3248.99821400678	2974.16290444046	10985.8627864571	7297.10462630709	328467.243173457	149623.029727159	43674.9236297749	122247.901495636	66718.6174146171	33652.1248145121	432919.562898938	7976.45206459079	23233.8470243525	245369.472095175	4894.18920497875	15067.7962351473	279520.596607016	146111.384542499	74970.8454763001	7432.40811172272	2053952.14351377	1174356.81511186	80831.3776741579	1105093.73217924	730704.53559201	1121991.35669366	664800.381836004	205461.701041027	944995.202144963	565892.253346846	171436.875650147	138014.022168615	93627.952828761	127838.088147419	707412.051258217	79949.1106562442	150204.510783719	57586.1202528218	59801.9045310847	41511.9924021838	54728.3153444747	71077.5137055305	54825.7018801405	75378.4479236646	80544.0472946563	92696.2569890431	84574.2795083712	52865.0149190293	165413.550690781	129921.381136147	763.772386624383	76146.7638831782	91137.0028980142	81217.5335428719	55814.8218599179	84521.3016620493	57057.6804452908	145736.616022479	79556.9628356442	334707.232654754	251485.085508368	759869.169150225	299050.982006856	133681.716989417	252711.500584098	115096.384240435	440968.58403015	331061.811294454	1640574.6140387	1286965.43469056	1046202.48243589	1587882.69866547	1270010.06087767	1030487.36142173	691994.952433222	0
-APO27_31	sample	positive	31	B1	APO	6833766.0905763	1989570.20110661	2378971.42601844	253305.832964036	306837.600774697	583657.311346792	137320.826658694	182129.144611322	105565.981921176	5985.73129043858	645712.491251686	454789.5789558	72055.3451446313	37631.8088635958	89892.2931357503	6539927.40326814	10002937.1824117	208056.26330262	826078.745113216	103024.687582718	59263.0382716406	268671.541377235	306928.479160871	264306.773402813	98604.1004135362	185504.354727491	159197.521682241	670205.297883015	185618.45676219	37221.7571697248	2237.81090369368	1571.0257598466	201295.434397065	4261.30790817546	8781.26337865505	1539520.6174114	409047.358672717	592275.446339758	64701.2856016814	108285.902601008	176145.031909654	254461.546324294	80524.4009690317	43052.2754419	41726.9205341399	316745.815550743	149403.531474604	272107.371977014	138481.552866598	54265.2824136855	16447172.3089782	7907742.29478184	8100141.50442002	5297696.70882946	1754184.48073356	4131529.22817138	6412792.1005425	7446260.36272038	6387038.90140628	129549.509035634	3533103.02557556	4576151.58889297	789505.851930663	441037.837683796	2790879.22105125	79412.0149499005	288220.984127806	101440.29786569	84121.8031649281	246393.651600245	993374.249443449	280670.751943205	74342.5925966054	119280.169558504	152262.428426796	5968.08396922327	11325.2120277451	51724.8913740408	161718.426622424	57566.8886386513	254205.127474227	73381.77582799	5708.95178467929	0	1052.11356436838	4378.62803667234	122177.510592011	95835.3057939442	67228.4775887386	141975.284886182	6215.1024801613	1324.88061639473	10187.9316074403	8299.54236005402	326675.809558292	152064.536731259	159991.945844142	41407.156496897	1092199.80829877	2801.85663686351	18534.8268861023	20878.5236524969	51563.6725460794	127974.115220725	91762.0591960822	321120.167260322	8817.80429992498	38085.8672672665	152926.701172142	1139383.40722902	181391.507914597	257709.709449759	67706.4689330799	606045.305666132	2403.15683001502	87769.0722462177	100660.413749583	193597.32355131	1659474.14137503	85160.9039665277	28710.7925977806	151570.297499686	184096.263240684	44127.3561333376	913126.668934778	39140.7673862644	1863258.90981047	953206.835218222	3606.04788364143	74381.3429734653	328735.66849904	60518.2955456871	306546.172088342	272799.098125962	36219.6847515472	50707.637251964	7330.06439828834	412285.284104371	18940.9494524324	4480.52702011488	22037.3164299734	684084.083930783	29178.2691110168	35238.3652543514	191412.184560977	1731449.7362659	879255.691307936	60403.9134728594	37318.5321594476	965779.874589627	244060.434922246	72687.5945306511	49691.1900612776	91485.880456831	136550.806968458	1855545.39424667	85898.5386474221	111406.029422422	768909.723980773	41689.5948936442	160376.512586177	11513.0154750141	64142.7723370305	131602.721062476	885794.151111337	6140340.68253254	280197.147948487	63865.6727073427	109238.802624454	944301.795550653	871666.852387006	59618.5197533037	127397.63870616	395999.654928056	66509.6748178921	50941.0542998965	387657.361945067	6877468.62717851	3545701.07551069	3035233.92061515	1524291.92721356	124346.683306779	164834.965689647	135044.816551686	122181.419740214	139159.948339931	437202.597604849	57393.577536993	96929.3095738131	62531.3130412188	383733.989114262	498725.440768676	11629.3805268632	36787.3195869478	159541.099784315	169580.958200984	2146009.86917378	NA	85726.7799516239	2163.04335842138	138867.156744365	378314.32090486	77511.9803999165	330047.766097235	325030.23097087	74757.4268772685	346807.267673364	6520755.96467825	123738.353927159	293338.995586867	96784.8412485322	38444.7576309206	41324.7286785953	66558.6385561709	11062.4850978234	2557029.88999382	227409.650710621	499283.633103396	1542065.10798546	77888.1780630013	113872.730498143	35726.6131841492	89087.8912831734	213141.039912864	46297.4846081055	394519.627813814	10083.1726408514	168129.327784963	20082.8904967245	1206216.91960407	139908.884481059	962810.461135245	133547.448695444	312480.79282191	75335.0186777178	57250.0991023723	28412.8064236718	337295.309487466	268803.795126015	93528.2787611964	137485.48103244	68026.0001087101	8660974.67808071	3874865.33768236	1835654.52230005	849886.868881626	1417525.11089201	2722164.83614124	14087855.1565846	621613.397975173	204467.287535953	194022.817635206	26562.8985410571	391935.36277251	80990.1280438175	87893.6747071192	58555.7670565532	80607.2218553903	138879.033268111	NA	49891.9311618525	77300.0700744918	144626.087087205	389029.379818049	348360.374001449	49374.8534694643	271441.609082166	40939.8752100509	60419.455626743	8915.82074117209	12521517.9596108	6498527.78049586	607541.098083233	12350730.1653318	374722.484247021	125784.039886319	848865.194179471	153448.226153292	143642.358715834	69473.662847848	131253.731598051	81947.4835408213	208923.646813773	318943.279773152	163419.570831682	640583.387858215	81048.6545241264	110818.183843381	119742.295403786	2044911.61833532	58496.5956875592	170106.260944344	420603.076738312	686898.718839189	683683.293560926	332416.693961458	297651.081397601	228229.739803845	250110.774568878	70878.3681896961	144008.312513211	199054.290366442	51827.9022973797	41061.8980862137	119271.559798416	17423.2550405779	657994.219032411	411923.110413193	12499.051536149	159704.316802192	132867.758012543	121475.287944784	11240645.0688209	485694.196912001	250031.106037267	85349.2572697736	85204.6663938206	78707.1893069379	97933.3133701639	96785.7044537673	1186845.28493296	13278.3879069446	44019.1174799903	106857.447485791	291723.7309094	101540.344537056	34709.1699646683	17049.0215089042	99669.8787885068	289757.99328501	62903.3011792339	27874.0942724312	53407.9034041639	431316.390729672	756020.868621924	124526.697063167	44604.383407016	70506.0486665828	954399.59863588	770860.568461911	1338320.84147489	2471729.8780016	707221.364787462	64265.1754637586	101324.377166899	89759.8791373001	90803.2795905358	84893.7872695997	1282238.94279378	137622.579227388	1111006.92863491	214505.386968513	1428021.71570098	36347.3398813268	60183.6491871295	104845.440953847	147301.262433059	57122.8000574847	175401.98516632	187372.482888667	147813.626587935	137144.804216329	12033.3168992731	179153.589898131	487334.389990457	170776.129221708	630071.887534038	1106910.16670371	620209.733063459	457395.109141711	1010199.18740161	244083.733964826	351878.027466716	212880.155645264	31631.7060161916	37540.7675763486	8245.89308226317	99603.6480011521	26094.604248547	19539.8777495145	2827044.8291329	95998.3514074565	116375.490464574	239166.428280423	6805880.79339355	343416.270503044	149518.155643709	256830.574181952	253354.372552362	1272423.12691519	252727.174812432	319235.212050815	46151.5484891093	412317.121852221	970976.160123567	679875.696630033	1989761.75491467	830248.385016817	593029.955078175	673811.144486366	1103210.02538049	8254.51312688334	83187.8576860793	7947441.35009375	4182022.93151442	2815779.81569069	3914120.74843349	3753571.0600177	4460401.75161803	88013.2424516848	30462.1545800833	70909.1218294979	861064.865764478	1544682.1555461	17699.6790996851	90294.2119078249	57886.4746846464	129217.593632603	93246.9752992155	37414.9457121736	704.382560341027	172230.524801962	281166.207686907	599468.581817514	24917.4468020039	329018.376304856	89967.507930893	45369.5522502463	1415.25539475431	365742.802609588	1479842.82750983	338398.286509785	45625.6470348029	35094.4604286054	97702.5155554369	216455.16260765	178842.865701653	72782.4743425384	67298.1978651367	14724.0306893028	519312.224247473	410754.076025725	189561.022276026	489727.39409088	1712.95852204884	57785.8047770772	37807.3524090036	371618.040879222	9860.57217286914	3413707.80013458	87463.0705445676	1792435.54804362	100284.560574002	43600.5690456765	653934.938171446	89014.9107589927	424613.283692978	332743.720527741	2864946.14155731	460977.775883476	545399.813733907	1070131.75236923	488583.316619326	1835745.74895027	36640.059197781	242127.97250622	66471.2251875014	94925.3292429337	58592.8631428244	35512.16228075	616600.560593369	360289.816627705	218811.007250958	262261.516675868	130981.812959016	247872.478217113	401988.287523694	627570.687521551	64163.4635979538	22862.9259110259	12212.4280651479	6778.31822108703	3259762.75499324	225683.643062404	328632.715845744	19452091.3350935	1059135.05381115	567377.508747351	597166.441081359	377617.978000988	27603.0278572302	101469.769240301	68824.8598948703	226970.492692917	1085545.14876802	57578.1384553653	41210.4903053652	168014.021159251	29899.5965635317	84782.5863355325	5370.75339829558	173607.413408497	40461.1060048184	1427010.78993659	225544.637234343	880316.104945744	59272.8317300954	172306.285140399	406906.585991477	47838.1383022364	28430.7871909171	203071.000805866	41926.4584485188	279200.72169113	NA	10489.2308231131	1373344.90736308	1669839.28343012	2819524.72235988	1334637.96807391	4426596.52460028	1011821.69333348	481835.575975029	171817.025917718	1708217.6121787	119944.194065073	205124.33952601	8502.73690444316	337.669460716868	108544.326926559	153214.089187781	157951.087241769	76077.8513640268	1819.74739134607	4661.58933249027	382754.078437521	170684.114340637	255754.540207943	7605.63126211857	427.599004327683	338103.51443587	306862.207044157	239742.945413674	39957.9532175549	239191.12742406	137230.005486181	115368.206941322	81601.9875024985	94515.0889078366	53983.6615836425	25298.3954233174	251587.23360941	79685.0811460931	537.891664691042	833.551482873972	172351.583133484	11765.5771261235	1692163.24789195	1029833.23554131	590729.822033094	1240326.70427681	1702649.11038263	2030446.83129275	22515.7090660352	44920.0354942136	4920.81109761875	116152.976322957	416782.901685623	678623.839629149	307762.199847029	319968.795660312	62324.8027255474	52767.9775682991	515295.27087419	96812.175057193	41855.8508574809	1853257.73449343	10616.3583930365	52084.8026951618	162942.842635881	5188345.46581436	1403362.250318	302257.682490571	1084028.33022322	42174.5005352607	124998.05473261	365640.771512243	145378.422075039	76569.6810610489	618612.049072543	25944.997127625	135146.00747241	33159.6717655988	55975.9849485433	276814.805218378	10458.8560855884	4903.00324396559	120963.474810243	124564.888034835	27455.356716938	107165.544400235	52426.5863192185	817037.756516849	1815.77100190182	82167.6571237063	55564.6014189227	215366.362575934	58824.4246708131	45794.6480677975	251332.181420078	934209.435943705	133022.11458076	51659.6232877978	79090.1078987103	23793.2677669329	405658.305720096	6838.59731572996	193328.957139759	40546.4048572578	NA	152963.442048023	52652.8042137851	28127.7445974815	60202.871807861	260600.853477457	140706.67552958	5097278.75169489	653000.864523637	838614.861479756	1367428.2922567	300923.80192284	49763.1735746174	4073736.85929821	120441.56686086	1479709.41456204	362492.843679968	1483477.33075599	410156.665482713	465103.852713168	134056.843685767	122024.24326981	544745.044703613	50507.6473530166	128220.892764273	101370.008513873	91437.9190884246	56320.8770524148	65294.7998634938	50336.7314842283	24095.8527970674	512084.404457583	178510.541105625	11006.4380731508	83046.9335771368	77768.8871605323	8838.83749414617	10824.450433399	55490.0920092157	956374.159347502	5454.25277106024	45702.9205831106	85324.6291983772	699794.799089768	39457.7385925015	11840.4519399453	124717.450802096	64917.2634491932	482587.426433071	79586.9032514434	18102.4203929076	4058.02177891788	2490.02149947891	NA	55603.2747549156	152684.682597752	64897.0249418546	209097.651932943	43280.9372961752	72781.2392440661	150308.371656923	197041.787170606	3236011.30241376	624405.085457916	65092.9684732831	11503.8175385047	80837.2661087368	30423.6903138453	97728.5657155871	64490.9569839484	398546.293805992	65188.7638928838	678005.450501026	74580.6725304575	47601.7979626663	109460.962178172	69780.9366251864	74887.7016837407	316543.164606133	68707.3677612786	199096.168313162	253329.246023413	7683.28276764348	87517.9416558895	95343.6245460923	212.292152278935	256.78990709163	54155.2510703641	20299.4496410217	76424.8756604946	54969.4433863642	628539.139044602	92653.1826693327	79649.5216498664	4329.46090473286	66831.414816664	32482.7186753459	2049817.95139295	37661.7066331037	125714.967862515	6713.00946145243	67483.7616257199	251440.085392613	3251.29049840223	27279.1239887888	6013.06263699728	362038.047565772	28501.9491875834	4780.42433405851	307186.214806899	39507.8869334409	129204.294112115	28893.2957487024	6004.38688063523	5640.43406657777	28082.6875850282	165266.699728993	140011.782831138	162200.764441232	917103.14577524	311189.215484465	966.047660353584	2668163.28223679	363890.764173761	11353.2850730619	62939.9286148151	67817.2195594029	30028.9029055085	99573.6172302542	48832.9810278135	261274.726359988	178952.937480366	178264.809777138	180743.848109658	46800.9415002509	0	82583.8295178323	92196.9971844147	38436.6534278246	232136.147021705	51289.4945110376	228753.630369949	1426684.58957041	45338.2817140518	270327.558258799	473897.681747775	1922904.7321804	1013839.07687412	3532.15162095912	119334.920909872	202476.614795355	93267.4033924086	59956.6580057919	539576.967548734	192431.604551349	147185.092804551	71776.0748015851	11915.6813682387	12875.5075713078	726372.156169543	187597.530470611	1896.78405743216	57520.0580446857	131248.231318712	74705.7487173449	133270.99135203	82976.8902658057	74759.2804790965	312763.743646375	94046.4693942996	9656.94302297286	30343.5992120105	825446.585962649	55772.9206875332	42233.2088636475	94317.2407949165	93840.7838925332	129212.303739274	112794.807753907	62237.9254841363	823816.399800635	32050.5269170497	19494.917434371	8800.20179216249	76760.6716095237	15137.6731505867	2772.95173275594	4730.01895344944	62437.5986932123	5400.89671037469	3982.12865342787	268228.024476255	83882.9130476465	22596454.7682711	3490.07884222101	1707.60701020175	3159.0444187576	14031.2651745694	1248569.1861707	253465.549203967	685982.43420581	444115.630496244	256283.171159816	256092.263442259	179463.539134582	155741.652117052	128910.939567	2817615.79486908	5404942.70393238	2554514.41602974	3750429.32678918	4662237.75388406	8722871.97276841	448859.564057814	682132.996469077	95160.0891987629	381756.939267354	3096285.39014534	180849.195862096	11468.6944630626	81737.8444432681	49045.4326548532	146761.708971314	36779.0067210687	43309.6532089378	180845.374740242	64284.5187500954	245931.57245981	365489.120337394	44794.8991371293	379045.012578916	51175.7741006361	79800.9540907003	73755.5532286168	56084.9707529196	40714.9846115844	121853.528818254	29895.2982554842	2269.19120656975	180010.017630545	72540.8886025033	297062.036138026	761995.068888538	87370.3727314281	41296.2918317731	1130.65650198472	76058.5798390006	43760.9808138253	136116.073773313	12683.2618509113	312033.840082938	404593.351775135	335719.728729204	1301530.93837455	201158.013161561	101910.679355239	58012.1903553849	65764.0506406584	6832.6606397134	41785.0861272859	9339.71600641011	65942.0301789131	31970.823768623	308805.436931111	157033.048307401	156194.690821939	48470.0870617379	198287.98757373	198150.850750415	111537.302191335	32058.5797395865	17005.8017217136	3716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279434245	21181.5807397335	177525.408946015	140695.569189763	NA	48832.2452624341	3275348.32644336	738843.234649305	60687.5903732805	2210177.60372182	660350.924695696	52235.7464254687	193581.622195142	105011.440075128	2609.46081235303	0	1048960.44428613	92088.2040242888	29091.1380424106	694.71586070601	7615.62312907124	78811.6237793849	464208.580923114	36988.1477532338	2007.45279767435	76833.3344337152	5244216.05410234	198439.785108702	69951.6537471804	3143.29141979246	7294.18808650138	1365836.09268667	62934.8322570184	880500.179458772	3085236.98300489	169037.001669203	89712.2855821564	91280.0889853028	40899.58235808	983899.770248866	56900.0683455629	23755.9966122135	245611.159579924	292902.885939864	4645.47778825373	310209.12771675	37577.1131303389	87731.1809008169	102390.911771955	17690.5866830594	4892.69751441781	3347.26894597669	585.569596762071	635249.524048211	14276.9135647603	5469.46220380685	2806.29486043116	59302.1359249405	73523.8125946826	191649.581536425	2209.50848550016	38366.7422829907	3874.0614856882	166705.701378727	5945.74126038491	37149.7572962376	30446.661374346	129795.467108321	139674.496281923	226080.738774208	5150.09890602856	4999.23750297637	191520.515619761	57506.4692911039	652.421681674141	231694.369559657	38047.633398673	67347.1920864245	144996.264160343	40223.7846258268	49019.6798444319	16876.5126529698	129353.369703904	1814.85288677335	44959.2364373411	162333.931991422	45880.6257208074	318162.21974662	31269.3115183264	29267.3190662512	1864.81786705464	34168.0952913696	NA	10605.0241746564	16099.6947504746	31319.4891024497	42137.4570413817	1599.96658676348	18518.9224627945	20827.0069853021	73816.2935531286	87936.5538027643	60623.6798638164	2452.07139014789	16462.3771782678	2723.61975307707	8480.60983165123	89617.8706254758	30422.5373451188	1999.6958125619	8651.41326516166	24228.8987281551	0	2205.67738927001	38035.7582689734	6699.64154601815	86782.5052289958	36779.662562067	37132.5820770238	146569.421015691	1443.71617162634	7455.47068747884	1976.45352251529	53771.0728370756	4233.8145513557	251029.158621101	57499.6462951985	48735.6530185869	NA	58280.3026049774	223555.651176434	2090.10996911059	199658.90805863	76051.3607487784	20623.7740592898	20029.4801848197	23729.1260661067	431314.572558597	5701.93188808543	4058.56124047246	40764.4678046476	147953.295970834	3434.57457078383	989939.480716664	31426.1039659038	168621.130735321	241444.395983006	8192.25140021568	61254.7049168712	10396.8149661004	1254.13270980521	375548.715032672	70325.1674039161	94532.0635343848	10367.014440877	3225.7964874257	178119.993532735	33191.1809822897	9549.08560975132	44797.4249176977	64600.361327982	105546.8007629	209525.211086008	217794.086161677	45828.9036048622	683.937253273997	51364.1074164906	150365.461066952	0	20999.9789291521	161285.486026347	59933.9769921632	54490.7711238502	49878.3284963786	30302.8584734358	61221.3945248922	14734.1739969333	46029.7925394737	5808.38602408552	196653.819009942	61237.949881244	82685.6473344748	2710.16731101543	2453.61249437366	5878.69449283306	1235.4962911839	289011.17821494	90.6696046933357	66304.8212877739	177837.649596655	598213.935043915	71887.7525292761	222772.328119981	445452.71920213	78926.8373064128	105658.658341517	238411.88840059	197507.503719809	77719.2218938076	151036.508500194	47898.0123658855	809045.938352095	35710.2018880503	251426.718004228	48336.7716086584	5582012.08904221	1254287.60448019	2989609.1038901	1398892.2244297	772791.067712028	759247.559807625	982039.608728083	541806.358163476	278566.402217006	64408.8263844839	1695.29569122625	173672.900973137	11882.9343086871	2538591.40356695	820546.998049528	51800.3547390512	136106.895400743	1304755.17963541	654099.935986785	1105.02445621411	43639.1322097232	90908.3613680654	15453.5960752663	90570.1095306572	688.077052380068	13873.4135848576	3789.20655468204	32295.6259656975	153024.096768977	NA	48093.0317510843	7781.15165792989	2511.59649218499	256711.243673577	4021.70656523215	1239.17076818877	887949.469200632	76848.6223716936	92571.8041289601	4112.42950208659	266318.336513393	15214.3867156889	42681.9159973162	68248.8026150387	354980.0910445	9548.61978589574	205319.692873747	113295.050387157	139465.969998756	49123.5917257553	73072.9317137169	84094.2223857245	1081898.89764644	595689.607113312	46540.5284945607	428461.789770114	0	425302.30250966	1304619.72830876	300324.588327448	691313.775175394	566666.384393981	424891.929719222	293638.366683323	7415.10250089325	116242.900747852	21814.3106742331	43063.4187232436	8336.08066214311	15538.8544792599	40744.2241853764	5702.78379360855	21904.4082910819	241784.579855849	9809.90961820007	157430.301914695	3303.16513267881	96778.1773357126	180381.21533129	45114.4842628102	67471.3063867748	329155.766710818	21570.3683160438	93583.0505853527	138050.267668508	220339.079815493	83619.9534598748	45000.4597636992	51562.8242930327	0	140476.298952626	125318.402570631	4486.58368912579	48288.5331467004	13038.3505102612	8235.22493865105	70795.4533751605	629.367681977755	478879.761740185	29785.8415358103	66619.0199701006	10662.4459272616	62753.8688234486	134499.14612518	2661.02672474754	54238.0134778343	121426.11455855	1832.06217680397	1908.84914660045	36836.8486393093	107547.339456433	44724.890580334	1332.50124860203	20386.0521005226	100183.344313007	12485.0026094818	74071.3073872724	138940.426723177	115020.644895176	79934.2136881779	32310.908283211	10606.3730755364	42340.9228646126	49970.6497240589	35659.2320488229	10751.1785175214	3107.65092227874	3131.9777916709	137147.329640387	47123.7540733437	70092.1572145624	219565.618066984	NA	124186.389164111	70217.6840140812	117646.478761522	48348.3982002003	263168.820542446	57910.6053971505	74377.945233059	112662.962227754	64586.4379139526	5057.19519551268	6223.50817535674	71370.1488244948	59334.1079836088	7024.15706787149	42353.0651005074	119656.110824849	31423.1750931456	54869.1877724249	54751.9868642294	36859.1641450787	698619.935740532	520078.124701419	367439.630592533	66092.6312599757	51245.5578208265	96484.9562984864	318.750191857643	143324.528590384	166055.032691869	NA	70481.9530742423	55098.7902831003	157278.283261145	NA	3855460.53693941	10828.2965003485	1015666.9302376	16127.8935310067	1740201.75808347	95322.7920362123	40128.1233900268	500.546407420885	7145.99922573857	5272.90135560427	239622.788556891	16304.3792076654	1819.95884560601	54723.8136561754	52121.7860830549	2669258.07970612	69976.8106105794	544648.468577608	297283.064543143	783125.04291051	23363.9271948155	165488.533071853	NA	47605.2952482207	277288.072635731	577176.495886084	NA	60929.6268569784	221448.723551273	NA	66491.7362129426	254394.952697488	88517.1390438313	2116.56276622081	2391.82462245158	1544.98236855289	503651.859563447	275106.336898232	313059.136064672	5587599.64081467	96124.0741187558	495308.407148918	1454166.17872201	888742.236159982	95325.0016644772	257683.349835694	214031.684699189	186353.682858136	900404.109363739	684.143339599051	202010.187926221	35099.1309535391	81875.0195458976	1109024.45628784	NA	195206.041648106	126416.131380926	2452657.34725102	1758921.12029624	4386.41565468508	211512.568424034	36444.796444244	111940.013582455	0	13474.8461443354	41232.8617197056	100068.039411256	171448.908547355	40119.374562917	NA	59226.1632746251	0	105576.055088717	0	0	0	NA	39091.3838308976	304674.381164814	366098.683613203	709468.521004403	898876.418575541	50867.0395392315	90922.5634497967	104871.539346129	1609319.50404516	718656.60296556	2998955.15486727	259636.940162777	842700.786766517	1708251.07247397	727874.942767194	133938.892435464	1389216.7248514	2434543.72563597	129760.110730893	3762391.57266883	374679.012258555	602788.921511408	12863716.0476437	NA	0	1049.71700739807	242301.988822266	89699.0932449953	100943.727259551	110830.19782546	28569.1772838753	38298.7094416272	122533.569886142	0	604208.205437191	1987.0338190184	675.781471799246	NA	0	13164.1036766215	15762.7002178366	9308.93149601052	5817.77033567116	357.498433898637	289999.082125422	812.120035524058	0	0	907.457980051934	4766.60214036108	9333.87141004987	0	0	78178.0532731506	414.662901971942	1491.72369696133	20511.4406644148	0	888959.057363047	214488.709339438	4579.37707374111	96746.5860224896	438360.552244595	NA	NA	80158.472730587	NA	NA	3103495.90043154	945250.301065001	1256927.65629848	73041.7582455534	560916.386636078	494491.51687618	2597423.92506469	1583018.04138294	56555.9384006076	238397.982409186	43612.4150517824	0	98525.7829168277	65825.8589266558	29193.1263243078	1827482.41546907	3958.68698171962	12936.4281353984	0	2299.90565935819	43721.4925777445	22565.0658981349	742641.426641337	6533.14637967699	0	14607.8210159961	11960.0472200009	217383.023377803	482.728988722416	3552.92706761906	45581.3739094629	1379.80720771103	66021.7160867558	109985.061521194	28514.3701121734	48697.7018931386	39960.4667555935	4266.1924782749	17707.3288235293	2252.52252162027	42112.7386217154	41740.2898531125	25343.6061121842	68434.6633027021	60081.6790861256	406.081995911246	72897.3759575248	215324.671769247	415474.210032064	689.116836301475	190626.016097851	94417.4358592377	54345.0457741733	6767.56607173631	9642.27556109388	115303.500868289	81671.1057270822	69840.3614669339	86619.2464167767	39098.1605372749	116303.346954307	37111.0870654342	46929.0795049174	36827.3084476911	34012.6209648122	0	NA	61830.5014750607	1517.04063433794	0	14855.1948887523	63328.9936485876	481.699855174829	9413.13262891861	3125.65030114444	29892.8612340264	88619.8964014374	58475.8649104859	35532.6940353733	29026.6511312709	105093.468764578	153616.765594752	45437.0021882544	43238.6363946013	283631.813870381	189966.36363744	54112.3031715769	45134.4681303653	57273.232074303	NA	0	19148.7506761146	95870.8532057927	52527.2402415944	104062.58833688	220032.441782445	40764.521836745	96480.3700786489	239480.801228413	480606.157727196	NA	6954.84089910501	127078.957813742	274399.2878084	135050.362720993	56969.5418073494	4803.55301922684	24359.5302135459	14756.93341593	16628.8837600758	126728.784786863	54480.3985141882	70362.0615323692	37249.9658613719	62256.1613082434	12730.552691891	7503.5921977136	349668.202401936	67946.4760115705	27477.9245664608	42915.6231487334	6962.07911209425	13940.8940246591	9019.72038945509	21871.7090382005	NA	36118.2652279355	0	85329.3214226974	396195.44433571	505078.049180808	138716.827054437	258977.203380249	170305.021256467	43665.1449106778	2299.35602617103	322992.247482656	159327.500433009	134430.48716574	3881.54162723896	3711.70985549332	10375.7339147873	5468.70840162197	232344.23703186	121636.225117742	45113.9268127372	94229.3594162102	49995.8120862041	36134.7861759751	357820.865101702	8278.13887371535	22449.8897397698	195059.302059522	4561.53051022374	14553.677175349	207108.444240342	116374.916980098	45627.471127842	8980.32810293442	1128646.12643029	619881.239170528	100865.206516231	587720.593032539	369011.85945209	869135.843796458	509715.463493983	159845.239326164	670620.086963989	384670.28765178	129158.676083015	140388.440262453	86556.0627746387	105540.354293532	534894.68891006	56178.0676420802	142199.01279414	104514.121674814	49118.4444849012	32958.1159951471	45368.8112946225	59951.7100021439	54105.9269771221	73065.3867645752	73909.1944616121	43311.4138673785	77221.7252502706	52687.3730641611	192172.759849039	78914.270665488	3484.19233106723	63843.691869218	86123.4346984467	53123.2518751671	45517.598972255	77568.6956924027	100367.286295775	322710.947631053	87956.8884234421	304768.979605096	401457.698283172	315179.128954472	1264913.67822638	100159.32142777	433256.99506038	93708.9109241963	1059334.85623364	NA	470717.710791083	414256.555561792	381660.230645871	732576.618358925	474650.023334542	634464.921634229	445928.683775914	0
-CONT10_13	sample	positive	13	B1	CONT	7358216.36403948	1413173.63695566	5522422.33478392	285337.145303927	382829.735688721	309697.531571148	134435.729216525	130647.822466269	97033.0283426635	8255.28402522137	764568.842242099	430663.105704228	73355.673107695	38800.9388205064	97116.0677734839	5720650.53229047	22035165.0260227	4073042.29707153	897616.746153962	110425.882002394	58545.0390065018	789294.192814755	437000.701699496	241775.526744872	75606.3503491266	594139.227742401	569621.804538163	756975.824897529	202508.927123592	45224.2543853284	2740.67485812101	649.709855847223	141943.103131064	4271.82415359654	27630.3022738702	5940772.54792245	1278093.89005902	720053.155027766	53352.0968133879	27363.5275013573	169493.448650286	208760.591504856	85005.2093985028	24053.4241738384	42944.2970208737	183479.383839295	343240.798358522	200954.403944283	132062.138845224	41347.993806824	1330544.3084404	5490245.94120224	6773919.23725512	4570889.99582103	1081144.5783456	3183259.01168683	5775258.92140165	6680345.09038982	10318295.9820712	98329.4720450073	4002932.91875152	8719389.94862732	1516580.49537134	1120240.93245518	2025066.01400722	96423.1960263567	1168683.90011655	610136.517048416	101175.491369551	262303.092604066	701029.977777931	261769.827004268	71565.100751278	379964.671797659	135996.669124004	4270.28022206219	11851.0855365095	48735.03897269	364046.659172696	123990.695888865	561494.879720049	74601.449879229	5093.40529769823	0	1042.10265369459	3660.61184322211	143577.345739678	93590.4651533804	59377.4106124074	164830.583208376	4049.79783957359	1940.28512676184	8564.09222193969	6254.90470555969	352546.951683571	111176.213449969	129292.496024808	39201.7253474259	584689.606610863	4163.41665977981	19162.3270282379	22081.9268063399	27478.3795726097	147289.0035431	44590.427862587	895129.717852538	8861.7940295634	38766.1236854939	148031.99159985	1199608.91043983	336359.136872034	194615.973254323	68738.4879859608	794805.993946971	2190.96832382593	75048.7732175827	23517.2897065609	236815.708215976	1885098.9235275	88639.648779397	27524.8788018272	163770.270410368	186928.322484822	45971.5928449617	690759.36702087	39042.9274419526	2124638.46869012	529340.973907642	4490.75264435269	80114.2108139894	359359.260162951	35396.4978301157	315811.355162798	299046.289627233	36920.5517906776	56500.6979968093	8529.39062974088	125782.720857281	5883.15496878408	4056.26608718149	20532.9011402522	5003552.6084103	40046.6495153214	33137.0960734861	188310.2102121	1591821.58229355	1116602.6287657	67914.2075023657	37878.1224034097	1070446.68020125	296402.222960104	35709.4891225111	47569.3369658782	94305.2493169628	154408.165069351	2081997.89523664	65626.8910212843	89087.3567391176	900430.2388352	41560.3981218395	210433.263352123	8766.39999679921	34439.1554016525	164255.587461327	369868.018507991	3388262.1213224	131715.88851191	124135.589698965	108255.449413367	864563.338918997	341323.684536103	145265.343789067	99258.8166273255	204268.454957993	25003.8095337593	25663.5921716262	389629.316705356	12007702.4830992	3349827.67328081	8498663.9186849	1369886.60841633	163883.560144191	477543.959197651	127531.041416128	199057.889841786	192874.851145901	1814732.06160324	570157.815993233	201990.7308064	87003.1322982219	545820.191192947	887192.327433746	8996.85514750132	85813.1605219694	117712.884405361	196980.620979856	2396653.02189869	4602.18060685205	95430.0703133182	2309.22816995919	635816.276023413	408860.683159575	209187.346012806	182186.537141957	345642.919423287	81158.8296894117	332325.002479354	6493357.66774559	116903.303184253	294650.582174971	87571.8613937625	37758.4211276056	41086.427820263	54797.1693742885	13518.111345338	3432611.29686793	272174.148631075	476986.494968279	1274753.48089417	51660.8560368606	120636.561891418	38954.8127833753	100023.685747505	205075.626377218	35528.2922503574	402392.565433947	9942.97165431104	164537.892746796	17080.2183049449	918280.088318506	132433.394736824	1997098.82480201	88692.4056708017	137296.557663566	59870.7173461664	54658.0768912715	31232.957299399	439970.917777115	1015673.1670741	59944.1260719306	81746.5016774455	36604.5018469604	8669911.23075074	4842157.6894509	1423238.4676823	2143251.50436525	1765778.04950901	2583079.14641217	1291723.86512945	402918.922654038	295683.166952485	270916.966985554	18463.6345082587	1012196.63930427	952226.627943374	113913.249462841	51700.2633353439	105278.754096482	117468.501180171	211999.34299553	281223.753247716	135054.204645542	182851.772386842	374348.527190194	400160.730142942	204952.69564344	197816.933218058	41042.7397803824	55161.3113836504	6040.41730436073	18972736.1402039	14679609.5442988	1740972.28424162	2948518.14711506	455047.59741475	212581.780345817	3249681.45393473	649601.144123645	220253.563317126	98244.9546608066	160512.60301676	54298.2907011526	96643.5225934091	4215114.65094173	229648.171679299	689962.711897776	NA	120593.633123496	125752.926368567	1656091.91508626	50886.5668640628	235821.873976409	341243.828756603	652243.33598709	625810.00618043	385420.33102448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	12508.8400355846	4679.96332711483	218004.074913536	66637.0596204274	56440.9563723517	104181.068627453	412.147009074924	106277.335845121	129929.138115693	30703.4976741457	89206.6657135411	75186.0002664134	3940.10939000747	29252.680813095	31149.9504524391	84760.7081999091	0	51207.404566953	67123.1148472369	33619.8266788038	13019.6091072732	29690.6434926052	6032.94929077569	142584.831467719	41051.7014916644	11703.4393263782	1030.83998430878	32838.3368073132	564869.56623193	6917.21696350694	11243.5109480063	69249.8536519677	4906.01541099524	126696.202726009	2987.80594806558	789.313012547605	74620.5263077392	53522.9565782743	107516.365804669	166930.724065336	2991.90091143922	2725.36637717989	24623.2687059649	28013.6868189488	0	1070858.22597786	10265.2065169089	4214.30526758983	237596.727537345	3912.16306885068	212122.44448951	1610086.09124614	12889.7552719587	3039812.33249138	399983.444216629	69409.2531825726	19738.1528687149	736973.850506544	83178.4443547898	76604.6813021978	5743795.44641935	226250.025571677	97528.0577877238	43576.3214642585	148069.797885577	18712.3150227096	1465888.74152832	67867.893927544	263085.753852592	2447569.46043908	73310.3206880266	11022.3008092422	5426.58520657446	4478.29166087507	7379.72236476312	34741.7213992252	618320.328505595	107846.426088016	577740.793175915	94033.6185681461	1301.4117788577	2724.52963659063	143164.761664811	132925.023366314	617.130695079988	35457.8196751319	14706.7673245481	984.638789020384	617.401955949807	730.561070472948	0	86033.3821895554	0	NA	9308.59949245068	76057.2111204593	8208.15172578237	672.009482392265	30695.8970062078	4021.01979180001	40306.6164928615	56877.8764753229	99904.7215920798	2064.60398272561	566.826262935944	729957.736118983	114183.996403536	226356.10263244	11671.0681624958	17437.5510532784	38638.5135169582	11146.2704175842	2740.80752875058	69952.6577488111	19351.2046320271	164759.796274053	159555.052760875	52971.765113707	3498.94170855961	3127.92721196744	2126.26770737284	5617.92858352455	486140.311047548	103234.85533279	82500.434269746	132341.120825866	66304.4442982528	14403.9073554401	116065.80175259	11765.4816330449	9838.16056391035	122396.409824156	1335181.03380487	180366.015613078	13844.9748529755	7518.22584287098	2626.2424902735	0	15613.4393163783	341195.330332896	290851.60942926	7622.48592396137	107602.366723941	65603.0749176507	324633.645168352	236591.073642174	57413.6785151215	846.60703868513	33243.3085060088	59354.5132933894	87589.8672506677	42203.0775109563	802149.462332933	78510.9536709409	1356539.82957861	194448.322388698	327076.700934676	32356.1650268475	2744953.7109434	89687.1269574772	18840.7782904178	100951.313757338	684970.843943016	107434.539779574	1482186.7943144	160896.326211782	40078.8952806986	8385.98850156668	28383.2458511017	359.065683245416	370520.93293911	1597.14484155502	54158.4332797761	50282.1843623103	42966.3667748725	683015.241572817	991.107437859785	0	4615.97056251351	1757.0478826621	173066.212968689	4185.96107677697	4689.49490685937	102265.418732041	13011.2647080245	533715.066858315	10337.2503667988	4276.35956075871	4466.48808889746	260214.63280356	143262.098341086	69588.3478473472	3780.6727922681	122340.986040554	270139.950063785	42323.2170593163	25781.1953755557	63386.9793526525	15447.5334897705	415.27310256449	NA	4487.3198298712	4721.13737936989	37459.3566086035	15668.9398531398	33335.6672968366	3484.37873321545	1657.40963949991	272598.226077366	109966.501003349	105684.518539895	2070259.91678698	454278.757679697	114804.06372173	134955.055830271	11269.9020616027	70945.472269269	257926.104241262	34382.7387475671	39997.1527224049	1300989.77445557	96303.5235376753	59776.5089374077	47943.2654753715	355311.883883948	27633.1701658005	127610.62058987	952793.831512937	326876.398996244	102233.453858172	4319.31436124501	116067.207740881	3078.09337693826	38696.2847714215	84992.7615602315	267422.870613545	32488.4855175522	204534.166836024	62623.5087924842	6705384.50258304	283070.590221693	118923.576103524	59682.9293823978	31197.4871161576	52092.0208691311	NA	1954283.41935546	15517.9719629465	94885.8733151612	621866.902560208	86601.1191856034	71000.4175498257	375207.357980992	4694754.16845182	179246.690124359	67721.6796548874	37603.7381878599	220119.370109852	23851.9519637386	721709.700172464	60206.0387122689	60195.710988538	439700.777378562	8102.48502530573	252763.582565429	389931.692999797	4466.73541078433	109305.592414746	2159.58316609325	54546.8424037176	672.276179628258	24545.4600798594	133008.550365793	203615.52808639	266409.798703438	63826.485915382	52081.0676297542	3382.09704286876	6365.289307953	61262.5294840345	7636.39908609403	40268.632777077	63220.6939889797	107005.322512507	84514.5305191633	47825.0759807068	39500.1027132363	33809.1194897538	5457.66186253896	66673.178362793	191160.608044421	61641.020823572	102586.120514066	39591.8168676592	6282.28468624547	380245.090392606	39171.1911281923	27142.3301090737	8498.86392094943	154086.441513288	64731.1173879135	75258.3541145075	237030.242582866	155784.394425723	200.076296021773	61505.446012479	2445941.56941249	1054192.47264513	104644.690600869	2263850.41655641	954631.135215619	5773.24591662254	290376.983267344	82720.4383707445	3559.56456682121	NA	1138773.74378465	53568.2005293725	12760.083231205	512.65770808098	10108.9144877561	60155.4520720997	315493.718971808	20730.9012640004	1443.11057489157	63172.4131750284	4307795.96246055	156200.241529035	56163.3286036025	3201.50892534481	2084.69608894444	1051069.95260441	43295.5327589279	788022.401052581	2235906.17118142	123842.500444254	53369.3085097113	66909.7710087774	31120.0162419374	712834.50858315	45513.1651133261	30018.7444345998	189982.099507381	176121.597725391	2166.45427617383	281516.626179337	26783.4296630142	68512.0808068525	89727.9573429191	10907.715611202	4209.69949799793	2494.6376614345	593.663489801356	376575.760124159	7810.98711845358	2777.95725217314	1781.02804088743	96771.3809764968	44119.9029641824	118274.002441396	2146.92197757095	26342.8804647037	4762.94736349709	6722.12242568802	4593.24167232479	0	28785.6219442384	96008.9766044819	85712.3369428077	401637.432835946	5800.80552368367	4913.82458365709	96473.8284175131	109768.429691934	1625.73550405476	186219.934160736	21026.5893311235	46181.213070006	98348.2468278094	37439.3607274501	37564.4802732904	4992.33219484521	129758.5447225	1050.2432543011	29904.9658241628	373552.331904752	41466.1545321295	125325.412467317	32471.7877322211	13347.9581556534	2580.16696333236	26603.1375668485	NA	6990.58800198789	14547.4832526245	24512.8785694267	41938.3881747002	1310.1546194083	6825.83906519743	20602.9374267813	96434.292510391	408322.113711229	57062.0923231539	2819.09216242257	18709.4970281118	2741.09373817739	7648.70625160285	111282.396730079	75767.0994052354	1842.9199833722	2267.49193080869	22591.2549035714	0	1796.15112451823	52961.5325452668	5341.1633191659	97711.0705978938	63106.2124359267	32863.42925671	51457.7826754225	292.411456345373	4435.75469874136	583.874738523875	40663.7933082845	3651.69054974419	167234.638198933	28189.4291293274	41573.9853482655	14067.9007562593	28479.7952556731	143516.438474723	0	187057.667502823	62302.6325877248	11221.3975047957	26856.1963004869	27865.5076769807	276153.614364587	3746.83036599935	2292.32030377531	29376.8944893504	83819.6191764936	2417.41395363813	449507.261491538	20234.914659752	182333.992708679	194067.324959452	4255.43216477488	54306.1333531583	8455.89238525387	542.115181552846	210578.372172458	76842.6873899732	59555.9139123266	12840.5802205923	2813.96733600604	188213.736832079	31016.5291518425	3909.48632313167	38807.2159539745	48642.7949239184	58331.0761813931	188535.335173574	214833.916590891	46918.0216908383	0	39311.2112900946	143060.477237063	0	7356.1261891094	77579.7886392113	46042.5207767024	71816.9272123413	24616.6765677261	24396.0890643492	30742.9063324692	10795.3757241948	47789.4042768527	5204.47702073854	225561.866415444	61779.5167196006	60662.0464614837	1420.69461525313	2506.13306223425	3373.63430842962	2722.4608604188	153515.501399436	NA	53901.6183990569	114782.928005114	499546.513072055	56647.5544827833	211372.9244275	362469.592258016	49090.6108708358	44859.2552160539	198315.0155906	127285.00620905	72611.1443534594	124188.067832364	39828.6010106227	660867.152583481	31010.2564976926	209564.420950969	39846.5153435383	2178099.53808585	1350185.01205281	6182948.57547185	764191.444495222	1221435.17970297	1401386.28083821	1427071.40956234	541945.63153989	152355.900641242	30048.0050759539	1585.89504432198	409973.905046056	6545.7821124126	2448694.9497606	476875.762606437	113153.368337647	91252.4737959565	1073809.43511473	119452.37850916	2375.35694115907	37401.4146801873	97279.1676019444	9785.00603895822	435241.772764606	0	1922.45240160002	2661.46952383754	66646.9113395337	170995.335214397	NA	52154.4875448935	7480.60527473657	2222.55718563351	160727.219666683	2892.86170741507	1364.55628183903	898660.188017934	52826.3906687341	55115.4299053976	9896.81072364364	274180.12243476	11334.4549975327	36570.8840642301	62025.3047177928	325957.900098133	3557.65064870468	217459.921045264	104697.777986085	75250.7879402222	33442.7055617238	62648.8651842828	31459.5510639172	1279691.02005062	469015.876112874	56971.1178939644	562941.377919204	NA	2361528.02337309	1188452.55616093	730666.83939895	842049.429685907	449369.564159903	680403.887598758	226609.856213424	15117.8114764302	97592.2096575906	10916.254172442	37041.4065217231	4378.62068915196	22270.4831100015	114312.167027576	3483.51536548133	17242.3918896378	472833.340175017	6643.0724521098	194059.572110029	3040.23113352622	78354.0902665789	NA	46425.0378356488	74491.1870551307	322692.907769621	17393.1073826526	102730.311954407	124517.209739346	117471.015022225	51177.8711449264	35901.2578172115	47311.5135720448	14274.0592298259	128407.783740345	78575.4943838793	1574.78561162262	33959.9496023918	14805.2115227556	6144.18897162909	60527.7577391585	262.773903170751	380631.706396323	23301.9923493997	55224.1328654721	6855.04116454319	100058.321424569	97187.2349931729	1664.18322866842	35564.5693613301	80435.7483948062	1127.93715219973	735.122623909198	41249.5395765151	102480.85285477	32459.7079577071	1145.79608252163	15787.4363394722	133275.615477824	5843.09211033054	74514.6021371147	132530.104093197	106504.757735246	64040.0642951777	29855.0147360276	725.561144913914	36743.074459657	32533.801135073	36455.4175560559	10735.4181725336	0	3051.46227496783	299809.623838354	50699.6628678935	163102.60798972	192436.223714247	7904.45034904158	94686.4655417267	61780.7007169462	248846.3509577	42964.26570852	221592.538332222	43449.5967410924	65160.2060354255	145062.318822627	54336.9295657267	5635.11699847764	6993.66818535005	80943.1899754737	40552.423199561	4873.14378577615	33277.1590079964	123433.259944143	26708.4973096254	48266.0713807726	13640.8153875263	34178.2342250921	887176.979435282	218912.45436575	446479.78803347	41432.1956617656	21690.1734790491	135921.295871427	938.63649723156	129950.491310219	24249.9042131593	123046.213215632	67972.1742484078	46671.5536340036	10617.1134274665	72093.091458455	8664017.32088432	124936.131514282	3506906.86118623	16185.959883099	1459443.93453605	95198.3383525516	33563.4761883151	1007.53520847419	7102.18084584014	6824.30825218107	249652.978170852	24933.9486917203	2296.4134242226	52776.4466683743	24142.9786033675	57443.1954903795	115960.876965203	491616.540190029	396159.767710882	1217007.83488181	55280.9164482126	0	9248.62656516384	10263.4542998435	324631.037208874	513975.137129134	0	57160.5715037103	198479.966799876	0	49573.9864492875	216704.513903396	82347.3981568402	1993.53847904576	2272.64719591747	1226.34666583034	1529120.00412391	546323.057650244	3571460.74127922	1267934.90313759	458017.910738596	92148.0505351403	89183.0876834984	0	77359.2031610854	60547.9865890383	105253.428509059	525485.397270677	1307675.92456403	2043.94939972344	190297.99751557	30951.9240236791	145274.307766273	1955712.99622685	473.787917325509	144285.85252241	56530.1006882559	1115772.17772841	1560521.83169835	3516.09003673279	171117.430493288	60235.725030418	160256.596656386	94.0741522915337	25957.5642600579	64203.5171393988	83558.5635776315	113882.15964523	34948.7885545924	161.342360120378	42917.9031265324	19216.2241969296	81906.2048819733	193.778890877333	8095.01058928977	0	29886.2448459942	35252.4085531197	1221275.42777648	3684348.66265611	1908948.19468776	999699.74523791	146837.344256161	433812.178162363	319790.716803013	1179870.89387537	877117.086667161	808844.418887099	191046.960467905	442221.399164888	209029.70958055	1072740.28907344	177638.646516099	2126465.27186911	8059686.05133894	492484.025079921	3968868.20583395	504646.57288176	946063.116304564	58998817.3235128	24957.9386331566	29611.8587827832	907.498623904943	195931.023941593	49168.2807488449	79755.9415982389	89612.1905923689	17030.6025885563	25065.912113879	113905.702510095	811.489885110495	662693.682813626	1715.44502759949	0	116.67421000037	278.098234833267	12467.2974253806	10655.3234793291	0	6686.67450943498	0	314567.26561545	566.316028742035	50.0118956113621	0	922.022226231251	3746.98812255383	4392.7361333836	367.871881320118	702.679190066331	85252.4770467602	0	837.146114312848	22262.5276332094	0	781270.11193867	190373.312585664	4487.77480836485	81275.9390395029	382897.734664067	246644.28992483	116179.84386206	47765.0376680652	136516.302745057	67189.5515425376	2814631.14253911	3754696.65395485	3346271.91441925	49309.9741111126	1883483.54907119	355313.572893051	3949078.00122363	NA	95889.8503500789	206929.144140069	32888.9353591634	4855.55722716487	84160.9233102557	7676.68225271098	26160.0054334359	3142364.92076303	2781.47167243737	13697.1277134455	NA	2921.03456320272	87758.4498558818	11580.424141398	1288044.39386196	6522.27872975889	287.985217838827	4064.7315702288	27756.5765860214	373323.9932277	0	2144.50870403977	85492.6171289779	1141.23047508686	45939.4128297901	93585.0592820214	19997.9306700214	38857.1151066637	8284.52862103172	4403.49495899443	1687.17136664547	2514.70726375062	7144.81115525739	77026.7523591634	27971.8193573745	105353.140868678	111134.702176739	339.018919408793	110895.028750415	167067.578285929	293328.492339903	922.207623471988	125789.81384609	70068.2419935794	38150.7315309627	2028.92429622064	12845.6788051532	5860.3134201122	108014.016813852	59725.2821362217	61633.5543744207	28038.2396680891	194220.411873727	25204.8320597054	84918.4561671904	57687.0388643777	30500.0773412426	0	0	51389.4679182338	1210.71706767786	13759.3104000717	7803.01043177356	52513.3852165479	348.84023666215	7266.65507376465	4665.67880330686	16944.5985211009	139690.854617212	114681.838349375	61509.8886124045	97482.7138689003	134865.319519075	225542.039250387	30185.5596237449	32382.5312913732	752250.09042485	336905.515348168	101729.343905201	48678.5941032216	43123.3677316869	0	0	11284.2346342327	10685.0665357744	7116.29155044882	395908.584915556	263991.055209403	199921.367278503	89898.5035038691	789545.728298188	487492.002667549	0	7723.62133101756	2681640.11775509	434693.311287377	190755.232361294	119575.961857854	0	14719.3010709526	8437.43275675431	10587.0597071134	160906.392816387	20948.6384100788	63390.2313884503	37683.0157486834	67429.3358440894	12203.2718848299	3990.40328976621	354926.208423573	78612.9250824469	31041.2530515009	34346.1873250431	787.020328864389	46275.6717840806	26318.3953819017	13804.1277799718	0	44158.359248191	0	102718.564819295	967892.207591418	559871.238107695	148477.875797702	256387.506596661	127153.129632718	33862.5611952339	2204.31830817442	344109.779182124	166756.230646145	118791.088162137	2743.71977149561	2525.02629246061	8119.42289999317	5688.36253388574	193274.448230769	102040.262726766	42715.8322200854	83750.5901322307	43460.3015050455	37246.4509902452	335831.404411686	8508.90653017033	22004.2064967738	175331.182308438	4574.3039597556	14681.3503378333	180670.144588538	94077.9517187007	33545.9904553105	6533.59596927572	811930.620032145	459529.947635398	68608.3285965681	524797.686217913	338953.118533047	553379.470834625	317538.450305392	104077.560759644	423733.684601554	242420.390625627	81187.9466722438	91650.0139871867	57920.5704587924	93659.2099184949	479091.732932297	53633.9934563029	82572.2772188872	64051.5514459343	74115.6313321756	41218.1968511363	65789.3996282562	96263.8265469909	98988.0298905321	114895.238551847	90353.2850223511	87721.3372873637	99988.2594440131	80924.7578106286	401188.331397963	322752.054886439	2820.59553288984	59087.3033792402	80299.9920969913	84926.9001897884	54240.3228897117	83529.3328339905	153485.788581428	651706.962035633	293149.694989501	576989.013922636	572528.582293107	1234923.62540474	121238.474710269	72953.5807413813	118414.577111563	69155.6833251889	231941.56293829	148149.936428043	1165994.84569714	1119139.34520559	799382.629815434	1452711.24241654	1646845.80459712	NA	NA	14673.3471870026
-CONT11_14	sample	positive	14	B1	CONT	4092258.10357672	1995729.07391148	2614198.41435954	217189.507819514	291939.022161652	263348.831484511	109349.52241825	154159.999250915	112608.657053771	5498.09271698046	824437.521151054	519382.519001151	76772.1441788403	37006.2746482664	77621.523425122	3732097.01123264	22426941.7338011	4216336.62726598	907133.513808255	86749.2758732566	67799.5307632887	829089.76353932	418022.446762457	264038.633619277	95029.3852332672	565144.667462706	91478.9076367918	573239.738644478	196470.508168313	38565.2390941437	1870.18258080208	1375.7297445233	223727.506612908	5143.39068587939	6491.33063520231	498619.441650703	378157.136787456	609934.372204056	77072.4719682251	151625.271411126	179307.123040307	286408.445201114	73514.9602534553	59349.180189542	36148.3245821305	166939.883656611	220815.038028911	245319.708605591	146854.078555245	39409.0560354302	22041830.3321111	5625853.37071331	7548403.48940531	8482543.25456931	3865558.88023159	7419325.37439915	17111818.4644283	8568740.10148204	9322887.37502091	188685.186778923	2178355.89433055	8922410.46237523	1347181.32748015	1222135.8281507	2707993.61061503	85282.9945485183	1298450.17665603	101302.267956853	84313.3863966819	321196.952535844	678167.992001433	296252.39992422	85105.6395314358	73404.020120613	178529.265833888	7626.18629091616	10731.6324577348	58127.5460498267	200782.943221604	54903.9193195629	238374.725711186	81501.2640892936	5093.906192093	552.026667301196	2290.65882551205	4235.78751960863	177919.852625941	124038.835624795	82205.7681968405	149378.506806491	4441.29469023292	2014.04172376841	9222.6846133619	6851.13691846135	277859.739695096	196897.146649954	262351.542682351	40999.8152910747	1685116.46655969	2894.56947189325	19399.5774266701	21916.0893443498	77764.1361744166	193938.97136064	114596.546372175	292095.205298768	8570.45748224906	37855.2567033719	461738.65436618	977199.125471853	72239.4953728342	289005.897997064	52365.7520970675	708503.588626266	1574.22993130924	70477.9988366223	134922.749802999	190580.821122414	1621838.14233269	78488.3627795396	31259.7206954902	136111.176216221	247332.782949248	48986.225081882	398572.70578106	40649.6316658096	1873903.34668124	1432742.98817678	3201.94356043494	71481.6704932225	314446.47838356	87660.0304095387	272329.832476689	262813.050833845	31844.4348255492	70405.100130527	7432.46805085343	664459.279238055	31939.4945382301	4579.75774673378	22414.6325890603	1552041.6470276	35158.6867278012	36916.7105344442	159261.854648301	1884983.88751923	849720.288039032	29621.9476447522	47699.4335396484	1303340.60854841	197044.193593373	118286.968685489	49633.8686834735	103775.363037457	176242.760637971	2378574.1628098	75911.1314525649	144853.912888629	731775.37391678	32928.3099728957	142586.023942394	11255.5602275096	77589.183588602	181215.019409169	1531823.17622312	9720240.13411568	493292.453055062	42721.1943218389	79509.1729791769	710328.103784708	986425.519399394	339004.535635068	141274.456685341	635777.639645112	96526.0682658339	68087.9968999046	334214.494348408	6615769.67465643	3593315.35590663	2725783.18889982	1485701.21341444	143832.210156096	486991.205203563	136267.15368797	98300.2192602145	142308.132853199	260931.795875604	489646.291279974	112553.848124376	59292.2860784913	331391.336837235	335694.648570785	13417.4294992306	68061.6382479794	170741.192205256	176928.877004114	2099871.74352694	4528.96841406454	79785.2638734367	2876.00187656547	131028.881371012	363177.895958521	76074.9231163223	245360.292165183	328653.842153801	83098.489530278	234646.454414686	5633554.74445868	125517.18936376	245109.13121302	75951.4652401702	32546.6093721715	34313.2589003374	86850.9952498751	10650.345610878	2522236.72028528	297274.563799464	430758.235783125	1004556.27068657	67135.1300149189	97013.5999922421	40252.208391653	86663.1169188162	201965.213022997	54115.4056446195	300516.33085198	7590.38930251577	194493.689485331	21208.678972574	1242011.66931237	139153.693221405	1007944.22986678	175336.251384153	274051.902028172	81443.3887200552	45291.9458285137	27768.6052595755	220381.25437619	852938.052486036	84733.2494946099	134043.127140702	83091.8393143596	8945561.23523859	2406769.12864831	1740258.07867835	2163948.25368441	2298424.32218942	2959370.96008307	5413596.67715768	616065.764909114	189912.954563565	265445.766822999	28788.0958472709	1104310.81909484	424721.614381256	141165.271088253	66973.7865886675	75582.1441413229	138817.382505776	9929.16886768675	97006.3892977593	59202.1280524025	335433.125050279	413328.098669163	590567.718829989	112033.03951327	404019.838237459	51507.5756486608	59804.019792241	8965.11545745704	9946030.45403487	4362955.54183839	726605.347356967	3179877.70163124	744874.198517805	199921.308558861	395114.18844104	77144.0753694584	151019.368596679	70247.5272555972	117096.180916917	80989.215404845	98231.7803178175	1032288.90410634	196638.910747992	602552.891444138	362639.700466202	107890.559103567	103357.998331565	2172854.20653949	61660.6989937279	208306.587365363	565498.022001173	52397.668659801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31.7693367143	451148.577161742	88685.1931733971	198923.439965897	91923.3346557556	62238.2654927737	649224.437767941	15686.053517933	6155.68991460234	181581.86218954	63056.8900862133	55789.4414662472	127931.381409926	1920.3706100342	104610.593169502	159635.314370005	17229.060879061	119594.085411648	82466.073643108	5860.20395863381	30655.0914193954	35018.012985235	243425.520922194	1288.4558014424	57826.2137046879	44421.8909974357	28984.0830859458	11641.3790874367	58137.5543026091	6830.63030130204	150589.694480624	41457.1782494623	10437.603433669	2412.15244089934	26966.1081334099	474097.715591704	7113.70492384569	9317.98468400145	73086.9818776698	4742.38906222367	109715.086965411	3487.38842444426	519.346174539897	52118.6371275155	59264.2583408374	105594.735572859	109547.168098196	4234.03622258861	3707.64278665414	22247.2492343356	28712.6849178179	0	1001023.57822246	9976.72288233081	3076.94868856414	223846.211111963	6181.43488769023	202884.276638683	1413011.84416622	15825.4595210032	661778.591498035	349758.958939464	65914.1368239774	102169.549144218	158521.140280648	55118.6088568443	67358.4582315588	5024653.11966273	191984.293888198	78229.619053781	29087.4272732046	31810.8296098974	21048.8388575907	1280251.78605699	56783.2317276999	225522.067209105	2150310.13173056	79051.3981875816	18905.126724963	5203.89232903021	3588.52211584274	6548.67824530199	34868.2021588511	549849.359484987	102163.232922251	695365.293987228	60617.968163346	1247.64780728939	1022.12852018173	177266.573936851	47126.7617022835	2340.20897246592	51268.2105344617	12263.7697586079	933.702623055806	3452.55461008052	391.932846496824	0	27390.5353108515	0	NA	9957.03672798529	67625.4041409001	8774.86311343444	413.533019655124	27460.6779242201	4458.01649698672	50623.1485415284	31278.5402885143	79748.4864448361	403.495390123157	608.016105001398	616207.504027703	134769.367092953	211971.374313418	16080.9332299553	28023.385221923	44719.8295913496	12032.0392037964	5736.52894479958	92072.4782978136	22231.0515689891	143080.528472813	151714.541432368	49755.744115308	5486.03940050313	3684.69806495257	3745.83892895954	5949.8086570576	322980.694794719	114434.682017526	76983.5300648506	70517.9258192928	50346.247452666	12132.3855505748	74331.6212247973	16804.2418004679	6976.72737073042	32959.5253872097	1436624.72900693	130597.230726258	4428.89036212407	13366.629379154	4309.66997364326	872.23746765646	18386.0793846055	369280.872412132	268723.643351269	7247.94065079025	135850.083420925	45219.6330606058	310907.021036512	110412.337677638	91847.9992951754	621.841602334329	64661.2589144776	61600.2295793021	78618.0987252034	19094.9393354875	708418.120180621	78501.8961236424	263774.862707079	172152.765574904	63789.7343722285	46591.8840435781	2485075.56150092	80484.1151881491	14400.0914227459	128708.464329766	624369.552684031	96795.1121458743	1357317.61262829	188396.485548593	26521.4197633129	8132.82703058368	20211.7618136902	727.660712170335	335850.358020357	413.689019332264	61713.7166704306	47329.9847630632	33275.4744839071	911150.325145873	1546.71928146066	0	8491.21729231816	2129.50387618398	234663.338089175	4898.15231049567	3953.26057879994	50733.8436428966	12798.3939656594	589425.738735007	9007.53420126401	4858.95683376979	4736.13641755901	1594658.48212194	170007.066099303	64232.6282524238	2046.73561532946	724791.497126326	296544.901074093	242242.95575238	33033.0011493415	84558.3802912761	367005.892762975	0	NA	3924.33953993418	95289.6463618949	26658.7859537375	75625.6954509522	29107.2583816603	3722.44615247796	893.210623087948	258862.854858287	107067.00723824	88078.3297346143	1854334.04202178	513755.19694512	25708.8689080881	188206.869998798	12698.1686113245	58527.2965546283	186332.709869923	46409.2959086161	52909.7622394122	1284094.66966977	100083.58298934	45479.9316753056	65539.9549565501	405116.55332729	36464.4713921962	55325.1229617002	928655.893848707	346613.159420636	89664.3896814461	4178.80834975374	157865.407585698	2004.65242945625	42058.105668936	90592.8947079352	318172.039217524	48621.1701321512	188040.456305243	56622.9901109909	6766778.84034746	288288.814215296	115078.874637878	60305.5335196249	61833.3810073809	45736.0657304309	NA	1984671.35109856	23346.9896708912	96358.4142301753	543384.984870746	85122.5503889134	75261.2829343288	392164.156751782	4803639.90486251	179239.64150893	76162.316587389	38680.0074570706	147055.240982728	25639.7068371169	654929.939258727	62840.3282681617	47845.820975761	444313.152195429	9552.47210641521	247138.415450136	459446.695197293	1911.57113509925	94148.8088617236	1485.69747930842	64687.5086032839	0	26926.5632835364	177982.67145292	276860.585322657	792844.476876933	32073.4016697139	41634.1870344263	1586.61746461059	7413.97051111719	73252.5052119561	8620.0638309211	44536.7074197916	33426.6776660526	52582.6506347688	94485.0202572679	56889.7138561983	53056.6387498935	41326.5585477728	7515.1733220402	65555.1952013831	238914.034987647	72140.6402844364	119634.040015941	387710.599014872	4626.67009196936	225256.06087219	29658.7060568907	33764.7285598892	94768.910717315	92110.2330819122	39905.8382433112	25619.0933081758	122617.998396945	148489.321459733	0	33423.9991463481	3618537.11789684	516217.630035322	51719.313506754	1766918.53936942	385536.69373506	57430.7055818597	99987.6155479707	100049.238812809	2642.7877250772	0	1158190.19425892	39778.6951417963	8399.37266852861	0	9342.923605711	66008.2640218516	322866.153464024	15123.6566827297	3226.17736441668	66267.86514207	4629189.5544588	168585.409862833	64456.8324968784	3310.07569614494	6871.94532520605	1066386.01991668	55872.47604422	714974.080973202	2209960.29882163	136155.574272303	59453.5857109121	70439.8865050523	36012.4873490591	700338.868651066	43114.9561973017	18755.5045462761	202614.914618796	197248.647209102	3390.16958895058	356840.834537798	31254.3334556149	76864.4719781958	115124.028213083	12812.8366321249	4486.00782451829	3356.66061196489	288.437693316803	435182.759591565	7711.24504425649	3328.61916539076	1770.59211895475	73317.2979859935	25795.7757843647	139680.651299868	1367.66486520109	27575.0036201096	3995.54029934694	181199.227523664	3649.89971433135	55549.0568401722	23505.4855677502	114970.336278662	85616.634859689	161204.66554023	5554.09607310257	5884.48292967608	67600.3615842728	32937.5256598579	1001.50688801334	205442.54324032	51456.0447655849	56276.2934988759	114648.564084646	44204.1566151188	42558.7735420792	8993.68754015584	148074.329393612	1324.54350608624	38981.8210223805	486796.081716299	43977.8060695144	222267.887155102	26439.8473597939	23595.7031348882	4895.39230223478	30791.583057809	NA	7989.93541135965	8106.16705069949	18590.4603264671	23544.6527073989	1827.8195316798	8269.91130150954	10094.9909528905	88144.4149844658	54066.1726816917	62441.3088907988	2678.27891541619	16291.9581968505	2841.72633567205	8074.92902782104	60229.2375240258	22204.2355659495	1922.46123213713	7555.42115925863	21105.9225802215	0	1342.97581278849	37856.7454816991	5673.68022258034	93558.571460281	38186.8063447088	38000.092718897	77529.7072112454	1568.7892526485	3868.17355874618	1409.25980628115	44645.3183482616	3114.70514400412	327170.507682525	73094.603782764	70064.2651139342	5020.59916903392	68915.4772392627	165777.101842302	1309.97028378317	214383.33825561	56310.9553504377	13837.0769609673	23722.6080352572	23398.2027140182	293511.015935207	6135.15480040431	1669.82962716801	37768.4410953133	104473.911724393	1529.69906183046	1388441.89436328	22128.6027753412	189396.910959656	232214.901186642	5008.75863422545	66670.9757276796	7789.09560365952	336.991948521726	203393.323615648	70360.8863248761	55600.7580603124	8676.56662300667	3637.91469259485	196360.951985487	33754.3661870693	8126.82541399063	40390.6410743588	50988.1121526145	67363.3552868231	185123.452381179	233572.510449903	48956.4208120202	264.160229573083	78327.7448629044	157413.792135608	0	14907.1427876905	267123.254207473	48439.6370457075	27625.0521721348	79980.5439710237	28845.6394037255	97483.3151384156	11877.1368531373	43713.5936094057	4822.87777934717	180240.629114246	57948.3785022688	93621.9225020155	439.485838688777	2249.88725287507	4049.6192881289	0	163290.704589815	NA	63918.9602011622	150928.705026641	518708.563298314	85416.9072892077	186865.646230276	406101.691227574	70105.8997231767	156366.919335528	219859.694465488	161291.612014946	63644.5351042958	142751.02085855	47881.4801789083	731105.615299985	34012.3692054127	231297.64737915	43947.3171097039	3114984.86502666	2164246.71360334	855264.914859701	1630682.23545938	342623.839376113	1059307.29133321	1933112.90389786	100215.797861428	340452.178565625	103111.776631476	1301.43511543978	264210.112318657	7243.08658800625	2771819.0101252	543723.08106625	73777.5258384493	116107.959069136	1153671.47718242	549333.231315596	0	40730.1543883915	78034.3305747836	11862.9256061787	1379368.77331981	1319.93145285161	21119.7060206131	3135.86742194056	204323.484240203	132337.117275154	NA	39899.3741050375	5536.00170004995	2464.48474810778	211314.909112122	1786.91054868544	946.641078520815	695675.083250068	79695.3644601339	65166.3549366092	1985.05641664027	207605.437377325	12209.0229750226	32389.5329358776	49703.4239634066	268347.249575337	7119.61013341226	198345.076426136	80027.9596017271	81568.7149397773	56923.0373456016	60000.9916418435	125873.118825736	1455894.75281262	1272061.31760022	NA	627996.149418678	NA	695008.796201205	1309664.73285395	91566.1834077165	1025120.82301792	498527.872839287	587360.037811118	324125.60949221	7963.84846008801	120317.879820251	20104.5783244292	42808.6145483736	5011.50511605888	21459.4637303247	41284.1327281786	4826.45411499498	21020.248797243	0	8823.26468775712	194535.491115527	3024.70553408967	20664.9157213316	NA	47074.0855754968	56104.7662728247	259190.309280367	9565.13833701952	79636.4173095238	106393.617006205	457485.630736097	163610.812224637	56060.3162783727	55190.9721805104	8122.60153409587	145858.030558389	101373.147227226	1377.95545841628	38421.5595146727	12443.4355834812	5920.59119533669	66949.291922083	426.54174585384	430825.808004339	25712.8301960161	72628.6671062674	9225.94625292878	33578.9049227085	126766.568054226	3273.78864701473	49289.9619487515	102096.049709508	1649.85024850978	958.045470288333	46128.5063200488	86665.327842281	35076.0642296619	603.115434989559	13961.0980896809	83875.4203014496	6972.04519698961	72101.3226370979	125288.474350189	123332.88621038	79175.990545842	29127.3521569832	17306.8040343989	59762.5000862385	32796.7124500577	NA	12210.477648357	5980.69717305416	6608.08644969557	140754.030252739	48747.1517144274	76512.1078120328	220266.861513062	985.724598420368	111448.314549878	69662.2294017341	0	39055.5782952111	246791.324135143	58630.3927772726	66369.5525000271	102917.160473553	67961.8967867537	5206.43714844114	7494.41867190615	82663.9407498416	66498.7253060523	4652.63435960679	40425.2178267083	138518.29398652	27140.1216124619	54244.4158864335	22980.1121525094	38921.774504291	897076.327383006	104123.270910857	441983.979639148	36463.6543830942	10763.6443897675	86937.942249112	448.603905256891	157835.422199329	43535.5712579882	272192.989232553	69327.3076096621	59947.4791314848	22838.605729454	161402.937363451	704107.481343297	5583.88540290856	393882.468070477	11801.5994901005	519880.843182219	106515.12595316	42374.8075944716	587.572646088875	6817.48472389147	4542.74879693783	211506.147304512	13040.1533870836	2920.52056521617	41234.7827550344	61729.0513799309	762133.780597502	161263.076910068	819417.257498298	460255.127946544	790407.571011019	27849.4606319735	199148.510295575	6400.35249186737	57122.865857348	149364.572706938	669471.233059479	0	72911.8115027221	258463.322986059	0	70101.6393552819	291064.848674181	107007.58650491	1850.9741360794	2057.75748945596	1587.95806108556	875171.311169431	1019921.68538215	1344891.12495914	420697.30141081	295980.654197986	151567.11710324	522497.695979994	168418.49975638	93461.2444260835	43905.7301473879	122301.863767543	633589.189203486	1116231.47928442	1455.91327152827	226159.266691436	35503.4376610034	80390.528128644	778373.292941925	403.785494270826	76303.7185508342	57853.7923263557	568090.611172286	1876020.1826072	2712.60335670786	203450.281921705	36163.4068221044	73009.6500850643	0	51063.4900241935	27855.5963941701	95617.0876033642	499233.972863132	37484.9641625945	599.380249673186	156377.649312058	17970.5027125713	101434.288765763	558.531161687758	8427.2605896623	0	75973.2799756403	42182.5489317686	1239289.38571389	1014356.7006567	2264036.02531684	738330.992403624	84114.6844737485	468809.113649479	352930.404787373	524063.824061385	252639.052222408	513283.168687488	67832.5454327797	124476.802759837	144053.834212632	1086215.91837182	134597.015259795	2132504.52317316	17443064.4702185	672040.703306467	8555505.97600902	520356.671581107	987809.35845339	17252589.1658151	0	1948.77022898768	630.159181255688	222725.224148918	82222.4702030435	93790.2602627761	102384.713717027	29972.2052311839	29617.5510253661	127074.094197242	0	556303.157373842	5966.86133538561	0	0	751.072641410561	13159.5303356623	6670.2550870594	0	7141.1156433841	457.431848097367	265833.91513948	557.616574883337	135.141076246167	0	2068.6134865746	4748.76426759962	5236.51942494644	383.722759541746	417.39160119122	74022.1988008989	607.9152315441	1046.80722560281	17975.8555698192	186.426278087615	890079.430785155	200524.403456292	3498.36995177926	94130.2414224231	441125.216628339	608423.578731332	290615.346094119	59882.3494281614	66659.8780695766	47744.4618848139	1903222.85068951	6787145.89649036	971945.604853149	53929.7929672894	3704275.04516958	592341.463271587	3344523.43412485	5456232.15505897	23018.4745539632	222606.490722967	47120.4591195609	2851.63243966536	95541.8251097763	86577.3232722849	29706.66536223	910215.333604198	6256.51578725291	13080.2848972103	NA	1838.05210802388	17496.9666302671	29884.6230740776	372546.94137799	6040.42081650479	1766.01836009402	2982.1364584686	9312.834969477	109859.646063126	569.783922808562	3416.66019888581	25927.2796281382	645.214177687347	76062.3484343614	115212.742941467	14059.4600249766	46690.0066299945	43319.0874094201	4328.03228186318	25053.9327781785	1943.85317285353	6500.0483846132	88645.4630081469	29684.5704758005	58841.1522909037	38925.7557853506	417.773646370825	37833.7629512923	174937.901057634	348404.259829878	859.124390919533	143261.003190356	76063.1404600143	44178.6325746265	1905.73560895025	10882.3682372785	14873.7950331531	57820.6337975472	66536.8130192374	88255.381864815	40340.1995730551	63436.46905664	33230.1931675223	28325.9481296155	23668.1206646945	29859.505430641	130.92977195197	0	65699.7571882359	2142.44246130829	461.965973958869	16318.5039730433	59922.2385624754	398.907470267494	8948.19469591721	2062.88408224125	24457.0555260989	120933.63264264	258573.600245995	141428.979199407	67967.4779285109	35142.8567573405	65472.9033718797	7334.8473263832	44725.697790871	335155.586855077	151808.442642021	44939.8921533824	43272.2105999116	60617.5299281794	0	0	9241.13992003903	19218.1549138385	15624.6468689397	269212.004253487	289032.793296073	156386.036194314	101535.049019744	24109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-CONT12_15	sample	positive	15	B1	CONT	3655061.95808389	2379011.98168995	305509.065328471	165625.455055564	220979.309786581	224969.924392196	81555.4179799857	93566.9641071855	115558.55365577	1608.29891111063	1012563.80996305	595688.399681943	77703.6146621271	36785.289862834	73960.1458240244	28791898.0075639	21985087.0568482	4403474.16280303	903969.38426434	96814.3610182646	72745.4092156932	640756.988440287	1543366.47074283	363583.087986182	55449.833865834	561265.356104181	57091.1013478887	336976.418652342	238759.567167486	25277.8883679822	761.340616344866	2080.13540965876	209629.142406314	4183.74516670759	0	190639.87049646	74681.993372009	654693.197706242	37073.9352785732	251912.728769889	136417.723658974	303951.830071022	77410.1562492063	87097.22251649	34191.9662605578	73039.601837418	192057.528280054	226088.063691485	137444.295928471	26424.2614432491	25938039.1694794	8743902.15662863	7938971.39272058	2285469.8504076	1671772.7673238	2935390.75179554	24467236.2292925	6723492.21779544	6322150.25962219	124235.786477629	2657135.36954228	7114189.26143254	1305460.44924543	1254157.23916857	3251441.23107414	55473.2182034238	301993.901977277	824929.493483078	70171.8899053811	306952.79590665	730282.326397862	270242.050392012	61654.5650950885	43123.1436832174	140854.599431206	3419.76924099196	9897.61700972572	63851.3744460509	155681.034280646	24777.9291028523	164365.799093302	83771.3213033353	4947.70905770061	551.240831334977	998.221768122252	3951.74602826326	107953.990479315	62116.6325325628	54838.9705881639	161869.301916171	4067.21257999031	1096.59268939049	9235.1833084745	7629.54509769138	159521.298212688	304931.756329446	308240.444207492	31457.7133200956	2988724.80842794	1493.1078006371	21371.6688918355	24480.2827878133	142092.18554631	203689.478150595	104067.355956293	174341.988025103	8955.74956653906	48252.2478092701	444511.29131718	905311.069544966	60980.5151588833	287775.40189201	51049.6957203298	548469.037823889	2623.94012766524	75231.9477369441	210932.399705854	177044.863643939	1554481.17141044	79340.1538926854	27247.9721098201	138947.929745799	236425.258003754	47706.3273306984	549294.971978825	47004.694601219	1782066.2145139	1803164.406174	3062.09156947087	70100.2512586116	321716.108361937	118644.284402847	147188.007908254	269283.520817481	18217.8253879968	73599.1859590536	6143.32605811839	1097335.77693172	50192.0824232922	4481.40854708125	20472.9388006976	1001035.81185893	37522.8572576888	39613.411284668	152102.16958291	1898439.23846691	778275.773699204	63439.6495616528	43435.5078893044	1237904.46122409	133651.873656962	127348.734957358	74669.2020751238	101921.10086703	127314.381900332	3042729.12494221	144141.203004712	134516.650814421	594285.391209591	68291.1292124566	169853.04189697	6489.02912896281	67217.2310607367	149830.138419537	2371607.10336578	12432298.1176245	646213.219628664	63220.7470218442	75587.6033018959	646099.054918939	1372246.49024215	339241.109183052	157705.318195318	797450.592966837	144678.134691211	79696.2167524325	294128.666475582	2043984.61199539	3672512.77115614	865304.553464709	2984684.88970704	124921.516967181	373101.337978832	298672.876932034	106491.286456077	87004.0263751878	183595.429241538	38308.2505006773	62804.8374352008	41946.9260015385	232269.700003381	172690.282364981	13909.062919836	57653.6285726657	99831.5321410715	162192.13178522	2079024.59159892	2971.32271374347	80286.1450163392	2481.46559851488	83784.7683895357	358513.530989303	588332.479818786	258638.803842062	318453.902925961	89199.6550319053	224085.9733639	5294226.09288307	119087.659062931	220025.556347632	69111.7356533555	27012.1582052813	31808.1594298622	104582.191464272	10647.4057587553	2197443.47323378	275429.049459804	379341.201674428	948241.432715522	84596.3155021611	58091.5015400449	39098.3697842979	74390.6303599526	182455.780827522	63318.8214507591	356493.930734853	4006.88313456819	170748.920640575	23382.4760005525	1480305.46572112	164422.896838971	629859.199605175	187555.207116527	401422.430337485	97103.9533746207	35751.4743365282	25012.3723259235	503261.281759116	173866.503160067	87500.0783970717	134883.57407951	90936.3671910322	9449248.17766879	4371652.64121503	2035375.29541081	2184573.94979951	2504113.71545441	2866593.25507222	847496.662312925	668439.370493279	199552.07403533	493814.003769027	29225.9113535399	510203.676231052	724895.258740594	108534.955043945	70393.9754275846	91089.9836411737	116458.228275756	557936.783876544	335289.452182689	138268.269996487	202465.914480345	402720.535220694	660280.540017196	56841.6307521302	510942.003472284	39331.9897717911	65000.9689828226	9953.82245453474	4846520.65959885	764957.996015547	608848.12420398	569052.31342137	0	203370.362754119	198862.196116545	52489.5533244203	99948.0936684818	51252.7212652109	123642.951688298	53295.3756890565	59433.695697081	117913.041498877	98618.6910830089	608278.060446873	124245.28773942	104786.538753614	121541.461285395	1227714.0119526	35992.6325939211	189199.905240197	229557.005809628	767104.886368635	576131.577221128	0	458107.8956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8	221162.440384693	72030.7510295113	63840.0789688169	142824.549171093	1543.40000468091	110753.622064902	347676.414259635	26540.0504711376	129771.6988155	81724.5386867572	11413.8945791959	52161.4174439838	59491.7333654697	298559.824886817	9196.47978199664	58350.930440617	33546.6354365584	27688.253918127	10537.6827857377	72658.0068621851	6526.3998856987	153750.045770043	27079.6760577629	10302.4609153311	1956.53583825711	28999.2926738336	412164.750510717	7215.91226751308	11165.3729675702	81494.766898102	6143.02918940659	108738.319050538	2734.72783797335	966.051271315621	64090.7554078197	57376.946875496	113985.975391852	103614.423848065	1732.24778268263	5530.58452013715	21048.4276557601	28035.1812748136	625.671159007679	941713.917629361	9440.93865552736	2661.36470974168	210492.299505666	5541.20501346593	215625.329393429	1276075.1732252	15977.5873923865	597119.848951217	313016.106185085	74983.9707081111	NA	147708.592047545	66072.4693190696	61032.0052898259	4843843.7277754	184608.533895823	72164.800260405	31288.5963400314	27465.6139575362	31740.5369596664	1233767.28835733	50593.7800102809	217489.405056476	2137538.44899618	57726.9849071349	11456.4460287694	5487.02966992986	4047.88803118659	6174.68054485917	32341.9757887591	541780.298489443	102105.933583736	1077339.00141923	69632.7193363529	1451.36241404421	2154.92400960926	263218.986830189	12339.4581922168	1802.70317851109	54951.6700447408	11021.6180807305	1190.50344453022	3722.46967666933	943.118469964766	0	2314.74808552053	0	NA	17023.1101092364	63418.3922497248	9283.49623638154	576.353310733825	26095.4080724385	3234.12268611683	46724.087736301	20383.7774914466	96077.616215107	0	877.591509121717	636316.57681563	202133.313862179	178142.580913302	17283.2990382521	29226.2685502897	47072.364590321	12196.531496059	5138.17998402187	108933.262459795	23197.2294253266	152271.630968295	165018.52400919	39768.8923148192	5389.17308234433	4387.04041957132	3335.47067559081	5685.7779791593	236310.375770105	105343.630449587	63577.6927628153	36887.3790082137	52279.2436469085	11326.0868918918	71647.8130072293	21112.1418291813	8525.51358675873	14960.5503026547	1416576.76592981	110451.31162709	1871.99771124772	10777.5518563241	1789.34222310418	2322.58704154991	14152.4758359593	367610.104388912	259360.403079441	5581.65360862361	163532.611768915	73655.7197381226	325535.587493122	44181.6184713504	118558.219634033	732.876863662712	67142.5532319713	55425.35286064	80080.3559218192	9580.88655073219	644670.810137	84289.0558074693	241370.21281695	152573.732648668	58142.3621139636	27555.7808989634	2423216.63593466	78631.9670024467	15997.489958287	154238.065779186	612510.51359018	98648.6200039097	1329290.41540997	283326.30411347	19138.7718689963	6549.14170533305	24125.0560651355	658.515641574681	329503.374777052	1857.92611884034	92724.5206331955	47254.293591401	41636.3367264494	1440283.62489681	1523.96985796332	287.991262049254	14304.4910720054	1781.82571582087	358927.068134997	4613.45124888738	4025.61158156858	51621.594606034	11519.6870063583	1022431.64551329	23575.0993750047	9357.12202500903	6441.79347660198	1502345.5072561	289267.838872126	76850.8069018539	9138.84570248795	646731.131668549	245236.392413879	230753.067969162	59497.1876649972	99547.0292529117	443876.752302485	663.878009716219	NA	4037.07490873274	112779.091118768	24039.1017853375	141025.208451422	27231.0355787677	3840.67006770325	1454.08215517374	133364.116759189	104295.156527963	60983.6957093674	1714694.85529991	461775.612009486	22210.3697800308	245005.33966691	12457.0118745253	39939.9104343174	242277.992719244	56556.3619626816	46419.0645712774	1302031.53357842	97219.71558577	61534.4772907024	74576.8367241513	429011.079717124	59909.0811538334	56308.4500075802	857611.722813043	398708.801382769	86402.491870112	3834.61922307966	178014.539764298	0	44718.5017230163	105763.909224387	228285.892344925	58513.8378102329	174748.991449984	55670.359422486	6743640.75172591	285346.020929243	103014.622902379	64060.1499085538	69145.5260794071	45048.5949092086	NA	1971683.90847938	78945.5739438272	94960.6705997241	549120.344264565	53497.7498687542	92381.0268537224	369335.273965962	5038381.84798775	190687.359607076	73319.7621476188	40893.1546270714	147429.169883332	36593.9955247131	689131.976205413	63729.7771088363	53797.2574376902	479720.71967368	11128.0268174585	266256.43566521	402541.592576924	2203.01815327525	100482.449958897	1240.95944808693	59521.4432028258	940.610433971127	30555.6030248474	392512.803436555	225003.75982586	273958.227846128	24862.2918291455	43518.5495420804	4873.69487752126	28477.8028134585	96313.5151747985	9764.64739051365	38405.627140893	29315.2111284909	61757.9422750822	85281.8316310273	93266.2192565621	46693.5949529076	50145.0982083827	13145.3718169941	70774.6605376232	302249.41878587	95793.8131895127	125611.721822892	482454.491297756	4116.59752158899	201537.394785565	29419.0341337466	46842.9821410775	135123.887855502	81228.3549365788	36931.2537788576	9832.86641684643	118181.52451675	145738.474746539	571.036767540914	34132.8354574606	43043.4278587254	413592.027181397	40225.9590285254	44193.2423762754	512431.889217702	149563.733371581	168327.566265172	110892.837885693	3533.93201248817	0	1136348.82179317	169822.560541287	27033.2143507759	797.140263492416	9346.51275510054	72529.2194461487	319290.440594907	60477.4044520444	2534.16438395649	68305.1303007205	4807245.67352402	179334.98899922	70578.6272748891	3258.08137550222	12397.6499167283	1081338.93156244	57132.1808423172	740751.012096722	2491730.66007857	146910.245044718	62808.0493359929	119573.056908994	45274.684558143	793507.430793828	50418.8633187574	12608.7165477684	220633.530404167	341446.369655695	3921.95742566356	452735.169329234	36267.4806300859	84078.0239854983	142964.823882266	18699.704154462	5168.00329972346	3690.90930605724	760.97358503506	693436.789174575	15470.9613225018	5731.90390078162	4275.45322541511	68794.2911267929	51075.9539882322	223360.648767906	3627.05846676207	40729.4332805683	3474.57992894008	219041.331617469	2442.81022388579	62896.2735625641	25347.0599787997	118094.209257229	83421.3280456586	150458.941649412	7094.75179288972	6536.4303017575	132384.296893437	32673.4104032875	1385.00370047569	226075.75803105	85384.6202625695	55514.3484188334	136583.652598824	40953.0488221251	54784.600620035	48164.0226553849	194368.964864772	1345.77739831475	34444.8946069087	477537.560927994	62187.6430698419	261473.861561855	32249.2622770539	39543.9111960358	3746.04079547922	38145.4516689236	NA	7734.80865373653	4011.57907416675	22050.6902267926	13846.6849734173	3049.54196978584	0	3043.0250344828	80077.8459186768	6880.87396968733	60063.5551187017	2375.55715861779	15587.7821523539	2904.96066712455	8155.26634403217	120088.347721694	8102.24009965647	2576.92576202667	9741.15026314448	13545.3412094058	0	2959.54705959913	34371.4640796094	5998.69480729176	83849.1475708248	18256.4844465246	36581.799868597	229706.197769811	382.893280556843	9052.87634672039	3305.80164686684	51940.6104898092	3310.02700966276	189302.939302819	127633.360564758	44350.6246005284	5123.50897684661	118530.579504179	258259.090332565	2258.28409584762	178142.45775276	86380.9242028913	20191.6022793229	21629.7594093735	20707.1285809549	474760.553955899	5929.90965051326	2875.15782448202	36223.2813133303	161818.252744895	2893.40566090274	1018284.58988394	33251.5067679152	140125.135216457	242933.026687058	7826.65274782735	72136.9087430084	8346.54107193809	665.459982371348	206123.242926097	62633.8968463999	48516.0145392036	2013.66907869846	3882.33376207834	170791.24503762	33805.4423290951	19771.5448249538	41608.5543849316	69364.9117400533	113117.650101311	174175.757582426	204319.786558183	52306.2381137635	384.825244117734	48038.8526405392	150223.294859346	0	25361.7671414872	256943.328273603	47754.5523842722	24708.9867014617	78175.373929882	34980.784313952	96849.4941988333	16082.895522465	34438.2673882855	6927.63200716962	152902.809236552	45927.9006457442	72679.950296308	2626.55900305781	3072.72964406405	7067.31310827644	0	153520.466291233	NA	64859.1535531514	149584.27981908	501884.920876497	76906.230085998	207452.4906336	476233.580424195	82701.9117694901	136704.239325187	226777.436976603	162886.378080896	65338.8526845357	162243.019670032	40903.963975513	746899.426094097	39601.2383972251	230262.131013368	43755.5825255122	1792182.03716053	1250884.4059814	1788510.69999488	438405.552422871	419012.214046913	1152780.96464904	985551.203694625	352330.267191331	190393.711919725	100849.643048679	2124.23104744815	54550.855526485	12195.3558955178	1330395.95970478	2776102.86363022	19902.420474332	159711.962364296	551165.181712469	127271.792234771	654.698703233149	54164.3586939342	66463.4433306884	16460.2558245553	262363.946877602	582.587263857872	NA	3654.65083862175	96315.2395200976	109571.292333897	NA	34468.7149467076	6133.68700782882	2302.15488707038	298433.366720299	5546.58275302667	2106.03776367343	310605.106521737	98762.4974009274	108297.719621652	1896.04399773543	180120.303492844	15993.6806992871	61508.6787127788	38898.9792972923	236255.141315779	9269.28966546772	175729.704345985	73974.4162757519	94407.3235360026	68592.0420594129	63149.8847165126	110155.989060651	966922.516485253	673956.124100059	NA	406800.237361842	NA	438163.94266133	625885.022120418	412295.180170134	474935.959443878	239953.703853764	0	170111.543127478	7417.68429118059	142302.835115127	34764.0520264843	51037.7965649491	26996.864051657	17421.9862653265	14299.5345882798	3962.17893564128	24314.8530623605	301018.955624325	12373.8944205626	120134.895665514	4868.7202369085	82973.4708642872	NA	44602.5743624449	46332.7101001896	229758.442156654	14864.5836447021	70254.6500759599	94115.8320741388	406104.252368481	151222.019735541	73379.1503548672	33127.1590656066	6169.21838576067	113376.330416067	142315.296032679	11572.2638412791	54729.1584274266	11670.5992793253	12255.8281164951	88082.1247296675	1616.45309663821	308850.952910788	33762.1022580072	66391.7873835174	12267.3555851935	37197.7179699278	148647.144420557	3482.64557725983	55099.9052714652	133172.053952566	2206.9715944371	1752.33825113876	32953.8978643968	81104.163212322	45824.2754687071	2225.70525526582	18800.0779638746	89857.4049628207	14067.7477960949	91686.9009904286	129285.884840619	111679.289845912	123831.999263562	45955.4273717318	24894.7561450892	39726.0793744202	50649.6458713497	NA	14875.7114703946	6060.64988475708	4828.47104399389	119750.082126709	50724.5783071863	64913.8651992212	218601.547018311	280.247447619238	192357.328833341	71251.3355812311	152452.998598681	78089.660408676	260138.973751221	72291.3427083009	67088.4404373708	64495.6604813911	101644.477376759	6138.24576599119	6834.86362553255	43526.515633837	50374.1563796883	6237.31480455577	47321.2800763489	178368.641579317	34832.5225253843	70079.902515847	60953.1714940221	46912.8986016759	686594.290876734	110689.453119883	348391.126527735	59987.7573048854	8777.23281571661	79358.8522849804	200.805268409947	198286.525691469	126175.283274071	143096.895912493	112835.93754089	77024.4035724495	68825.4627595344	119586.330589203	1511570.23594016	254.522968481292	623585.612201742	10599.0887774801	147817.426178273	133568.510808788	53011.0841920145	234.533755695026	6111.50341451852	4170.1555334198	156108.181924775	4468.98664918242	2850.20895387621	33094.1768979426	51655.840155059	1297775.44341006	32845.6423792345	359271.648848717	312351.050690428	679614.37274777	15443.7663024115	103105.918508542	0	50453.1473848089	760707.214756759	823311.32517323	NA	85888.1560438202	318627.060556711	0	84503.5771967801	370193.524662264	140591.294105983	2238.6720182013	1718.34337804197	1211.72368087934	439020.642428435	138672.484836614	577223.273352886	175007.243153877	46675.9306565774	176114.010414553	2013976.03889357	489277.989704754	75855.3411282513	65391.6150992618	257493.901981938	375084.669763815	707654.172063984	0	167456.303381613	37704.0766862616	15568.9772517785	330756.3946333	827.730572457332	355447.932392515	40727.6252329252	4402035.13903457	1313511.42148537	5493.09677140156	340491.547432584	41851.6919973147	70814.005347086	0	81430.0530917993	24374.5842785293	83149.0269120626	373240.227434881	36237.622240137	375.154981449983	119083.212559313	15041.9500532914	94600.3071107897	546.883607141361	6711.25196193648	0	NA	33886.636413424	305720.530604923	1483059.42599399	1426742.97147906	877446.847832507	42797.7370201851	304271.247647044	205044.407467496	1753704.25512774	193366.283310704	1580235.73410913	86380.8316591924	147583.364661795	755641.44775032	991807.918528955	91858.7738221593	1860896.19618916	12160203.2936617	510495.141375186	5861238.96424339	512073.34268453	869723.78979655	6291101.20084393	0	133439.271191357	1411.67407510889	254019.563079256	92756.6807392709	109480.73475621	102821.999167193	30283.7013593829	33255.8823866698	125317.671491863	0	517663.029154143	6755.93564651151	0	295.931496936965	534.930726101279	14432.0701869082	6087.21188983026	0	6719.51330827264	0	245689.215481001	0	0	571.65779922022	7219.37426622174	5585.78815456477	4367.13173694325	519.874451138779	377.415681642047	68970.97007433	1120.6262343771	0	16472.672674746	0	939749.130769905	206745.218741051	3956.808885126	103512.892133094	450070.813706934	3153974.04674265	1391824.55754265	59921.0188953346	359246.281550213	152992.117453863	2712801.81486042	5156390.97960539	928710.035439738	64168.8270763762	2800206.4702155	555797.656331138	1452270.85834248	537357.225110231	22404.0230171705	247067.389605814	54066.1858277544	0	101561.191301954	103144.593556278	30928.7235151027	899024.67002961	3445.66815189985	12341.7958484936	NA	2589.50426386555	17633.044343221	34253.0115706716	363170.90830093	7093.5366586872	1062.96430992718	19711.9137081901	3481.03195382435	108489.055867627	1214.14434717775	3476.34043891306	25974.0429871009	1973.50693370985	65610.0149160957	126763.733421814	28441.3099727669	59326.6085186929	58682.9564331059	3310.40694372718	35852.2738206697	1517.64958815526	14829.1581717339	59991.3130301933	29496.9141419967	54401.2744167596	19644.4371673504	0	41666.1283772578	195054.652431425	367806.176607565	279.898302782189	150338.933179263	86530.57126814	48948.3230466154	20549.9315098242	8144.3016369485	42039.367864598	59112.2798819704	56572.0627206006	102810.315426154	46808.6996273347	61820.3715141988	44167.9556244088	27687.5907571829	22587.8680758659	33428.9969269174	0	NA	51054.7688314437	1829.08365255011	0	20203.5328370039	50370.5215568295	186.824805795064	11249.5316804701	1532.02525543219	35837.8957808764	54271.4075702043	85334.4988204953	71090.2417815482	53465.9462303464	15450.1224962219	44014.598493388	1189.2819157893	50317.9706488132	340176.449504439	154657.240022277	49341.9903964124	49680.4429053925	56373.0106846177	NA	0	17753.6250831106	77595.1425976824	51790.2327267112	223587.606241493	269074.34309559	109625.26664288	156465.010951791	117019.096457342	220861.859760506	8910.1869438611	4781.08698233342	44006.1725867545	170755.739330039	71703.4754846906	26331.0421359739	0	39090.3726476766	21212.6958464923	18306.7987410189	119202.776976604	50720.7088560395	82408.5252304969	42334.2855821476	34168.0429993268	5121.58617693527	4910.90832580816	336426.517528407	56300.8953576305	32214.6399626316	38677.9244745314	4553.34002185996	26108.0264905401	15371.1963843117	17186.1034251968	26167.1923538463	32047.4359547672	11782.1768847633	69849.6654887952	754406.225435656	432729.292942842	118735.334152008	187127.131829704	119968.586457609	37509.9799542291	2109.31266274603	282102.79599961	142525.689226714	170978.230606924	3871.89912639869	3312.95314699031	12684.6824812442	7838.61101620514	142700.031934402	78197.8004630646	35786.7734705186	70720.6020362204	39600.0135360803	36364.9739020879	299942.359302436	8435.86534472535	25517.5617450063	165687.513593907	4628.06139952348	16106.8864099814	170076.223125488	83860.3300875596	37708.0879459004	7747.59266597296	729684.697350721	403928.781278082	137452.733978588	527264.631865619	334543.87437639	657943.496889353	351805.025537943	119640.647721487	522437.077577663	301361.230981751	96187.257889572	117622.145431653	74112.858936922	94344.992515407	552069.773160982	63947.659584226	110314.850292171	30448.7126915333	44126.5590137168	23279.2064865244	54286.7484530391	70098.8910515162	44095.0194454837	79152.2696989815	62024.1883542582	56175.490056213	87243.8927932356	52510.7851156465	212016.419619447	174042.861325362	2998.34113421417	28670.8829176149	61619.1360370911	67379.3901465592	54405.4713504043	64248.7706432969	46073.0157265346	266295.040507032	30688.9715517927	296359.165344158	303567.064363783	72216.0448767452	227412.195679868	98207.0739648786	205219.273690763	88350.1469339173	597894.598930048	568707.997852341	1550133.54237481	1403040.79312981	980647.435055663	1384931.67780442	737604.118322166	272773.687085039	49070.1141632646	23021.8866267716
-CONT13_16	sample	positive	16	B1	CONT	3782685.7916145	1377134.51093742	3288613.9722488	134551.874124428	206326.390158885	1384087.57230821	100014.324249383	299898.927004437	156369.818760826	5031.69516794817	1265227.19331272	289775.230470824	69081.9051514835	36639.4123779148	102363.403186456	3290925.8345496	21796551.4232513	4077398.88380932	877772.276456208	107338.309285284	82181.7171075723	656745.18804164	443710.305881832	266426.50031452	95213.4154181829	539825.520197347	186647.605800741	661819.031796802	205562.778688767	42805.3520447807	2104.88260429386	867.231301931564	125956.516881393	4170.7023556386	12292.3606846445	745385.76545931	613533.762953368	295173.458828754	70281.6804705563	46206.3000688455	125926.199212099	220571.660275491	82249.3560169718	52213.0387419574	43217.7252856269	248896.106782269	192073.338896735	217982.175058461	162051.21368959	88348.8268720746	26651699.1896021	4421910.97300498	7791115.74200248	7751269.2090582	1141614.83186569	3256887.23507335	23868764.543324	7420575.21829134	8373240.45659294	94059.5316866593	5225162.5238096	7820909.24845318	1090978.0407897	1110889.79441742	2562666.26407864	81641.031049606	1401467.94562957	467373.073077463	98377.3169213462	145935.788362792	733269.727459466	288909.165506206	73340.9669557055	224648.016634805	160826.046924132	5930.6046387318	13102.163881141	31875.7624824938	298643.70909581	71489.150237809	840152.070111252	86220.5770042116	4289.97222599256	0	1372.35698627557	3843.24758455987	139826.387628765	124087.576848488	39959.3664563854	149655.013321325	5012.98090683509	1612.35597887334	10177.3140823337	7216.11302098091	341211.971965549	74393.7225766556	243363.008459315	54468.1032102406	1072204.85178872	2523.53224681483	17938.7379309022	20710.3216125073	49049.5922513202	141337.484533865	58813.9759692084	769791.680762737	8399.13415567457	41725.4146064689	91896.9986903542	1815280.24507997	116269.641509952	195052.373301992	107054.7074186	1136775.03461002	2112.23625530688	138987.573002888	41663.0333994025	245873.463719244	2949838.27226109	83121.3715756605	36909.0838831079	261965.771921834	186693.711373342	47244.7910501516	2319144.57139706	38067.5302749505	1995522.68342718	1218154.25619048	3652.17206224084	83702.3623241714	360577.791830068	76130.5234823172	327540.739239201	301094.977290165	38001.0666717321	78398.0982284212	8043.03486520877	257372.340796384	11771.9365626559	4301.16826664205	22878.8458301277	5012500.47995963	41593.0043934557	31452.1712457881	231606.251722176	2891764.12117695	1103296.43144938	63785.5404576024	43359.2103744702	929610.00757676	218714.460279123	51193.1964100389	118969.243859088	158919.529348143	137863.934354764	3698394.25502307	152700.07587828	100278.696832964	884183.645781729	33552.3436521234	227287.785691401	13487.6058909103	38437.4775424207	138129.57919847	733195.505980368	5966616.19307724	276019.339008254	86332.1568812921	160998.305450212	1085317.29534069	983674.144862535	330898.433748909	179781.728103425	381919.832598491	29832.5808144208	53910.0926663055	901437.427879786	5986745.33163206	2262293.34053714	4878444.38000325	1473627.20643862	163326.421780308	480018.900950986	208471.289483484	96593.8884469007	83096.594346335	312074.581904536	189489.856494804	41641.1714103407	37951.5318732137	250014.619265912	146940.70260406	12140.5283313808	55733.640674346	140272.90134516	177809.783122777	2323975.76599765	2076.21819795781	94063.0447056216	1926.68194842164	197349.833961286	406911.698080102	548189.503752216	120317.625432139	329758.807167559	111220.198704762	473132.852770546	7766703.73682535	130677.678548452	367782.781546071	130189.651877053	55883.2737654215	56150.7124913108	38482.0223397173	13726.2513113827	3091534.96241799	289510.363498677	614348.208549344	1512298.47645719	102352.542666565	149676.528146643	29269.6641287992	158439.660058479	190235.089821195	68243.7590363551	552886.742154894	10297.3171861291	129354.551626263	19959.9323040415	1222642.24051456	257071.201734703	2816419.3093947	143918.875792862	375659.367202337	73087.8618298765	59214.5005160031	35760.091317963	816155.821264684	704929.542084516	61828.2690854274	258258.702132756	82952.7064800243	12290894.4616723	6323979.26314758	1606249.07221824	2163438.40223787	1994891.78182689	2689705.90466995	1706683.61494421	309077.449171621	203519.708905803	487321.692448894	27245.4995643207	725560.973555761	923256.863038771	134931.515950645	28012.9434228781	88947.4647215595	110411.503872122	149549.811845574	312295.801799496	132705.805983194	242812.56898246	416806.231793319	311320.061860183	41280.4549563598	167167.999241887	52928.0133838721	54988.3249116416	8841.80766917275	7448267.8715371	7615986.98549533	664315.462407546	801631.467170553	1083124.49877211	115130.298656556	1601268.69122198	87176.4746198839	74433.0819943484	42713.8134789388	125623.651457582	85346.684172282	261676.686279984	579529.728910872	132869.79762363	681683.279176351	229039.013517066	114759.608319385	201220.634521752	1658112.02091674	52077.3291147292	150997.471280007	394593.425121495	585508.908451411	449103.3948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44597411	53365.7716773421	294161.282657708	11325.6506912942	4155.42599083314	217767.860957237	252771.811473309	26898.4366180349	121575.646922387	44144.1492987474	865015.377043548	3555.01927166099	100699.95735079	252608.733716832	269574.109769727	125599.728035158	50132.0767456769	246874.659085027	947442.754305291	204225.667491118	26906.9370737893	76376.7415247372	40784.5393465091	512046.682951998	8445.13400875716	299199.57445529	46891.283851826	NA	210099.329640075	56552.896870841	36535.7293125895	52679.6523715898	399895.747707619	195202.551761458	4487248.08530378	1051295.18961078	1500815.29135036	1815901.70775293	1106858.52186963	72517.8168564127	5361454.67607555	165539.742727114	1206402.83080617	258803.780407828	1575872.7164541	1164454.22578971	439040.703206428	86306.992085481	556474.340206841	722489.790042389	155378.396654664	68778.0749922013	138790.46367063	48885.1465807899	70810.3054502028	87911.7692520466	47007.9886250973	26078.7953974708	347387.247628222	153960.149138424	12024.4429353674	77855.2098535146	68194.9757945919	8772.08597646824	11317.3066608754	57179.1576275757	633095.183899631	5391.13511587891	40162.0938101937	74648.1692496286	554730.534118911	56720.8155600106	12647.5002677688	105014.364689428	73972.8170888968	581289.572715039	46071.6250678368	23833.6771152604	1078.20666909785	1545.54804339919	NA	71751.0012382338	181225.046085836	43733.6715344828	310594.710085097	46260.2325086728	77005.9003148406	181372.427992983	216378.699543011	3368887.02492706	554745.035605323	88001.4246176419	14644.3863704255	85936.81350867	35862.7855747011	55398.9138177303	57817.7936419052	419070.068364715	48464.7309470142	12982861.693302	113193.148662957	55756.6269264656	123341.49496176	125571.053483982	68783.7761423217	607398.690117707	52833.4173991107	155631.564237411	312335.904204425	2684.59868438869	128421.188701698	104191.856795525	570.96993562856	0	49802.1090049849	19205.4416050796	76693.7755750522	51480.8808487108	258801.251489341	85242.4358115486	32112.739264524	4733.57898931511	109555.047208167	56996.2081962001	1058890.59980235	32601.9287118288	100805.872323453	7455.30295435378	24540.2525147823	130650.830188915	3503.82769744468	27627.4799716664	6800.09824538159	336073.304178909	32624.0287935423	4623.35492338995	200522.238088996	37535.9257004541	277779.382803851	30858.482588422	4744.55508117663	5756.20474679249	28323.1646506842	207007.706394095	212366.521160867	1234249.53497856	897551.832244972	200823.664338406	661.884846427612	935124.944520817	751072.657392722	11855.4497735062	59454.0567753885	37015.7180227726	32324.8720672857	48451.3536949817	41882.6476698463	415989.873483332	124682.181393666	389264.879253577	260474.896823187	56351.149522218	0	66057.587637438	104971.595363407	52633.5045323959	234926.724763534	159010.126781673	233308.921195909	2113035.49050845	66936.5691774941	336144.679351308	369041.181266121	6776283.1965742	938420.166747963	4017.43382241876	166136.602955428	327339.865864288	191315.342984906	58991.22057967	588741.050151818	185982.979640058	316210.880314245	67275.9498825203	13394.2560391655	15357.605315819	631322.574457323	924283.227582403	2673.62920990698	51944.3741341428	148089.173425924	73838.3669601876	140755.434472967	50450.1088662869	82897.5519686937	258028.055927391	92081.6955233852	10680.127423012	33484.3978038007	1046162.11340851	103202.363706422	44270.2963521391	76098.3921922508	95094.6020796948	314327.259921525	257270.071588466	60136.1726744918	776524.062987313	32048.3308435645	20958.8844533678	8553.58386517932	90285.3792107621	15141.8994823469	2056.09926243621	4552.50240074057	50809.9827624439	5514.37962690413	3782.28688009442	334346.217503216	76868.9595752315	25597019.4266195	4334.07222172922	1215.1666156687	3295.37254661371	17152.9187481697	1428738.82073977	386204.958912726	581719.916503113	636621.00215529	293357.170088701	300834.020347026	192016.782814889	287657.219258517	180542.204877449	2093430.72240433	6397966.79723287	2218680.55949133	4842131.18978751	4082032.88024039	9085447.20347708	414622.589034001	646096.151961346	92877.0641229633	414189.682690721	3550484.35450108	208954.005949826	12007.6841023816	43782.9783578379	47057.0089357206	171938.803763707	38083.5523725533	45085.7607084476	209873.106208583	69817.9403732193	192861.732589132	385341.987089529	46514.1942494342	423128.653117754	100608.613370471	72285.8018696297	47511.1029306901	76697.3940871155	42651.4166008684	120526.122752666	33348.9657106938	2318.47352627704	226487.364874097	41093.9459040259	394801.01237613	1583893.0833253	157047.14463388	31171.477927811	0	91120.8141905387	71638.6882459308	255220.648391234	14419.4085109783	235589.597033141	565367.599050972	323751.682234487	2908302.25136711	265299.884853977	131297.348534382	111020.146850861	109993.259184564	7102.94853915137	27985.5808480672	10463.7384744197	67793.8303564113	42130.6752955881	403586.68997412	284071.425674219	141598.427083676	52610.6525051646	258560.578971928	134013.482611408	207606.279878052	32268.9533700419	18167.4310990214	2722.14328512197	239417.37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84462.0140029995	166383.870505496	4666.07084972985	62937.7381701987	146483.533513961	4285.46987267774	2780.18080782318	37408.317938281	158654.632817261	51711.3602872998	2005.20278757077	29488.4730226497	75518.2607092163	14026.8797995929	57730.7314329552	123712.173983972	126953.862717004	92244.1486278806	32706.5014824274	5613.17270231615	44488.6049826275	63785.9476842211	150198.793541673	12163.6366739786	2493.02887808627	4052.59678438049	302730.82282497	71897.0176127617	164581.838417008	245649.988675048	4792.71772340882	129895.447724955	76821.4459942914	149448.62144067	45640.8460876956	304604.356687624	66957.1348427695	84544.8774036178	56848.112640399	73904.5748080517	5692.27939767498	6730.58188657088	69855.2046146232	74311.5323030287	8373.89743221437	52585.0948770207	144920.55390326	44029.7694587227	55341.5548146373	87566.7793267153	43009.7368873272	566533.363556714	275392.853417368	279372.786644634	78579.6345855822	33178.7240177253	93340.5795459813	680.502470915888	177594.718450858	169995.175510705	134215.887695557	81303.0491075219	67394.8843044455	91652.0049526313	417793.105706842	1584954.46310828	1696.87823861366	812842.451034074	15645.0185920226	3399705.27690722	120571.555555516	51167.0777981738	1851.57050903325	7636.19636395066	4398.5205505312	202513.834660184	5763.05363580683	2731.57526735857	27003.6224025565	48340.5359371248	1401490.61060921	37614.0730179916	149616.152326888	101390.303918762	124901.014633183	7910.23760087989	156753.648265857	0	72356.8622467728	135540.169844121	673674.910638998	NA	67392.5126095741	255231.781749459	NA	67075.6364712875	282419.543818689	109488.442279601	2319.81826792451	3734.04624363481	1457.39036115682	325721.760665379	266026.172918293	1305481.11089976	909551.104061119	35675.5043264368	524867.922118664	2010132.19134498	3804639.37540069	110199.878021619	674486.483847319	600529.67907535	236407.860391433	494954.817540644	654.808919862248	248663.29952776	37760.5613555307	38025.1023719356	408235.29540956	0	120706.808331023	310922.865569449	1093607.05614877	2372738.05093334	3116.22302271443	239501.582981011	42964.5441841516	93604.1213400134	0	94842.4310894143	33218.6946099506	81545.4576289451	227872.081419891	48454.0381893037	0	70142.1751835404	20874.4606239237	98188.7219575621	152.871870720624	8802.08280368787	207.497641628413	NA	40450.1645737935	177014.22086318	523831.725179533	958051.836145253	372697.716324755	20286.2708503884	414745.093538915	272930.776988124	533773.034904724	247915.108080982	4556272.87041381	157137.439617424	278645.403864402	2716810.04863866	794504.737190954	90521.615681047	1408828.54337821	8424704.36246498	182036.165579125	4142678.80425196	381355.090726809	647032.863796303	2137903.93396516	0	198419.012894933	145.692225458756	318341.372985922	87133.5519507025	127736.785555272	150384.627917996	36470.9966984415	68928.5070071537	135482.553769443	0	771119.54591544	3146.88998030444	3318.86308220316	152.778496554479	1384.55999993269	17627.2370287005	15825.2380341539	NA	6078.77604339749	138.668887635894	362909.090387882	0	0	0	0	8359.08854195479	7256.56529190812	2600.95633708078	1521.47283893022	98166.3139670626	0	2988.0240751333	25501.2871373561	0	1240689.48775709	312083.713085435	5842.60173973087	146823.66633355	597733.390092594	0	50842.2241774225	125850.629517898	4264357.44507012	1495561.3005132	2256008.59146207	2870512.16161436	2005490.45181084	146328.812584995	1458037.37768824	1071644.46271417	511713.775289693	134387.867815807	69499.769719882	295816.368634758	51352.6403759129	0	116791.295063341	75895.9126454521	36647.2372974251	2627382.62413007	5381.54832852687	14904.0362749229	NA	1318.21879663392	65332.706479723	25834.4246372995	1079727.66171358	7928.28498829272	919.501568915896	31183.8203062879	3540.40811672885	311626.280247784	1010.4655297012	2407.44894840865	64261.5037225512	485.118862149908	124282.28846921	149913.497551394	44555.5264193673	63118.3622657153	49295.9071670739	5690.02737456106	28411.1832532021	2750.45960579361	64639.7352332837	28786.8676775985	23222.6676714303	113320.592552298	12047.0954830329	188.037407276715	101609.898924729	310661.832681401	554485.900730823	1141.18373412264	233907.395141289	131707.056655648	68262.8082613953	8609.38005548035	19865.5664806351	68234.3117764908	98258.4325893558	71196.720045891	105519.29299531	43699.9029138776	157443.959563033	51527.4326219849	60336.8448540976	50155.9738568208	47207.4674588762	189.708406364553	NA	46624.2740884113	2314.37281078924	9204.51188589906	13982.4544569997	55013.2194043494	598.651864474257	6690.49102886842	0	34974.4264804687	49175.5905664757	36338.8388089365	36416.8214785091	30154.9045701834	122973.305875052	139422.79550493	65037.1453278832	52743.960307222	756773.045062312	338940.167219437	100382.785449534	41758.9931626507	48252.3356562196	NA	NA	52590.6080899775	125851.510212443	69628.6060169642	105835.972436389	170177.647601706	44202.1252938993	71132.9315024039	28796.0904229985	79583.3562614093	1401.05932836558	2867.10098536054	9136.62160807077	458982.719765879	208645.798524817	90699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-CONT14_17	sample	positive	17	B1	CONT	7562828.41138464	2738140.75453079	4967392.27313734	468372.877079542	558371.346882712	591008.267403386	148512.204850077	241791.317049271	64969.1720601498	11983.9739374807	730851.484930606	574385.295423032	79644.3950386246	39161.0576087255	59379.8709794166	1954320.75828854	21150846.7420522	4281499.34468569	898985.665956596	92406.597573544	50461.4234315022	667057.074142698	456066.930725293	196288.707411444	137459.359053209	549989.759011641	520990.956395687	1038803.46789549	237185.546240375	61938.5749535538	3106.02074288867	1051.83567588647	260511.636141313	3751.449444016	27470.1443703178	2589494.25449385	1154078.26939651	1120487.19504526	127632.836864103	90767.2675040615	260651.21366275	185031.452613174	79332.6022780688	29682.3387017919	40574.7141698222	509578.757754307	119510.95244616	119950.85083061	115000.779854015	41073.3887357097	2452321.2096277	12697469.5653869	8747648.06082107	3068255.88780356	1298321.62620555	3237602.89343933	18010366.8797647	7459648.18882789	7840214.1946984	39470.8215962107	5160494.39353248	9034722.84491236	1487995.43900615	1212222.12872663	2475994.82431455	121715.656174627	2060054.665183	203628.190812398	95901.3244102084	142538.646216749	788484.529419995	275750.094473845	61809.1917905649	466680.753210943	150893.588065892	11646.8072257093	11715.5757570832	59377.4609076012	356797.317242219	91711.8247694319	465451.178032051	81915.2120616314	5591.19464331663	747.90764647451	1657.98575200328	3829.5895067726	252280.247012616	198624.868634915	113133.223795893	174149.579859887	4145.77181491997	1708.87524588181	8750.82430848005	6169.29386848041	481483.048931157	135003.046833764	150800.311246511	49184.2404950003	581389.774584364	3830.64005764182	14192.1001855476	16254.7628238549	23420.4162266632	145175.314587408	123897.98855382	701700.598594595	12153.596146885	33590.597776232	204581.136570969	747507.520126328	264564.36489942	337146.00433902	41611.3886061452	257952.332526605	2247.1575336409	60454.9891504798	144229.785843838	160162.718691718	1593928.32083728	88423.9389376615	28865.1416718891	141155.474862132	340415.907174583	45100.9106687539	388130.243345734	38394.895048908	1830492.17285283	913818.610635602	2152.41063199126	70393.476829995	321368.678592979	54716.2720973497	442916.876855653	269259.076560178	46158.7823548928	41704.7236019404	8502.91344758353	313974.018426998	12156.1768964782	4599.39998839404	21965.5086472581	6752333.55819379	32175.0143571907	30939.898824722	194807.819396908	1016946.53291242	682858.04730921	46742.468366797	42484.613784134	1846299.74840292	413797.062006055	107563.579383425	79042.6821349059	53650.6997020819	274384.680002421	2005033.0169677	58473.6206377131	162397.250450089	565090.597355776	30914.065513115	192881.283625265	5538.90769787182	89235.3528269211	131068.706782485	629311.554512832	5429808.5756432	246021.189945018	66767.7482874535	104894.31059171	833940.605827619	717452.121510919	269980.110501324	94898.3730735292	349796.761786259	66206.9135844942	51226.8388095365	213410.034714854	15080021.4243785	4839814.72880282	7621657.82714737	1437009.0720137	130736.797038405	477160.994396886	171220.781836751	179052.464412465	331760.31195182	1017553.93564224	460388.184234495	118069.606406732	139836.099607243	1085261.40645223	1669533.74112847	7813.45775535496	133160.72803711	254308.646103721	165566.433427015	2118364.89720917	5912.23683184625	83397.0196765745	1838.61713222461	441241.851170581	367530.882027835	514748.675739439	147484.362598281	319831.368264091	41265.7426772895	309273.070163546	6639024.98599107	123659.388335764	305131.963747612	101429.40651478	41541.1297649343	43421.5069411296	76150.0296308353	14009.757495954	1894686.78571376	279193.829538933	491008.830422646	897361.907546715	75846.1761455633	139265.72745994	30687.0495702336	84027.922167947	209598.754281273	52818.0343528929	276708.360677434	14892.2261639088	293588.205836742	15964.9155888675	695644.478776941	60131.2183918564	3917000.94891467	110326.130211509	230568.076820885	41183.0027303051	29196.0043581807	46932.2222730561	341745.929684143	809039.390855374	103666.427786004	130066.055184577	41058.5788034604	10487099.1781376	2023174.01282453	1234054.36216307	2387621.37703489	2108037.46277474	2744425.32305615	1235922.40881549	708647.851091346	164106.896729254	208305.340467832	11162.9969849812	728889.54851538	157503.612747723	167172.1671011	81881.9661986746	60916.726728958	114708.344723642	130962.718510049	336824.445072295	84987.4229591949	162630.717513567	450552.170578414	90408.524492853	85627.1491643583	352418.211654075	50022.435442351	59133.0769378463	7471.05548958516	15514537.1431726	11694249.4075271	988274.696132407	1828223.92563431	0	150862.582667279	1473817.81639648	393813.231818257	305617.305896235	176007.073849127	127490.950584528	79701.7682466494	507601.261142338	1449818.26875601	266662.044132713	621897.305179795	696558.995556887	101640.274304954	99466.9172729576	3238191.81065426	114272.121934727	329369.376051795	410299.037236088	630272.754939106	669538.241306983	0	1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202366471	10735.0567343698	4305.274455276	91297.2083028341	338370.584049276	20723.8292227253	145136.58111308	71753.2576197018	845040.136658618	2426.81264967908	93142.704596148	237668.867805972	209949.582192386	50026.0898552903	39395.9615725125	246861.81519472	1552237.96096426	148097.75687875	48316.0862000468	121908.433239268	75729.7488280411	709986.33876881	14987.0828790871	447355.539799826	59260.6335039976	NA	172843.933175512	66259.3918334921	61150.4961137763	53193.3359362703	594776.545688355	255252.641390488	1783865.17101396	1126486.30754712	1727546.9585032	880954.069481653	1072414.67962889	58646.2040662354	2795049.2909935	73077.2587733223	1093169.95653805	155187.687076628	1552113.90953439	1229989.23721093	474932.54514515	201113.378813328	235070.275198388	377761.216050803	148587.471936644	306294.618871415	223652.118120018	120026.573461118	68364.1296952488	40300.0897599102	68569.4392974157	25425.2278624446	870209.784951776	205046.535418348	10788.5169822284	79149.2746155886	105701.501691912	7223.11206470479	10215.0700809431	50577.6339914091	475905.929498749	5108.4539038226	34409.2186096876	51000.9638517192	831461.186708623	71611.7876245036	12115.7903406508	149527.020106536	35040.0814122491	478227.420854402	60020.4997392306	18450.5917074435	3307.87486728107	3580.80481457399	NA	38053.600411553	148417.369659585	60589.1435024559	177427.418718398	47316.7024568133	86474.5821106501	147155.009868538	327690.801643732	3325986.37225098	304195.751521648	92993.9293665911	12639.0582824278	90094.6272143529	22814.171519907	100954.629495731	30163.7507784815	417544.845910587	99241.4925581571	6736957.81740562	139011.826193257	37676.4088135705	107631.723794264	60124.8986265779	113892.77822312	965593.854735782	65629.4114549152	566517.921332808	577803.944488704	15805.9779758248	136726.366735416	187286.490321053	1082.31437638826	157.39825193514	44043.7552394926	20028.1714575441	82348.9380148169	66573.7701108941	213866.229764075	216206.5346685	56580.8590266756	3172.87043954098	70730.8431811037	38547.6428362516	3033361.0683757	34866.8742695229	90980.6255831721	6781.72157865984	93417.6548434457	360765.759940088	2973.72801540068	26379.0296715866	5780.54118704536	418461.115040528	35550.7533933908	5523.47021328235	430286.341281692	44747.0256750637	85605.1957859652	31547.4571533374	5214.30550457218	5827.28702794232	25851.8277291868	125897.862378221	178584.708373773	2183117.89471852	860123.661753629	157955.736019048	1240.59153055526	6631910.40643706	2339016.54827768	8161.54882295289	59627.5767340445	260943.404326818	30061.2588927981	302749.343223734	27482.9333367049	159772.498347261	180723.482479363	75114.1340147846	74443.7449617974	46794.9665246375	0	162837.989848197	91592.5685564986	35623.1772493811	512567.230114163	200970.268190497	239666.534612916	1307719.33707807	61615.8668564783	216962.31266474	193024.378887016	6482320.42495531	1022545.57086983	3097.08945500319	62517.6941056633	204025.352994534	70364.2809927793	44077.1565976416	410214.182875579	270958.86434151	32901.9948392009	84437.5136041681	24216.0422863107	14231.9073383397	1104662.94514369	1492514.88590927	3382.65582178076	84373.5863149463	198036.320002397	84253.1089157445	232168.920122209	63091.4810706576	78664.9804997202	370758.386602211	99327.1737568072	10534.0776302807	35885.3432569763	842250.417412484	69145.7763112421	38411.9818020118	99801.2935201116	100312.368054964	316343.440914506	291223.806801624	61087.3342114101	337024.016965988	32812.4586335025	18272.3052500596	9244.17186428283	88463.9673412507	15972.3336700026	4033.87974487437	3696.62311251491	70327.3213330146	5314.53567732472	3779.61105790017	266349.328187591	29324.5025027501	19172251.4558498	4005.81393396257	1822.39290080032	3336.61872174992	16291.2263411356	1036773.8711654	225450.341498077	430160.209596637	404947.74372307	204071.725913212	207581.796909351	209752.27848751	114441.713268928	109279.268279778	1755660.02213631	5074109.11583596	2776116.59541426	4276543.1075439	4091051.60820603	8853255.38047263	457480.124447877	673861.877088198	151285.524371465	327224.290833393	2586903.66626121	168688.47341603	11733.457874808	65601.4565301011	42889.4895451964	152959.381954258	36036.2955640994	39535.0159389885	143408.606889754	50208.16456599	169222.04226642	440405.845163729	43029.9682173173	317225.449211758	58692.4839379871	81109.8821193189	102407.58059314	42338.91147228	35222.6307558304	116199.687664924	29954.351423298	2001.38579143935	175547.623334983	113268.575046223	258560.716772515	1407778.51655748	125237.617107876	47480.1125079469	2393.29089047149	43566.9265038553	39317.1157925041	234781.263167875	11747.8012947495	900479.913330006	468790.994126152	349208.763413238	4306988.24214577	111793.594613431	72270.0198090891	55411.7066794141	174149.957603695	7690.01975992149	89869.1160971259	9119.54180599168	108121.922985969	19483.317839321	181635.930000357	173740.798544484	145582.364920046	98446.6619459203	71445.1388302231	106506.109587234	62914.8744297735	34811.3103582814	18387.4043694258	3571.44531120336	42395.1504471526	367108.777081217	3737.00377060736	2262230.1125222	390079.534558735	242090.223835865	31436.3927544023	279663.888932875	2382156.03579019	43593.3658083948	470262.1023007	375228.030403504	45060.0709747087	193598.307142908	67764.3009365655	24828.4631694166	171079.683051891	326504.787941906	23080.1453488905	254731.128008978	64030.1182385745	386722.987975888	238629.326602089	87520.4509360059	7227046.21163063	1284975.59142983	63730.0178539802	3232.72919059966	10526.6504895877	176963.841023808	17559.871364624	438286.850844969	39069.9284662901	348989.074209727	12387.4133497567	63477.5155879427	72756.8921806939	117604.05126837	110680.850625472	10898.6112451717	11082.8924615276	74336.7490544754	570818.665968	103194.626468856	206910.50522755	382724.320282818	7613.24084521765	64937.3761408922	27983.5457979215	39314.7514778763	21463.1834840835	10752.4246814301	93659.2854637905	41521.4634542596	144363.128009311	29227.8365266699	1994993.03866992	443753.354054462	116593.380135523	62901.936516031	126577.874409877	52027.2854261044	27743.9564711613	181060.823006415	59450.7346609052	287442.815587694	858523.212736595	3709673.11414172	897802.497624001	326464.861812377	128644.709611452	79569.6237710367	41632.7417606749	7449.07087303323	160018.042640262	55129.3703062242	46498.2017515313	46804.8593800935	42302.1139742178	39639.1197022184	781360.256693064	1392201.91165303	166308.224946068	167325.176014105	991581.095672844	291975.693887628	73125.830972424	2481.97416146975	364279.148528731	488557.069570195	130331.003321266	8095.44733967684	38612.7305602627	94688.0158175799	32364.2458572308	9841.61096971202	796120.714629336	133690.142555428	15132.9201590613	580383.243841632	31870.6756860259	948341.951378898	92528.3945730811	723009.597377782	121131.271417895	1421030.23176275	101536.090282094	1091441.53167524	29819.2844363948	89681.819571391	226443.218322702	405422.59447513	61376.3368124265	49153.1220957831	163830.272979462	681516.046984355	27988.0950009257	261883.698723454	1083946.13506189	305471.233107174	265393.797644034	158405.160495056	35795.8210211658	256958.381979982	80849.464195236	34064.4892066858	5222.25373218477	50225.5639366258	11280.6929261372	136836.726529872	3716.31199325648	15371.827465711	21080.9778260882	113796.81471421	5613.31926110595	35090.1701923343	389.374323069885	445103.841235185	9542.85707487232	95333.4741870043	39719.0027382489	1333964.65565925	40085.2312657892	218148.472161532	10356.2569984081	59574.8182813101	95657.7522913594	61557.508606565	162969.095513251	4261.7250301854	30638.6648571491	188569.811192027	82361.6842750573	40650.6060543013	153591.539580756	122228.565175703	15820.050631934	799.001028166881	28406.6359248258	60043.9547457514	10985.6018917246	1389858.05266075	230398.967464764	45328.6204939153	62847.878212101	177305.676870115	9261.67336636353	206763.079678782	47126.960108686	41909.1202901868	171846.865498534	138070.828451841	669403.824679554	12088.2131977811	50803.1843123382	346994.885308564	48856.2578405457	167095.840434919	383678.682512632	24210.4265446292	178550.967167148	78809.0579776965	88826.4941891244	60426.4213814868	418330.249609146	9386.01377168737	243263.641487321	5836.86220461974	4589.61551110187	43176.8157955738	0	987418.768936906	457420.036490881	127506.615551671	87811.9993215815	59586.7931568052	18185.4797010958	2173.20518431163	9091.20357739653	273761.544478382	20482.6411510882	37220.418300978	12868.9383730612	109292.931962672	59396.9007255484	4829.52902326243	58060.1069598794	37119.0081994595	NA	90231.0587695759	35559.462423865	9562.03142704931	928.834505755232	42762.1750892575	69704.1051873928	7305.23383940037	62879.479303272	118711.381602995	57927.85594484	30729.2414402266	5828.40805090061	613766.066156874	7932.96407584972	225875.952295907	178095.035268383	144577.510292469	249826.162800028	219688.642653556	135691.459906195	75224.9338418546	430724.557310289	36604.8631516155	1973411.46762615	44531.4788543239	379597.617221648	225783.581297541	276684.126338457	76445.7820039008	216333.294287704	360784.528783456	20239.9254420749	1658859.83238817	35527.1096149703	23096.8761932413	5801.38905035106	977223.120813747	612.503938221604	39202.8988437652	246809.970095684	300734.820353149	182348.837277506	204222.637252414	9424.49499527448	39250.7770041164	16685.6550810146	31190.3881917195	78589.5153543782	81161.8202084024	534184.374231768	298212.323335555	390442.158922989	656030.709133153	4130.95040820704	670094.511608029	1507901.93031945	122648.63610635	196107.765368733	357334.050127817	13465.1306986788	112195.055181295	68040.1043417691	121981.342097998	43921.1771993971	27896.4087845522	25508.2313052297	447548.65330287	68735.4566775574	27337.5319256475	97778.6257360337	2898767.24290432	68670.8351736351	362411.153244728	51296.52494056	60705.4844879585	421293.766351648	69470.3646953083	237469.784915476	78698.1386200191	143852.931757365	53880.4021122969	72378.0440041411	3297.56820130097	339633.366156823	33397.0433695963	366777.311192836	516265.133146392	0	8896.90861951665	97434.7927851506	175232.64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79206083	73576.6649606661	61815.2292717208	136145.133709497	139549.309604634	493.094960084079	35013.8112278819	1767376.91993097	1130051.14656254	70471.3086241385	1168599.04397332	853842.044632674	29155.599480915	251396.878987734	132885.767883736	4546.09096323288	892.022455496419	2130397.73116968	38702.1106930925	21873.1453851868	0	5834.64586415592	108671.401885218	603646.013779896	19069.833003226	1166.1622285343	123055.849761972	6470293.63606538	260785.358010106	93479.3560971766	2747.83385624187	13398.2735762003	1749303.1393009	84486.9127680972	1157300.48247877	4110192.9739641	245327.39753661	107510.208446432	87462.2885187407	54882.4101492048	1318021.14061846	77704.038475297	40683.2336428715	323911.766573938	287706.856686499	4424.0638938465	318630.975783836	46970.2802867293	92275.438357456	104736.226619862	16389.710946851	2950.96655146041	2567.96831229329	1342.21947830659	672795.772682144	13753.43570915	6149.30664979296	5174.9178675872	72287.5334237362	64437.7050974397	190883.616967126	3468.75237204328	39568.9033421877	4898.54331288203	247880.451871835	7550.53538641875	66018.7915088981	31144.7134442584	173537.772648451	174691.53671551	150305.592916424	2361.22678776692	2075.15482966715	176692.069505042	32987.7096128247	273.81806181756	261570.197543064	21622.267447052	65764.1410174769	173442.659158128	44827.9221782642	26497.294649385	20676.6248261612	143951.375459171	3538.7280330879	52412.4265254998	167406.38573232	44800.1343926607	234274.302259452	26898.1004149008	24088.1617088882	1133.80562637461	35380.345919776	NA	9016.34702967027	23699.8795086911	35939.0170908905	59624.3997311622	2269.88910860294	7360.23143489333	27398.5691531833	20514.3241005959	475930.294392696	55333.2094082343	3562.87749608952	18027.0696719483	2821.30903696567	7959.98706540127	111113.297612375	79495.2072742811	1920.23869375581	14745.8160899314	41078.382716694	115.797952396984	5488.11062611757	54528.9948834858	6755.07649744533	102152.404780167	101270.219962555	43087.617952264	185594.285616846	1581.14341013279	8829.35283422813	2294.54268214948	62896.4393511044	5963.80673579745	378272.017654349	29985.344124418	89239.4650675479	17516.6787632643	33796.9197679416	213795.434589427	1218.88157169846	153044.482149993	73651.4375896712	15712.0207963424	29173.076664165	26549.1783242067	457178.346823677	6567.04636529831	4258.18737930654	58371.7722953079	155220.071716425	2861.6703142199	547419.027270539	32477.6596099538	182680.877157901	277526.987670192	9631.05514903074	78056.726292038	7923.28056405454	655.770785829225	574265.185640276	80702.1467628102	123674.674109591	28984.8136607636	3318.63272157764	206146.338645046	33366.7365859756	7363.41888164402	34477.6027501997	53549.9689751037	88214.4083567482	282988.167569186	215168.119519606	62496.2853334646	690.903860970011	38363.9000512339	140118.57790503	448.041910272013	16784.4362381796	383058.461093563	55758.782000075	26916.6213747153	116397.028859282	29974.4508575747	150036.481536138	13061.6933587326	44586.470817648	6374.46955024869	394018.035313399	112746.633107037	82514.7817168866	NA	1819.30566482504	6902.88596604487	0	232350.32305288	NA	62617.6272524117	197610.514989003	695324.586196887	111425.648721713	232074.892023958	490659.485391572	76135.4407844357	157473.702992231	265784.552139684	124452.883909889	73891.0360592185	163881.722751711	48421.5948913176	930283.479977202	35352.8748894695	293990.019757355	56393.3519864468	3596960.30738805	252379.377872905	3910892.71843764	775337.007440279	1410042.10078697	2172683.41669206	1658366.82012799	1159805.62198369	475304.490548353	120405.563923533	1778.66797725162	521450.202114261	7390.19134625546	2611998.98880708	1452791.65390133	144276.900558126	133063.879029075	1035425.8851089	418216.769265724	1211.84013502127	46114.618226584	153675.085192695	14714.8154836344	75688.4457871242	267.754486615721	37606.6571656738	3651.98611174882	24992.2119165674	321592.053598544	NA	104905.006688168	9737.67368303707	2905.04694037609	268868.315398939	2997.85640319498	2045.14959459747	1508449.63361374	84156.4504028314	93149.0955104239	4046.82681873384	460981.470748901	15598.7066601543	37962.4149499168	104053.139322244	584410.516738161	12309.7458433686	201231.30006867	183081.5087865	203784.469737667	57116.0973546323	91277.4099984441	125089.219572036	1213756.67842745	476617.356564787	51079.6672392114	471666.124503152	NA	439628.796738059	1203552.4989705	595916.977921802	881627.940269663	453542.141923493	733898.873759461	245325.440429648	23101.9029773903	137582.572390434	14208.9958272503	47054.1278256716	5201.94422789281	26308.7936022508	155742.241231719	5090.46217506625	22164.4725365984	269240.718108508	11087.7210394691	86394.4549827473	3352.65075279713	131513.982619947	141307.04345414	41576.9776881351	125543.084112501	476404.359668351	42113.6999595573	151615.914634576	200610.474852136	331190.921094514	119935.175553981	58974.9379065215	54285.0784168337	19333.3869462674	168690.280664179	140821.351815348	4392.37450776217	52254.0204544026	14913.974548298	8894.84445857554	53084.706483942	0	854124.160249779	27144.7764396141	69442.7590895495	10875.6327254075	40521.3027009194	159011.681287724	4574.99760826307	60104.1652664291	115390.118821115	0	1289.40261108386	39267.3552512962	131164.140866575	43101.127615296	655.478810634229	24451.1421861311	55953.4538618665	5398.33007994067	45207.2831563536	147204.902702844	108563.028159603	94571.1388366785	34757.2042839666	9644.30360848733	42856.2995037026	46214.796088004	37516.1915118705	9175.37235359081	0	3311.13677373707	291443.82241788	81711.6075322426	155187.452988897	215858.322448629	13350.7089811454	122917.274389358	70450.1029369788	142696.392249031	55049.8140700474	267065.053972552	65215.1779366873	74861.0388164217	198717.951032484	73510.8945501784	4217.4611339721	6615.41872221093	101614.226207518	56677.2386780094	3698.07118359864	41099.0849627574	133404.748619172	33832.5364181988	54524.8873816266	40869.7851689399	42188.4278015771	743429.54367571	443457.773879526	353269.4495539	86118.7742779743	33331.2430479318	111571.888337983	1706.71909284722	149445.020123146	81933.8409560726	88240.9692946688	78895.5338831365	56686.9175802175	39122.3085112307	171638.545985731	2025245.72453514	99695.2248857509	1358851.56505787	14391.6558626195	2652897.30669064	105182.469245176	38627.3283004984	699.345740301769	7317.83508178941	6059.66743712615	427270.456355262	42199.8160118863	2819.20819065756	73212.9854896774	31001.6159010528	465569.185591976	119723.499212157	594043.933666964	154771.130643219	41230.8208715419	52910.5228494401	108351.236549379	3881.8832271008	45064.6240034503	1205447.18218963	595695.549761327	NA	64247.459532903	233608.896952705	NA	59934.6584555835	266492.605923737	99244.7468004374	2443.74563133483	3265.87683280487	0	738968.699949617	222615.845406493	1693649.82495161	1857830.86824186	118867.363505796	1805954.40987117	1830129.27618139	2232120.86244798	75381.8817175954	674254.454211724	549719.160611372	228685.372341949	1135491.87024031	653.340021948517	443147.752759267	35385.2335714781	222182.316699418	497462.570940238	489.847330377789	277551.397860007	113218.277671561	3329565.52367992	942074.676210395	7739.62457657832	229591.672188028	38435.4107411847	92572.3228574939	0	56275.4728685115	42246.3730835032	98467.5037473738	242671.71830474	28785.2717795571	0	76391.573850102	16700.0992014428	94801.8985030114	387.715898425949	7985.86416401101	0	135933.43686504	34906.430512694	180543.784534026	393893.143693648	855318.388281651	585077.174554096	34743.8598400792	97703.6147686362	69621.7173681552	2127213.39955099	638197.545536959	2555115.20316658	435120.751772935	627952.658005168	2659285.58159686	411376.726676975	116081.640427631	1294688.61881207	3872148.11749835	114112.338094153	1557384.54100616	176803.119591349	334026.065038026	3716343.57881635	NA	68167.0028048495	1478.28270047727	276024.387005637	82926.7270666973	108189.849800954	83018.0746501486	28266.7595949324	32588.3950416563	106583.251332941	339.413501543143	762027.717274369	1375.25095926538	4411.58886771489	0	0	14232.039689174	13629.2121507633	0	5441.50728981762	566.600506577596	359088.580927279	0	0	0	601.303636348664	2292.70719901252	7237.15649068772	0	299.245974373599	104030.760586961	0	1925.6353397197	23637.0823038289	NA	1094362.72038984	267791.39372809	4934.70221123449	127568.16764467	551461.283018969	721259.708718105	293083.850934322	116546.683652176	2280169.68823906	861949.520240973	971479.238603177	2845824.67806337	689753.312152636	122674.294882538	394989.175140016	363956.912702587	1191362.33262551	518042.000749044	20771.249654813	268352.106255925	48663.4137486601	0	103427.295620656	58924.2197831057	29032.3049941064	1043438.88835267	4930.29893424114	14628.1184405718	0	2683.73753698953	19524.1628072953	19619.6084687804	423910.474734005	6846.75537997841	338.124853223217	16816.9864756598	62699.1666918491	121642.60026592	343.292771393738	2605.56166054686	28406.4255966215	1229.44372627641	82896.0313272612	128298.961773214	30668.3917576414	50904.2123243865	46339.7164419435	5141.48509093767	22138.3974755837	2991.74162766019	70356.816084286	21479.7235199792	26783.9650964049	61943.6536818967	96398.1268308421	0	30075.4489076166	232009.365263884	413715.289556049	350.035338806154	178958.261420548	96805.4819533067	52009.5108817257	2134.66746937773	11083.7781767733	26754.5924942179	62589.7519118217	97267.9043869903	100683.273474424	43490.4395281241	67043.9784689575	41148.9361355784	31172.8549030905	25130.4154850174	39121.0553716309	0	NA	61633.198867336	1669.56440733423	9125.45908281814	11002.4774424295	81895.7015587297	680.394527147478	9695.78104188396	3787.46214834229	23674.6555818189	75116.6408373055	29379.2878892946	29621.9230831546	25179.2643581203	225317.259888614	289209.775785758	71489.1077097032	52293.7630741617	362137.549699855	163712.293583728	51053.995335008	37415.790837784	44799.1147314064	NA	NA	49830.7819758069	131312.858141769	48217.4576449375	83742.5163570383	64982.9723943534	50277.1155137128	13686.2465494142	339379.648067933	400777.503752405	14669.4620059826	3080.14314562246	128320.821947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-CONT15_18	sample	positive	18	B1	CONT	2129334.21661587	1703730.64486345	802116.016868353	97221.5199348794	157341.008864603	199450.450226377	65449.2148494312	91258.1648120004	152498.231020573	2738.95902942471	1132733.66152635	316338.956306077	66185.889596221	37252.9372786428	94198.8654837023	4398170.69207658	22423963.1523095	154784.477233677	884654.015452375	108339.591286211	81798.5148154716	189306.08343548	482220.497133157	282943.20858445	64762.3550737902	544780.665958986	54622.6636582411	388179.633320393	196492.587711466	25472.5837299735	1103.06359483192	1748.65436948726	82705.5389625579	4267.11542878051	3185.9405437607	786562.453262998	170874.828179321	238002.01382158	49414.7500951985	47918.084902486	101640.753848419	305998.918067149	81493.7707420066	65471.6033803078	48225.5514477163	213905.556211507	284872.427127259	179553.151912824	109835.108181176	49480.9859010213	1238703.7576008	3902756.25690272	7428228.09901567	9336436.07580638	1564891.04586635	6856386.39780452	4955582.63702037	6684692.35648905	9772494.79746492	174437.858522721	2535816.13003397	8090742.57770387	1198470.40379012	1483116.64112694	3800042.52889136	60954.5168412959	444748.561951127	148387.065984637	101532.255893293	225961.362423666	927107.820600034	268437.39031154	63032.3765957584	47076.9561428992	162639.666468326	2785.56059118549	11863.2890172617	37873.5792624173	216644.904750391	58411.40189086	156197.702022106	52533.2744130095	4809.55857269928	0	943.586301966125	4625.33318921719	99572.4214339152	78062.0367959396	61402.2442492848	153024.495019819	3670.79735659026	1949.25412168478	10111.3932915095	7670.25235246334	187508.207072342	114779.985773661	240739.715476065	34913.6042643002	1640492.66178424	2536.19848405953	23180.9610102909	26495.8756746179	73142.6503852787	176943.191138859	40078.9011520685	153909.220595141	7799.52516274558	22946.2443098894	93149.8342631649	1616333.3748241	60865.1495270231	119663.532326604	91827.6085861752	1024208.12393782	2300.82816165896	111887.407645395	42041.0341111483	236185.117074219	2047867.38544694	58791.045645774	33033.1215562563	166478.668093984	157951.314741449	50906.6503024777	2071955.06080293	38826.5316948725	1910225.80228736	1330856.49100506	5530.54957045787	74999.4241056946	341628.959694865	85015.9283992201	181369.243295243	280644.358035321	24604.0936973217	84369.2052782718	7310.18654571863	426479.136692952	20858.7266851633	4774.95076593372	23442.6562776787	1019294.47888864	41487.5089578638	39040.5264958884	172776.597687449	2683204.85618758	1127340.28294051	55394.560690754	46721.9367743719	902960.362173829	182150.039908732	63807.2633561963	80733.6570062217	140060.410409108	162395.12799272	3188170.9182282	120702.552724465	70607.4941661515	914685.675282531	45376.7250014396	206688.990705264	12659.1942645921	32044.5818671167	176455.738908032	923083.18115437	7002857.25928354	333122.076898017	42214.537634319	110249.610222134	935349.591378233	1025490.23723006	477447.838928414	161052.421129231	453864.856669959	41682.304925906	56721.7995436299	688551.692012567	3240652.44777868	2966326.79441254	748155.167345777	731312.721790683	106621.275597798	485779.017215092	281737.392444095	114436.826703206	61494.663846132	486632.258364627	160930.139168545	21773.8472900067	26068.9037448376	216923.236890078	44601.9847509634	14518.4759791609	42054.6701715462	85437.0739182743	176668.000530767	2188942.74912172	4991.65850327804	85707.714163856	2092.92148579624	228730.4980007	376633.672573202	462034.518733859	262900.276158777	332226.155220981	96569.6444006175	330640.467470586	6048800.28916157	129632.953803549	265938.269649231	83067.5102566387	33566.0489426548	36074.0174895942	49351.8681561199	11748.4132303506	3152567.58446705	271858.181867907	440361.757839406	1448952.62473306	68990.466566563	78760.4191784559	33742.8478086309	102931.186763933	194582.74596946	62770.6916082959	410833.408542545	6880.75710879808	131080.240653558	23259.0373989137	1660714.63509218	248611.406161484	605658.991698171	145345.417505948	331362.635309752	104630.144160962	35449.8798525225	29551.3141084617	623039.463254611	751375.109895636	79004.4758404798	186289.129382033	69251.4433371265	12344828.8542454	3181664.2834079	1914410.55290409	2274022.55187731	1949637.76767651	2753877.95618113	2428817.55861219	292940.474654497	254331.439105535	208865.608181787	33006.9568347034	690773.566172667	0	131017.117697655	52529.7916530479	108892.125156207	134057.451810813	174093.315287514	65975.7401588329	121745.074865963	175852.116057494	375734.245441426	599586.341234636	23742.0516361662	204877.354163912	41321.2657410534	55862.9679402858	9541.44059351648	2796025.7323829	772022.437624625	3179148.13105469	1243043.86130751	709644.69431757	343861.464710451	169367.332163685	68475.0071168356	44780.9963530747	28260.8648616823	127636.509247278	82357.752248202	62788.8923639416	109880.674177067	69397.5360494016	654890.532597943	44593.4545043668	112389.993741144	183243.096873244	1091193.84569504	32130.8927498326	169374.522561758	482218.180540864	620728.067809912	534947.965744705	56080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027	29174.829098255	95719.514863904	33469.539926869	523.490375460899	15232.3386720573	81541.165367918	7261.14573878722	68815.746451132	123844.879220058	112154.405215766	50647.3910824198	27777.0299695119	10769.0812672859	31923.59398258	35220.8194347479	27555.5537580538	10612.5185167807	4302.45255191175	3135.13259444287	244182.728185989	40621.1069825477	129855.461982727	188205.232412955	6955.04992214267	74495.526115698	63444.2556125807	145775.132677947	33790.222714282	202211.308070217	57835.1721395489	74335.4417041883	62173.4594418105	42481.1600727171	6473.15329479125	8556.34608485676	85276.9125109365	55492.0017897886	4503.04051955448	29852.4592553647	96028.4727442035	21381.5517503171	37202.3289780148	27954.9182789885	38694.5718005005	803105.126704273	123833.661268433	373941.343402862	49852.8187348699	13909.7767489338	64028.4270222816	3127.42524130397	152920.01559022	59003.8203539623	105514.459978303	56602.108152098	58566.5687162941	27400.4310849303	151996.918539091	1696992.1135875	151.914814718269	1436731.36026609	13117.4601626008	832781.206320435	105112.03891519	41174.4326924733	1165.33218818208	6951.73329087038	6494.88067017135	479501.76773346	2923.47448914002	2487.24964598021	281781.864801902	43369.1212913204	318319.379740617	139774.125008508	690552.918401226	479271.738829291	74769.4248960239	57445.8386003816	154821.4308347	NA	64744.9591746114	644911.831243056	585627.53147189	NA	47477.8275419173	228731.281247837	NA	63437.1784396581	258854.962573295	95816.478932899	1531.74074835881	1756.63675545074	1068.40993149451	1567360.29031204	392411.419535951	1063523.82703184	353782.724322139	315177.669360016	273799.84599826	1162617.03137336	855578.187096434	115007.105324588	101510.842858483	427587.84719017	346318.206182449	2133253.19788934	1419.56096175906	128388.481284735	29543.8497515087	202313.596885079	1093374.17011122	304.992587545644	197036.301203493	296180.986498802	1865128.39269657	2265844.50939028	3202.76745778559	111780.419070317	57014.4584140299	95308.5259531746	0	79922.7232967071	36389.4623017766	76298.0360320544	183767.139561055	29071.4491130173	1497.20074013445	58751.672337942	22607.7504342632	101222.552505151	320.541564990973	0	0	60444.0002721578	35509.9301733229	519227.648588629	1144691.0588331	1594901.08750945	786792.302740723	97558.5079929139	397283.302602518	373768.137890127	2403333.19170239	2406633.11217616	1346218.78817158	435541.64500532	1479715.83490609	973703.408912744	441600.367787349	133335.620742925	977556.407144841	10781008.0729514	200732.679776188	5106225.08104972	166720.506215664	442817.257069531	10729437.9141995	NA	0	1228.28493057783	276156.444394702	79398.5753990044	105068.051285655	91618.1110546858	29106.6053012214	35344.9444352067	111129.883353687	348.028379473286	641627.127297734	1037.38254330902	0	0	0	12677.9433496488	8933.34098117286	0	7933.46980256734	218.477847175306	299972.743216277	0	0	0	0	5737.61261291082	1816.05751517926	0	0	84935.9482778697	0	703.768502741224	20886.3353623063	NA	887674.615149981	212890.195384813	3828.31954207295	95544.7076929991	451300.665672421	286388.858168378	164950.749429377	47268.7391911669	99785.7007781702	44004.4738136346	778486.290431275	2411958.92817069	195826.78872589	33511.6465986418	1480280.86119575	123528.282183048	2436318.40100578	1102199.19223405	29884.2111113538	272955.417550681	44227.3456610401	NA	104417.194153034	84784.5544916708	32443.2207102632	1896214.77000392	3677.68722351153	14797.6590368516	0	2481.42837689987	43624.7659355633	21922.9292807148	774247.961347619	5910.49373791007	519.393325660433	4111.7434399613	2471.12668449298	225900.445067553	0	2877.1120095111	48536.9181872929	1144.74727578763	70071.7654082968	126192.933729868	22830.38447834	55005.8305984433	13008.6157702765	4574.34787140556	12460.484637266	2028.68755093261	12119.659197136	52701.4404406842	25194.0945655753	111818.724472689	92402.7997648881	0	64710.9870815255	223620.620520079	404524.97926564	723.358773870204	172870.68021653	93697.5175205052	51300.8454360223	4660.64639056169	8862.59179623166	22041.1764278599	86434.688412245	65541.3442541287	89229.8557490199	41325.744370879	120028.198327191	40487.6753427301	44831.5411453667	33368.1100808463	32285.8328871792	0	NA	38030.2252431497	622.259166813367	5788.24031291908	11433.3232914864	42958.8110946565	0	6781.77047881496	3520.01801967823	9462.24134205268	104789.392403442	81786.221744482	45313.542830784	35152.0340255094	136424.535756059	201048.197307246	68991.5867738755	45745.1137835524	572888.232630792	256115.940625946	76137.6132372018	51217.2730317815	48573.2841880417	NA	NA	34273.1451069542	32050.2682257624	18933.5252716399	172701.160358481	97294.8931129516	65461.747905003	16965.3335505552	411694.544544494	233474.975707907	6004.39397725871	7400.29495494433	179458.869425613	352760.110683911	160489.845379022	54776.2185194467	3084.36742381075	15141.5900029555	8186.69503957686	8645.79488672315	87351.3648881744	52888.8893807277	39557.6518167847	27059.8045224427	46096.8485070479	10060.4637441121	4871.29657725762	332323.750378313	39261.4722605728	27745.2511913573	38834.0750705151	0	16267.4598779195	9693.26110804154	24887.4049490418	1470.54551975664	28350.3760841863	1162.83427139293	49653.4362093491	641038.052873559	343121.151872956	100288.522220274	128706.2465643	81502.0227956587	42329.0825159479	1684.05256179622	240044.155932565	116534.446074285	73936.3199306623	5265.7734025113	2753.7951962062	7434.66943812871	4696.11409382423	106383.225244942	43129.6684872013	39186.6937820447	47095.0981250415	25737.9463522371	31330.8122545974	232523.990170195	9239.82723354719	21260.9974121758	130231.380021531	5416.50284456297	14095.150155614	107152.237588859	49556.8142731647	28653.0506619719	5859.71766669913	535197.516554304	290008.578324284	88752.8262435923	325037.79433351	208057.851382209	547002.290388434	435128.879820782	130418.292898607	326114.107089975	194271.58410746	70110.916528576	86455.5619454791	59459.7098698327	99949.7116258337	534697.649743844	57449.5836872044	74919.8132253067	88708.648720985	63814.0319904703	21106.5006833254	45377.045400055	73313.7026519428	53091.3921257119	71448.5170950849	42681.7712907406	36595.8026698859	70164.1022342322	83651.5137978018	183810.988735004	132072.946053179	0	106822.952223337	55012.3547715255	37520.3873883491	14958.8429008924	54711.7731377672	81977.3530713067	379840.136211373	189435.194397383	355627.337219972	338956.535441832	960824.50948109	114128.357074729	62073.7629756787	108208.552630533	54797.0067115082	153138.8136659	119636.610435014	1117139.08373114	923691.25234093	900587.089753249	1606425.88221006	1147538.13561012	1301590.91076862	546724.449953814	26215.4806523418
-CONT16_19	sample	positive	19	B1	CONT	12213668.0235681	2016708.81363891	8793585.19503572	568017.481120553	498610.10331563	1836677.59452455	197573.26557867	251418.462736402	51845.7199222083	9538.24993078424	567459.791672888	579991.29054807	80899.2719128155	38130.7409491797	65838.2553208736	18100724.2832238	20287964.0732695	3992584.27578729	916717.921375204	99163.3965789219	58409.5893630867	708991.213439107	463926.104876871	258724.799879394	80137.0723739643	564255.568355903	669561.33686715	883632.470299352	224230.704688149	66788.415261886	3071.72455902351	820.070422328687	311383.12211081	5042.16120892626	32150.3435168098	4736927.20674203	1984265.53486856	873656.223383963	66858.6871294841	127205.31105523	215072.160001536	186465.335130977	79998.9068542303	16286.7042564526	37513.335907642	1299919.67972306	180905.94831221	139283.739378001	104285.06395644	37081.406193698	23762619.0640305	3799862.88993043	7944669.05012494	3547711.40080767	1755324.81716265	3424558.20078254	25317688.247063	8431966.71310848	5675779.17766517	60368.284263639	3039730.07846281	8251180.98562927	1591279.45914887	1089731.46669215	3029817.32161745	112614.379988197	2350784.39949939	384324.14720738	97261.5135601274	208448.991953997	129336.064391541	333016.984313007	67190.0684974217	397635.605401564	160151.159693883	6942.06210355375	10874.2708961619	58386.1188336494	276590.284224114	109800.5817911	1321039.87381296	94534.1931189367	5249.40955164757	0	1490.41090964566	3740.94129610774	224751.925058555	103128.955718263	92055.0645275123	153307.39462074	4181.93626154677	1930.64682075674	8173.59412020104	6035.76570200293	395270.868854268	158071.5336512	84378.9587629363	37753.1329270777	437002.781556458	4971.34198145512	14528.1103661797	16455.1780616263	25817.7673642083	180888.085687546	114041.033838523	1373678.15028997	12528.9489056044	46237.3259189145	163361.814736269	682169.222910995	655059.695759388	402194.853750798	42488.7410867825	394913.789839088	2264.36913792712	38423.5952087332	101314.880868526	175903.166383447	1358986.75820024	92478.4205568243	32775.2358567799	121791.983704778	307238.06719191	48697.5281858477	322838.318129623	37683.6444386022	1971920.59326595	521169.682373272	2514.44143223219	77801.3107458489	348173.157478609	36791.6491905897	357921.54003192	279663.686889861	40585.6088179389	36217.2065937163	8089.26077651147	169814.557893771	9090.89503613939	4277.04067236553	21022.0744622889	8499091.81053134	34921.7467141673	30470.5761292671	162710.247573797	749881.097907076	719424.987217061	57041.5499769674	40610.8816127983	1686748.02914381	319875.599900646	68411.3952312907	72625.6565328494	41477.4652422507	225247.809958156	1482926.39105636	43782.7719736593	116890.875151485	601233.91269944	34592.7230676301	95179.7372382597	7333.95640616573	72342.8565860211	118998.085696162	696136.643083025	4461223.73817317	190795.762723142	109302.380619506	108980.569498163	779667.435063297	361919.667551474	126185.569519823	59109.1396208265	291169.984991227	44151.2303364676	24526.2640384073	192803.190729197	21001092.1797142	4241840.80177288	15092892.8571851	1334479.18991982	172983.937351386	369544.685954506	295834.371003664	90620.5681921154	353222.303585844	1300009.99028239	993389.955975059	394988.270046131	151134.244812762	801122.158610125	1534582.44092093	9062.96792013137	139593.372323397	167551.811776417	179778.703986673	2247601.97867406	8721.62797190866	88881.8469454433	1952.43359397222	777513.352898142	388530.799163251	455298.670480936	156736.554379638	334489.224889128	54327.0816908733	326144.985567022	5860204.6961238	118785.639816968	254535.710812849	80889.0117080492	35134.5583337768	35453.5311002782	84289.0898023265	13604.8994964672	2228031.97679354	211633.380538498	477956.494289668	871581.24895985	60353.9089363305	99227.7665025961	38357.3246653898	70097.3921215328	198764.799573179	42838.1871885153	237395.015527182	10832.6899553771	260963.087532847	14870.9777989733	711884.53638907	43351.5201378018	4903517.78875468	67649.0957832536	134791.455609354	43935.7975423293	30188.7482870489	43148.5894195611	620966.986349665	761217.42922333	91109.9404700423	46195.9266877331	54324.2707486845	755092.756520107	2809121.38697972	1288952.24684852	2307456.99483374	2293629.00354477	2801298.87109305	1110635.20775474	547819.894464834	178882.400634653	536057.376008103	10740.3705934227	723240.431144961	1465905.35293683	83168.1682424644	87779.5086281286	78180.084441339	112046.278474099	146658.961339	65991.6335970951	131984.60831804	140357.689199631	400268.839818592	596169.901180917	287179.872046966	323510.048966381	43640.7726520719	66546.1264733525	5785.96470326259	22825506.3332734	21521185.0921478	1059876.69205771	2653714.44450751	469657.552139234	196666.49723123	2121648.32678937	585565.006044114	280758.751656305	161609.858486674	135760.874045084	81338.2209275566	731240.975357468	4352938.53058837	829001.800911051	650806.716077071	351074.349501617	111308.799430424	85464.4710560662	2132703.20492405	72171.5239609222	368215.033867445	393738.773917509	627949.606338298	770686.8264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-CONT17_20	sample	positive	20	B1	CONT	2563396.61407841	748672.101436634	2128983.1118078	114693.020340698	156945.428717892	196461.999410902	72519.1083515081	102733.159583191	187411.600169568	4270.74381193901	1673920.64849962	328667.202232317	72647.3603673184	36767.3516552193	108381.696150393	18586349.6126467	22415256.1018707	4445845.68997957	899206.062038805	93178.7252436736	105247.501778018	796680.731375369	465487.628518387	288456.551133506	70507.5511414393	554179.358851752	35706.4539871377	534910.074310267	206595.134260987	28326.1558308318	1631.05875511838	1443.83721511247	173523.414879797	4218.74801323272	1887.23249575557	850596.0065194	87195.0404711206	149517.783501899	52501.3342562149	77386.7274071112	105504.14984759	249617.875241775	91316.322824888	61613.9703917082	32337.9037380775	135625.307882906	291881.93320078	256647.606682486	247515.086715949	81468.9884348802	3329221.70939138	6690445.0607033	6493563.54072557	5537949.96214515	1922127.35591861	3043115.14082864	18870714.1653007	6887865.78554757	9839213.36319623	134508.565135138	3000159.83557755	8385414.81172879	1327578.65737466	1105994.84978377	2496388.02616249	73240.7466358036	170573.010468166	570160.103768754	78021.2831075564	264479.085668539	157228.630478671	289069.111735559	83489.6417825743	31908.6297488531	164240.64043467	3199.18224514899	9559.780858757	37478.1746476315	264509.50835155	49178.0865759048	91503.0719339635	75831.2296332429	4505.45487208347	918.197568964914	1933.59106242838	4248.87373630072	120926.298639237	96767.6689021325	32047.9690992667	157885.252547008	4828.44551084537	1820.66124015911	9396.7500916042	6057.54125549915	286004.757799806	124357.942159386	372308.94812533	49586.4225600071	1965801.16135033	1562.42320854277	18967.9982363519	22403.3929683815	90189.2593485929	159914.683170981	55180.243074238	93572.7143544158	6155.86349993569	43360.8687167779	61210.5805963178	1718041.28834791	34407.9334586671	243693.593891053	100008.877530097	1219883.68776603	2057.9827256796	183023.490011621	64351.5331169963	336197.996467711	3664461.81804696	80176.4233366411	27255.7149218389	312131.953168494	173868.669487192	57248.7833145511	756070.308326927	40958.342508767	2235193.15046082	1395995.35679451	3639.20403664249	92036.6342536426	387327.000937264	90351.3455916466	275157.764684132	323233.673617977	33954.0170204371	79721.0875244631	6634.20261001806	540539.280248689	32693.5728124338	4832.1436447066	20663.1035001479	603835.266955988	32741.5914424972	31631.4577779312	219420.464795719	3252046.61472519	1237218.28726144	56808.3064481316	40895.2008337482	894561.714916293	232373.321342056	70781.0561796045	79936.1625716752	176565.771718893	58888.816761069	4899642.81598269	206882.673630384	118303.359250406	891686.326450705	61712.4930203795	327102.941380928	15354.8195909959	41788.626369776	172940.476722112	1447555.73613599	9422883.35108761	472048.756365544	69839.0130322993	158102.637492204	1034729.75135223	911674.589417201	196819.34616773	175252.399005595	588879.274685466	91775.8138021201	51720.8758814391	897053.828039619	3788037.72563879	1617094.36638972	582777.034796933	1308648.78137554	101598.918480158	489413.572227606	121816.87320255	188138.433833898	61692.1352327509	246665.830284439	195214.951821758	25163.6376705031	30946.8899417384	700639.993074976	45365.2224480666	13275.1940060114	43656.0336094952	120075.961344532	200075.375472273	2554850.04715437	1790.57422726164	103418.66531766	3178.11992544149	272288.967044006	440501.266733725	481870.205001314	157215.520759825	375993.629842036	97225.6867086805	463394.687182154	7446209.33926859	139436.957969849	346440.361190587	109591.798928713	47443.7587702731	51991.2146623822	53265.6348266712	10501.7946386335	3623832.34371675	371203.892902691	511861.068873978	1427436.26432963	76642.2777540299	120895.965673031	38315.7544106322	188777.512643072	197187.380775104	61898.9943345444	871771.096005474	9310.54348989981	121568.509535155	20307.4499789283	1451962.53032029	302920.593999036	382311.461915439	205425.333654179	353738.80343367	94610.4968168171	71540.8484593706	27605.385146009	211571.800396077	786555.491305637	83846.2237328727	208703.863212895	88462.9432248271	5205731.34461803	6952717.28751502	1960048.82827005	2053414.75807675	1734164.09941851	2686561.06182159	1787677.74094128	372998.507380482	437304.746457438	278473.520301197	31713.3217805317	811122.975048896	597266.155822736	98762.3059571145	14558.3697032875	85853.9458353562	121096.686779531	337265.435527896	381415.2731324	96803.6373131023	139784.781754974	442263.748490959	579361.318449193	126420.542588545	241064.641702833	43345.4662239156	61360.7658286735	8556.12895664326	23562560.6632506	880538.087651265	1989047.53090037	763671.82181206	323108.895900117	153909.634172669	1536620.30434424	98882.1020045332	59805.8344159608	32569.712011707	128364.133828969	73855.2546913508	45506.8880249087	1149517.9580052	25951.8735255653	747006.349954167	23799.7082922444	130498.292318827	171947.217271141	1492634.85135921	40084.5178067838	163104.623234518	429201.643498583	528339.190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	317049.003790644	142916.45885028	84314.0696235934	5646.64455659693	36232.3647271367	20486.8379220106	21507.4398895555	235232.058513888	68499.4546884579	79075.9668255347	39346.0389862466	48128.3747690278	15720.8026995901	10098.3231761864	346022.10265889	94772.5514119485	35837.60819722	37499.7106987998	7998.27319220013	17562.7023102214	11364.8796282317	20637.0080407401	26518.7639905505	43214.4878661037	12836.8847401762	118712.443978049	1239476.59495782	655619.074956047	183871.240497474	435245.951770709	263546.626303782	44654.4155367731	3060.04797566944	401528.735850242	203344.439340138	203843.803115773	2317.70315076208	4432.44383856716	13366.7492795682	7134.71079607452	298246.047739223	162567.615273406	48006.3728526484	161997.488607956	77155.9467096141	37966.7940616726	453508.901802567	6848.68202836842	22759.2306951893	250726.607568798	4171.15826942957	13953.862236712	369343.384083516	205096.164474026	59416.0379425457	8431.92964885616	1584122.60032703	886605.846160528	103842.175735732	860208.328435484	562474.698812543	973151.284262147	575433.181762295	177947.120335463	857304.661120831	494160.502159889	159841.282865482	143530.139640671	91253.0645882067	112341.812146147	640900.358705984	70860.8078984858	166728.469359006	19465.8256156742	38017.8351827137	24627.170656146	43772.0909253501	54689.1174986041	34920.1429661296	61761.8916075564	88890.7282232789	31511.9822762321	75274.379394193	48150.5063283785	288709.354823907	204950.388781578	1879.74537504346	39540.2515834	78551.2721185827	66302.14385623	88167.7927223592	97127.8896043749	116817.834388418	728353.040606282	71232.6757803244	370517.085240741	327835.433306057	270655.469949229	319359.41564464	133684.670186025	318152.363935952	114822.347758705	399210.64213726	260315.255123747	682735.576877249	643549.361487189	104122.533689643	531049.856990248	397135.463087212	372508.810788395	401478.725575547	46097.8017525899
-TEM1_03	sample	positive	3	B1	TEM	3451609.13656413	2408605.9260517	2384798.04264559	218396.217754861	269537.911995064	NA	128115.95843919	382896.883773303	117768.943952194	4893.15549622741	1101110.13938496	580470.718567866	75922.4743515243	36466.1827835746	84686.4037082369	8538323.79040237	21666467.0981027	3239609.11998181	899234.610523921	92484.736378095	81225.4042099104	355729.960195157	331603.84719566	248227.283092477	73626.2737108926	519324.341255607	171878.109742299	530478.009522281	220021.031627054	26444.9595373568	907.975201561603	1182.62088039669	221656.625665051	4510.47046382731	5598.34560291735	1587033.49113738	406459.276952097	713538.58995972	54402.9274834056	112743.544958887	157009.713918241	269953.370782519	79615.2272960043	60093.376663684	37845.9324250256	470537.911788828	184671.087116025	201982.753859902	146396.092762255	53640.6016760047	14955517.1496241	10049417.6558987	8771270.4444144	5577461.12998677	1642620.53519905	4158804.23821544	14505973.290592	7306602.8877128	8080671.23166201	101128.264311352	2178999.11142575	6831809.05185055	1023683.32099102	1036012.1810651	3721191.47601792	62552.2121803797	1313542.76819735	702002.137502394	80338.1529075918	218931.425358537	654153.625022138	288213.690811322	32608.3159323876	146788.823078502	162075.224739474	5448.30300900829	11946.6434607734	58389.4321666793	215511.721483921	58449.9772630153	317671.508987604	88791.3823824419	3948.80348993301	209.91877702155	1248.72569803814	4400.23596007827	178620.961902595	96159.3220405002	77679.8092067166	154383.808362469	4369.46689094507	1613.12539905704	9532.76932101265	6011.51552397676	250670.874338871	197691.118285418	242988.121663286	42043.9788419732	1790919.63161476	1615.74880242782	17664.9312121546	20240.1774289667	84110.5300323068	161465.764787803	111579.178757418	465309.647916174	8726.72958909582	38986.622558773	332296.49426477	1191733.4648867	105198.912353673	302080.751985843	67048.8674196071	781768.209760387	1640.96309110949	103479.925066962	145822.756084949	221386.5472662	2362639.1034512	91809.8020402579	33260.2379182763	206008.636294625	224602.365724663	47129.8197747964	1394946.1210364	25609.2101941141	1754692.2282974	1531871.26260047	3524.05273231293	73426.1459366583	336086.983096455	96362.6640505735	234885.727165707	279998.347832069	29385.8709337101	83442.8856752872	7640.9332310662	665734.110126424	28916.2952349245	4995.42014050896	21377.3983279643	3923827.184229	44032.5059598262	36363.4406462447	181194.141611594	1957119.64469921	833633.898979319	59867.4510496006	40816.8425346287	1303608.10294474	331620.29024535	103035.00186056	87182.1745557595	108554.021786958	196686.963325752	3171922.91795751	119971.787000467	126948.180197341	741695.590123805	46823.0581405887	216193.068852079	9608.53175372627	71554.131284329	125114.937436882	1641233.52970041	9736141.61038985	482493.60784228	70453.1236222323	92634.1685939001	844076.412333097	1003265.24966094	333930.764753276	179420.866156143	633032.281744434	101749.106512454	60904.6263479692	484149.84614337	6060276.42318508	4131600.1093887	3008193.55408654	2551384.71133044	113088.867378002	511501.573000661	87492.162590066	149589.67578032	126375.122427925	1004779.37566366	321921.873950121	65597.6903154852	51750.4856179421	404826.174924672	192536.039981451	13185.4154325833	86341.9208565786	149968.129270288	162440.854990313	2091025.01571142	3656.61014488609	84854.9900676339	2161.89577912898	271567.866133998	376460.461181689	223903.215961635	198174.67522394	319892.672358863	86030.9768910837	268300.668650297	6253658.97242898	93018.8382800211	281235.372492829	95944.9589471177	37588.2334566153	40701.2055612883	103191.121535497	12102.6629788558	2517584.3461502	263478.344810764	448178.926341843	1064801.78586313	74346.0612691609	88669.2927764846	36193.5229289799	121275.026215424	199750.413085935	69157.888800152	420792.453518205	7029.53355775621	202963.360341721	21174.0625647363	1267760.04007921	165239.676233149	2169364.35594516	138777.700364203	145651.949432841	77055.0623078536	35543.366402328	35012.5547694761	453163.386797639	663165.1636039	142312.234295141	63795.4225267658	83111.7854245121	8897541.27178992	4075317.28332788	1823986.48509658	2066176.00867292	2367394.36631957	2593359.67958989	1344818.20043923	620786.39967203	301922.541101576	299078.611858108	26491.3843099986	946225.020432513	72818.7806723598	136647.275581089	66924.856394572	93168.0689473734	106374.535760814	247076.150923505	233421.902510008	151840.48825374	195922.98847308	388768.664460707	123727.963591283	109300.919976571	385817.904828261	40595.5383317488	63955.5685241959	8596.63861073627	13148221.3279739	4984143.23909205	1730948.30807527	2243463.17616001	507308.425599777	281661.074736979	491153.554748663	224643.58150262	85657.9954218015	58798.9421268054	126106.926980855	74978.3687357333	154916.155147481	525477.455981186	81434.7717485393	633603.388260886	254358.377746322	108883.362380519	131753.733203754	1875219.77622275	49959.3448291106	147952.78542494	325778.774267477	534949.907371307	477314.426193954	248131.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5.104047541	2057918.17684579	2870036.76013217	611012.795494101	203545.526532746	16297.0901105438	182056.10787869	1061596.48463127	718062.767406735	426379.360181746	225403.714318526	119529.090789816	166493.289140026	38752.9970449047	59170.0695965208	80534.2334299678	201497.197700483	199139.690087984	1599.03878208426	59660.2747201389	33125.7822099735	256308.360792479	31147.5749253642	65487.376490773	26789.7337253276	167954.617138147	70326.3853090645	198202.729447078	6131.16422380194	12479.9983523665	11819.8633737024	46382.6722447183	68829.9246375079	251116.059570085	57308.2332146629	97585.4422940929	9747.36730048052	39082.5172131698	43800.989981081	661798.916640862	490660.145924312	1334348.69061163	121921.883580791	3820.54820158128	112778.395731697	69352.2473694819	8545.42707656924	150125.025134346	30333.981918995	1784.80604390142	508733.018454466	2444.02338441708	34372.1745323442	137452.601180277	320936.955413936	53991.2089576999	132457.386612671	69536.2862724882	3783.16912921795	9907.15758038013	4771.49716668146	39170.9869112326	599334.309104879	159304.464932318	119549.573896375	764128.291630452	82641.0351181246	80445.6809975366	12304.7865122657	198696.752721889	237127.617774655	97200.9089626055	3803.74405224278	32863.3801468766	77635.8617319776	85844.6593986493	85549.6749681079	176075.797314677	138252.147220047	188994.289470428	76554.7008639113	92621.4000227511	41252.4116798741	57299.8093108847	169773.480662932	72734.5001456928	33703.4360347626	107623.080300587	110019.901023922	60759.8079842394	3983.22906843368	4413.61798977642	13033.1863680273	5656.15387521583	145330.032043762	17882.6990999594	20798.2917688817	203203.235553886	505351.977626567	52825.5434721862	28954.1564170767	13057.3711025123	39879.1759201436	118002.452350599	175396.158179988	39981.8171027	2582.53877259334	12567.3761138583	103885.239011607	256273.642450305	560464.353452952	58243.3536836987	101938.597694779	83308.0509730698	3834.14985849889	93393.2387673134	263696.473769471	154043.467110337	488121.782026779	439324.238498297	13042.0260147404	7235.44851717838	182986.225918133	18296.0796651107	86454.7347774222	53595.8004795164	14008.6563569604	3840.19456826498	2251999.17859227	3082.8523485631	13277.2452761549	51525.6140428584	1144415.98256826	517189.893839202	15807.6023838295	413285.338419584	2973.60008395447	3090.00710054734	3798.69209248138	3943.54677607944	26110.3610157577	65196.6538169271	52928.6517010888	29031.396143374	159486.887588556	79507.2534499012	8023.53086585677	318100.818581452	3316.24784256366	159801.439551454	126318.290622456	231016.955890258	116762.750243558	2105.5126681184	89591.0541054244	125941.719251528	51929.1775829846	NA	211.759098301998	86008.6314663448	106575.645590971	49492.2410034635	164946.691382219	6870.44778636064	890230.955292535	4749.79410450547	2630.79514792294	285670.806623823	123903.60119658	66254.2378647146	271396.769050952	169433.19613175	270781.842023098	3502830.36578121	44675.5284803333	119279.640292302	5689.33042254786	92318.5468235529	6887.57277548718	97772.6192402439	1222.00508049697	43581.9717326286	98744.3833861653	1131.72437184581	15416.0374434617	22112.6242713783	NA	16313.4688914444	12731.4296973943	19437.0721099216	46114.8254983536	831017.63806781	12119.7038398206	25007.2752285156	29083.3518613314	201.314647152133	25882.8677335279	12081.3995348739	199958.822702473	131216.118774136	4133.09965487143	7975.69093448825	7155.93350027722	58663.69991003	21464.692776941	1185.88139218721	93929.598949307	20580.2714472831	15844.8691484421	7321.15175110913	6121.68328104207	78815.1716517745	22859.0036166659	12720.0440754172	8040.8137824999	214314.864837069	5629.70353102101	1510.48919401831	46240.635299054	39269.4959121885	21197.4934847148	3697285.46817665	55668.1868605116	42092.7036978447	5084.46037138394	19299.0280901798	18948.629774063	4730.53329273857	100734.28430078	889942.705499949	4274.12601671394	750924.426742155	4249.23901037651	176284.610903228	465022.489790109	44644.1641287009	1573.43199643401	136061.887573602	18149.3549330798	69219.5937678623	87225.8710497024	331499.476061575	3621.33524374659	105320.270939587	7637.29181653462	7069.38193513434	45385.6286693652	124328.680733382	2606.47026938898	1616.08025311726	49808.6773851203	40478.8561253112	69410.0331601977	5466.52623914654	6656.42871942584	1647728.76147694	6106.97337473863	34149.7584616903	15542.3096840816	10416.7292633264	10172.4176668825	134167.511690282	27360.6973088415	392159.219358175	12663.3172550097	8167.97758981121	63948.638371826	1212857.38026353	149078.541611522	6511.05373441137	9789.05177340753	26768.1968236035	8210.92040076082	12578.5205281945	25382.6427479167	241659.817749602	1073.19090502822	388.3044553403	5628.70737489215	49116.3195802922	118672.029174764	88869.2357362605	208544.345931178	2449.42934202151	572636.499684334	7558995.761989	83712.2133483083	154727.639495236	175570.613794883	1040485.09046481	354121.749008187	36740.6241522165	3441.21061187958	8122.44889261988	2063.47531727121	1341.71010332153	30002.179521481	268608.875115562	8381.90088078436	8924.92825378939	4341.88018717485	92101.0609293499	7107.70703534551	102375.196190389	29685.7813545515	46865.6716167214	2198.78555572369	35865.0115105397	31036.8048041333	299874.072467339	8270.19424020328	1781089.21764811	253266.419752544	38784.4662964783	155490.935980464	31161.2611391901	25990.9034626675	77255.4868814249	60547.4552840688	3351.4885888485	55136.1032090132	28535.7753848532	1573.37887330652	6156.2345747856	164456.168170622	292508.029346479	16960.9537390129	27182.571176276	29760.4202438899	5520.16388887804	10813.6262061466	4741.56396614549	16220.3465309906	21135.1395340971	38624.8146537914	55843.5934097843	200393.497754185	2943.59449317022	0	67461.206178714	55264.9931836007	281386.10148799	53033.2756266514	4999.51198245812	23917.6418780502	3898.20434667568	3635.8857642143	1147.76769384675	15715.4134131116	4615.84558312783	12468.8410374571	6907.78536550786	3010.34917907833	21526.3395582289	85616.2781683685	6386956.40330694	2900.0541482153	220306.860024514	70856.9590028725	36786.2101643205	NA	1284287.73724645	36066.5042553779	45312.7495524133	3704.32898362502	476383.776338292	248078.58846623	597048.88283975	10831.9451017034	92017.7324531052	7559.0034899098	144624.804662914	128560.862884908	36315.8482544453	6089.08938939679	53157.7797945851	32034.5527210078	23865.5921498744	69192.6361070077	8550.70719954711	192235.912492554	9477.65862965723	5128.76922905612	8151.52626433152	8056.43925103046	373172.674986334	9650.8814237474	4780.32989087662	83639.7901264704	327607.664486786	155322.207632486	26794.8204866765	4801782.0480208	655007.012793977	350198.870609846	31809.0622981065	41825.781336566	137882.647751242	191783.108249065	86108.6845924569	42043.174505996	27404.5482784156	15067.2356298011	702646.501140996	68768.0314366777	138196.355347594	2876.22609741142	2468.32665113303	45983.5950793676	32087.6903497436	1130010.42050757	13680.0342098411	84878.9272897452	6636.45611479644	30206.3578006892	26378.7183983531	36509.7420281855	156653.248565596	6649.40699369861	7737.00560992466	146743.236880617	26592.5466893946	382290.528098699	485190.366783965	41498.5867075083	10762.8223927019	18284.0341425139	6776.69697020729	15199.0531784683	5996.05134726858	6176.78388525695	15601.1004034384	94180.7748287624	3600.62981727128	209399.650904763	2116.33927087071	1624.37139153904	54439.9805092026	62461.2110347273	189900.992547312	269.131601001211	5544.64787199311	3164.68096027293	4685.99048899411	26530.7189025923	1877.81586794506	25952.4902391385	32655.9913428482	112276.089451968	4946.47227084107	13563.0603960254	602.613740919717	4751.13832722357	214715.458527406	4708.9996858839	548.980793368733	5732.67254795973	20768.9233020748	477953.905134279	563510.237408514	2087488.66197281	584918.41742092	1720567.65948919	901891.340871116	209721.959544291	9305.47343835497	63291.6771524648	9142.72404596306	69310.7905724488	202240.41020268	178756.808315828	105156.691312958	111266.979961366	90889.8080997468	3333747.32556583	5756.26843314891	176333.352918563	63391.0850096918	1008483.73260058	38089.3157917838	168184.450434178	33058.6661551986	5705.00017801262	206664.98490593	638718.87663513	71082.2957983305	3445.69391371329	24316.8045688053	3489.71397785465	4223.37722445538	6372.93453035377	6774.54744000216	111660.393035822	542.395588161612	138770.397874846	7859.40796608257	25538.5854669336	82521.2679231241	1437.9580662252	86691.8077136468	5242.79779433663	14786.8297366715	19198.6956107234	82704.9418384519	330985.240635202	32288.0712046301	4354.28135069284	50100.1434908134	3722.84028728106	564899.663493262	1567.08533448087	101343.059119121	3821.99038845016	61707.72652157	211153.83466348	14842.2220771759	286609.623231706	948632.645807412	28312.7814404448	19038.980664008	2566.8530435541	32538.9292401178	62789.4758248868	62670.7379540716	130561.447732381	261446.469776934	449.288421984976	10810.6840645954	10952.3737526707	74123.3509979373	98933.5943521216	3208.84430117871	1720.40784938337	39714.5275680422	3110.91460395592	54636.1096391359	72827.712081312	78979.6716915116	71148.0808948808	168064.061248483	113089.117915444	105278.00931849	577487.985836871	23533.4259403397	127282.747192707	160374.56549282	57348.0472848016	5494.39658841586	142253.613966014	21764.0676085442	4051.95453872581	16798.6598267327	2197782.01795696	71851.6984857295	147152.290103328	174562.263093705	5106.42273660639	52788.4531656854	17032.0578188806	4500.40325426355	502479.716403966	5323.94074586896	17383.8743145503	84875.1524598489	358124.048848263	76552.7687340475	9337.023751437	80328.0571481492	1751.67904894304	265837.350202447	9604.84373793135	49308.7044181706	284213.637902464	82587.0856371103	155745.1409581	130062.852754117	58870.6078644037	125488.624538989	114923.529788387	42845.8694101113	122240.459014473	21996.5683665995	6311.53020836749	10144.8636663804	63781.4954620038	113236.174278545	69924.5072687935	6457.17820834932	1274.19544332224	273938.508950583	313585.893141846	52994.4923412871	11839.264374241	560752.867385483	99655.4328028881	138128.730499226	38850.2723284142	78789.9835146458	775482.520052658	16105.5369592495	7395.8516550057	180750.51952558	80713.130658993	70291.3106470861	153504.709154399	1230.24938620013	133495.882624919	205121.125443513	22493.1273618301	124806.2623211	85223.2691002485	4361.13928358635	35352.5340302484	35513.0574621565	243308.641134255	935.318078482802	80876.1039503387	34885.9199591838	43766.5673838982	12337.1294148126	60425.0007361961	6682.5045959279	156139.185921434	38804.1502560366	11419.7231103645	2016.75740961435	22764.7685260955	367719.114451162	4130.07529145224	9881.93746650386	90946.9640750482	4587.02972365015	82968.7904660799	2373.35775468679	0	66930.8436042634	53153.4528306599	108156.261360454	133922.555686011	1251.79220695281	7762.97878720562	22563.5677206905	28309.8011827546	NA	1135905.25864	9100.96723909435	1494.72991820146	257242.442399471	3931.20443430194	237390.312471558	1709117.74128182	18641.6176293962	1494231.58308251	423005.765285133	77251.7338348941	31260.1781008538	360149.217755871	104930.495884384	69619.1103319821	5556886.43768956	223304.713669062	78212.2457087604	44527.7195757526	72724.1739846132	19966.2300071598	1433288.19655305	60085.4550143127	252613.274515718	2487370.24065382	83620.9377239955	8326.72711004669	6416.55534180484	4954.90592028969	9212.51352888094	33359.4506237991	629433.713783585	127462.7522245	1006993.28486366	132005.280899396	647.078525641791	2101.82388271773	251543.829938376	8343.92059245797	2003.13472373708	57283.2594480506	15368.7128838431	1090.07053210985	2440.04634275931	558.206558871622	68.8347024705464	6716.50232738847	NA	34.2326259734243	12325.8269051515	73505.6513018421	8597.93400148313	668.33440646881	30130.8084352889	0	69084.7700263634	32441.2303465764	101238.825608839	1047.5777355035	1090.72178745092	506876.398941961	134292.365069346	221752.320695412	12491.7327841261	23632.1534388456	40776.418959579	12831.1822898224	4640.77612665288	109192.481833559	20454.5062988997	106883.36662193	102097.074758934	54627.1867023871	3957.45191226699	3248.44520595569	1517.8364157773	5071.52219815027	319923.11154695	179276.144021708	110624.510814769	28109.5655161396	60715.0530788802	13112.5548670298	84940.228523601	16681.7219260098	11084.4073405913	5597.39259592913	2076776.28982995	109473.505395123	3291.54126078181	4370.30271247647	6202.90905060814	364.890354212705	22143.0398493921	535942.140604769	283067.255732269	9887.71699190708	152672.559809789	101850.531842061	399204.524984185	33694.3532756018	93215.6852636749	456.678102689298	59680.905775705	64884.3509903955	102532.271325063	8319.99206698198	844888.229949043	88543.3861312588	626837.63556296	205741.731343963	150588.744193569	38221.8190504732	2673079.70001341	82913.7608678121	17251.3457639141	147786.811549444	674417.10361002	108303.634728419	1491866.08502739	208510.870901808	21100.0097839061	8104.75430445035	28799.9965821628	977.742033850884	373125.590707735	1272.53305263417	61433.4263773964	55086.8233975082	57469.4387727548	1213440.60587514	1521.29783210705	312.615549212675	8047.30569330487	2918.5625033719	309116.912173363	NA	3756.56831872137	78597.7284864188	12398.1566130492	702031.641886121	12118.5780100032	6428.62580244175	4513.03680711208	1054743.57969013	200745.895304905	100334.210490889	4724.78056485468	460533.269303738	358759.852891975	159184.74925698	35071.2290337933	92162.9822708319	30879.9411896679	898.311502191758	98674.6779874425	3871.45279849136	135.326566900728	38007.2657625417	73609.9462625724	29027.770765005	4054.76783170977	1303.74919421442	190591.359712804	188667.808546698	133863.187821236	1436945.88159924	792368.45903714	52653.3041636617	261146.273177835	14878.9616992196	43137.9236873138	269147.175932202	53633.9193942433	43771.4227019057	1633961.76717203	96566.9319100451	62541.5432662782	84068.7631385009	385632.338802779	53432.4112911652	72964.4248995212	1445665.35527885	432839.964411233	108683.573407273	4322.33719086627	187554.991564426	0	50580.445888645	111585.157548228	393695.742373696	57743.7000580496	214649.807378584	90724.2074099947	8895114.15414421	399480.895141514	155947.511836946	86440.2713897073	93135.219282566	53740.5113103544	NA	2624469.40532334	22681.2913836977	136267.31713563	546282.081786047	92989.3865070753	84252.6022604915	476895.836265787	6354839.61985745	293864.621812361	89647.3157288908	55908.7119240298	120481.437445399	30157.9823536126	1033940.3144003	88648.1462631169	92124.2434687369	533163.606449737	7702.61444251885	352486.880129417	349407.726966025	3254.45517291439	118531.941815323	1455.74594250585	52010.8788644154	596.78733518319	26761.0044023952	238915.456865133	232265.410472628	270558.640694925	35595.6871025566	51742.9566117913	5082.9901207811	12952.5732491796	101418.326696503	7066.19907337751	37416.816480629	42166.0228154944	86351.984104768	82545.9948288461	74601.8793883139	32534.1935580409	59408.2481382465	8947.28550809827	57577.8924081459	252529.779790349	79950.9167889159	181391.892324908	46935.5692738024	5223.03476943296	367826.036240421	33213.1165474204	47937.6565380701	12997.2259266088	151821.048146478	65346.9544647698	79595.0422371969	164556.224005128	140372.220924144	308.197204387986	41771.4748596194	NA	NA	56983.4682634352	NA	NA	77529.3328113824	0	98417.0345023945	3250.43607258173	131.099344588344	1647968.16914161	43237.3228626561	NA	203.76119381336	12973.8773312511	83242.8476876086	464024.711255311	43178.4636742558	1742.48473346938	86234.6376249676	5561362.90778301	216767.192169609	89923.319566587	0	5812.59573931586	1382771.66349189	69957.6859510711	1104755.6705554	0	185739.772897793	82239.4491518038	94437.8990462504	41704.6317462009	1016021.58821635	64134.7353880458	21828.1744560172	259280.146160297	223629.251268612	2737.91964768872	379686.021037597	41852.9097434225	63865.0882246853	121697.497038614	12335.5257622572	5134.64670784003	3501.24173829489	502.128198378023	504252.842425216	9953.33996120258	3035.98036079698	3223.32264664468	84129.5320616875	62748.9379281684	149557.145935581	2267.4914706363	28411.5024287059	3193.39601100965	1869.11809402141	11398.7550284438	115.275998564903	33845.8683780671	124903.648077063	109149.935331208	201674.794523832	671.705838762089	0	155933.318202359	40987.3508644926	0	228061.321361579	59165.9134663857	70032.852384725	141458.202235786	41009.9537025111	42324.2756625036	11633.7119502133	159034.612639525	2357.41266438099	34902.3397729241	120022.089680826	50747.4707262409	396845.024574637	34803.4581480615	21395.2570898662	1716.89179135741	30847.9742841883	1076.97743185253	9738.93314132924	14915.8317030208	45087.2754769511	43919.2255584782	NA	7480.02821118341	33561.4392521571	44269.5307787484	4654.35977466184	40623.1191013854	3112.92920617359	17203.6107869831	3424.86612056478	8947.7428179619	102522.630445905	8002.47403593146	2593.45023219177	8176.989765881	16037.1981546982	60.3336795393843	1002.74628562378	43693.6575775642	8420.21457118668	92399.3395437177	26559.5642141976	43675.5337275344	127419.158134241	0	6410.92249718413	1927.65242932808	53639.2522991021	4459.86910000877	244979.856962623	88481.5185609532	52555.3325018893	10031.0051174329	86163.5574309263	177183.040066777	1142.63036065485	231432.788105961	58597.2592519187	15506.2736621085	30585.257857261	25367.0242665303	347860.578738897	4198.03103053197	3252.04553454504	43244.069955896	118418.27653702	1871.1790998944	900211.149583268	27889.6232067577	156797.843856477	289652.83669148	6362.89852062145	76880.6960933968	7270.42732793668	271.760223286459	354813.394051621	75560.8468969132	97386.1965308572	0	2605.57328792136	185860.408833078	31787.1877188943	6069.66041472634	43445.1647549144	34213.1499402859	86382.1651912083	142747.937838638	193459.585995137	60570.6674294159	0	43552.6306788817	132375.611166948	476.048286057374	19043.7474588375	280407.702950131	58326.5827657286	41921.5203660679	86324.5670655745	25362.7135094294	106185.319838192	12107.4257466624	48116.569580013	5602.2069580275	275288.395929406	79937.1509307778	71737.6818351842	2737.29976012616	7620.14585323529	3936.37071984846	429.351124531895	196672.711637049	0	69046.1656571767	158246.465310996	628942.732807236	87769.2217989685	240533.613823265	511688.155496881	81030.5131939951	101870.717653327	249133.674126801	167019.70942393	77350.0290189529	176488.932039495	52383.8423162681	821499.178586739	42456.1233986267	244648.081810812	49110.1268185636	NA	NA	NA	NA	NA	NA	NA	NA	NA	102123.792137154	853.46152789357	185233.880732264	7860.83287789987	NA	NA	54009.5245386989	109637.697982979	NA	NA	1018.86172400162	38602.3892070339	121685.986364875	12044.025954788	74537.4029695318	0	8266.30218700991	1190.27730765413	26253.2912137378	217342.098724494	NA	68340.847605036	9639.48234717664	NA	217633.617902989	2954.4393651946	1337.86957408042	1044760.26295369	86979.6212943885	73848.8291347694	4576.30966808187	328968.582260563	16436.7368856394	40302.5507400036	76893.1110257773	409324.382844606	1989.04658465252	332864.445350543	130249.821615362	147711.910827587	59308.8456987175	73077.428696711	82146.3984607985	1666898.9340428	814043.135269063	6738.14105578666	680580.168200382	0	NA	NA	NA	NA	NA	NA	NA	0	145761.913025699	14300.4297147098	51157.1774873359	5286.92228311903	20906.0147430411	3769.00568241105	4171.82709456894	20053.0879072878	32901.465766495	8997.09778375456	NA	3368.11752688037	5552.36528056248	132820.520269137	44910.191558043	94134.3044687218	374940.546870379	16575.4068571891	119410.78269205	149837.625485702	248015.104430888	88974.5305964954	54171.131573633	NA	11477.1696463462	176782.537956268	111647.890168683	3296.21136531168	42525.9760851616	14113.9637149628	7329.55677452327	58486.1350710835	642.866919912187	286557.97058161	22668.6173479228	71684.1957913384	8890.12749744628	48715.4061301251	154927.330779297	1627.96048138533	58992.8862419878	95199.4215405639	3469.26885514154	1255.61819405217	38750.406614968	114068.928586373	19133.7764882945	2114.39025691932	15373.6280011737	89295.8699513645	NA	96065.7066584248	137193.634148016	107959.862082186	98961.1800820979	39893.8785586662	10281.1254102383	45013.1116481997	39983.3393554246	540.935513272664	10328.1894371996	2773.33376480259	3838.7414613489	249998.090237888	53812.7448208025	135907.564351444	203832.863398919	7176.59805882029	148002.186598337	77200.3588308932	12141.5147138567	58976.0026540424	302728.245897831	67229.2144959802	77838.8931392628	NA	80883.0881580387	1799.11043575857	5760.31320245841	NA	48214.0874608024	6407.8426878854	39122.5392209965	146005.099924148	25786.6048108118	59100.4637479442	NA	45705.4660808953	855507.213242285	232641.556814518	197388.406947596	61751.3075290803	18422.5432865463	109263.140075772	1189.29046812914	166850.850488864	NA	NA	85007.5524885568	65999.569417072	NA	NA	NA	0	NA	12940.2868235395	21816.1790834569	117557.475542293	43868.1075836086	0	2635.72458250432	4625.65551517891	NA	5722.1572081647	1679.93600716249	NA	NA	NA	NA	NA	NA	NA	NA	1189.59429094557	6279.71810006274	1286.89250872537	21773.3148294208	690496.1702309	2345.11295509363	69643.9943946032	267220.658534523	NA	71948.8021982399	305591.142699124	113777.88943807	1281.88137800891	NA	832.168842683311	23444.4701524101	17790.5622163696	NA	NA	NA	0	7286.14761464375	NA	127617.405356383	0	NA	1776.32526729565	0	0	262490.261813324	37311.9820187241	NA	NA	NA	45240.4445033124	16894.6184342772	604306.087323539	68074.1092898605	3425.88368798898	28296.8795270926	40972.2469660491	69272.5015046993	98.2752121759004	89570.3075401303	26511.9507811533	81944.2401891753	312579.63269479	37984.752488902	635.480660854516	98121.2690486325	18250.6033093538	100316.127289103	NA	6768.10382186168	0	NA	36472.8117669255	NA	NA	171904.417710328	NA	68540.6415513581	NA	15725.8323408612	NA	NA	NA	NA	NA	NA	0	3556.44222234645	6945.52073264211	74238.5161147824	12087.3189603574	234601.850409482	1688.06986007821	7965.13639758804	916092.67503519	NA	32242.5016390753	0	278629.010165806	89497.0749653922	112169.585042284	98191.1626238375	32929.0199640113	43070.1084349252	153348.733521014	0	644053.508976329	5357.25900560686	1075.52480614631	NA	351.398848021608	10675.9269112117	10815.8615405501	0	6973.96291215137	NA	305846.505923373	827.880461091713	NA	161.157446086449	NA	4102.39622261255	4898.49819642507	446.638559707679	339.573646726684	86361.4714690675	NA	981.087830044276	20356.5219108884	144.483276101564	1044825.08554612	246631.819148932	4628.41853501015	117704.798440403	516326.178629147	NA	NA	86417.418336255	NA	NA	22497.2036839017	37718.9314555567	9188.11432676357	86460.8443575511	61675.1372481688	3338.04391176221	256957.115577855	327952.730926558	40845.1901465217	262543.867670941	51936.6967062827	4621.08767243343	107185.138624888	75612.2110720207	31161.4491490992	1569807.78348349	4199.98814792616	13524.68718673	0	1934.319357104	34557.0860507841	24594.3824730568	640689.747420425	6692.10369746443	686.177123764482	15102.1645875783	2472.92070509093	186230.148942825	481.497028951328	NA	35484.3660477707	NA	90185.1903474172	133357.469139038	27409.2620922734	57424.5808012386	43825.8107374331	5002.97899827741	25200.9610115069	2334.51166053516	NA	72980.8039123256	28831.8065075991	88932.9864680793	13043.3272149709	159.190842181388	58060.8465948602	238791.335211123	421167.462592682	710.223091716289	176986.204045146	100472.595559259	52798.8634018873	4850.8865442795	9476.52716479348	NA	75577.9466933884	98392.4354475335	96688.7732846003	47154.7245416514	99885.3033877294	44904.502706787	40627.7605301402	36747.0932475955	36921.915267889	74.6585526597302	NA	47329.7987127394	1763.09614571469	4208.05796010057	12907.5520163461	70891.1999927886	400.64004620441	8255.75749073178	1600.68287774932	24569.4291796122	14762.0398401141	77580.8864998994	13960.7498762866	23156.7270323172	2821.17603752725	38162.4571584419	1657.8333283042	53247.4945558844	539131.130244273	242364.099615178	71994.9184213955	53123.4485442595	34348.0482495266	1799.48149328087	NA	30023.0851993008	NA	NA	63469.0682019714	3018.71420404499	6137.47891276432	4503.91141121352	10217.4573523583	31825.3129060198	0	NA	23180.3468573088	330932.143622379	152762.558394579	73661.2522657201	35268.5229831536	59984.1380069743	28313.7055243018	NA	183714.030428086	NA	78371.627124247	30642.1062130758	58127.9214285706	0	5097.46384799757	228066.745748325	88946.5189049529	32155.6373777009	38760.8723324868	NA	21378.8927140442	13433.5039997109	32719.038827575	9799.48787709224	45645.290422991	4178.63493215484	126087.413346742	1077861.28326561	484057.992450324	127485.760564035	305098.505579361	172296.231767695	47982.9701528961	1719.42281842855	333103.463289137	166564.316761661	145938.692174158	3849.69587974808	2879.70099763759	10383.2957841947	6329.56429788268	310220.929361675	147807.831142975	45190.2918714642	114175.861939463	62998.8643243813	35106.9231326227	387761.598529414	NA	NA	223007.246950857	NA	NA	229825.574104431	128239.498720299	80946.4687471661	4331.46717594189	1754004.80515986	1097675.0400542	72882.62688535	673115.881528493	655290.136216587	943831.034576577	565717.128739991	174630.464034888	751800.150189062	449818.493622019	142040.625012997	124867.818794305	72749.8839761882	111586.117513135	613547.351071717	70135.838058549	117434.470353264	64705.3576267984	0	2980.25124130823	0	0	90918.4480737493	4748.26834420578	10851.9124733027	0	5003.36418389018	4881.08949865156	0	0	2144.63859451628	NA	0	13310.2665918487	24262.8765790886	55208.1989107306	NA	NA	16735.3115923932	142560.193966524	149957.143518617	26111.338889604	NA	84791.0433736955	NA	72864.6517912915	NA	2568.90423571844	17035.9778007301	6595.23039263943	6325.58339758756	12032.9744150441	48454.205315457	103541.851317698	113643.000909659	0
-TEM2_04	sample	positive	4	B1	TEM	1967933.16392626	2073468.03443151	654761.061041622	70756.1049916712	107541.845293308	305179.706217838	60060.982036162	97757.4179675157	128490.681532504	2777.47932377026	1148258.39465262	132644.47125558	76725.0482670837	38801.7729967195	88024.8558479252	9537581.36669176	22937470.4258221	3861453.71741971	889926.834488405	105024.488606333	84177.5686554003	1386096.78909707	1220025.94652404	325524.301721393	39895.9618728187	545948.804926254	40086.487643316	288835.57855838	208447.404167156	20467.9596178363	2097.95418077034	1257.37636667812	67327.3066554572	3597.29832991422	765.282530375874	656120.790183668	115805.366845227	27958.7515193473	20752.3389026374	25167.921205169	49782.5871032156	211614.367888557	93376.0940349208	41307.2137590269	43232.0381911944	85458.4782392546	339157.93000356	255365.946872778	147374.633001527	48793.6485564326	17357737.2708504	2190903.14471543	5245082.85854304	6165677.44887926	1986654.14434075	4594254.51683262	19979813.043168	8192682.91113414	8262787.4245672	146075.913377338	4892395.43568897	9679926.29184185	1632522.67138056	1260222.1558939	2717312.49148278	40281.6411829669	496646.447231775	74933.9808735736	99734.3522529832	238785.702899418	681058.871442567	318949.068714602	159820.591473262	32196.9774662763	183776.517466524	1056.14279651835	11162.4235243945	17838.2124054849	199266.08595187	15820.8923726202	183209.423770209	33406.5406664573	6212.60765231829	369.746997203359	1397.15634842253	3771.95571078546	77241.0687811497	32074.9612880847	35445.0953851669	158843.671958268	4225.39534771731	2157.25821306723	9100.7651999394	7448.53015894962	140930.367927579	25486.4040669317	186671.31807158	39252.891762641	1064440.65210039	2445.31165547963	22472.9056371327	25802.2285942005	44345.079022621	190739.125925024	45469.1541487615	91928.0402033119	6123.50913360342	42863.6222729887	15600.4997207907	1452511.35470134	40971.2103516199	93611.4582169372	82573.6834852154	1078947.15735999	3325.18730030041	94213.2805220091	14084.9412747548	273234.619566103	2269574.96475444	68213.7756378158	28151.3535132773	199296.535625791	129019.1894762	71126.0504912106	320560.848987935	51720.0557493483	2289013.66681205	687500.229500715	5852.52998439024	94774.8014457965	399951.085959751	46863.6216031255	124011.580338398	334999.940953979	16802.206656782	82225.5246220326	7268.00016922028	110415.036551065	14243.8880823718	4031.0429964981	22425.9437166282	650009.548257828	32027.6085590376	34847.2174052848	174097.658422411	2163733.64187351	1222626.74279836	55949.7472642273	46008.7723162691	555855.113789659	172610.340971076	38360.8154832331	63801.2129748213	119927.680450632	99733.8763672313	3278489.54581564	129728.577977087	65944.8371060731	855610.437089289	39554.1608493782	226373.920685433	11876.8380972247	39551.5378348627	244658.986060337	408939.88709206	3724391.46479983	161068.056044994	82065.9993735906	131242.886344489	988630.86771066	719503.955821722	201750.795764263	123686.988735737	229075.868596436	22185.4054405722	46073.0938149602	656252.761149707	2535715.0244708	1174199.66178321	758584.249864463	743110.442486591	92982.6802075154	414058.980915397	494896.74607384	131829.184668332	68339.8236867009	463828.250230172	191757.15649324	29488.6344588126	20055.7451237245	242128.319571353	163874.937439227	9005.79285461273	60196.5467330273	36157.4839756656	207028.386064776	2631772.16402681	2748.62189709382	105859.224069866	2429.73267576226	105699.548058989	456696.988181988	762626.075475688	188088.408869481	388976.124494532	95801.9466299912	387135.255906427	6041447.04887942	123989.845158593	266896.816264229	85896.3236928823	37019.2242246838	38156.6583621462	7265.91783977504	12615.1699562954	3302585.70796558	267445.303510138	469232.858441961	1473711.19045882	67591.4219417749	48201.5782653747	31965.9247158676	119127.858352446	198390.339209621	19574.6552313722	570046.249056984	7119.14164101841	79950.1175588831	22685.4892964159	1566113.01090295	192210.102455954	419290.504840518	126318.235505955	363974.045509171	99052.8944500999	67195.2740096076	23075.9007349765	512183.46056377	613269.616730995	54917.3558581402	249853.009013337	63204.1158720901	9049419.61176782	5895345.48087308	2123401.7160979	2636329.0442701	2174039.49322223	2821034.78647535	3407096.66771253	277894.023858826	149657.747650891	333353.481624143	27746.7882660062	538007.002200647	814682.081243923	91348.7811236763	31876.0805899143	52692.6961524994	167422.612273361	191525.631029221	226169.539925341	92265.3601562802	165673.998456061	456239.957539905	715024.138926496	55873.0254487996	77925.1961224726	47669.7373162954	59973.1564591512	8641.27034597615	3652065.5648015	935840.929473235	985271.874185382	1196828.04105295	639339.186233364	99148.0784851334	145011.241521167	57810.1739394306	30222.1049304441	20183.7898360895	126729.83304313	80007.4668417107	69457.5536462652	299639.328846744	70839.9242395859	769490.441724012	3868.00496398674	128386.822410648	159571.456549749	512985.127581912	12567.2768472613	122563.500829758	498637.600477517	587403.904711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47964103	2394.11911345064	33398.6519713891	146118.873109409	0	1322.39192399303	40053.759200818	122393.413938511	65213.8609381038	951.392747637299	20540.579002911	114664.014316976	2150.6685139853	52324.3446007029	134015.07489395	137005.082875642	84734.6241340993	30012.6568969829	9043.90072005465	58439.398711054	41159.9176033385	29270.220432786	11262.7097400808	3584.66406316188	1955.17859644272	294658.491177913	49721.9326845995	160621.852944406	203460.627622761	4495.67179989703	119196.018062651	61111.2803946476	1233.94123239696	47894.8465593284	159155.385815786	43942.1508702765	70139.6123617448	48443.7206505283	69780.8892345974	6960.69179434356	7211.50614609992	16741.7776449765	11430.3635099675	7367.51674228354	35780.0547154543	144204.499819647	19363.6027687172	53110.1979276191	25348.1149813976	31038.7974229994	321487.88484343	133426.101099144	556422.936685929	62094.2270546081	12620.682986212	121152.464254922	959.838341481412	132292.501685736	170336.998452106	NA	83297.5190770515	48197.644481614	107370.865552569	NA	NA	0	NA	17971.1754168934	214577.553244534	89379.7890842356	34650.5066693237	1331.86463625656	9022.65828865458	5180.62622332993	NA	2203.3092678183	2344.5165116624	0	NA	275775.549478687	NA	NA	NA	NA	NA	86735.1321562159	6496.80092039362	32363.0563311932	1087959.1792312	523204.218352692	1279.48906264662	74342.6905204346	202026.693801772	0	50519.8880700289	217012.394650638	80244.3388813643	3110.08589421557	NA	1047.0029742681	NA	NA	NA	NA	NA	157022.696232076	836076.387835171	NA	57542.8669673887	30319.5231597522	NA	NA	NA	474.16285106302	268292.590513916	34897.9383933638	667103.796488112	NA	0	102427.187019738	14387.4154022881	1766333.57492298	666211.69367512	5094.79385267528	133217.060915018	61003.7343612664	73803.717916095	0	5346.49931344255	32309.3797512831	109443.707757015	35783.9494116838	32054.3009345973	238.635047988236	12933.2129471725	14624.389694794	114671.161315031	0	3635.47002257951	0	59614.8323789477	40542.0404633409	NA	NA	NA	1414237.59788458	NA	0	NA	NA	NA	NA	NA	NA	NA	NA	196986.444706034	NA	NA	68388.2798775117	NA	NA	NA	4523263.91892236	NA	59231.3029276746	0	222131.751824237	61469.5004274281	92071.0339742669	123129.158794156	23670.2860213029	49412.4227335346	80301.2090199625	591.938032132775	634612.959539674	1715.68954045825	1471.63434670561	NA	577.811930082684	14415.4210671362	10021.2251057767	144.424767042131	6092.73215318485	0	304147.378799362	715.972800347491	NA	151.665561579779	273.694751120615	5291.02399944432	4399.27465117223	1391.75940896708	593.132140512333	82951.4762935598	0	1447.8478589851	21045.839814391	103.036621862927	784766.716723747	184325.551735077	4224.9740952708	84820.9775988612	374770.486807973	204372.549498046	95291.555062386	65088.8578085173	NA	NA	NA	NA	NA	62522.9818350077	NA	80642.9539802436	1075548.02396222	264148.419537685	96631.7122043585	238095.300534716	38307.6899435126	4573.87872014346	100698.672597103	72493.9027548803	29685.5062718372	3367194.06636704	4569.03689302284	14770.726077728	282.968650032254	2167.07013825053	92599.781014779	27352.9173960921	1372852.29375599	7175.74215139325	1074.19475165969	17053.6324944507	2434.72592547326	401884.239308658	798.272871491293	0	94542.9470688487	0	47924.4772081486	102208.645216544	32270.5574816482	44955.4183218728	27178.1842079768	4864.37027367908	14933.6194704951	2181.78924385047	NA	NA	26064.1996461249	100239.744876373	46593.7711296334	353.975228888823	121935.409736615	178689.824559211	328066.051999249	710.691705477861	135706.406299297	75386.3401265793	42533.533179946	5846.91714149462	7549.37615739314	80654.6587865033	128357.106142478	38922.9714179643	78648.9476236537	31988.3668281818	209035.15645402	25202.5676108366	86060.4798160587	65939.308536679	30846.0984134236	184.630219244218	NA	58795.9050504303	1707.99370663728	4871.73827730098	13733.9990249646	41362.3354492576	345.753405458829	8472.1701112769	2613.02992445953	21900.1579241571	NA	55756.9946061919	216175.67249204	168388.05131349	135097.414479559	84735.4572730353	54698.4844171912	32161.0667554158	869346.757979609	389673.436679728	119449.619922468	55187.0175670628	53428.7538010894	1926.14994860586	NA	11448.0355757999	NA	NA	NA	NA	NA	NA	221311.724829602	302329.687718503	1188.4566193659	0	19335.2989546997	434773.869961831	194653.093997665	120143.478835554	5209.74088001652	24957.2218559086	12166.8783823482	10460.4733318003	118984.012423672	111102.873666325	75246.5278405716	39392.4899502768	48420.0881296642	15565.6742965364	7345.84304925416	458173.301522287	60162.9807829357	38369.5061915046	45261.8039040187	NA	22864.9499744874	13862.9552385519	20410.1469412022	8776.52785658933	33792.1742697702	4605.66808193722	78728.4845634423	1025760.73190895	748506.095135835	168181.221323224	280459.030291734	148447.208012814	37117.0884766244	2473.36615219633	357514.249246239	180178.827922978	137719.496531349	3670.40543016287	3100.49576205395	10597.8415428272	5382.75208233536	216560.977039914	104360.503215387	49074.1130105581	77259.1504332812	42262.1847240612	39792.6020650541	363921.763011087	2730.20553816877	13503.3253386112	202862.956985292	0	0	192396.706735678	110538.856061518	25291.4100694491	9294.47528992343	773061.158778927	485284.870009881	121163.248565727	637058.260573926	270020.505295924	757215.567523884	450093.043858936	139793.558747724	561924.793778219	324310.328283107	106149.709264817	123232.011421712	70809.0206088251	91860.5696761021	497617.636676192	54684.3919191883	124588.563379799	24831.0683495605	NA	NA	NA	NA	NA	105131.785649398	NA	NA	NA	0	0	0	2019.58406040137	NA	NA	NA	49128.8814930237	111278.194698394	NA	NA	NA	NA	NA	255025.281588538	NA	146173.553607871	NA	136809.56914009	NA	40434.3385161063	NA	NA	NA	NA	9391927.17968118	327428.260549216	299998.376960655	34703.3848925586
-TEM3_05	sample	positive	5	B1	TEM	5163586.0560917	265052.193673223	5685265.47405479	225331.85626202	294145.335294565	625123.594226023	145146.769477187	140085.446554541	130936.461037686	7278.67508784252	1040141.66090229	242938.109249773	69288.7161144211	37280.8067869037	104820.831457186	9182082.29813814	22821846.068365	3842995.21533964	918537.311416316	103129.937856692	72228.3078847778	309352.32786167	369277.70607965	278860.895843423	92257.6704425758	587763.400350934	142407.154681408	1006085.15833597	244428.805698904	66463.825439888	1908.59195846317	2006.28850948959	193873.323475207	4653.17905320984	14381.5364292435	2000989.87056564	1190387.56444975	946145.81283759	74310.214287908	68306.1184022407	150244.337394641	198028.481191455	94262.3235699926	46664.5768313634	42151.4280929437	600059.133259734	213916.251078369	223994.130260649	171106.689218196	76198.7700132646	15900787.8779061	9712149.58176498	8523964.27132005	4648001.04643599	1775632.48675096	2166446.73120623	20137616.9251152	6342123.37662927	13127937.7363628	52906.1107442754	5276780.03713816	6757265.43349003	1870937.30155099	1430644.73832931	2970134.06780745	151852.397140756	633045.918848264	450205.513347315	108787.229995966	167188.985389104	635814.238852791	254216.429149949	39947.9340328107	113427.452233827	140825.971602153	4557.15344551304	10870.2191850573	26050.3009623862	459892.373549167	86616.4919252604	516757.332579931	94926.0866296577	5353.86693505098	470.256098080037	1895.12199505779	3946.32242008095	168613.777792918	131935.746632523	48835.7777520595	163737.620867849	4562.52111404235	1834.08123846957	10147.9077120267	6677.99997795607	522514.000037804	51543.5046308689	248541.259100228	56087.4480173166	876149.23465242	3121.31070803632	20967.4621144676	24175.5505033243	37966.232584773	146734.936031473	48509.5831691863	243159.150435742	6813.61913405679	33784.8174837505	26319.1510065341	1480375.95074415	253260.523243096	262704.671787758	88094.5408633589	449631.484477393	1635.32560913466	117488.777198539	53915.2745015006	213278.951054096	2400971.75764164	73538.6243322774	34648.9413736353	208619.320142443	269446.442599443	43109.5873931653	1384756.51774068	44309.8523896341	2401331.76948194	1032898.24780377	2839.14766784895	90908.9876801767	395273.241659361	63366.1390212764	510761.028295222	323269.957355561	54775.477381865	30839.6972754784	8431.80175827497	312753.89264796	23826.5009462451	4124.90564710484	23719.0114000924	927923.192210268	40913.9315448218	33877.006813444	255577.202252401	2477773.06135051	1156620.34855081	45533.0053211409	42100.4818922985	1414333.34836964	272045.977746628	87609.6567893248	45803.2579654873	125812.249491639	122492.482465056	2905250.70076484	107972.794013497	93678.2766693971	876608.302042562	44594.0985794549	199559.502422617	11318.5502838529	31141.1666470296	127425.462491183	881859.922733572	5399916.18138436	248979.709858614	124584.015249895	191974.676541475	1119913.09717506	982440.560634188	329947.097218363	133513.823845407	339359.810807257	65021.5307222615	56698.0330882979	496636.808315026	8917441.90905046	1580352.50715545	6954817.76127975	632794.816723266	105316.754298463	412475.339792641	82700.5410710992	78723.6103584304	107864.25929626	682958.127197784	282812.87365727	87806.4083005397	60221.6446209233	409162.542979649	319502.353532654	14364.0819628133	101808.068262129	137314.574913027	204418.927619134	2649667.2630146	4006.30867142383	105566.085961537	2497.46977068203	157039.309098117	439912.363796143	248405.49434688	169042.835585573	387648.356834461	83597.2087124967	576511.880896628	8464455.5815927	183761.685018897	397587.293283677	115465.600110545	55792.5212604791	59313.2434912206	39922.8690388486	12488.4224003134	3483063.93904782	437803.450836911	626414.70814685	1430637.32208329	76627.3167005748	223326.540972071	32448.8181872006	122602.96679711	186591.431644881	67923.2811364188	473923.881426655	17084.5502580397	185816.728909847	18827.2134548961	1186234.08012928	185292.094805997	342623.484557934	154079.7111296	544949.857208836	62230.7931336246	51755.089984452	30702.1436633941	672579.944001115	704921.716967789	52970.0352942688	212658.837721559	73577.4007831497	10670850.6212749	3524604.26675375	2018987.08645043	2958806.70598367	2387546.9288739	2632368.82886121	2442066.61926948	354217.614364276	314079.563624618	376571.703020401	26954.113889145	890762.039602387	923954.541864824	120221.380481622	20783.8413688339	98187.948363464	113095.428901403	272648.575435002	244039.488640339	91993.511431066	145629.585067758	409754.269092826	784705.702349604	70143.8653143752	173335.531044251	50168.9417982666	59854.5030937112	8917.9598160948	12111726.4749895	8574083.42370478	1736803.09405352	1042660.42281694	732437.931145394	143363.527904732	2308698.23977685	168583.209560833	121455.349385823	65459.0982089819	140884.544026284	74878.6299072076	349288.178358364	2850068.78163217	697161.658183987	736564.551345128	59725.4680939011	126610.513800085	216851.365146244	1719101.22237103	52517.3466836534	218323.40292764	520110.189127563	415695.5645751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7	17709.6051275855	115956.303725422	768717.757004185	533101.09933381	327794.334798164	293031.939527335	64422.3613669165	169558.159688659	30066.0836740697	43224.5091590147	62646.8952663906	144416.773407929	163377.398866658	3608.8827753057	56523.5027795306	51925.5074580205	112281.96250429	404771.08638793	201517.154600737	70708.5960931045	156075.10534112	47291.1795351641	317527.740032464	5074.19408214683	13753.3220647012	16591.6986042238	34993.0131207957	32588.2448652173	63524.424811457	54524.6484543196	35727.5625762586	8692.67137088754	48811.4454648587	52650.3083346937	247722.026640659	211084.758304247	1460745.1674943	118629.131396711	19825.3705286599	38791.6623702288	36630.6889568437	7971.75316529583	179338.109585768	1093670.83479544	2783.64886270177	616827.639753648	1520.90133866476	32087.1150803759	171088.845328789	351193.235113419	100986.37555972	167802.948854547	67990.9560096247	3176.61264341388	9597.2546449712	6372.34377542433	49805.9073464781	636370.471952584	238420.142800281	106275.183069591	768360.409671214	38947.6744306777	100528.554954139	12893.0538440452	201821.201455173	899014.769556789	147596.177352891	3740.05742590092	37159.9704001032	96533.2636879962	96656.1711393955	94564.5482998672	269107.429403398	133538.975784478	151403.594039088	214717.253201242	100720.889069933	128814.529791698	95035.2259175704	88200.5028956131	41703.6646060107	40602.2201366117	300343.279836351	90534.840691337	54903.8683315257	3157.77059385861	3651.47008775453	14394.5245768191	5010.94924048773	57067.5514647193	17141.7043673102	20207.6234532887	173199.653416077	669890.610049485	32505.3703910524	29942.2422326123	9771.83972646556	39849.729801263	157222.346041238	204689.220770928	32851.11493124	2574.77822123873	8901.24531768375	77991.4247736323	332838.177420182	388023.432326144	76913.8267323183	116351.216925624	257423.440900916	28591.4947665623	40260.3891274148	82364.493450318	60817.4144784521	308163.117276243	292038.183800641	15057.9990689886	6402.0941487709	243549.602510362	138765.583776856	59233.2804768343	46373.3128964449	15940.0904198778	1147.20445860089	1441842.94900263	3845.40972330899	14700.208263786	27090.4925395014	1134102.07909897	421591.413528567	16596.5174467649	248462.680322426	2801.97621684419	2533.31408082949	4673.9867116782	3173.6316092097	26929.3626724135	71116.4977434466	25713.9536802905	100297.903625927	157602.667359729	46374.0672600599	8540.31573067262	434884.404773634	3589.55520714909	89315.4330616799	148768.250914586	46079.7070876908	160112.188139264	1300.34328636721	36619.2346525491	133063.351562638	56478.7183236821	17792.8583894165	0	54790.2626428539	114180.046026608	49170.3445279451	137777.114279897	7748.99382229932	355530.168280884	4177.15197570679	2832.37699823098	113350.66136661	136595.793621113	29446.2239406916	218402.922307802	139718.764507893	204681.09883048	3259559.65687146	23399.0295909916	68369.1567836482	5331.67721285522	103833.057622984	3669.86908503309	86774.7111772097	1146.68633186999	98241.9932465886	96449.4706727805	1271.34012070411	12714.1658580192	20104.0245740807	0	16134.5033364742	12756.4455632123	153856.240903232	52649.3224462367	770646.89091478	9461.66969873036	26715.0641686881	27742.0329340618	161.110339305544	23365.8631660618	10068.2442319229	135014.092424735	120436.85589555	3841.79587756006	7934.13238366668	7226.50339695834	21141.5941337174	20919.8527536093	955.037991217283	44681.8501693332	19269.8552365692	8651.70147091326	6494.91326397601	4030.85512996441	26793.2315548804	24637.5888231419	7690.71741745444	7934.5349832386	227635.54961402	7166.60634811023	2010.53605309141	47253.0537012021	146206.274431863	15539.2579974726	2412503.24348944	36718.1709503657	34795.0087755668	4836.99151971723	21407.0028362071	20085.7763024083	4510.45451713686	43513.1158031237	612825.290568302	3411.1613127104	493314.895319257	5116.73314263838	45974.9049588926	170636.497033347	33676.5982477366	1204.33255311088	91191.12579075	20387.9365485488	54813.3871967925	33814.2632509395	496226.478674498	11834.2818524087	79270.5199133705	7991.59425579909	4702.68376461676	64553.2189164364	30794.7391172774	4606.00473569345	1234.48878179607	49072.1924476802	58745.3385678099	41109.2014579269	5779.06490275327	6660.69741897332	1553026.23111105	5357.88286798792	25890.227051574	15253.8538586397	9788.38700626709	9642.01446769968	216624.968881732	23130.4313680291	363931.430917829	10600.5202875415	6902.96270540177	60685.5277389685	864671.775837267	122182.336059853	5866.72653918087	8393.66487960979	20952.0430030973	7321.20627983152	12301.9199343748	74286.7268192648	176018.266519073	907.79033157673	171.759648542853	6267.89231770421	87133.4457060891	93330.6046015595	67246.6655625676	218788.107090599	1445.43327299779	375705.203290386	7460713.23493744	88089.1705284699	97735.8032182935	137218.348929843	862579.897935288	358511.451043469	41188.2664380489	1464.69740880355	2734.25991675514	978.720196680459	1120.65828747326	29189.6289056768	263330.941534625	7926.5964658951	7202.81551781558	3866.82433529084	93105.6135844996	6797.9140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5	36248.9500975455	501553.326167881	364.0197855164	780.738968100065	264998.523207454	951.721852568299	826.119488178029	297427.248630334	169225.480194874	99986.5821814373	8307.47498309279	1751822.98318089	1111426.86630014	58860.3563887452	1391954.64934343	747814.426719633	1174715.62342066	714765.252545644	218174.490226015	978391.666254507	580141.720818718	184252.171910049	150682.163981699	89474.2026202962	129191.652490733	659737.910052606	80606.1851757993	158997.676604101	34191.7691515177	39893.1500297862	NA	NA	NA	NA	NA	NA	NA	NA	NA	227324.478043942	178006.922232731	2290.3411128974	7865.46542019715	NA	NA	NA	128959.271740627	1778.66436044052	NA	NA	NA	NA	NA	630.411685327966	130334.494468542	1960.67656373317	118642.03113573	111077.304051973	NA	NA	NA	NA	NA	NA	NA	NA	32192.3745528462
-TEM5_07	sample	positive	7	B1	TEM	6518565.43679783	2691223.31486132	2455389.68944139	281381.002907273	457602.475036878	653084.359197873	163050.43858129	163237.890173343	79401.1071795948	8582.6721743809	381854.446932426	1004897.20156332	66211.4363169978	36703.272717403	22219.2291886287	13890596.0035942	22317781.9173565	4456905.92489858	953776.911292223	101819.071886255	13934.4842591664	409149.337324686	405883.313423088	203713.719903853	131765.048932243	630703.280244932	287363.065276139	773591.986903834	213920.221778135	45417.7101098653	819.803071002915	1346.55528330901	322969.082301072	6332.97535298082	15748.6546030153	1962780.7540822	564283.084829006	1006205.56587893	110458.151281782	145750.746785809	265297.399871812	311589.504842819	30846.5558118143	66873.5141158778	40663.9203682098	198887.972587969	101335.57087522	107014.308462659	12926.6503514102	4590.13819013503	6206462.0145297	3473674.88125591	5490594.85231684	6044232.81967513	1556699.72831029	8619935.81179268	4181990.02921066	8988051.25235206	10244893.177721	244710.454094406	2414233.84592957	11063520.3478606	1470263.85004919	936929.085388203	1765071.93666958	108421.378282858	986081.774644055	57302.9671942741	102849.666942673	508848.26847922	725765.005408042	330842.455640164	75289.532522777	214180.810674917	134817.494850031	12800.8497559235	11113.0044818125	114884.429435121	66295.900929903	156975.030042528	491304.573195759	140878.465408762	5125.0334413615	279.041424295389	1568.83679181547	3652.20415232952	190109.36037938	184352.545185714	111263.766522739	172223.956059003	4704.97812873839	1812.98530700601	10149.8675117172	9035.82706460596	391419.729099327	494365.032224936	239607.656456435	12933.4388507791	2560447.01523187	4002.64288697611	16304.0978713173	18163.1295429886	143747.163837768	196633.530600592	164495.930546286	427338.714446865	9507.38571529976	39480.463053518	598102.000669763	115967.437218391	186625.457312099	437658.944507214	10561.8359322148	336588.321962599	2572.37616256845	16080.886003259	145056.449931156	50254.5025429837	453243.476474229	92427.1710690921	35178.2214585696	43828.691227622	312321.396085231	22788.4736302798	401310.950930687	45910.7427704867	829902.590605107	1678452.5516244	860.439018408595	18527.7995499413	113188.312218852	109813.261615655	365417.144375169	93409.5654422613	38919.6329075052	56150.1746310894	8279.44182355948	1226491.94842325	25722.0157093737	4480.69141454784	19401.5139443564	1178940.27320647	29747.2122551647	39628.5500649815	53395.2898569349	1341484.31938529	133487.001022614	48440.8286464039	60013.1320419425	1599664.27568477	68478.4070705187	36331.867310966	113484.022295132	73391.4083077997	202641.144294966	1136800.67616014	25942.3903667056	225483.080799955	163482.447125573	53770.9639993582	61394.8172290349	2495.88463687261	119900.866501018	144713.710948191	2207903.07540822	12953889.536892	669045.095495305	55826.8492456561	5121.30759168134	75202.2251003198	1180503.18063921	78461.9395442677	113625.353239638	832784.596186394	136302.8222102	73855.689168704	136905.339061772	11238481.1033763	6995121.59668634	3926594.91639301	826982.163625928	110627.138453544	579716.17267569	183245.277255617	136083.720776546	135936.134447682	1077696.83314999	25180.6252110538	168052.414955554	88911.718332073	471332.993264585	401317.504900685	11419.4338265654	53883.3494317084	261970.27032458	105542.850771678	843425.418308916	2761.78703339538	22105.159857393	1610.04370068445	159853.225181077	149019.300320472	500568.026502107	233107.784312148	130695.220942992	66265.0696876129	17018.5453145501	2115364.38752519	96073.0958905306	58971.0550895395	49659.113021369	9776.99807006667	9788.2355251258	161266.035486372	13200.6726711672	402634.830182803	119284.979190238	156931.71845212	194506.199507569	91315.6291780011	129127.069885816	43030.458422291	35852.0472315386	198087.178771688	60026.291110923	56117.5223709825	7067.57186384707	266602.500013738	19690.5706062545	563465.96453721	95367.0998630423	1154488.44851101	198029.859780009	279548.351810618	63869.0422645743	6018.02621510143	33349.562519515	635223.815699584	690439.675059794	105095.378504962	77977.8589236873	66778.375546804	10462659.2509109	3892096.68446516	463250.540680473	0	2002105.65640301	3194663.74217231	1621464.31922519	1052387.4402281	67447.8176230678	447869.027381775	17360.9063991429	467586.742625656	975248.314707475	172066.900958439	107991.05707521	139821.657737149	94895.4094785198	316955.556793284	246440.853637121	85162.897129935	196619.937057283	417388.068465698	655223.563442297	192194.492024407	658291.470336663	58565.8743700073	48162.5205359267	7397.71164534153	17339987.0842828	8281682.82647861	1348425.74720602	1700935.06452804	716018.164806266	110197.451609919	743418.156915676	108597.097914992	211448.789655845	109257.143634523	130447.881196622	47116.947610347	228241.62509366	1308817.25693891	155903.213933351	244613.558315222	536639.949360544	50409.2297727397	16218.8441502048	3444350.96038369	115581.989756954	260319.421949008	273617.552761652	276884.554216703	684030.051125677	4097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	22884.3542503441	24652.6174172363	30416.7933662343	0	19282.3288808258	11639.4115577577	15200.1046539513	12731.1236061909	16217.3043059914	7309.87023095495	25383.7313810373	392438.615643123	197792.380367704	55689.3199747386	112391.37518498	49183.0187084536	27157.5338482855	1373.54268155866	206651.228640986	106921.488292979	80596.4538215804	3824.54081429038	2689.71786079645	10901.6771852755	6910.92711296644	60485.9815092687	35733.4749683389	38669.6952052113	31869.1663973365	19355.0037840618	30247.1469870338	131956.146366923	10514.7024232868	30295.9459083739	65417.9885466533	5904.03594255264	19048.5104172018	64121.7112772619	38037.0979631882	5299.28531434582	3932.42451516273	105546.141372667	66891.4703617943	128746.587897114	79844.2411008543	56564.0450502538	312088.726591575	180982.18768663	55126.118683387	222856.353705412	127398.328007197	45068.6481600941	89777.585657659	54874.8330553872	57073.1615413665	382021.487080175	31947.3678603459	70410.5811551009	55236.0138273517	7164.64050754822	5779.28756576534	14672.3244520203	1471.49315866922	11833.671817795	NA	6115.7662338203	19860.7861164459	38819.3765804831	NA	114495.338819258	172695.062744622	2510.17156176076	0	13748.6028759932	8767.08936407752	3233.69002118557	37018.2649386167	863.130368336463	0	71028.9928721707	55369.4938748967	38407.7066826194	NA	10178.9697469783	22858.4517908693	8674.71125916435	20124.2090854627	74409.0139114253	NA	117508.091026612	32717.5604748392	46302.8434977097	426077.818350823	NA	NA	NA	0
-TEM7_09	sample	positive	9	B1	TEM	2428940.35760111	3985938.14935578	581274.923564477	125714.742818382	160110.746512643	243179.184055236	75554.1775033117	84137.8075196164	111414.705813912	3151.49920872626	1741465.85102993	119778.180368616	69890.9906320092	38564.5334424942	123284.603080531	8275127.06109047	22911383.816803	4639916.92740657	886658.923583863	91445.3559132061	129000.611042337	173405.748502621	458070.769618942	285198.799019968	31003.7638116761	379586.589003284	28393.0135212419	357384.371504976	158834.061108711	25164.2125851076	1587.55248695547	1421.3396088868	74637.9364517854	2866.16423778192	3087.08938324807	593511.527823407	110645.695870449	81354.6439051164	19786.2716660006	18142.3995372244	62957.202220725	202127.634639664	114350.080466652	37873.9064386013	39099.34882957	295929.888423887	260747.162918473	262133.778160825	197009.123293765	59377.3528384772	17345804.4754461	18807881.9970878	9601014.59424965	7034661.25955992	1788434.29483265	3643200.05526834	24648810.3104113	9204463.89547097	7794401.5071733	98743.2206999084	5863474.04155344	10689763.4407145	974847.802362554	1039263.35755331	5190506.39408077	45907.6231771887	186328.147456494	151098.486105145	81196.2757138517	192772.369974307	152542.059002164	335248.742085265	65192.6164321666	23412.4728289921	199884.694718125	1274.24206092755	10733.3282136901	12609.8355493964	362988.607135855	25077.1128568886	161281.71954247	33020.1195216335	4749.43009669295	543.903731818986	1262.9887395288	3835.45365764681	114904.087838203	29358.433206714	46417.5869415068	129855.529753188	3995.37700811837	1842.5755138803	10225.3668080498	6930.52716491569	160969.432474353	17891.0446686482	130682.609595313	47492.0914960493	1095470.15443034	1040.57282345523	19950.1936451453	24329.7216267796	49620.837952197	178416.619925428	50317.3768929478	82431.0250687346	4984.84547227008	33526.9109837666	15575.5169048673	2431397.82877032	97862.386092077	100082.414688624	133888.821495074	1410774.50094985	2315.0915263304	179424.912653328	14289.290836088	359172.250218177	3784345.06070875	87503.7803367763	25296.3603253105	335234.868843647	156011.578512634	101059.044509424	407238.332864943	38286.3997310134	60765.4787165932	582656.444398194	6868.7335639507	114577.777599383	498009.584147096	44527.7737537739	143604.249129936	410050.154474864	20839.5388983353	136197.844526636	7279.65304773896	76517.6718899937	17700.3917972534	4596.43729992303	20942.7669565196	644705.06798692	55781.7273801029	34710.373513787	198675.156429439	1896474.59267804	1503120.65795498	53942.3222797848	33065.2460944474	828661.712253574	296638.012846197	35540.7234873246	81147.2944195927	107294.843099308	115385.64296672	5123575.99243441	236541.771914985	41264.3631770213	1140040.20996317	33560.3159212291	349327.515949183	23515.236272982	38677.6696046337	202022.283505878	455196.404426855	2694385.6317518	97716.641321979	130867.354241935	136530.211819163	1282476.82539549	755258.166740115	194235.645946625	171821.353837535	167107.913567382	33702.9150668652	49194.1543541787	1053716.53766802	4146388.59771705	1029191.72571021	724559.927465116	1000241.25654623	102325.787901715	601221.190250286	281238.793510496	145636.206972016	54448.4904341089	258814.616078766	191337.343992465	56544.7003414018	29424.163615258	277004.03409445	214508.298095346	8377.21667783094	53622.3182239022	53839.1020148054	26023.4798231135	1980963.2482769	3837.57318204702	129967.246869162	2969.13236063839	117192.861039026	555615.049309702	552952.046116414	236355.635799976	428521.203085201	80068.6039780155	382685.402150642	6510203.72749164	117980.579754178	307596.434338102	200736.341465329	41840.5192472214	42119.6241302722	19431.8770451315	11205.8996413563	4330466.76319345	38858.6859587003	518220.196196927	1740759.03844237	72998.7444951804	29812.0447279555	31380.9868500826	187865.544729205	202337.391041522	20570.9889051727	876434.163104451	7719.53778506128	117039.904196627	21271.7722870435	1990950.88883574	196894.120796203	381288.212877956	137525.038348595	289212.827361571	110772.677394408	57647.5396074909	22594.5131627737	555286.641353374	811975.121153813	67124.6745635689	157401.986883706	89041.0631573727	10073365.5780693	2652445.35494175	2477335.68639285	3384137.77321908	2023923.42922296	2540529.2767356	2466111.29529931	207542.806046553	322870.827386281	398516.203397603	35448.4793847878	618051.829219957	421225.844672867	85654.9851707795	18167.8087012189	64125.6004160576	160970.323553335	121403.512972122	276492.66530624	157678.800122504	206139.053934824	415751.227834149	629676.058325654	48531.2417846327	79096.2127843551	40500.3633083537	61674.4530595628	8734.50543312083	6720896.13781785	883641.092985281	767344.716619461	1629918.71787017	616228.697927364	166851.974140672	269003.497480946	78107.4745838189	58353.8182719932	31457.971166995	130610.274342493	83301.2801463104	24458.4413151475	1254898.84504356	283344.232337302	938430.979430198	1366.11128920184	154987.158924111	251951.987422557	611656.674544304	14418.8653372191	172176.67675617	438650.338382858	541418.966037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59437	54371.5202089289	293029.718313397	146577.895017043	226.186834407911	76028.5804595493	1669833.32484696	927818.745200716	95733.5369566368	937224.80664207	652452.388135215	50666.1327530217	187080.767868015	107959.366480689	2984.5998060885	0	2111345.5305685	76509.9539709404	14620.5508537123	507.342776050743	9929.83018573599	81587.7593257385	591794.357069589	29239.3510622174	2268.09445492541	118353.48123981	6457428.08828999	257561.391312312	99515.3275930356	2862.09583917598	6373.2052124445	1754407.47125379	83263.4206356549	NA	4019588.93409698	240164.511669153	101105.178705457	99566.3342195018	51344.8003888379	1435447.64766617	83025.3595949648	13045.4626690023	323813.200911953	339734.953927293	5185.4460125473	310416.431367644	48038.7854421833	103373.75231029	99523.3713022861	17630.2792383296	9053.58689393107	3122.90454541152	637.575292413858	730512.789699485	13468.9032792173	7056.53530912792	3933.21812896257	137470.585035713	26481.0604568193	223912.803353065	1948.64798673226	46402.7123949665	3667.27573243606	109846.716907624	8917.84857764766	26861.6366805581	54752.8202425667	163681.002815385	18281.3613335737	396699.659315748	5860.12275639028	5336.57003238216	57812.4966023887	96884.4683226582	839.003379835486	262605.310035756	28104.2957372988	84617.3213242731	181382.865787523	41075.3151118203	36706.4364794228	16034.5889595355	170510.793609948	3435.61095867542	54297.2370629792	149245.695652631	51903.31467548	427857.058026899	34206.3381910477	15179.2680744432	807.78616185275	33964.1048785719	122.834352794373	10931.2094551103	19337.413534288	39503.2358333874	44621.2920965079	4537.97944789801	0	15725.5174940547	99883.8902251678	13918.4931630307	90408.4364052827	2962.88685910728	17967.9142616605	3512.4659224777	8419.46835220215	107420.113138122	6447.59060620299	2719.55616750925	9686.78983805426	4091.52226599212	NA	487.57911230114	43359.0747263713	8821.6432288427	121197.814438982	15312.8858502757	42616.8767347531	156114.696506825	1766.31036433478	9732.85646495321	3114.43072024472	50435.9306903796	4191.86974583956	51069.3341143856	42685.1993857497	12621.5529674253	8233.53821615086	42019.7640133968	269821.069470396	2552.34103654193	251266.626260387	95578.0999230536	19628.8379903776	24287.372557508	26149.3950299386	503373.741410212	6744.92176733944	4390.77563010459	43264.0003175195	170189.458376248	4530.25480757267	1441194.14944655	37134.6934054443	179713.399949495	322214.435519021	8703.17925135061	100402.272252918	13286.3904004357	2003.83639147739	459608.532179809	91778.5684876093	126390.476406242	1717.50143168942	3228.83902805213	236414.714811253	34826.5851819081	10009.1493680875	53496.9379405858	43045.9726901097	86275.6517243624	243051.736373376	224803.575910073	71434.3233904882	336.021565065149	67987.5937548013	132233.264326016	122.68437516576	24558.0998450443	116572.630549523	69711.5648427	61924.5551569346	37422.5011491809	28860.7527500443	44805.6195742087	14923.7083743702	42894.6975627599	6623.94234952217	355412.862722838	104818.52432971	74795.5194711628	3707.38090326937	8565.04562497871	6861.48529667531	0	242646.278761011	0	75411.1920923897	214647.365183829	753628.828087699	30094.3701812992	287980.46054421	631488.408524751	81380.4484462988	72108.1968693641	295471.708184617	249951.292511495	95560.88381086	216685.155216194	61082.9157390297	1051169.35149769	49825.7491378234	300093.98682807	60127.0177569204	3900690.31166816	1369309.58287535	3802830.53749822	895865.97635535	195618.733698232	1047704.17390016	962597.323031513	418751.416524468	78024.4675831783	34842.9024288701	1107.00601562761	15677.0642376243	12177.3623882561	3574850.85231621	429071.642169867	4690.77139654162	170422.602892515	582031.972297271	0	505.798261767706	60053.8919090206	148669.597071897	16665.9509382041	57934.6454780925	0	10851.3988197287	3354.53237784939	22978.979884153	282178.734304708	NA	89093.048704471	12378.3916356536	4372.1279136985	324663.925723004	4435.96466652009	2571.41872569617	1478391.65571251	81744.3068095571	107069.008294966	1972.56705367961	460919.355185257	0	44352.1737857307	106191.324128341	605466.238207968	4119.72764007496	259789.163596409	186301.312851371	257718.697304501	56495.6283200588	86273.0692654301	55564.9388399845	1683097.38609529	1564151.70549463	35513.5852547084	985327.00345565	81.2273851160234	391195.696647097	1083113.09023575	120317.737929873	802282.447732791	474966.231919765	142717.750214734	291742.443640499	2943.84753328854	170733.545364531	15530.2329167017	62198.7409888041	3570.12607645741	4771.66623190426	6203.14086485663	4026.61128255163	24197.9358741259	153287.437952793	10468.0261903762	200087.45682938	7062.95461750253	123184.401185292	54220.5710965585	59082.8842741697	119011.199953269	544850.868652117	26142.4399830905	170872.775155201	220137.561226816	119602.728186782	38277.9793951147	27294.9795871635	47067.5408000728	7479.06255757194	180986.377557055	113029.18425414	4503.08895812652	44239.7217105608	14051.7313385857	11256.5682484143	85056.8410119509	1434.78298884819	954092.166308983	32542.3262706293	80232.2701097197	11508.628607586	100997.627571212	148611.46818892	2911.73824747722	58259.3645542935	165562.890719991	3425.73016230654	1669.43796568648	47654.7912217449	178693.953770275	50544.6821483974	1514.03076334553	21104.1505861233	138837.393930747	8740.05734294039	63154.608051374	137243.571975182	149064.758082043	107509.798301951	45844.0111192873	13423.8257926845	60612.10902894	42894.9763901319	26561.1081992308	9909.14232090095	0	1391.13037330488	323054.848840995	75390.7056432292	175623.9973611	257793.457770442	0	149840.751019143	81256.9487784407	59982.1007562	62891.9226542637	333556.271451414	63492.421764985	92453.67232922	70851.879563255	90281.5001891152	9445.826100933	7891.46545242208	73031.6250629435	52192.8242858024	9027.5960843451	53415.3358107805	161967.635173426	24071.8528637325	60362.6043534877	53925.0631480822	38300.965578406	739776.957213723	54941.3429038845	379072.074673061	63396.7834203753	7129.14624410719	120409.127323	0	149264.184432632	179434.320539502	81769.497643073	95852.8674184262	57634.699681341	95812.8615138297	127785.084228751	0	1822.31503541264	124476.742891154	20416.2531818013	NA	102874.096623091	41506.8092500989	883.552922872661	11927.4780451532	5783.66262319665	41442.2906059327	4508.22678301483	2294.12615561392	14207.2318833621	69160.6547593993	2030916.03685486	18161.0645268773	105294.29862077	78867.581128437	167403.775561123	2882.57156175872	NA	4712.34985627719	NA	NA	577209.950586873	3623.69088333997	80784.9970724777	223131.128875624	701.11988760909	60375.6448808242	236602.883324764	89033.3587713497	3551.50461592333	5469.2791637387	1453.32642257288	0	0	2788700.92950875	731180.622801036	385.734118624173	NA	2179577.45632473	1525752.9351299	117385.874029201	NA	1291592.86964637	823.71683919813	11450.545679685	0	549013.73180395	40741.0520131507	33374.8275262931	129845.555170071	121.216020439276	1644264.53028884	NA	5998015.05148127	510946.240783327	7201.24628443986	39261.6403332353	49288.3841306443	60975.823438609	0	6050.43039759002	24343.7362455792	91020.5057947617	26838.0244684314	38322.9994502583	621.374942423178	8998.62946088768	16549.1266577127	105160.123428162	243.589304092644	5391.8657941668	0	355966.222588862	41886.6724108128	402630.834689331	691967.771134284	1041721.7208353	428609.801525093	23678.1802868984	231386.02693147	386221.843285116	265245.30784627	157035.796155893	1366065.56321846	8865.1298755282	17300.3915332043	152706.802213793	55820.3376382379	112094.532795862	141400.549793242	544639.945399298	113619.145940859	519185.448121492	30005.7919709099	60989.3616153284	2017870.57215827	3802.26455418747	4574.18298173696	4650.76564085444	346749.71464732	93545.9535510249	142004.546205606	123674.280799184	40501.6021950958	34498.0224765915	137678.1613798	372.272302859805	615192.883412815	2991.1880958161	1730.9797515665	0	598.322370651957	13558.2128130601	12034.3178149944	558.612122532744	7180.26308383435	730.715652060964	295756.63079178	816.548869280525	0	0	1226.13830399187	4998.22621400482	2780.1901919922	434.3594242014	629.755100577376	82405.4804900923	101.634160487762	1055.01666584614	20376.2990785252	167.049618746214	1247170.07117116	313184.536246564	3844.26913385978	145679.474584598	617432.282370559	1087102.61471187	509490.944268339	112161.519799799	172334.175724624	58845.3169138532	7901.65140528302	4310.85805172258	1142.643058509	125490.884622613	18299.8740416983	115055.322922509	44858.9789548001	NA	79473.1561191037	326208.336921423	52827.4513550627	1841.71154784703	134725.423316262	123449.224123095	40742.2863859921	3092910.76136142	2709.58757158265	16053.1172292116	0	2919.60441351148	67174.8505905045	45851.2581252061	1266376.56501896	7564.43793326144	1221.71998543909	7961.34970593068	2581.38145554068	362943.18127585	610.700071121883	2288.95496544399	85431.6377540338	1091.20360228967	88845.687453176	159688.557182028	28727.1585427962	69236.4496422347	44882.0620580158	4781.40971087889	25028.6010712568	2168.4463675329	13300.1621007837	9824.24234269333	29040.7770008563	161852.301648984	102669.81720961	0	111652.382235974	288301.734056344	463427.361444075	476.419690467818	191460.929938734	121908.285851512	54611.0966553138	5005.25847816016	9336.82530929184	69245.3178603363	131986.769226075	107341.115637295	131528.443647973	47057.933843652	181375.998176499	44258.7016804467	79534.230549812	61285.613269795	38252.4290308905	178.577328441981	42.8033918793494	60542.8761396431	2212.61775041214	5541.69558798553	12772.2121594266	38691.1382612828	478.393866578622	8472.19802771946	0	28280.832806649	18860.6681765242	4401.97226852071	1368.29548020024	3683.39276317547	285280.266975712	NA	205468.18365634	56354.9226165105	892941.5054107	395521.307245202	123028.539626786	48218.0651266955	56188.2175428945	1070.43128845381	0	105048.316705829	335.062951034108	454.143043071148	2831.54936173842	1820.47163253595	3742.84132296064	12940.127315638	298890.094653296	21137.3626886371	411.255428534994	5442.14289428389	NA	456027.47565597	195024.709331734	69793.9558985891	5879.53506974873	42735.1785240592	23670.4043581543	23327.8015818656	265927.745780952	38232.4491896969	64356.8827819473	34775.6958171888	61167.1621547994	10134.2993587489	0	379414.600974973	131093.654214821	38910.6604054012	45599.6935901473	309.970553433477	15518.8094583372	8808.89708428756	12130.3294352074	16043.1718564277	65368.3861201686	7693.30284406962	193713.372730196	1561187.69548019	857835.942744197	239158.53092214	523571.677678797	226113.86672495	57286.6950472104	1736.5016303259	494186.625893257	250904.971047874	223944.634362539	3365.16753339538	2497.93540572683	11335.352984744	5813.46296651668	375659.293151746	223623.241169899	62219.1326736225	171871.305058813	95310.9861129263	33828.0498121252	589298.942771399	9806.06202552504	25297.0739015752	295443.79633859	5124.99791053523	14934.5939472083	363261.152260736	211552.687502868	94791.8641399847	7396.5993723665	1956053.31094158	1193359.39019814	133844.070736435	1125771.33936077	835994.186363072	1128018.09220637	700825.276976769	212535.776809174	1117098.11834673	665668.896813304	209758.086267392	163978.569621717	102234.148568543	141465.68563148	745426.555165873	88323.776056245	188541.73609207	72835.2835028258	13864.8416817203	1299.80381078365	0	654.615100112135	496.127924518504	22573.3968360007	10966.1394613117	0	1679.43439091463	0	151275.131555299	70414.8261189117	5436.40653038219	30487.1182913109	0	13458.8438098464	11933.3275407274	124704.129317741	143231.862809663	26409.6435930626	0	254094.914193385	207982.153148672	NA	11140.9218892871	169223.310123576	8929.31687107061	153760.726666886	35363.5855650229	NA	21314.8281371685	25736.862152513	16440.3076507164	33450.8160481518	112531.293402573	NA	NA	28934.4764515163
-TEM8_10	sample	positive	10	B1	TEM	3368770.81754968	371474.312548069	1481943.07324343	125785.484262887	186409.4620062	82255.7846984087	83126.3150977583	362225.683866451	247680.653437658	4259.66991769935	2169479.95031821	225945.833012151	77525.4484893774	38471.0253045475	138150.094291464	6726540.59297896	22770540.7652958	103244.950124555	919091.365825118	112035.306593751	113400.096354323	255980.038401063	463533.244245122	275660.769362208	68376.5086138779	426406.594639556	37289.8988327273	692272.572360347	248725.875749038	42977.0207852026	683.540978330123	2123.71630431052	155379.640477077	4539.24546697342	4113.41625890614	660539.035707232	288269.611161684	248678.279042757	50808.4475314015	56477.5872899838	110836.963143095	221027.917248762	101242.724196792	67020.8243833162	46774.2009595702	453640.972864763	263549.533910869	248597.698319567	210421.002703861	121867.374143598	17540362.2613301	6083613.31413126	6213642.97424078	3223128.73133786	1469512.09490123	3101956.46970171	10465569.1344391	6631468.94433554	11679448.7236224	44488.0644378389	3218798.9902031	3481050.56391899	1675183.66034371	1017372.69887976	3966345.29843312	105487.746380511	261060.075413372	749142.869103181	101365.465605136	168951.895763706	683626.835978413	325507.086533714	90867.4730134169	34235.2120806996	147618.800178646	3557.2938895818	11549.7163062724	26059.2801787029	316980.51512143	59042.3492152081	209512.161189582	65761.4206567979	5326.94551387419	273.848843546685	1531.81816163137	4479.55007865227	137576.649164983	88307.365473031	40749.9350314268	160845.669420049	4135.01092282123	2232.45562812118	8693.26862776005	5492.97294317215	382220.371764857	42394.1896501887	401893.835932221	68311.7402775325	1743205.81377353	1808.82317553435	20980.0786609305	23631.9603897619	71009.210403065	148806.644231724	53676.0585170196	109388.535503356	6566.01559141261	38957.1421915338	26666.7512644708	2201522.50495366	143913.686951534	214782.732511001	127266.620096099	1189725.00015439	2440.90758332744	237228.264020255	66744.7942621203	371124.349777979	4124564.06742429	92569.3734974734	33726.6394409526	357235.801207693	190156.69282297	49286.3622359208	2657080.56799538	43149.1491150261	3305880.42977996	1688854.30152771	3733.45971703188	102071.72887513	425119.896343022	105045.086036612	368634.366122589	359227.304124808	42213.3601366399	61604.1507701597	7931.56809334399	409209.752739185	32524.6127441702	4568.76593264025	24824.849383154	862317.090236008	34741.6105117217	31328.3500684406	295522.233628404	5076248.88551026	1472448.24931711	63708.7329990245	45609.4147528641	1023374.08965219	244816.203066811	107384.142923288	85360.8203536063	264814.708621386	118383.191138484	6143703.57479172	276514.049320989	96073.4606484508	1162901.69965274	45761.5977707883	412014.920612482	16059.3274286215	36175.909411499	154503.802410487	1547748.20612644	8576570.50808434	422813.116943004	56820.7054781304	237267.399396699	1423861.32946145	1495787.75603726	701751.729221668	247765.662358755	542484.913717893	94076.9327239461	87840.9804436602	1253009.55081667	5052244.11103852	1418394.59794106	2018255.00358144	1016147.06323453	106751.538268737	412090.78348598	147003.263820439	60929.4943636036	85146.0454009351	268146.362743971	268798.385663227	71402.4193082675	37485.5239771298	991780.405047809	139442.383882312	14712.3135599107	64609.3970745449	115715.135605088	271341.433402308	3185702.41186853	1751.70656431687	117768.665497505	2459.77802494553	63425.3032072257	473753.709338626	566835.070280627	145524.487419953	423769.771023597	117245.795009931	694069.127136772	9707183.71397513	160886.628352405	472980.285763632	103332.480695331	65350.2627453293	73449.92474173	36673.9829308286	13816.2479704029	4174896.71668977	469671.823539294	727557.63508552	1815759.53750604	78742.5326480658	220033.83752626	38153.8255628537	211012.429082093	200214.400299835	72296.3677759094	925902.331949416	11897.2808319481	145429.425433434	24521.8807971703	1704651.31385414	451806.960594877	529734.107747714	168695.617002856	554726.948182474	89985.8052400222	79523.02757357	33486.8374259553	157970.553255997	860684.270299479	114353.074433211	382181.971073477	104662.696535353	10410413.5420889	4580823.24865396	2461300.79329379	3163816.64018394	1753614.30285203	2596362.2027123	1909914.29289936	357353.08152208	302664.024673299	262728.523723815	35171.6252904623	646705.933295302	176108.18990828	114432.708990921	14571.0234314128	85699.6740255812	113632.143765444	306475.179961849	145796.526936698	91852.9072562039	183578.925524645	425581.090530858	656385.567492671	54801.9253364159	193143.998816989	47367.7226695155	70557.3995281898	10792.7516780868	6538513.32935288	2280112.94284033	752674.170656442	586199.206001192	673758.286332289	164946.440735034	297788.32547596	99729.4411783309	80677.3196353565	41036.8379919094	139855.73197027	87576.992921418	57787.2214918197	276568.244262367	53490.6419646227	802227.845625861	19806.6215174989	137588.57506794	215583.705422264	1359910.26069789	39374.6324534587	56706.6134138572	527339.36780577	484514.388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6	388419.545595129	23051.0447521439	86094.4555340447	167386.232735692	155229.619226094	66512.1539418274	206882.230610871	277703.455586499	142202.727166284	420.936627957381	65979.3828903938	3419580.08736868	735840.992566688	88214.7932148683	2196399.99016361	627750.556489505	192538.843676955	205391.293000884	137000.749454895	2952.31641329229	0	2807163.32357226	36419.9476699197	22190.547807298	455.753147918438	3202.69610120438	120327.425419386	794090.753767155	16959.3890839504	2728.77247244664	158609.491552691	7245120.44979041	300147.626503993	126794.826042081	2355.31940247106	5489.46363188448	2052522.63020096	102147.100459762	NA	4569832.48821275	269733.455595612	121813.966172017	135472.903373355	56113.0751277253	1597451.42295125	93123.6633712616	13000.2916279751	352852.324734422	223996.173595775	3752.42469075612	430586.198336327	51993.5429816716	64474.8714620609	137749.503441332	13861.1517611673	4074.23102313577	2941.26423785027	601.351023255387	525161.734601568	9903.46878905571	5853.52874993371	2954.22070114842	187624.362231765	76352.2734349252	145450.512641976	5896.61491175242	26830.4826903933	3801.86137894812	244548.975891296	3223.62594239056	53726.3739267204	72275.5634694483	237696.695529559	24745.3915696239	398257.891284317	2311.11169207433	1842.8177946911	236770.810575364	98889.4945518639	0	289553.143074071	62339.2805292234	92190.8671030603	186568.915468587	43830.1077247483	40389.3729806735	10305.8997760197	216037.22528519	2223.21746229619	56905.0603949937	40663.3553897017	65822.9552334381	1060217.13606099	28401.2706232586	22512.0115021694	146.010452408913	30738.0535695636	53.986009146091	15662.8847501355	17617.6589059213	40391.8288923585	59436.1244902658	3441.35454698557	16187.0357710783	28175.9225200085	81736.5176753016	23806.145423547	52929.773522029	3282.09353198138	17837.2638218001	2909.74843151179	8452.91331859026	106693.320985755	6439.99550431917	2380.58811304947	12519.4848946703	5015.62121667721	NA	0	31077.415782001	8725.47000177994	113699.090985748	13071.3576972055	75165.3724375231	121692.489770743	1564.87656608852	5983.85049148204	1683.43851099532	60296.8621295391	5749.43942060471	156754.697960803	114998.098650532	37225.2719784411	3926.56295403702	112015.859908798	175718.525748941	2152.90853702103	157718.333467745	53359.7719386434	15748.8337338447	31894.426943805	24269.9005057247	359824.570751962	6589.25463525798	2949.57791760405	90563.138494256	119645.129312452	3264.02915681234	1092789.49790289	31144.9369099588	155557.189541549	358461.247187647	6822.62880631615	93012.9429687034	8881.53691797098	692.976728383265	832452.187992787	84052.0611308201	221601.774572949	1854.02077506228	1891.5931782541	205235.829987006	30484.9394682548	5361.37170109882	46398.7674561436	45157.7287229664	76185.4486316701	217077.656729991	222493.930718327	99789.0229186733	164.009925490454	55498.4729743536	130923.474943727	162.073438544102	14345.1135218945	303266.767816276	64677.3868819661	76060.6356851874	83955.9757859907	30530.4877166387	116161.260301227	11675.2302323088	44631.5514498757	5383.4475175566	523610.302413832	159008.761070692	73028.5252082438	3043.42993813189	674.732280424535	3547.15601965019	NA	292652.860489941	0	87223.6854347242	238500.804014188	860965.52482002	63213.1176727078	377252.23795393	801532.384846596	116846.703177542	85541.9755770186	307539.864567799	280254.468504857	119055.33826593	274798.248231873	61320.1958868454	1087871.14612066	66258.0832802604	325028.173458835	68388.8964830395	3792194.20661834	1045493.03094426	4486966.83529926	895987.840795635	1059609.99495883	654998.961213014	564401.266124863	412561.634723775	313591.323516411	104231.786874434	867.144863144772	89164.4978883026	7348.92348078269	3020196.48455744	3054538.73980831	24481.494041309	115592.94936067	1063912.07215839	741353.600879066	0	38202.6215097058	207915.17547318	11781.3754118277	59707.740069779	0	9275.32069371507	2303.1936301187	19878.2044127934	427864.418229545	NA	128258.446046515	11395.8657067092	3124.64919304341	224683.327101456	1672.41941704165	768.767352144506	2003434.0676895	97825.7794046124	73064.4117476017	1609.10688061637	632855.561224821	42563.7445778576	45824.3756121572	144528.879574624	817665.495776747	15078.4018372618	241299.353922203	247867.811527527	320519.266700472	73336.6753094112	106156.763520066	73864.9819076622	640045.178938789	217115.961314137	12588.4301899435	529578.454903114	135.984376485478	357486.440253276	1095311.50011651	87055.5299437662	866477.919166221	474298.696887563	1000549.05575367	274573.916494164	2103.49533000991	224359.866253596	11883.8880972201	76325.6599654627	3025.84910603665	5406.93431121089	7065.26021880381	5253.15463708395	19239.090642806	149059.318455005	12078.7755207434	165418.823078353	7021.98035108986	97743.3720523387	47644.9151144706	51176.3492432268	160577.747765553	690657.099498433	32650.0048944521	222415.056109184	292531.459013219	129906.196075639	45700.9872678616	56546.3010434437	43619.4799139431	14991.6088949601	101132.196948478	115895.131475837	2378.77743119322	45244.0921068146	13529.1948101561	7801.62436620188	59822.8223376954	465.873511532578	280210.525409259	23954.593394358	94774.8432569087	8147.49422992526	97152.8878415978	214745.729459848	1704.80931047707	79672.4578084787	102250.500309488	1858.70313909478	714.96517431775	41989.1591134557	205690.757733889	44795.8160924095	1891.9987759768	18749.8866639904	76772.6089838833	6426.29309422463	53539.8208281609	133415.625447894	112138.278360703	138379.562613118	51345.6024389913	10114.6079358212	54297.9921217694	35470.2921692339	11835.9868737627	3182.45243413525	12776.7012332172	2905.27807359667	321285.206034209	90859.8951846202	175086.706274253	263698.420089982	7261.23948996578	207836.576391906	83821.4388279937	44953.3340591124	84278.055096997	351651.670790444	85962.4829267107	92844.1391726505	74924.6987810352	110624.674791473	5110.308733207	4982.02442987762	85290.161940997	53651.9799924391	6517.87175699672	25158.7900273631	195669.910595221	18880.2286217333	83098.5424561314	39967.9513831401	59791.3045261265	717433.670722883	46731.1403168907	380182.646902425	43840.5296888154	5073.77540493132	110107.286931383	1129.56164173612	205304.850020191	127074.355558728	360055.124428573	115560.28422874	80844.0517556159	63685.4205365063	502992.82507505	41926.3565338006	1338.85194293308	34795.9979510252	15921.8171779398	NA	135155.855221464	50495.4501189425	172.54845232064	7083.34919617443	4340.08850039192	318995.358123001	3392.99140887461	2190.87067860369	197453.847248284	50440.5866514149	766639.845043527	67916.3371626112	66714.7119561782	53415.6214512044	98101.5127146762	28360.3727471675	8871.37931812563	4191.52630660521	53826.3157968063	NA	783905.522753163	1854.27919975834	88834.7628812372	305187.107559621	413.116876132792	80438.523915371	336072.302274483	126880.302973671	2424.32975486549	3552.78196271045	591.376977738179	25691.2350030001	1728.7231741597	132043.013175627	68652.7446835028	0	279182442.499563	4590820.6294058	3025916.92995701	71453.3734387977	NA	206648.844933954	62271.6555467435	120362.339191891	0	110162.642832973	49002.3344430907	91166.1626728061	126637.645229472	132.912275948383	149235.978526841	NA	1189977.28757096	545493.334254495	4617.63199345652	111442.321957823	41981.9058369262	57358.1003977102	0	106833.297128288	26117.7168683827	89631.6067162485	154293.81477139	29741.684019439	614.720262975428	48306.8660666726	13017.3268963562	101671.310591782	382.27995781244	4470.8717288951	0	27975.7159419633	46546.7697790817	121003.793222157	391116.601254808	1004634.26716553	851620.734016357	9791.59378842026	140651.866552838	141118.004796702	1093588.84842277	90323.861334345	6515293.92615181	17191.5182243907	481484.780350373	4625160.32533176	38765.9240976602	97955.3037630834	90197.5910131055	3854047.32413813	37584.2037795858	937725.998711677	21307.2373555486	47247.1807703201	1332677.62109145	3556.2139518513	1856.33228178117	0	427391.478285658	131789.723449531	170081.777583106	114276.36590631	50429.1657295026	65663.3418031694	138448.143000697	430.969821864951	722696.306303	1007.45068115008	671.183566888803	0	216.61869575947	14088.017467956	10298.2170330578	694.200315033574	7019.19646187254	0	334852.091182894	906.33630025011	0	296.516464383079	339.491723317638	5115.82852245774	5273.67762028093	1007.18677884626	313.072298125784	95508.1479084643	0	1240.02620659944	22453.362499185	149.830042859783	1588286.14339383	382327.359568034	4946.08750577555	180650.118384718	769889.577717074	291341.212135473	147651.356800895	145042.785288974	3318674.35758308	978059.097743242	28341.3557631406	2685026.66541301	1034.62071501975	149535.692224397	600920.056934246	12257.9437645323	140677.402461842	145100.18004458	81988.9984721919	376466.255733482	73522.6554309229	2220.17293860392	158915.041061075	76020.7444949363	43518.9302693641	3101920.89862798	2968.57872037706	16030.3125653629	0	2491.46587419365	83457.9726816272	29646.4787613807	1275618.99535088	8056.26782622395	832.161721842292	23479.2733207759	2702.54380592132	372568.887933954	275.942332028732	2239.47872541909	83475.5166550097	1139.94311675938	143904.370143335	207702.070667192	42300.6139596848	88336.7995611113	25219.1807304185	5585.01036466395	12867.2198814194	2873.49507329053	62962.2991753235	45730.4956546213	26420.5157818863	138919.790238363	103692.354973303	267.1588304437	105798.963542912	426011.945209937	742391.613905186	690.292219650981	315389.79337433	178219.88838416	92743.0984062823	3557.1758946136	4292.77586995618	45817.6969835764	117334.386469879	51415.3874785053	168042.030256155	66101.3252672465	173800.013341925	62341.3635551271	73566.6992269104	59751.3650745272	61204.6947623209	0	33.7327051004105	41399.5385141638	2611.14192951919	3531.80896531501	11224.747260077	80151.6244114255	668.320219673387	7850.14600544397	0	19078.2377827944	0	14100.0228062383	0	0	524139.329563467	NA	448868.330846608	66682.6912058254	1018975.06998261	465249.849769016	137175.381060051	40928.4041954456	57336.9354742977	4655.36094131975	0	33539.8655020821	213887.386037463	129527.584596533	83795.2047213661	3359.43152160114	26347.8666162279	4972.01120456319	27608.1922622678	10081.2726193917	1145.07216345167	6750.60200295482	46270.3914678977	678360.339993859	283017.472817137	144352.649734995	7278.70744166497	21642.0064225449	12486.7634672577	12936.3230037129	266338.598273671	158282.001011676	51031.1703630833	24062.8687648253	55760.8922207086	22134.4256096247	0	379236.03505735	131987.714756922	31853.0878801702	26520.0147433728	6214.14422918921	3849.5601217385	4792.76306669034	37374.147595933	21598.5091512125	63149.4170699688	9848.13848182713	186439.905102529	1373769.76144641	809627.411265718	138671.922118904	446006.442386813	358830.882916424	73503.2482342371	2738.52721999136	434089.934838254	220112.975347426	203146.701750852	3851.31376717779	2720.28312917602	12246.5479934929	6442.31980655663	663928.857173447	238345.879325519	54513.2272400455	174285.683443982	96673.9785056186	38296.5748410818	601065.300741795	7365.20610483073	22996.938660796	405286.247790538	4186.9799337067	14777.9794671859	361689.66027788	207796.599778879	167513.148784876	8261.02591688673	4433024.68025359	2500105.07283896	68105.5352885956	1663190.03393084	1178787.47747946	1505383.28409219	953149.716091049	288853.443359255	1363770.56283256	819083.194610118	260076.481049544	179618.272982589	115687.395173196	168709.018167484	884778.226504218	104665.011345197	191564.497658756	41297.2032218404	9583.17956742156	1267.88346785676	0	0	1330.03371621292	10793.4430624805	7004.30561935822	8710.36490591739	0	3258.29064790061	153773.252466906	86113.6442761432	1061.12239012505	62784.5999388467	67812.4213210808	35285.6261401988	7216.60969717081	72533.9901756552	130204.962115518	21345.7709673503	0	157263.391693009	105549.748801786	0	534683.292777245	182688.008247025	472503.028380755	164628.681325312	567580.610478309	0	0	0	3750.38357543612	7569.00822148807	9232.71973481476	NA	NA	44715.4742353692
-TEM9_11	sample	positive	11	B1	TEM	8175593.814559	1025957.22467911	6415396.22953306	385780.633407375	437927.028508757	2283260.16236539	150508.918475487	161382.400418603	76352.1014704161	8453.40417433198	789537.039178704	559778.149290262	74307.3856198784	36163.4538251981	45126.1634570187	8553781.41340383	21549247.8870064	4566066.0093166	910127.895370367	89462.5916885112	66737.76548144	516477.715793266	456894.046759123	278291.925218341	96959.9569579698	665557.3955214	350890.144051875	804589.988319901	235749.567311482	52424.5766261519	2931.52334133275	937.644421999746	250794.455109679	4110.9701992643	20902.2930260355	1237475.43549043	1259643.42753519	816343.098231612	85613.1089490729	103304.639143629	188489.471575136	201089.843891971	77473.4597255149	40292.1575356271	39517.3988816711	964240.274615704	200695.660593113	204804.231059398	133922.930128433	67501.4293305761	17583329.6564498	4092709.92052647	7703991.68892321	4899095.86621232	1394479.04785503	3659714.20627684	25791267.5795165	7034503.99370349	7736439.76135675	94832.0029590898	3097178.41690579	7737910.85464618	1641633.0769063	1274455.41051477	1907678.9623944	83215.9311951117	1183334.61966262	704289.34230847	99343.1689133046	207678.440040293	717702.212815479	267461.766936611	68107.5871562228	177723.924459835	180217.271987114	6156.62199532598	12282.8363776454	54175.4930620112	262407.351306471	53422.7503338836	775779.909291349	91216.4088533211	4455.51856178438	295.411416853544	1489.70150730799	4085.67143898281	227311.243857018	139776.218802573	96373.4860574721	169207.318948589	4748.41740339431	1726.77844933693	9733.84036810602	7069.46163951072	355574.392782972	146536.67470466	161916.529406814	36223.581507108	785699.436680427	3479.08696310814	17444.952861982	19638.91430324	35685.2559650839	171592.336716727	99870.355223327	517165.785666718	8996.5224904985	40053.950049925	96000.8232678787	848923.213950741	305741.214987799	327001.046047669	52021.4423822109	554231.687133553	2009.00067895506	65331.5783487332	94540.8641292184	166436.054476914	1727932.02037707	68398.6148909085	35805.8441407345	146689.983995101	328130.366504188	42778.7243254819	1167572.15852952	30239.6607730915	2414519.84165475	901579.731682717	3060.0878520045	73237.0303349277	325882.941939626	56105.8396760347	335915.929143927	267289.881036196	36143.2962545509	40853.9087405054	7887.17787011042	284466.172952306	16692.523550457	4652.96474359572	21406.3663651142	3546581.15138702	30864.881732377	36223.3312799157	176625.6141432	1086057.86474579	648303.868559542	54243.7923792269	47554.7230972195	1713508.70860801	337251.177577027	87620.2626626895	82596.02405006	55356.6849646925	266066.077631278	2256555.50664897	70699.8625614846	112454.228994811	459757.296182661	43818.2352839024	132706.089456056	4936.25821620752	63753.05546741	116991.653233546	853968.579393306	4924533.54402679	214445.432392785	79840.8407701799	124051.196423791	866308.388296088	752426.270482198	136574.672606028	88792.450535453	318168.57502718	52727.1149732423	39130.514661592	246963.754774373	13907388.3888202	3989590.57095427	9500999.10301104	974134.635596678	39846.6652431927	483431.02159996	260688.484486386	127275.858741869	173431.11379497	550088.863866323	239246.848001196	152821.949067563	109075.930556412	513607.650548343	1889558.602397	13109.9213715737	115652.556399686	160487.782430344	206694.153881456	2360643.94614139	3519.60226263785	81974.2890119508	1461.82078473128	757402.5897011	356567.884363818	574033.627961582	136816.551863911	318296.045603061	62912.6140164529	368948.750251432	6151203.79102752	129759.707043821	271422.766489964	61447.0080665835	38756.4125902221	39560.7468886051	81753.3867134591	12458.8715224064	1809367.38007702	327712.185544272	443677.781973048	911858.650311532	71036.8319283423	56789.2328438953	25254.198660448	87756.3788845834	190630.672499561	58176.5747154198	294269.730511158	13174.9713202688	253821.324451958	19454.752259891	1090627.23597573	83465.5510305164	2216268.47679646	84353.8581032569	220567.184979196	69279.7871016468	24288.4953182104	38882.5064204028	994377.05388377	88235.2865338793	95759.7136997222	77689.9153131511	64132.8398527899	9773069.03446904	5050137.69833969	1506793.58083413	2511059.69309926	3191814.72340595	2785106.13875334	1261420.22511026	686845.555556072	217958.709645308	370139.43899143	18048.2047885747	913653.545805549	482062.839653363	131501.117601498	112573.875900387	58723.7148614291	118871.964994607	253784.046969042	295754.365066117	61390.2983577903	150201.766754353	435822.183182023	192349.594389164	125726.160741782	261718.628414159	45216.7851102842	54829.1050101658	7666.41969819058	21276738.9541942	11495170.2846318	3042192.58123178	781998.316527972	626031.786251094	141968.086343626	1421563.30014774	222079.956947492	152532.279484719	137521.62007778	119497.602326332	77517.9432899394	691209.078831231	844605.146537371	500546.047849553	631559.377197344	129952.535686867	101324.927075864	134355.197079833	2046468.11204702	67564.6705623799	323123.681679689	325248.46647629	758772.997502157	611520.318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81.1067696339	5434.26305681982	3647.42675666765	100344.942127592	6147.48020487616	107248.407686645	37589.2806056424	43262.2499350247	1616.64740912585	41958.0952988293	31298.0535464477	308441.017771797	6588.97235763201	1862401.73459546	255869.961374937	39048.3801609808	59643.8784707847	20234.1715872136	21158.1747387648	59304.9426594883	62893.8946662543	3346.80447787306	54663.6944375083	33241.3308814629	4284.59187967574	4001.13786408589	197189.688394783	307451.424601955	12609.3240406862	16158.2826649225	23850.9143938061	4725.44966468955	11489.6877709742	4858.02517970022	13718.6154935105	22452.2419196959	38601.6028718075	113769.779370431	108210.8651156	2726.33162464743	1751.71129170844	55125.9671070519	1555203.19528657	282625.624465912	69407.6904024259	4554.85041359793	23251.154866884	4329.189644841	4238.75952422017	1080.53902350459	18360.1215124576	11113.6814115716	171425.04183015	6994.8999133731	1989.64875931426	19893.0334736947	116859.678963144	6984062.59033997	2047.68856324037	235881.895553012	76942.4240614975	27408.4130082073	65.5899864180222	1418253.28970977	39593.5607610317	48353.7382256422	92511.0498126473	556133.303766982	274526.060030243	575060.916997813	11295.9038848071	103038.989186439	7871.20315281501	135888.264652458	178554.582978242	86564.3068179629	6504.76971826956	55740.0807015319	28888.2295746157	22610.4089178621	73402.701933534	7214.46544848267	128817.733551668	9580.91080199374	0	3515.0348198489	8512.67929612573	409440.699059169	9438.00197706996	4876.85022924893	91975.7785784104	265700.837267124	132590.712048103	20615.1265679726	5002553.40880126	652361.970958141	179785.896859049	18349.8309728128	38621.2972691952	148097.232459806	219728.210526074	117865.344907419	44256.0173717592	22928.7980693959	9930.80645535582	607145.159180149	56979.3882217332	145053.05204989	3337.83848718251	2056.71910157424	44608.1850809375	33515.1534768863	1175096.20032477	10790.7911717272	44958.2709666221	6446.86260949081	27743.1805238664	28289.4643769694	26965.423230159	128449.398782881	7187.49930824232	6732.9971759972	133508.079328942	36413.8071603248	215201.411759935	519033.485339779	21729.5664063198	8242.89241296992	18591.2933513064	3974.38902178073	18295.9522415081	5664.2020072975	2741.53543475233	15048.5435286579	100291.932680413	4355.64102766313	259729.140220402	1618.90462547136	2101.10131663628	48034.9189506395	61690.4643064303	107197.218674571	534.102004793839	5398.99374463956	7916.65983677808	3583.47839169448	43972.5427045428	1840.69719790336	31482.928521805	32208.8197482545	42789.6652729432	2920.16694283381	14343.2616498909	3343.71530692466	5159.14936910895	210449.277806926	5234.74332758885	1344.93296233213	5062.00287194649	16689.5420469851	417477.515964679	562221.138273308	1564898.15686271	576133.439500129	1725885.43066411	1001625.65532925	262099.564080791	7744.23759684904	54654.5495205532	8578.12205681529	55732.7292851616	300772.844479943	200053.317117105	62954.0524549069	128177.864137617	81363.7945703776	3222150.97107484	9161.47433341633	169850.57989517	69433.036382195	462568.645016668	33428.3860637555	90906.6898804108	81167.9938437167	9151.26124718193	209589.718270234	634209.252371444	84781.306420777	3155.81123441321	21930.0100426773	3401.56881004219	2930.07367870936	6338.48586109204	5078.323058794	110991.703156908	1192.84590506097	141963.687521022	6916.37026119285	32509.8966054964	83126.8231395677	1574.88795628432	69969.5827833665	6171.52517662048	9528.24590252969	20171.6604164512	363340.883133428	589043.843212681	38868.8556758027	5162.32475584998	91680.0985192507	3529.21439457699	611417.717330881	2516.76498268242	70322.1800502015	3372.15684834342	65900.0187425913	232253.464640618	63463.6628274106	311784.857012807	925484.77349021	19595.1285465294	20685.5623857682	2320.91533718815	29305.0686413582	70499.2927433602	46839.9842932834	101631.355678064	264966.85209923	4418.08575663337	8549.10262573105	11781.3705494412	73769.8576526666	130586.106566259	2412.29381475268	2019.90651694169	42660.7832557019	4136.50168577161	53301.6231104169	62372.6676879067	68615.0921327324	87170.1439874626	143739.092714015	129708.056559193	165385.89325028	826803.42062857	25505.6130996252	176774.866998729	195443.532741817	57880.6856136436	4343.47030209887	182770.448790457	23882.9641947887	5231.7292181	19856.4880614739	1895691.84848801	48412.9341189195	164549.841349929	214253.978697926	3828.81815261019	50196.6895861152	16298.1465632028	3691.69784740308	432509.218906726	4869.70302534203	15854.7355614302	75920.8372114782	302280.892212527	91332.8723028795	8109.33601505081	68433.7067109334	1856.11780485327	1278069.50169881	7543.50595467659	45186.5519804999	295449.374063203	73284.678003387	151051.258240849	139487.712272554	62335.9348319073	143733.140215817	85100.7388024807	44867.6686267979	111802.004393016	23672.2078861173	6121.08993279504	11062.0497244271	79106.084790549	122171.942630002	80233.1548316195	7114.51077211029	2059.54401308046	251368.629099107	290663.031612626	77204.4837006648	10470.6745560841	535632.416136489	94394.3535274541	124780.786254649	79844.5830316173	68520.4056587681	773866.053497013	16144.1688511712	6963.60149750729	116533.88544862	76444.1414477244	66997.0769089284	146630.675147441	2471.66665999878	146688.213067136	208275.758294172	15566.020313416	167694.085556476	92734.7628452943	3458.90742974857	32899.9913231411	33113.2775672835	186345.270442275	589.983358256127	69521.5272946256	32735.0108539128	34680.1736488728	12200.0398579774	49058.6830087977	5711.74112804122	160497.250422011	35811.2492530209	11316.6537817553	2697.97297115579	32611.3597213813	424800.871600052	1830.1076785719	8216.12189726499	106190.048365793	3963.41355470111	147743.519269327	4336.51500129174	1079.39284665106	76954.3135862761	51142.3777275489	107089.048964653	147365.95218438	2034.91646139935	2864.48261241226	21257.696763689	30524.8028625765	0	977180.510824492	9333.46410244424	534.665144427257	225273.231729012	10861.6306343665	198474.913876167	1538996.46171522	14275.1288265366	1395683.02800113	375066.550762571	77964.9770587168	18171.2180619979	335426.850662332	101552.142235997	80514.0648542523	5442615.38100193	215424.833882747	59763.9510506015	43447.6562906872	68911.9440825801	23671.1289145022	1386134.22522261	64736.3240661173	247010.208170679	2330345.73895175	69323.3281404424	4951.37035275747	5326.99903898129	4054.83471623585	7911.20672124274	33293.0772689868	581898.659409373	100818.093838557	859816.17599815	117632.768978533	1136.4684538704	383.393775178597	205956.543927402	162302.81706857	2467.49504551838	46569.9312231025	14589.1662485709	970.347571039641	2036.73857798918	859.719528657502	182.191906747088	252857.546247417	111.920502756523	NA	13576.9285079209	82142.402382733	9260.64897025747	1231.71240406449	32847.0379188806	5341.74644899948	61233.5931645643	33803.8189397247	48866.1718862078	611.061657111265	1568.10428700899	615018.320000849	105723.500010898	218202.772171673	8227.30790739326	11598.4668627517	30107.7873734162	10432.8837736856	4941.22369771392	95820.7723649708	18010.452978164	201877.971953704	170070.735118004	57210.9063705197	2030.7088286878	2374.97174968129	2100.68973868789	4455.52392808603	282384.3367311	163981.062136652	83175.6781435638	153731.161781992	50818.8667404339	14265.6307550588	80085.8790248718	14154.1990991243	7888.12251682878	40713.2430382932	1778470.90568694	99442.6632741166	6455.63070311567	521.545561947367	3200.45160250372	0	18552.8648010347	462123.453667176	244021.785040538	8466.61576149336	122326.793615997	152831.425164854	331338.987466213	341272.391136907	113976.618831207	543.089179912752	73281.0677364429	58435.4524823967	87109.9124642318	56621.9649508717	741356.139380548	76211.4560406813	577537.719313077	178187.673431493	136900.256542334	30628.0399089444	2654353.4451355	78257.3424275786	18150.4115982365	120377.326716569	669770.002265477	100654.982358136	1396820.74832828	196645.02752453	34695.2112947159	8178.20040393788	30207.2904602712	605.962929409268	346473.984898099	1596.55105051512	52977.0971370903	45302.6922281671	59560.3141710791	1070647.3862931	2662.24392751063	765.702027685771	4858.47135101613	1535.21119867522	262706.387558566	4657.40749585985	4709.81540613368	58503.4196616904	10168.7126975231	699614.415806083	12580.6694399675	7521.8794941911	3669.48439725103	282876.365528534	204772.488740346	87874.8764243975	3417.06476536592	121137.921924926	193532.395487557	45411.5624298006	36148.4027802881	61791.247519922	722076.442779181	267.84215934892	25064.7075931819	2443.46029672143	197785.441139648	37142.3519354182	25635.3477654259	34146.0392089901	4029.77432954333	1984.999476183	167184.39597126	155514.461735689	138235.370138945	870388.463176809	248815.951643274	44925.6659375463	236502.658357994	13969.3516402723	45335.8811127377	232938.223908119	52211.8061696318	44250.9406507987	1795136.45290019	99882.4636723326	59107.9590792191	70480.1871837023	532417.147220535	71233.8299219741	84779.5036739919	1214626.95946273	370953.711638149	67761.6224497673	3921.38382661573	155784.90449456	0	35992.5506701532	94778.3138800976	176356.44818903	47130.1622458003	189488.788542898	85684.7413994455	8717935.84435561	384943.596855038	163037.384699461	80194.4878941758	61013.5302331738	48758.4865350466	0	2561366.41450957	18933.7465544753	131966.989102518	537230.159881349	59372.768218788	81681.7704727032	431903.797377909	6121058.3518899	241068.503688883	118905.363392103	46468.8891596021	126964.787266763	28547.2408342532	967721.1473187	79133.3542555568	47891.0620383639	401777.383538919	7128.87880520259	324147.221106723	453212.470751571	4014.95412303705	79036.2969485734	1505.01616629554	55595.4490746744	456.168866448937	35098.2995249546	229993.908758093	219478.55698339	132201.226393073	52697.5025634906	58825.4942291444	3085.31417928017	7552.96184682891	85401.2461556066	10044.1173052111	34677.3282742274	60433.9216214369	64254.028917295	111518.833185757	61102.3443033154	92027.831460662	44215.0349948026	9291.07980328406	60112.8139637086	194676.490373534	65246.7860742457	140645.585803958	728582.94482934	5656.87125265111	397285.919244172	32132.5843493426	59925.1949365819	201487.442770008	159398.045479683	68293.1217848678	68669.5804397542	185593.119645649	156066.289018137	347.327830989758	48995.144605764	899055.949158059	750912.420168185	41744.7171767513	2022542.155862	699521.516991622	32869.704679153	205255.088618832	152424.497591073	2254.24519686965	0	1493965.73632865	32127.5531794162	46760.8439537065	356.961549306169	5855.40972262176	69806.4660889865	422729.174567621	21494.7442220507	495.963480383972	87648.136141471	5531133.65745195	209335.258679933	84829.5783520752	2840.38705846898	4546.18697748256	1327647.27056734	70147.5723375266	1391457.47423363	2984765.81417723	175265.420413619	74513.6737449331	71283.5435321653	47902.9789431249	952149.589343697	55288.0760795532	34312.1401025081	250124.501477308	224182.466614281	2609.5738400493	310869.910061222	42624.0507533652	53924.2916242904	95501.4279431044	13730.369864103	3702.54014254242	1904.1936097041	598.571223035217	504680.845569203	9373.18616701159	3666.49125685261	3480.89378415984	50795.4565223232	74409.260750033	141005.729061022	2609.91358249009	28758.8854188396	4802.66564363321	320032.013040445	2028.22003777352	88463.938983778	38302.8286538405	130935.615950446	119052.310570241	211755.215761785	3195.58894642377	3766.66461991434	187249.672452524	51830.7801511749	490.87431716977	235621.93427359	35440.0898256707	73992.7938621057	134044.976404976	41831.1857657414	47068.8237534596	8832.30714890989	129463.73497396	1470.82610750906	45848.7028880078	101455.947305546	42890.4566828402	221034.066761996	30413.3923550629	21167.493972559	1305.31178360528	30458.9472987591	198.991489375238	7226.99208174337	9896.5735994865	33441.2473756489	46433.6357958038	2661.14487419869	6378.82202701246	19019.0853619379	84298.9366774742	394210.103415502	53118.1812279909	2768.029474042	18637.5660923986	2603.31486210741	7826.21051136681	118368.960492715	81600.8255886886	2175.8466001409	12469.5924829371	20009.2763427783	NA	3267.03752405462	41841.2470193692	5990.03278063684	81225.6528435451	74025.6918496734	44472.4270506778	113534.304926639	338.787270819297	5591.55405834235	1600.59819922378	47605.9655500217	4756.84121319675	213648.655708625	52069.7038548791	49034.360989795	7655.22278537062	54013.8967279584	168138.001449041	1316.41759312272	142691.16597776	47476.3689948638	13090.8656297597	27750.7642205902	26162.6279119312	351068.649787689	4186.97605804611	2730.20062446112	50644.2594075411	117779.88989644	2474.98023739231	1265238.27289942	26550.7708649322	162357.815746445	244102.708890709	6265.50144786306	60265.3501327015	8551.34454826152	0	353338.754685862	66615.383509847	91528.6447190133	21545.0323108099	2702.47040389519	192766.395050025	31769.0236655305	5484.25009590195	47348.1498009141	58177.2864851976	95970.5412476162	167625.642074869	234159.269185133	57966.1866857747	302.025784547693	39898.9503536647	149497.077133979	294.162161016104	11529.2821889191	239102.260746807	61945.7244644674	37470.7698348221	73708.5246856468	24848.0601478644	87018.5993156039	10340.030495254	44492.3718598903	4739.16261551673	281445.99316648	76967.1598881622	83994.824771396	2843.5795641129	0	4324.21400542136	NA	178745.132029537	NA	79444.7136923573	163984.243146525	577986.782543566	76092.0121878552	228733.001155663	482691.754521794	78162.2721315586	97026.8627881393	239486.303709334	164226.413803373	72464.1091639891	165574.079891128	51604.7691727087	789492.09244019	36867.145226052	258212.030597531	48691.4990808079	4054609.15746633	1497493.67674494	0	885660.664912655	1116506.76485634	1281915.97231257	1834129.6588575	423319.236191939	404914.423482822	86236.1009698576	1681.54224964713	278873.537678239	7563.6567113113	2625524.25683655	3092738.53215304	73843.8784178397	102953.493665438	1098291.91860292	784029.592214687	6414.86910167538	40271.5053689254	116243.788116212	11472.0159054651	71788.2714326413	1306.65199980306	4022.43860657424	3223.34623730476	21462.1486552796	225996.848603805	NA	72653.4780659447	8673.07028534869	2704.98966037109	211282.946747641	4028.44752967602	1243.23121591191	1144164.55485719	69935.6270507546	69477.3762410203	3140.05789606844	357797.329638404	18152.4924768276	47584.3841248233	80855.2946491464	437145.201310213	20632.1067314613	181091.50928631	138762.146573468	165628.003932519	43683.5069506351	74905.0273370423	75347.0606910345	680737.021592782	262697.918172677	14895.5985006644	285413.938434273	0	612565.890488944	1105355.30300161	394160.308429815	746772.85788813	467793.98095704	207566.3471842	320804.402094988	11733.646123202	128287.139447326	12273.3820144034	44129.416972541	5079.23559258329	17180.0449831607	103110.054859967	5670.64858275383	18361.0851217079	215936.180487334	9998.14143950498	169566.879958656	2048.65776373802	96819.3745509663	53987.5005570622	43263.7948427632	87107.7460801069	407168.644426415	23615.1598588734	124127.884366698	159279.539778481	130329.665714101	42936.9514142731	36053.4264128852	55637.2677609791	19380.1903908041	110706.500992865	118738.409973303	2790.84123351699	44686.5995601819	14657.952887736	7106.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