changeset 0:71d83d8920bf draft

planemo upload for repository https://github.com/workflow4metabolomics/batchcorrection.git commit de79117e6ab856420b87efca3675c7963688f975
author melpetera
date Tue, 09 Aug 2016 06:47:41 -0400
parents
children f64656ae9ea4
files Normalisation_QCpool.r README.md batch_correction.xml batch_correction_all_loess_script.R batch_correction_all_loess_wrapper.R batch_correction_wrapper.R build.xml determine_bc.xml easyrlibrary-lib/RcheckLibrary.R easyrlibrary-lib/miniTools.R runit/batchcorrection_runtests.R runit/batchcorrection_tests.R runit/example1/dataMatrix.tsv runit/example1/sampleMetadata.tsv runit/example1/variableMetadata.tsv runit/input/dataMatrix.tsv runit/input/sampleMetadata.tsv runit/input/variableMetadata.tsv runit/output/dataMatrix.tsv runit/output/graph_output.pdf runit/output/out_graph.pdf runit/output/preNormSummary.txt runit/output/rdata_output.rdata runit/output/variableMetadata.tsv runit/output/variable_for_simca.tsv runit/sacurine/dataMatrix.tsv runit/sacurine/sampleMetadata.tsv runit/sacurine/variableMetadata.tsv runit/sacurineNegFull/dataMatrix.tsv runit/sacurineNegFull/sampleMetadata.tsv runit/sacurineNegFull/variableMetadata.tsv static/images/Vdk_pdf1.png static/images/Vdk_pdf2.png static/images/batch_correction.png static/images/determine_batch_correction.png static/images/pdf_plotsituation.png test-data/input-batchcorrection-dataMatrix.tsv test-data/input-batchcorrection-sampleMetadata.tsv test-data/input-batchcorrection-variableMetadata.tsv test-data/input-determinebc-dataMatrix.tsv test-data/input-determinebc-sampleMetadata.tsv test-data/output-batchcorrection-dataMatrix.tsv test-data/output-determinebc-preNormSummary.txt
diffstat 43 files changed, 17636 insertions(+), 0 deletions(-) [+]
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/Normalisation_QCpool.r	Tue Aug 09 06:47:41 2016 -0400
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+# 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
+
+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$sampleType=="sample"])# Number of samples = number of rows with "sample" value in sampleType
+    pdf(outfic,width=27,height=20)
+    cat(nbi," ions ",nbb," batch(es) \n")
+    cv=data.frame(matrix(0,nrow=nbi,ncol=2))# initialisation de la dataset qui contiendra les CV avant et apres correction
+    pre_bilan=matrix(0,nrow=nbi,ncol=3*nbb) # dataset of ok_norm function results	    
+    for (p in 1:nbi) {# for each ion
+        par (mfrow=c(3,nbb),ask=F,cex=1.2)
+        labion=dimnames(x)[[2]][p+nbid]
+        indpool=which(x$sampleType=="pool") # QCpools subscripts in x 
+        pools1=x[indpool,p+nbid]; 
+        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$x),],type="l",col="orange")
+            points(cbind(resloessSample$x,resloessSample$fitted)[order(resloessSample$x),],type="l",col="green",lty=2)
+            points(reslowess,type="l",col="red"); points(reslowessSample,type="l",col="cyan",lty=2)
+            abline(lsfit(xb[indpb,2],xb[indpb,3]),col="blue")
+            abline(lsfit(xb[indsp,2],xb[indsp,3]),lty=2)
+            legend("topright",c("pools","samples"),lty=c(1,2),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=paste("avant correction CV pools=",round(cv[p,1],2)))
+suppressWarnings(plot.design( x[c(indtypsamp,indbatch,indfact,p+nbid)],main="effet sur facteurs avant"))
+    }
+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$x - px[which(indsp==j)])))]
+        if (length(cor)>1) {cor=cor[1]}
+        if (cor <= 0) {cor=vref} # no modification of initial value
+        newval[j]=(vref*xb[j,3]) / cor
+      }
+    }
+    if (detail=="reg") {
+      liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3])
+      plot(xb[indsp,2],xb[indsp,3],pch=16,main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup))
+      points(xb[indpb,2], xb[indpb,3],pch=5)
+      points(reslowess,type="l",col="red")
+    }
+    ind <- 1
+  } else {# if ok_norm <> 0 , we perform a correction based on batch samples average
+    moySample=mean(xb[indsp,3]);if (moySample==0) moySample=1
+    newval[indsp] = (vref*xb[indsp,3])/moySample
+    if(length(indpb)>0){
+      moypool=mean(xb[indpb,3]) ; if (moypool==0) moypool=1
+      newval[indpb] = (vref*xb[indpb,3])/moypool
+    }
+  }
+  newval <- list(norm.ion=newval,norm.ind=ind)
+  return(newval)
+}
+
+normlinear <-function (xb,detail="no",vref=1,b) {
+  # Correction function applied to 1 ion in 1 batch. Use a linear regression computed on QC-pools in order to correct samples intensity values
+  #	xb : dataframe with ions in columns and samples in rows ; x is a result of concatenation of samples metadata file and ions file 
+  # nbid : number of samples description columns (id and factors) with at least : "batch","injectionOrder","sampleType"
+  indpb = which(xb$sampleType=="pool")# pools subscripts of current batch
+  indsp = which(xb$sampleType=="sample")# samples of current batch subscripts
+  indbt = which(xb$sampleType=="sample" | xb$sampleType=="pool") # QCpools and samples of current batch subscripts
+  labion=dimnames(xb)[[2]][3]
+  newval=xb[[3]] # initialisation of corrected values = intial values	
+  ind <- 0 # initialisation of correction indicator
+  normTodo=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="linear")
+  #cat("batch:",b," ok=",normTodo,"\n")
+  if (normTodo==0) {
+    reslsfit=lsfit(xb[indpb,2],xb[indpb,3])       # linear regression for QCpools 
+    reslsfitSample=lsfit(xb[indsp,2],xb[indsp,3]) # linear regression for samples
+    ordori=reslsfit$coefficients[1]
+    pente=reslsfit$coefficients[2]
+    if (detail=="reg") {
+      liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3])
+      plot(xb[indsp,2],xb[indsp,3],pch=16,
+           main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup))
+      points(xb[indpb,2], xb[indpb,3],pch=5)
+      abline(reslsfit)
+      abline(reslsfitSample,lty=2)
+    }
+    # correction avec remise a l'echelle de la valeur de l'ion (valref)
+    newval = (vref*xb[indbt,3]) / ((pente * xb[indbt,2]) + ordori)
+    ind <- 1
+  } else {# if ok_norm<>0 , we perform a correction based on batch samples average.
+    moySample=mean(xb[indsp,3]); if (moySample==0) moySample=1
+    newval[indsp] = (vref*xb[indsp,3])/moySample
+    if(length(indpb)>0){
+      moypool=mean(xb[indpb,3]) ; if (moypool==0) moypool=1
+      newval[indpb] = (vref*xb[indpb,3])/moypool
+    }
+  }
+  newval <- list(norm.ion=newval,norm.ind=ind)
+  return(newval)
+}
+
+
+normloess <- function (xb,detail="no",vref=1,b,span=NULL) {
+    #	Correction function applied to 1 ion in 1 batch. 
+    #   Use a loess regression computed on QC-pools in order to correct samples intensity values.
+    #	xb : dataframe for 1 ion in columns and samples in rows.
+    #   detail : level of detail in the outlog file.
+    #   vref : reference value (average of ion)
+    #   b : batch subscript
+    indpb = which(xb$sampleType=="pool") # pools subscripts of current batch
+    indsp = which(xb$sampleType=="sample") # samples of current batch subscripts
+    indbt = which(xb$sampleType=="sample" | xb$sampleType=="pool");# batch subscripts of all samples and QCpools
+    labion=dimnames(xb)[[2]][3]
+    newval=xb[[3]] # initialisation of corrected values = intial values
+    ind <- 0 # initialisation of correction indicator
+    normTodo=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="loess")
+    #cat("batch:",b," dim xb=",dim(xb)," ok=",normTodo,"\n")
+    if (normTodo==0) { 
+        if(length(span)==0){span1<-1}else{span1<-span}
+        resloess=loess(xb[indpb,3]~xb[indpb,2],span=span1,degree=2,family="gaussian",iterations=4,surface="direct") # loess regression with QCpools 
+        cor=predict(resloess,newdata=xb[,2])
+		    cor[cor<=1] <- 1 
+        newval=(vref*xb[,3]) / cor 
+        if(length(which(newval>3*(quantile(newval)[4])))>0){newval <- xb[,3]} # no modification of initial value
+        else {ind <- 1} # confirmation of correction
+        if (detail=="reg") { # plot
+            liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3])
+            plot(xb[indsp,2],xb[indsp,3],pch=16,main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup))
+            points(xb[indpb,2], xb[indpb,3],pch=5)
+            points(cbind(resloess$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, outfic, outlog, fact, metaion, detail="no", NormMoyPool=F, NormInt=F, method="linear",span="none")
+{
+	# Correction applying linear or lowess correction function on all ions for every batch of a dataframe.
+  # x : dataframe with ions in column and samples' metadata
+  # nbid: number of samples description columns (id and factors) with at least : "batch","injectionOrder","sampleType"
+  #	outfic: result corrected intensity file 
+  #	outlog: name of regression plots and PCA pdf file
+  #	fact : factor to be used as categorical variable for plots and PCA.  
+  # metaion : dataframe of ions' metadata
+  # detail : level of detail in the outlog file. detail="no" ACP+histogram 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" oo "lowess" oo "loess"
+	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$sampleType=="pool"])# Number of QCpools
+	Xn=data.frame(x[,c(1:nbid)],matrix(0,nrow=nbp+nbs,ncol=nbi))# initialisation of the corrected dataframe (=initial dataframe)
+  dimnames(Xn)=dimnames(x)
+	cv=data.frame(matrix(0,nrow=nbi,ncol=2))# initialisation of dataframe containing CV before and after correction
+	dimnames(cv)[[2]]=c("avant","apres")
+	if (detail!="reg" && detail!="plot" && detail!="no") {detail="no"}
+	pdf(outlog,width=27,height=20)
+	cat(nbi," ions ",nbb," batch(es) \n")
+	if (detail=="plot") {par (mfrow=c(4,4),ask=F,cex=1.5)}
+  res.ind <- matrix(NA,ncol=nbb,nrow=nbi,dimnames=list(dimnames(x)[[2]][-c(1:nbid)],paste("norm.b",1:nbb,sep="")))
+	for (p in 1:nbi) {# for each ion
+	  labion=dimnames(x)[[2]][p+nbid]
+        if (detail == "reg") {par (mfrow=c(4,4),ask=F,cex=1.5)}
+		indpool=which(x$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)
+			} 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)/mean(pools2)# CV apres correction
+		if (detail=="reg" || detail=="plot" ) {
+		  	# plot before and after correction
+		  	minval=min(cbind(x[p+nbid],Xn[p+nbid]));maxval=max(cbind(x[p+nbid],Xn[p+nbid]))
+		  	plot( x$injectionOrder, x[,p+nbid],col=x$batch,ylab=labion,ylim=c(minval,maxval),main=paste("avant correction CV 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$batch,ylab="",ylim=c(minval,maxval),main=paste("apres correction CV pools=",round(cv[p,2],2)))
+              points(Xn$injectionOrder[indpool],Xn[indpool,p+nbid],col="maroon",pch=".",cex=2)
+		  	suppressWarnings(plot.design( x[c(indtypsamp,indbatch,indfact,p+nbid)],main="effet sur facteurs avant"))
+		  	suppressWarnings(plot.design(Xn[c(indtypsamp,indbatch,indfact,p+nbid)],main="effet sur facteurs apres"))
+		}
+	}
+  ### Replacement of post correction negative values by 0
+	Xnn=Xn
+	valNulle=0
+	for (i in c((nbid+1):dim(Xn)[2])) {
+	  cneg=which(Xn[[i]]<0)
+	  Xnn[[i]]=replace(Xn[[i]],cneg,valNulle)
+	}
+  Xn=Xnn
+  write.table(Xn,file=outfic,sep="\t",row.names=F,quote=F)
+
+	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 avant")
+        boxplot(cvplot[[2]],ylim=c(min(cvplot),max(cvplot)),main="CV apres")
+      }
+      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))
+  # fait une ACP sur ids sachant que la colonne 1 contient l'identificateur d'individu
+  # la colonne 2:nf contient les facteurs definissant la couleur des individus
+  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]])
+    # choix du scaling : "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 : representation des ellipsoides des individus de chaque classe
+    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)
+    abline(h=0,v=0)}
+}
+
+
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/README.md	Tue Aug 09 06:47:41 2016 -0400
@@ -0,0 +1,88 @@
+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:** 2.0.6  
+**Date:** 2016-08-02  
+**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:** [W4M00001b_sacurine-complete](http://galaxy.workflow4metabolomics.org/history/list_published)   
+**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 also the reference history **W4M00001b_sacurine-complete** shared history in the **Shared Data/Published Histories** menu (https://galaxy.workflow4metabolomics.org/history/list_published)  
+
+### News
+
+##### CHANGES IN VERSION 2.0.6
+
+INTERNAL MODIFICATIONS
+
+ * Additional running and installation tests added with planemo, conda, and travis
+
+##### CHANGES IN VERSION 2.0.4
+
+INTERNAL MODIFICATION  
+
+ * 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/batch_correction.xml	Tue Aug 09 06:47:41 2016 -0400
@@ -0,0 +1,732 @@
+<tool id="Batch_correction" name="Batch_correction" version="2.0.6">
+  <description>Corrects intensities for signal drift and batch-effects</description>
+
+  <requirements>
+    <requirement type="package" version="3.3.1">R</requirement>
+    <requirement type="package">r-batch</requirement>
+    <requirement type="package">r-ade4</requirement>
+    <requirement type="package">r-pcaMethods</requirement>
+    <requirement type="package" version="1.4.2">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 "${span_condition.span}"
+        #end if
+        ref_factor "${span_condition.ref_factor}"
+        detail "${span_condition.detail}"
+    #end if
+    dataMatrix_out "$dataMatrix_out" variable_for_simca "$combinedResults" variableMetadata_out "$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="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="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="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="combinedResults" label="${tool.name}_${span_condition.method}_combined_results" format="tabular"/>
+    <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).
+	|
+
+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 “batchâ€)
+	| 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
+	|
+
+Batch_correction_$method_combined_results.tabular
+	| tsv output (tabulated)
+	| Suitable format for use by SIMCA
+	| Same formatting as Sample metadata file, concatenated with the transposed Data Matrix file of corrected intensities
+	|
+	
+---------------------------------------------------
+
+---------------
+Working example
+---------------
+
+.. class:: warningmark
+
+Refer to the corresponding "W4M HowTo" page:
+ | `Format Data For Postprocessing &lt;http://web11.sb-roscoff.fr/download/w4m/howto/w4m_HowToFormatDataForPostprocessing_v02.pdf&gt;`_
+ | `Perform Drift And Batch Correction &lt;http://web11.sb-roscoff.fr/download/w4m/howto/w4m_HowToPerformDriftAndBatchCorrection_v02.pdf&gt;`_
+ |
+ 
+See also the reference history **W4M00001b_sacurine-complete** shared history in the **Shared Data/Published Histories** menu (https://galaxy.workflow4metabolomics.org/history/list_published)
+ |
+ |
+
+---------------------------------------------------
+
+----
+NEWS
+----
+
+CHANGES IN VERSION 2.0.6
+========================
+
+INTERNAL MODIFICATIONS
+
+Additional running and installation tests added with planemo, conda, and travis
+
+CHANGES IN VERSION 2.0.4
+========================
+
+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="bibtex">@Article{Thevenot2015,
+  Title                    = {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},
+  Author                   = {Thevenot, Etienne A. and Roux, Aurelie and Xu, Ying and Ezan, Eric and Junot, Christophe},
+  Journal                  = {Journal of Proteome Research},
+  Year                     = {2015},
+  Note                     = {PMID: 26088811},
+  Number                   = {8},
+  Pages                    = {3322-3335},
+  Volume                   = {14},
+  
+  Doi                      = {10.1021/acs.jproteome.5b00354},
+  Url                      = {http://pubs.acs.org/doi/full/10.1021/acs.jproteome.5b00354}
+  }</citation>
+  <citation type="doi">10.1093/bioinformatics/btu813</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
+	
+**sampleMetadata file**::
+	
+	sampleMetadata sampleType injectionOrder batch
+	QC1_001 pool 1 ne1
+	HU_017 sample 2 ne1
+	HU_018 sample 3 ne1
+	HU_020 sample 4 ne1
+	HU_021 sample 5 ne1
+	HU_027 sample 6 ne1
+	HU_028 sample 7 ne1
+	HU_032 sample 8 ne1
+	HU_034 sample 9 ne1
+	QC1_002 pool 10 ne1
+	HU_037 sample 11 ne1
+	HU_041 sample 12 ne1
+	HU_043 sample 13 ne1
+	HU_044 sample 14 ne1
+	HU_047 sample 15 ne1
+	HU_048 sample 16 ne1
+	QC1_003 pool 17 ne1
+	HU_049 sample 18 ne1
+	HU_050 sample 19 ne1
+	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
+	HU_088 sample 37 ne1
+	HU_089 sample 38 ne1
+	HU_090 sample 39 ne1
+	HU_091 sample 40 ne1
+	HU_093 sample 41 ne1
+	HU_094 sample 42 ne1
+	QC1_006 pool 43 ne1
+	HU_099 sample 44 ne1
+	HU_100 sample 45 ne1
+	HU_101 sample 46 ne1
+	HU_105 sample 47 ne1
+	HU_107 sample 48 ne1
+	HU_108 sample 49 ne1
+	HU_109 sample 50 ne1
+	HU_110 sample 51 ne1
+	QC1_007 pool 52 ne1
+	HU_116 sample 53 ne1
+	HU_118 sample 54 ne1
+	HU_123 sample 55 ne1
+	HU_125 sample 56 ne1
+	HU_126 sample 57 ne1
+	HU_127 sample 58 ne1
+	QC1_008 pool 59 ne1
+	HU_130 sample 60 ne1
+	HU_131 sample 61 ne1
+	HU_132 sample 62 ne1
+	HU_133 sample 63 ne1
+	HU_134 sample 64 ne1
+	HU_138 sample 65 ne1
+	QC1_009 pool 66 ne1
+	HU_144 sample 67 ne1
+	HU_148 sample 68 ne1
+	HU_149 sample 69 ne1
+	HU_150 sample 70 ne1
+	QC1_010 pool 71 ne1
+	HU_152 sample 72 ne1
+	HU_154 sample 73 ne1
+	HU_156 sample 74 ne1
+	HU_157 sample 75 ne1
+	HU_158 sample 76 ne1
+	HU_163 sample 77 ne1
+	HU_170 sample 78 ne1
+	HU_171 sample 79 ne1
+	QC1_011 pool 80 ne1
+	HU_172 sample 81 ne1
+	HU_173 sample 82 ne1
+	HU_174 sample 83 ne1
+	HU_175 sample 84 ne1
+	HU_179 sample 85 ne1
+	HU_180 sample 86 ne1
+	HU_181 sample 87 ne1
+	HU_182 sample 88 ne1
+	QC1_012 pool 89 ne1
+	HU_184 sample 90 ne1
+	HU_185 sample 91 ne1
+	HU_186 sample 92 ne1
+	HU_189 sample 93 ne1
+	HU_192 sample 94 ne1
+	HU_196 sample 95 ne1
+	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
+	HU_209 sample 103 ne1
+	QC1_014 pool 104 ne1
+	QC1_015 pool 105 ne2
+	HU_022 sample 106 ne2
+	HU_076 sample 107 ne2
+	HU_166 sample 108 ne2
+	HU_114 sample 109 ne2
+	HU_190 sample 110 ne2
+	HU_139 sample 111 ne2
+	HU_096 sample 112 ne2
+	HU_058 sample 113 ne2
+	HU_031 sample 114 ne2
+	QC1_016 pool 115 ne2
+	HU_039 sample 116 ne2
+	HU_087 sample 117 ne2
+	HU_143 sample 118 ne2
+	HU_162 sample 119 ne2
+	HU_102 sample 120 ne2
+	HU_188 sample 121 ne2
+	HU_095 sample 122 ne2
+	HU_062 sample 123 ne2
+	QC1_017 pool 124 ne2
+	HU_063 sample 125 ne2
+	HU_011 sample 126 ne2
+	HU_074 sample 127 ne2
+	HU_122 sample 128 ne2
+	HU_142 sample 129 ne2
+	HU_030 sample 130 ne2
+	HU_187 sample 131 ne2
+	HU_167 sample 132 ne2
+	HU_113 sample 133 ne2
+	QC1_018 pool 134 ne2
+	HU_081 sample 135 ne2
+	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>
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batch_correction_all_loess_script.R	Tue Aug 09 06:47:41 2016 -0400
@@ -0,0 +1,289 @@
+loessF <- function(datVn, qcaVi, preVi, spnN, vrbL=FALSE) {
+
+    if(length(qcaVi) < 5) {
+
+        if(vrbL)
+            cat("\nWarning: less than 5 '", refC, "'; linear regression will be performed instead of loess regression for this batch\n", sep="")
+
+        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
+
+    pcaLs <- opls(pcaMN, predI = 4, 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"])
+
+        ## prediction of the loess fit
+
+        batLoeMN <- apply(batRawMN,
+                          2,
+                          function(rawVn) loessF(rawVn, batRefVi, batAllVi, spnN=spnN.arg, vrbL=TRUE))
+
+        ## 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/batch_correction_all_loess_wrapper.R	Tue Aug 09 06:47:41 2016 -0400
@@ -0,0 +1,196 @@
+#!/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")
+
+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)
+
+
+rm(argVc)
+
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/batch_correction_wrapper.R	Tue Aug 09 06:47:41 2016 -0400
@@ -0,0 +1,124 @@
+#!/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             #
+#                                                                                              #
+#                                                                                              #
+# 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")
+
+### StockID
+samp.id <- stockID(iddata,idsample,"sample")
+iddata<-samp.id$dataMatrix ; idsample<-samp.id$Metadata ; samp.id<-samp.id$id.match
+
+### Checking mandatory variables
+mand.check <- ""
+for(mandcol in c("sampleType","injectionOrder","batch")){
+  if(!(mandcol%in%colnames(idsample))){
+    mand.check <- c(mand.check,"\nError: no '",mandcol,"' column in sample metadata.\n",
+                    "Note: table must include this exact column name (it is case-sensitive).\n")
+  }
+}
+if(length(mand.check)>1){check.err(paste(table.check,mand.check,sep=""))}
+
+### Formating
+idsample[[1]]=make.names(idsample[[1]])
+dimnames(iddata)[[1]]=iddata[[1]]
+
+### Transposition of ions data
+idTdata=t(iddata[,2:dim(iddata)[2]])
+idTdata=data.frame(dimnames(idTdata)[[1]],idTdata)
+	
+### Merge of 2 files (ok even if the two dataframe are not sorted on the same key)
+id=merge(idsample, idTdata, by.x=1, by.y=1)
+
+id$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
+	outfic=args$variable_for_simca
+	outlog=args$graph_output
+	
+	## Launch
+	res = norm_QCpool(ids,nbid,outfic,outlog,factbio,metaion,detail,F,F,method,args$span)
+	save(res, file=args$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)
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/build.xml	Tue Aug 09 06:47:41 2016 -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="${conda.dir}"/>
+			<arg value="--galaxy_branch"/>
+			<arg value="release_16.01"/>
+			<arg value="--conda_dependency_resolution"/>
+			<arg value="${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/determine_bc.xml	Tue Aug 09 06:47:41 2016 -0400
@@ -0,0 +1,283 @@
+<tool id="Determine_BC" name="Determine_batch_correction" version="2.0.0">
+  <description>to choose between linear, lowess and loess methods</description>
+
+  <requirements>
+    <requirement type="package" version="3.3.1">R</requirement>
+    <requirement type="package">r-batch</requirement>
+    <requirement type="package">r-ade4</requirement>
+    <requirement type="package">r-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="hide">
+	  <param name="span" type="hidden" value="none"/>
+	</when>	
+        <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** Franck Giacomoni and Marion Landi (for interface and wrapper) and Jean-Francois Martin and Melanie Petera (for R)
+
+---------------------------------------------------
+
+.. 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:: ./static/images/metabolomics/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
+
+Soon see the corresponding "Page"
+
+
+</help>
+
+<citations>
+  <citation type="bibtex">@Article{Kloet2009,
+  Title                    = {Analytical error reduction using single point calibration for accurate and precise metabolomic phenotyping},
+  Author                   = {van der Kloet, Frans M. and Bobeldijk, Ivana and Verheij, Elwin R. and Jellema, Renger H.},
+  Journal                  = {Journal of Proteome Research},
+  Year                     = {2009},
+  Note                     = {PMID: 19754161},
+  Number                   = {11},
+  Pages                    = {5132-5141},
+  Volume                   = {8},
+
+  Doi                      = {10.1021/pr900499r},
+  Url                      = {http://pubs.acs.org/doi/abs/10.1021/pr900499r}
+  }</citation>
+  <citation type="doi">10.1093/bioinformatics/btu813</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/easyrlibrary-lib/RcheckLibrary.R	Tue Aug 09 06:47:41 2016 -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/easyrlibrary-lib/miniTools.R	Tue Aug 09 06:47:41 2016 -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/runit/batchcorrection_runtests.R	Tue Aug 09 06:47:41 2016 -0400
@@ -0,0 +1,131 @@
+#!/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[["variable_for_simca"]] <- file.path(dirname(scriptPathC), testOutDirC, "variable_for_simca.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/runit/batchcorrection_tests.R	Tue Aug 09 06:47:41 2016 -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/runit/example1/dataMatrix.tsv	Tue Aug 09 06:47:41 2016 -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
+M82.025T59	1207813.881	1142397.168	1150519.242	348694.7322	625629.7426	98655.59187	470104.6477	926554.1909	236099.609	891870.3441	49253.16017	332923.0177	475239.2787	393623.9927	325048.1156	1917117.05	799454.1828	278074.6859	2679898.544	268837.486	718982.0999	113651.0052	90680.90425	381971.6629	836732.4873	737367.7711	774259.093	359011.6606	129923.0342	3761203.309
+M82.523T47	72408.01962	479836.9534	399391.4331	131800.2801	153337.9494	20580.16273	171750.3476	140196.0952	140293.5506	119631.6183	64527.21102	126119.5217	121571.0167	95508.53517	70590.42251	87952.71042	134846.3362	63333.72236	204393.6917	77661.09783	141873.7917	49905.94484	39313.34747	126289.9087	97737.51026	189376.1418	205615.8223	96610.68423	104612.0213	172473.8835
+M83.52T53	973615.9034	293189.6933	181734.3685	153114.1318	215143.117	36152.32465	197876.3098	210523.4099	184159.8796	221321.5841	92007.22097	154646.96	161633.7567	180997.6472	101401.6563	304634.2243	241313.5529	94047.32174	260213.4656	101528.5794	202045.5528	63840.95954	49230.77996	110758.2558	257909.9551	198190.6667	233882.9991	120885.2951	532154.7778	230603.6055
+M84.047T59	14439.61977	16349.71331	12582.91893	124405.101	70829.4163	194558.7348	153885.888	149786.1332	123124.1582	70209.79629	172584.1048	108573.5919	74232.25189	85538.82003	87989.127	121360.6446	52372.97402	126514.5246	43524.95031	161680.3702	76494.91467	245580.0423	217140.5488	177947.8424	54608.71322	69495.0811	50715.78024	68358.70175	145309.8529	51613.8655
+M85.531T75	68339.74372	70359.6043	50776.85175	5216.238182	7718.406996	0	10666.9767	6817.35759	5661.247397	8178.096986	2411.517318	4292.332573	6230.916237	4266.916511	1301.799001	4303.945578	10847.06789	2671.889116	9864.150914	4480.246932	7301.859428	3049.951399	2477.811606	7972.836037	11587.30302	11398.68536	11152.1808	4234.035718	5256.501912	8359.228364
+M86.099T81	672.0496664	418.1018938	2285.715037	232994.4033	230432.1222	294443.7699	177819.3497	198136.2036	205416.647	227544.7572	361191.7857	190863.4887	812871.8829	803460.1975	916454.4983	1161277.545	722228.017	1185602.541	590442.4132	1615478.209	1098689.525	3973653.905	3340030.679	2417618.699	818217.8437	558954.3133	359627.9458	1712702.468	2035069.372	874195.6209
+M86.521T43	114696.9514	88420.49997	119315.7107	451738.4956	505567.5328	149890.9375	643861.4213	593079.1309	487777.0431	544214.7585	291100.5355	397096.6432	391531.5659	482403.6674	577063.2328	284812.1316	554489.2044	302028.8538	549469.1432	305995.9907	514212.166	186776.3035	84575.627	215288.4833	556022.5891	1211583.3	979330.9122	159138.4529	290225.6314	596364.4976
+M87.047T339	82490.59092	70659.17823	76342.78297	71488.99991	68207.88591	74490.83239	78298.95027	74729.19035	65613.2379	65655.14431	77695.65517	66849.28975	75923.37131	78809.49469	79267.74983	70159.40275	80515.42706	66456.43205	80470.47817	71724.21154	77177.16069	80938.06562	80599.18341	71938.54627	81160.60831	67702.35307	82665.79576	71158.46013	79223.07815	76623.47537
+M87.047T652	38897.60576	39992.6745	40495.13235	35412.51794	39411.03455	35097.84794	36585.65214	35384.03557	36668.76454	36700.36911	36482.30571	36781.13524	39954.04845	37815.55329	37254.5032	36784.79397	38983.23137	36829.42462	37511.84635	36090.09388	36447.3779	35153.20775	38428.75816	37739.9506	39787.93742	38281.189	38711.87241	40705.77677	40572.45049	37981.89586
+M87.058T40	193.8297849	0	1026.016219	104157.0152	73037.31101	120393.4675	91282.46238	108627.3632	99210.89178	81282.78616	131083.0979	140310.7244	82793.17094	65360.28126	61228.74143	83096.65249	47971.19828	75938.46008	53511.69754	92069.83047	47660.3155	131636.5225	113353.3668	112166.5658	47003.62173	17087.92523	29966.42105	77683.18095	88340.06007	33822.59121
+M89.063T255	5121131.67	35860271.8	1164675.352	4049236.958	3511068.186	33924268.02	664449.1945	7937782.001	5962253.8	4708511.933	5444831.426	1820402.294	5212377.693	3710204.183	35319704.17	5017617.288	3412191.052	8012766.531	32849550.86	33059676.71	5919699.096	7348712.062	6990971.969	5800720.854	4863125.163	7146647.881	5884563.449	4302793.898	3814415.743	5518082.291
+M89.063T170	3629456.951	23423184.08	23367288.17	22380281.1	22663878.69	22875510.01	21305149.82	21509796.25	22242977.48	22992019.45	25026238.78	6884599.102	23437332.69	23386446.03	22518283.38	21924746.19	20989581.16	22065384.8	19930308.98	22148708.93	22404641.13	22572400.87	23802485.13	23640134.35	20264224.81	23142996.45	20548928.96	23873970.98	23873601.09	22957341.25
+M89.148T158	97835.57141	5101112.508	774990.3619	4277229.702	4510103.108	4375795.132	4151386.458	4051986.552	4393324.894	4585668.873	5037694.46	126829.9251	4175781.702	4148799.711	4292155.514	3877806.289	3921928.077	136080.2627	3496351.488	4065675.933	4244566.128	3550934.142	4073381.897	3908569.158	3716463.792	4270800.834	4059861.027	4301317.088	94479.20981	4114333.418
+M89.51T1385	931289.7303	955458.6209	889901.6525	892310.9875	869125.4543	857537.455	844657.6	772236.9269	830501.6169	698413.1961	781202.1181	595098.0493	943515.224	936418.4131	919673.8503	881686.3747	895330.8001	877301.1974	907994.6925	890577.4322	895452.5793	1004516.665	998113.8159	1032092.38	991544.2203	1068896.629	953675.8283	982546.9341	1008767.386	986777.3456
+M90.011T1385	92190.99251	65503.90109	110999.43	103590.5396	90860.65328	97322.76067	83136.77863	96207.72645	96355.43014	84839.30484	62235.38445	71093.94869	110769.6756	86963.49431	96812.44482	107606.1455	93300.82261	110434.183	101738.2022	95481.98079	103968.2469	104040.2375	118816.1155	116833.5883	111632.1584	114331.5338	113699.7123	100121.5947	120088.2919	93479.46382
+M90.058T40	0	0	0	37652.74437	29906.8853	47940.72651	37767.26201	42418.58314	38095.65466	24126.13581	62072.19877	39482.95541	75557.89089	83625.54878	86269.18062	98163.03026	62626.93081	103511.0425	72174.16364	121447.8854	82632.54847	142943.9555	127534.1978	95751.75545	59221.23603	15159.11006	19996.61058	130826.2016	121722.8178	83939.0345
+M90.066T165	886485.2594	1116661.585	1003060.599	482883.4578	906067.2102	1014560.692	836333.6144	150228.1751	860217.08	157364.6027	957389.5666	146752.5745	986277.1717	1057657.625	859419.2185	910025.436	913171.8773	247474.4335	893241.5001	1011608.237	1032735.429	319145.6194	1057959.418	206197.3613	153638.2852	237284.4393	967599.5555	109915.3073	185050.1657	460144.883
+M90.066T264	1771231.275	226867.6317	450651.6319	1578657.625	440335.7309	429532.0131	445476.5767	426953.3158	457378.9861	438547.2893	452154.3966	82901.91658	466979.0206	450355.0455	1632443.62	446491.2709	434049.9703	442453.2537	422085.2491	433077.5728	423415.5936	503711.1447	1727635.843	488175.6193	459787.0032	470094.5724	1555064.069	473756.3575	462633.3399	460607.3947
+M90.066T225	287522.9387	471769.0022	586542.1518	261064.1354	198182.7999	259943.1582	250345.2432	268341.703	275322.4404	270131.746	285927.8051	285063.3126	266612.1448	285492.7707	385785.5254	276395.6614	198817.4342	277634.582	244688.6238	264032.6329	257667.9506	293883.8907	362731.5271	295387.8695	255747.4691	201510.405	267242.6016	275481.2825	269541.5844	286642.8372
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+M481.325T1044	0	16676.41098	13801.06339	382670.5164	327013.7537	366236.3629	335465.1116	372201.6978	321678.011	293540.4006	329943.8442	312503.4338	722854.5096	609257.4469	564725.6905	719622.4903	736067.5867	445905.6971	570187.1045	630198.3558	620117.5619	1306340.977	1158299.6	1163872.998	1110163.857	237224.0204	515822.2286	1045155.039	909899.2372	678466.1724
+M482.327T1044	304.3834811	6505.721166	7285.760212	62256.62537	54445.59593	61916.4401	55466.53191	56553.64505	53428.24423	51964.42074	55086.99833	45978.87599	122483.3006	109328.5006	102689.3132	121649.0312	123294.7546	71615.56856	100942.0406	109116.3899	112368.6873	316408.6249	204741.1691	204606.4563	200966.4981	47846.09404	92810.08432	178107.7196	160407.4876	114126.0027
+M482.337T1092	2110.093313	14768.10945	8714.181049	87372.65246	83084.35988	82319.80557	93042.55093	110494.4833	85138.95801	76566.21561	87792.37825	101916.7819	345769.8734	314669.3435	341990.4344	519642.2179	304735.7191	252403.7052	218503.9699	326508.4107	424156.45	4899382.496	4258842.887	4231631.523	3463318.201	859000.3868	1502471.511	2476362.713	1574135.326	800490.3943
+M483.159T236	0	0	0	20658.52674	20220.77404	18163.33911	15384.77968	14796.94846	16433.55566	17161.5378	16850.9442	16344.83805	100854.9115	55157.20759	55297.52519	121724.8256	85486.05295	83424.52317	88582.9262	163243.6309	188458.3244	449999.9859	207172.2015	313181.4231	165359.3405	42323.38821	31294.40201	173277.4069	233388.9246	139691.1386
+M483.179T993	62224.68391	47016.50143	51480.87364	1191.165306	1441.019722	1311.997121	990.896786	1311.32396	1042.715159	1437.291534	1697.444987	1174.942736	898.4697064	694.2324642	678.1407608	209.3382833	474.6633625	400.8715535	683.273024	295.0097033	1527.892095	492.5651948	1779.760183	901.0362015	867.4551176	2447.740799	2320.6583	1613.774305	698.8771765	1297.606483
+M483.217T1011	69396.83837	57536.06474	55419.26578	1880.796817	1103.606762	2907.78766	1661.436098	1287.23266	986.6090902	2515.642024	1523.945955	629.0868142	2417.616201	986.0139797	2225.885093	1755.160316	2816.307055	590.8650951	2431.852642	2318.648532	0	2964.57147	2126.615419	1904.923965	236.9250851	3302.909773	2804.636119	1783.438186	1894.885302	366.214071
+M483.34T1092	9633.331955	3397.277373	1714.787237	24353.91878	22405.26006	22309.29481	24971.9285	29296.46083	23404.58621	21776.17216	24242.91088	27873.91145	83558.43412	77279.12341	79302.59274	128261.2234	66867.78518	55874.44918	55200.94429	83309.76145	100532.5551	1229053.777	1041545.341	1056723.452	861565.6943	215653.8674	371865.8161	615401.6931	388488.6963	189489.5869
+M483.987T60	2222.893953	2574.959455	6027.210916	50581.00856	109752.761	2281.010201	134193.9179	84747.94457	60998.80167	166081.1345	8675.504426	44888.02961	49931.46266	24889.17298	8408.658154	22512.52396	192606.96	9100.975545	224633.4285	17081.6596	70308.59913	3351.350342	1765.247391	59496.90447	338291.9634	168337.7062	207083.3106	20117.17203	24927.44916	115261.4509
+M485.138T969	81690.0515	48314.78986	46897.33649	1648.392989	2339.570878	2125.069404	2246.970221	1471.874115	1882.100339	1645.33475	1819.361415	1631.184607	447.2111184	1875.110112	1538.503849	2484.941828	2532.578438	2110.141161	1716.918559	2040.896153	1611.856505	3171.851552	3625.036092	2040.932566	2442.678267	3218.894093	2634.201063	2216.303209	1750.039971	2003.419309
+M485.154T267	0	0	0	15923.74212	15694.50155	16219.23167	16221.50061	12319.53549	10399.58617	9129.122687	13571.86149	5503.749036	30184.79411	41103.32521	42263.17215	72047.29438	54158.68513	40033.82641	38033.58311	78261.06379	77026.61991	196271.6389	113856.6258	258986.3931	117229.8746	38224.31691	34274.04412	93543.3182	96013.79324	37302.34009
+M485.159T843	77664.42288	78022.35652	84691.29013	15363.27167	12745.53589	15496.00212	11828.52166	17474.31194	13325.06461	13278.22528	12316.87676	10779.4622	14129.88245	11705.01057	10353.66617	18725.37967	13059.52747	13743.90324	14471.57335	11236.86771	17955.25847	20735.69463	17439.07843	17724.5154	14380.57197	15728.80634	11159.07174	12760.28511	18846.19622	14084.01292
+M485.16T995	50395.90508	46473.12885	45080.36785	935.9168528	590.6467067	922.1108006	1119.731004	1136.207609	783.0148449	1434.296488	1357.808346	1443.007862	689.9997465	575.9129186	645.1761674	802.1684002	449.4944237	612.1546769	379.6538335	580.6639599	652.5131072	1506.556818	1553.867657	1397.354884	1779.105776	2095.736712	1562.709501	2431.851801	801.5212255	1048.100196
+M485.37T160	628425.3066	758670.628	283804.2409	4990.407951	2956.772255	4757.614445	7656.726202	936.0533785	1475.722345	1591.703739	959.6064189	2672.173664	593.8622278	3151.517879	3066.912321	2641.148674	760.007381	2092.009017	1838.849113	1085.715734	579.5541745	2334.307882	2873.625252	4071.585771	442.9309122	2824.948196	1020.202087	7250.68151	2086.482011	2272.951426
+M485.37T251	108581.6806	198840.3811	196203.1453	641.9748311	773.3628646	1070.946757	2136.625497	418.0254403	0	0	0	423.3018514	830.2221854	442.3185527	989.1462838	1508.140149	200.6594164	874.78956	203.1414946	0	383.4414501	1141.319363	1364.562013	2445.738105	1690.765218	453.9907284	392.3309072	1267.204916	961.8506554	811.9482091
+M485.368T230	63667.71153	89488.01397	93424.54703	0	178.5362432	0	0	0	0	0	0	0	0	0	0	0	0	0	175.4617776	197.626892	209.5236275	201.4523086	203.4742703	892.2103322	180.2093959	194.0757689	0	345.3035017	197.7931318	176.2560791
+M486.039T82	819.8859183	3266.397258	800.4796238	11072.4916	30466.0468	763.2626934	38489.67283	30747.79334	22517.2848	41823.31884	5982.885299	16776.45723	62607.43051	26315.32889	2627.764668	33540.18686	352853.1709	12852.00601	241684.7526	26880.05052	72849.54557	4308.956773	2739.452037	125761.3505	419453.5775	206209.8421	149960.7481	24176.66339	30831.78906	231545.7039
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+M487.269T936	199400.5632	232762.9897	197413.6218	8709.427928	8791.962181	8554.386497	8930.848096	8650.724699	9373.999266	8380.938643	8486.099723	8114.813068	7864.257882	8133.943936	8387.410452	9128.050381	8124.470447	7627.566263	7864.636109	9004.849993	8950.746935	8708.343304	9934.583635	10234.90573	10293.18027	11950.24379	10933.69694	10426.81672	10274.18207	9800.868883
+M487.338T360	57259.37781	54064.4027	48316.21144	1029.892082	1068.56877	1925.124738	775.54743	1582.528414	1300.201236	1590.416607	1515.799755	1529.246662	397.9472139	192.9052838	190.0244887	1022.198712	438.8728433	420.311311	488.4542245	431.4978633	1121.399577	1073.522359	2599.508091	3119.477444	1775.590739	175.9548614	621.894908	3913.480573	809.4342107	1138.384535
+M488.259T844	60752.02623	86523.99522	36545.48361	30863.0236	27454.41727	28914.94446	25228.2798	27249.8557	28584.19389	28029.32904	28967.93852	26590.48295	32196.20119	28233.62165	26125.23791	31934.68251	30915.0221	28596.67296	29579.59995	26387.35361	28905.00453	33838.22339	34253.99493	35452.82762	31219.93029	32319.49474	27979.3657	31893.9154	36039.17589	35536.04564
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+M490.243T843	51330.89415	38026.0157	40542.07304	1271.419025	1983.249419	498.7115886	717.5407196	0	0	223.2170879	314.4440614	234.5904272	1007.246488	1249.998437	1884.315368	3237.932432	2799.294902	768.1897612	536.6135986	877.9158517	728.8995888	1314.183385	949.5970227	274.8070909	173.9265403	236.80399	231.4596682	836.5368826	308.1052597	1505.521489
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+M491.177T908	181466.1399	168091.6393	155257.7598	11390.19576	13793.61535	11053.92199	11619.99756	16094.47946	13006.46061	17589.91339	11451.45973	12684.25803	9357.941586	12163.1584	13033.78847	9536.066367	8158.732694	8201.431873	8780.669738	13930.90167	16056.75322	9538.858361	11786.03599	8799.254649	10061.28541	24720.92143	21604.59341	14801.59875	10059.3228	8230.56226
+M491.177T890	166018.9272	151529.4177	141672.5314	15982.39389	20962.62543	12378.4694	13572.86006	22341.46014	13817.23657	25123.15923	16034.24345	15154.91727	14939.14242	21507.24238	21703.13052	14062.85595	12576.67082	10665.17756	10470.23827	26990.13699	29037.5249	24284.14537	20562.56492	14644.627	16645.53055	41218.14737	38829.3916	27057.70817	18297.05396	12860.36139
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/runit/example1/sampleMetadata.tsv	Tue Aug 09 06:47:41 2016 -0400
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
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+M1569.199T1091	1569.19926	1091.033591
+M1595.494T496	1595.494335	495.7960805
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/runit/input/dataMatrix.tsv	Tue Aug 09 06:47:41 2016 -0400
@@ -0,0 +1,114 @@
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/runit/input/sampleMetadata.tsv	Tue Aug 09 06:47:41 2016 -0400
@@ -0,0 +1,109 @@
+	injectionOrder	sampleType	batch
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+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/runit/input/variableMetadata.tsv	Tue Aug 09 06:47:41 2016 -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
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+met_043	43	2
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+met_045	45	1
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+met_048	48	1
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+met_050	50	1
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+met_053	53	1
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+met_055	55	2
+met_056	56	2
+met_057	57	2
+met_058	58	1
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+met_060	60	2
+met_061	61	2
+met_062	62	2
+met_063	63	2
+met_064	64	1
+met_065	65	1
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+met_067	67	2
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+met_069	69	1
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+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/runit/output/dataMatrix.tsv	Tue Aug 09 06:47:41 2016 -0400
@@ -0,0 +1,11 @@
+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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+M65T347	NA	NA	NA	NA	NA	NA	NA	NA	0	0	0	0	0	17577.7523599669	12716.9483154491	0	0	0	0	0	0	0	0	9227.52812225522	0	0	0	0	0	8655.72495167114	2785.89360160062	0	0	0	7665.56274089389	0	24411.9035717586	26673.3764224817	0	0	4957.78878335087	5893.35173627485	0	9232.20647814967	5897.51053646421	0	0	0	10595.9640451461	0	0	0	0	0	3600.02698782932	0	0	0	0	3104.13752275366	0	1305.8153658586	0	0	12198.9175700778	4033.05588518951	5563.31298292953	10252.6717734315	9006.20625464274	4393.70210640498	0	10938.1589642391	0	6995.14472938548	0	0	0	2795.56950834933	0	0	6453.85924033309	3769.59029600916	0	0	3948.77174969479	0	6872.2008449651	10662.815500164	1430.52218731967	0	6628.52477286425	6109.84270038378	0	0	0	0	6864.31528229662	0	11482.1388929745	12764.6593425743	16644.919410871	0	0	48017.7167269393	0	0	NA	NA	6924.18711009832	0	0	14187.3204532684	0	13586.348983009	0	0	0	9269.72807242392	0	0	12532.2353098584	0	0	0	0	7450.37683579171	0	0	28312.9289651925	32920.4519412756	0	0	0	60097.4399421925	0	0	92350.3419541241	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	0	0	205719.903080552	81931.5147433721	0	0	75446.1919531793	71806.6973200351	96891.2605469779	0	0	21958.7115351948	0	0	0	17970.6660585164	0	52921.1801879622	20285.3838321717	39648.2753696965	0	0	0	0	0	12105.7976443698	0	13116.611445248	0	0	0	0	29111.9843879581	0	0	18774.7460616189	0	16057.8759211401	0	0	0	7859.53123526753	0	2306.33224635393	0	0	0	3000.49940768142	2763.60425899446	0	0	3872.20348463165	2515.66755783652	3710.72689500818	4646.60009105324	0	0	6797.64248978523	0	4904.85992721011
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Binary file runit/output/graph_output.pdf has changed
Binary file runit/output/out_graph.pdf has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/runit/output/preNormSummary.txt	Tue Aug 09 06:47:41 2016 -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
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+M59T246	0	0	0	5	0	0
+M59T62	0	0	0	3	3	3
+M59T270	0	0	0	0	0	0
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+M64T348	0	0	0	0	0	0
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Binary file runit/output/rdata_output.rdata has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/runit/output/variableMetadata.tsv	Tue Aug 09 06:47:41 2016 -0400
@@ -0,0 +1,11 @@
+variableMetadata	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/runit/output/variable_for_simca.tsv	Tue Aug 09 06:47:41 2016 -0400
@@ -0,0 +1,217 @@
+names	sampleType	injectionOrder	batch	M53T345	M58T69	M59T246	M59T62	M59T270	M62T56	M64T348	M64T379	M65T347	M65T379
+QC1_001	pool	14	ne1	22916.8503183278	414335.514903694	31597.2963818844	10396.7469524831	5545.85336555007	6357771.36568666	15280.9335261441	15209.3350889908	NA	0
+HU_neg_017	sample	17	ne1	7902.36628611891	114393.000721447	0	0	0	2566772.45126903	22883.7849648464	0	NA	0
+HU_neg_018	sample	18	ne1	14186.1927260197	126621.285371012	73263.1745467661	48807.7004751479	45499.2532566739	7918786.43270129	29412.2985860409	6028.453373865	NA	0
+HU_neg_020	sample	19	ne1	10015.9019240688	143110.676434993	0	0	0	2711781.00431142	23567.9721870871	4435.36159361631	NA	0
+HU_neg_021	sample	20	ne1	26094.828028276	209940.624575068	44029.1138677143	11743.5608955695	45259.1527113759	5549057.18386628	0	25447.569115331	NA	19319.784477314
+HU_neg_027	sample	22	ne1	0	30490.3229152273	0	6182.11173521795	0	3117104.41608518	14820.0715202055	4312.86095485588	NA	0
+HU_neg_028	sample	23	ne1	38332.1570293848	120354.978068946	65544.3440435328	12959.6928185789	0	5011009.07575411	22143.6001774649	11706.2740758898	NA	2358.91451043098
+HU_neg_032	sample	25	ne1	8393.52483632099	228452.378845564	0	0	2815.48976935071	4074773.95643709	16541.7006989418	3313.44127061182	NA	0
+HU_neg_034	sample	26	ne1	6785.85486172605	821961.331895979	0	13214.928374308	0	5772294.1134195	9669.77585057873	9061.05119485424	0	0
+QC1_002	pool	27	ne1	64557.5696044546	387436.306124251	25926.9014019498	9441.21811649049	10949.7954145854	5721367.6809163	23271.2867953649	16782.2052996299	0	6146.07821441386
+HU_neg_037	sample	32	ne1	15085.3806578423	572790.502672348	0	21024.2387239496	0	5145680.08148254	2990.68873644705	0	0	0
+HU_neg_041	sample	34	ne1	0	23106.4532699009	3917.11331480479	9484.81294657684	0	2157188.76930328	8903.43600544316	5667.26299585238	0	0
+HU_neg_043	sample	36	ne1	55618.4950303317	344733.839950306	12239.4899545428	28922.8830888333	0	3126857.9926602	6121.28093859868	12991.2688341502	0	0
+HU_neg_044	sample	37	ne1	0	105149.982589545	0	5798.88774680255	0	1628726.03424121	11176.880956293	2595.2250512392	17577.7523599669	0
+HU_neg_047	sample	38	ne1	0	38849.1835427455	5580.71066540823	0	0	3766792.65982601	7784.81015421122	14366.127214807	12716.9483154491	0
+HU_neg_048	sample	39	ne1	74378.564916877	84923.317737559	16812.3761849151	12768.8471292001	8265.6376628611	5120638.25871586	10214.4243042097	16545.9894306663	0	1796.47735198171
+QC1_003	pool	40	ne1	69385.6823681573	438883.454352924	33894.9796613836	12163.389542402	17809.4825112921	5202475.82491676	13658.6556594957	11684.8398790874	0	7125.33879092052
+HU_neg_049	sample	43	ne1	89437.9795664756	94512.4350719824	2679.72010679899	7796.78504801455	22617.8849477442	11022459.6272805	0	3107.76471330431	0	2635.27150058506
+HU_neg_050	sample	44	ne1	48320.6149305083	348585.770923454	73672.8889432879	20905.687737515	14643.2808429715	4684921.30148651	38058.8378477906	11722.0952725287	0	5182.89231545897
+HU_neg_051	sample	45	ne1	0	43074.9404587368	0	0	0	2839212.71131481	2878.48790076907	5275.55429263035	0	2227.07955856423
+HU_neg_052	sample	46	ne1	27549.0211475775	315206.69942588	3400.83259108738	11215.9678046422	3281.79638334132	2890474.78696583	39018.9545882897	14250.7522230372	0	14915.0599008699
+HU_neg_055	sample	48	ne1	17372.8580621263	35781.896819856	2420.80657839847	5647.13737920437	0	3713953.83059064	4719.68500893146	4803.06049170028	0	0
+HU_neg_059	sample	50	ne1	49331.7569391658	207110.900173121	40672.2254646222	15725.7960558992	6054.7183419183	4275004.45650596	15263.0277711816	7338.81247207245	0	0
+HU_neg_060	sample	51	ne1	52762.8909562027	216905.390687518	24724.1611707945	18537.3756077814	31230.8721808582	4126998.73211027	48443.7738973598	26264.8489779139	9227.52812225522	36884.2824796481
+HU_neg_061	sample	52	ne1	14701.2645921527	116178.215101415	11933.6736580781	13625.2211326419	2618.38617028143	2932237.04913505	6608.04171261367	11464.6541557274	0	7971.93053414221
+QC1_004	pool	53	ne1	45264.5638569828	429134.11045188	19748.6639719327	11844.8698031647	0	6026891.12836632	8855.6720199861	17754.8661729327	0	21546.7130945337
+HU_neg_064	sample	57	ne1	0	0	0	2589.06675311486	0	1767239.44841883	0	5181.7017101266	0	1106.78816682253
+HU_neg_065	sample	58	ne1	22800.9849561408	131023.276690185	48648.2098794486	23129.6650677017	48795.9182036854	2988963.52443317	0	3887.73796894503	0	0
+HU_neg_066	sample	59	ne1	44174.1106217275	156256.066651197	52322.6700965553	16507.2519246308	38225.6483850807	4674015.99279948	27923.2807544619	6418.51832176945	0	12209.900287666
+HU_neg_068	sample	60	ne1	21020.4732296622	164375.368988916	45242.337045846	6648.33209083934	12608.732784406	6341741.16408753	29904.8276172377	29575.6734089746	8655.72495167114	7069.20612554734
+HU_neg_071	sample	61	ne1	0	568101.451633198	0	3574.75623155882	0	3266333.40839362	9974.6512046819	1184.41137031542	2785.89360160062	0
+HU_neg_072	sample	62	ne1	38080.7304204211	198731.697795653	71949.6768747915	10305.7822851788	31842.2457257804	4405504.9603768	44186.5428420282	18458.6056051155	0	18788.451584342
+HU_neg_077	sample	64	ne1	32382.6256336037	298050.506407476	40570.8458974365	11197.1973462941	0	2970410.92216402	20314.7802627659	8830.84076082416	0	9150.4104910484
+HU_neg_078	sample	65	ne1	27785.3736965079	136930.964505147	31600.6190047159	7721.0461576125	14716.1938530442	8374745.87828684	41207.4962202505	2580.9033770104	0	0
+QC1_005	pool	66	ne1	37328.4752249551	392412.228285672	37626.3003148445	10772.9058284113	6820.07789513299	6496428.01892771	11342.2417570869	9606.67196061874	7665.56274089389	11225.9296972091
+HU_neg_079	sample	69	ne1	19541.5803787906	108146.715065651	0	3216.35770651402	2949.98963843552	3940160.05597989	14953.9471780585	8886.23658280706	0	0
+HU_neg_083	sample	70	ne1	34889.5607768396	281541.321073282	42124.1914626181	10736.7673841458	7350.63216437937	6933396.10279874	37863.3669545055	7540.91371992259	24411.9035717586	9575.81479249076
+HU_neg_086	sample	72	ne1	164054.478223313	2503990.66370475	186629.873044516	19769.4924994816	109740.656039014	9179249.98108291	50679.4515924968	22027.1098652443	26673.3764224817	25385.3644103777
+HU_neg_088	sample	73	ne1	68963.9935434008	1046891.78691666	52272.0704566892	9830.83072491475	9926.81988604011	3793087.17057564	7980.94570435319	4173.52997922991	0	11947.3457132044
+HU_neg_089	sample	74	ne1	39557.2309303527	22030.2904221314	25007.3740929468	4064.65515349104	5517.08856957629	5361817.08961307	21940.225340335	22515.1438328719	0	11457.7990816385
+HU_neg_090	sample	75	ne1	29623.8667089724	196290.024894991	15735.947539715	19985.4316193388	0	5129910.64352617	16478.1130889576	7484.65805996855	4957.78878335087	4758.98691288765
+HU_neg_091	sample	76	ne1	53765.4492117118	1271993.0470932	43080.1304057701	11471.5681973938	0	4751034.25724396	40124.3656589483	4192.5839098119	5893.35173627485	11662.7155322396
+HU_neg_093	sample	77	ne1	9298.12832080944	65081.3019654239	2830.03268828135	8896.33358877441	0	3413867.95940863	12199.8449687757	4227.5275188946	0	0
+HU_neg_094	sample	78	ne1	1950.95686964544	228316.57346643	4932.74999244552	15202.3181840652	6244.40414370355	6995421.9839718	7111.60342794417	2181.08538212577	9232.20647814967	8254.41204449586
+QC1_006	pool	79	ne1	77308.9014034962	419787.921850727	33589.7089385292	7391.1313889837	14649.4518517808	6149016.9472868	14861.9811354758	16412.7639575342	5897.51053646421	0
+HU_neg_099	sample	83	ne1	11959.2640840444	403161.333465968	71225.3233180603	12069.0339460942	27766.6512215668	8420249.95621669	46021.4825057457	3998.42916859386	0	0
+HU_neg_100	sample	84	ne1	42652.1227840538	1469412.45106199	38497.5200311626	4757.4773289626	24989.3098015974	2688347.93616584	33090.8128992258	4600.15552268383	0	0
+HU_neg_101	sample	85	ne1	0	0	0	0	2423.68127933349	3187032.23884324	5363.34304947525	1792.65076073558	0	0
+HU_neg_105	sample	86	ne1	24286.3336183775	100811.103655327	10972.9958269913	14135.018297577	0	2495250.71825359	21551.409966003	12112.0223224141	10595.9640451461	0
+HU_neg_107	sample	87	ne1	75811.0410858136	2226770.57247037	25495.0364344114	8989.03239871163	10808.217683755	6674237.71856102	15791.0152136653	13548.3819148826	0	30254.4402564108
+HU_neg_108	sample	88	ne1	0	17438.9173232947	1655.86700614556	0	0	3004409.28711121	3109.1211607004	0	0	0
+HU_neg_109	sample	89	ne1	0	94158.1062389883	0	0	0	2852822.37482317	21057.7420730699	8928.15228064209	0	0
+HU_neg_110	sample	90	ne1	9464.23645760711	131644.774637768	0	0	0	5001369.74895985	26844.4324929761	9309.02622284797	0	2218.81233907726
+HU_neg_111	sample	91	ne1	174377.136304784	482126.550003249	38418.3731330933	9914.97068348542	0	3784389.59036083	29075.0010619562	7433.58405892605	0	0
+QC1_007	pool	92	ne1	48086.7360433165	490614.9243975	25711.1801748317	19413.1840839478	6775.97414246821	6190217.06835335	24352.7500950215	9073.3679260025	3600.02698782932	0
+HU_neg_116	sample	96	ne1	14925.1880942963	145561.482607826	4562.86423931666	3547.98128132745	0	3224439.77490986	20885.6361154184	10290.4812255774	0	0
+HU_neg_118	sample	98	ne1	15358.803016403	80286.3084800447	6997.61498102535	4480.28569895142	2657.68931528205	3805032.87823944	26060.7834583563	2696.79595988922	0	0
+HU_neg_123	sample	100	ne1	181689.711577104	30498.4605862925	60489.2375351237	2974.35702783867	7593.98315581766	2065424.5818813	0	23927.5991562851	0	45224.8877985745
+HU_neg_125	sample	102	ne1	42975.0756929933	105105.470114663	39788.9965770183	7606.67981996307	11328.6097300683	5674431.85987776	0	11198.2294486914	0	0
+HU_neg_126	sample	103	ne1	47882.0867588327	119843.74820098	65845.9732136427	11244.9677062497	11379.1554085269	8140870.25563597	39478.4722934955	10278.9632698606	3104.13752275366	0
+HU_neg_127	sample	104	ne1	147474.219553644	506286.279915761	68831.5530827202	6487.65368527879	27569.7582839353	5167093.57345435	0	10741.2288087011	0	0
+QC1_008	pool	105	ne1	20423.1003315362	350604.857527433	27366.8914569094	3024.29145379431	7428.02001203955	5769566.84922557	32018.323220037	27832.3645465165	1305.8153658586	0
+HU_neg_130	sample	109	ne1	96186.6084956545	619199.988300594	27135.8050980642	12439.1649595755	6641.32270882145	4152313.68767174	33097.9052807645	0	0	17162.4177720751
+HU_neg_131	sample	110	ne1	81450.8051605474	1760798.57342623	41357.3432758536	10764.3730629656	2956.60485972174	3114239.45714307	28371.7248936393	7276.56393049523	0	33814.6038957995
+HU_neg_132	sample	111	ne1	75984.6073191648	53763.8317864568	23657.2221271394	2429.09752126488	935.394404030643	18202719.1051491	18093.329394396	9463.47969885533	12198.9175700778	0
+HU_neg_133	sample	112	ne1	0	97096.5608443561	35779.8553236394	14308.7321658597	5510.42690171216	5152357.80306311	21564.3569385912	32575.2603337857	4033.05588518951	0
+HU_neg_134	sample	113	ne1	0	244297.058997274	66616.9419431012	14960.8690726911	0	8362241.1619532	48641.7061965878	10411.2077495531	5563.31298292953	13062.7324556288
+HU_neg_138	sample	117	ne1	37916.9838544697	263936.877246144	11355.7004415321	13468.1724542111	33501.4435058795	5337075.87691031	69884.3419415625	5313.16188990932	10252.6717734315	40942.8220567403
+QC1_009	pool	118	ne1	59635.0709072874	362770.294294666	32002.762901088	9804.91408962381	9281.37609240323	5962233.4534375	0	14855.2114804007	9006.20625464274	14674.108351702
+HU_neg_144	sample	124	ne1	88591.7909778961	3195128.96444413	57007.5731049828	15812.9513345338	13570.9951919584	2538640.46803649	27436.6337671127	8727.97358018961	4393.70210640498	0
+HU_neg_148	sample	128	ne1	107351.343538686	1777671.55939428	35172.0113752315	30145.1750424079	7640.42826460261	2212862.97670197	0	4714.33664267984	0	18638.3283559686
+HU_neg_149	sample	129	ne1	214900.490026095	232764.037556937	11463.2937963457	15684.6044113964	12151.269621298	2865887.43302811	27247.1831787583	30272.0755969856	10938.1589642391	0
+HU_neg_150	sample	130	ne1	0	1526516.11570124	3447.37597580365	16072.7509028793	0	1901577.12581579	13350.6365099103	2679.24265927983	0	9622.84024273207
+QC1_010	pool	131	ne1	0	317475.08185774	27234.0503959423	13390.950816415	8175.23933416165	4360292.44553956	11739.9780311352	4978.05115897795	6995.14472938548	3623.57431535713
+HU_neg_152	sample	134	ne1	101860.62950402	193189.678359562	22936.8640224887	15705.882088563	26928.6898232215	6512439.64733954	24449.9777092724	14895.7461454869	0	0
+HU_neg_154	sample	135	ne1	0	0	15163.0459664311	19379.4801245987	1536.18639415163	1663938.83429038	33779.0846980348	8028.47517783481	0	0
+HU_neg_156	sample	136	ne1	0	0	3615.69835108468	0	0	3399351.12851914	45866.8459742294	1899.82699038239	0	3340.47633445213
+HU_neg_157	sample	137	ne1	75878.6360109469	291961.736379955	5518.37212764485	6716.36912928364	12704.6989121258	2885215.42543787	14800.6788693642	10908.1371239346	2795.56950834933	0
+HU_neg_158	sample	138	ne1	0	17951.5221275421	4976.95064784861	8221.75108848423	1008.57192216061	7257425.83828004	29491.4519920625	5444.99826276113	0	0
+HU_neg_163	sample	140	ne1	218702.585453886	49127.5794695733	61299.2921655349	14576.8740422892	0	2235408.68880443	21578.9319209789	6955.866526729	0	4841.96871041119
+HU_neg_170	sample	142	ne1	118194.313858912	110207.359064036	18483.6266159778	16474.6482672675	0	4333867.18523661	17858.8189090214	28394.619751578	6453.85924033309	0
+HU_neg_171	sample	143	ne1	55775.259094532	131649.323109918	49353.1264422393	5572.54892321671	1682.60449866456	5513347.47944551	6331.74542431618	1933.47192215332	3769.59029600916	0
+QC1_011	pool	144	ne1	38006.6711995647	481706.224774127	27088.62489425	11965.7531265319	10862.698602712	6109685.64334607	11545.2011788953	20102.3004588393	0	45466.1114161014
+HU_neg_172	sample	147	ne1	181840.596518769	903198.907837287	11406.2119171491	17564.5350103915	2209.43846115838	5327484.14422927	19257.8644041602	41206.4053170932	0	0
+HU_neg_173	sample	148	ne1	11686.9719830616	19809.3024382009	0	4213.13752103987	0	3960926.21728685	8939.41644126173	5777.06994764825	3948.77174969479	0
+HU_neg_174	sample	149	ne1	127721.148955206	70251.5757502271	7003.69372629978	4705.37078653018	7305.21462904971	8154632.70357252	19483.7749430747	5274.77989804407	0	0
+HU_neg_175	sample	150	ne1	182860.420341732	170755.688265405	19815.5498331374	11514.9873629302	18963.9160352013	2157730.10778145	16902.2456820927	15413.0418090513	6872.2008449651	16671.9055698337
+HU_neg_178	sample	152	ne1	0	1319094.88879067	7472.56405000602	18813.8186677279	0	3753929.6415279	19879.0388158839	0	10662.815500164	13461.2220470744
+HU_neg_179	sample	153	ne1	23775.5437795508	1470872.18189197	57176.0564052597	14863.2047199537	31413.3435549589	2644880.51836638	9372.2555306246	7224.138693264	1430.52218731967	0
+HU_neg_180	sample	154	ne1	20023.7275839261	226448.990915098	19906.7180665963	15256.99864013	1946.50808276432	1584440.64327214	7906.69096450665	16559.8574548588	0	25855.4996925191
+HU_neg_181	sample	155	ne1	0	0	0	1885.39120984272	0	2805221.36779558	0	2205.05139446613	6628.52477286425	0
+HU_neg_182	sample	156	ne1	0	402310.829574368	4788.19074701759	12307.7920613392	0	3383982.62657629	26524.6984119483	10210.91730817	6109.84270038378	4228.85166891446
+QC1_012	pool	157	ne1	48093.0771338209	549806.900830134	26877.3786413252	6831.92829152916	13138.7159081464	7060713.65199077	13190.8746895267	0	0	7306.3522965035
+HU_neg_184	sample	160	ne1	68516.0666418151	1483409.93365581	50052.1516981416	10084.8101748545	1644.51589697071	1998356.23660822	9300.0097587278	0	0	0
+HU_neg_185	sample	161	ne1	23791.3343168634	242870.480465104	0	2243.09570131544	0	3659227.51857524	15783.8406087616	6714.30242299182	0	0
+HU_neg_186	sample	162	ne1	0	0	1383.08886226973	9169.09762081759	0	7126090.26395701	0	10460.8330959652	0	0
+HU_neg_189	sample	164	ne1	23783.3223321733	132348.264544426	90785.725920312	7946.11421922485	23257.8465913494	7273451.29030425	0	16017.8272158293	6864.31528229662	18214.4700333264
+HU_neg_192	sample	165	ne1	174248.120946074	664867.968870555	95209.7212666913	9636.26899062907	1311.50054275732	4638971.23013327	21674.9347390276	31921.9826044246	0	0
+HU_neg_196	sample	167	ne1	379162.107513736	116473.916519171	24305.1963451778	3335.28930309082	50127.0411749163	9039748.89080324	32217.7556806084	82792.902113044	11482.1388929745	31956.49979747
+QC1_013	pool	171	ne1	99317.5330551209	587008.259821931	31212.3137802106	17942.5834375991	7762.74393890696	5518302.74746079	18414.1441506613	7180.79057323575	12764.6593425743	0
+HU_neg_200	sample	174	ne1	57907.5338769939	679917.84894503	13183.3356358597	9144.1388179293	15705.2565426736	6428712.97233335	8900.16471854121	33563.7945675486	16644.919410871	0
+HU_neg_201	sample	175	ne1	47350.9527537698	0	23702.5686119933	6433.16120079394	34385.7533997382	3041250.87985818	6892.1208549816	50926.0007617845	0	16336.8074340521
+HU_neg_202	sample	176	ne1	70875.1997614108	194884.61962177	44736.1558845631	10965.921442893	24102.6845804353	3685213.19138468	13617.2559865816	18447.7837126427	0	0
+HU_neg_204	sample	177	ne1	68493.8100351508	4068466.82101133	9607.49609917829	7806.34107895023	42001.1912923679	8241163.13814027	8059.22049489294	138289.116823063	48017.7167269393	21004.7862449397
+HU_neg_207	sample	179	ne1	6995.91754420187	0	10367.3013189862	17015.3919728297	2481.23591943449	8226435.76607604	17997.546763398	33507.810637549	0	32082.1261984759
+HU_neg_208	sample	180	ne1	0	0	2177.31351625977	2092.23916658657	897.563896482877	9481749.18584593	1433.05062858286	51715.3849371823	0	0
+HU_neg_209	sample	181	ne1	10089.6393190743	38738.1571389422	37862.1350484498	13454.4886622461	18767.0991367937	9247779.0306631	16252.5575705618	NA	NA	0
+QC1_014	pool	185	ne1	25762.7718787945	255121.528219817	31027.8830342303	6658.39848805352	5729.22245248511	5952310.63360275	19017.911494579	NA	NA	0
+QC1_001_b2	pool	14	ne2	40495.950484769	364431.617106397	11412.9288281618	17387.671370371	0	5935472.84198558	14954.6540579822	NA	6924.18711009832	3903.74436334081
+HU_neg_022_b2	sample	17	ne2	0	206515.135800924	0	10941.0117859356	63982.4501291644	4337197.94383507	21166.7592891747	NA	0	5940.99143467867
+HU_neg_076_b2	sample	18	ne2	115609.62552561	114454.513112488	69998.3437564776	12130.7123599409	0	9022859.27945263	54611.1824054315	NA	0	0
+HU_neg_166_b2	sample	19	ne2	269883.491689927	113580.093580934	63831.0577705582	0	72694.239989673	4226338.24745418	15583.1303836611	NA	14187.3204532684	9650.23052524917
+HU_neg_114_b2	sample	20	ne2	533473.730400262	210120.578656329	113161.569874015	28328.1954768525	23648.0862979051	5472025.26038508	14580.7528030109	0	0	5692.11542577102
+HU_neg_190_b2	sample	21	ne2	159887.426428087	1963038.94094258	1031896.06258789	35681.5887862296	104220.076580755	4481365.26064481	10485.1455617269	0	13586.348983009	0
+HU_neg_139_b2	sample	23	ne2	89996.9122152663	397321.41042959	188615.799890877	6623.23141842094	149777.094598894	6488032.41869287	9671.52199699982	0	0	0
+HU_neg_096_b2	sample	24	ne2	21816.0222612218	272304.749415363	72114.6685503046	15719.2486033974	16033.1810071824	2047899.48093663	10746.9358481075	259710.565850266	0	0
+HU_neg_058_b2	sample	25	ne2	293336.814697949	265545.688242421	55755.4490155035	4214.32908507053	0	16032757.312473	0	52816.866426781	0	0
+HU_neg_031_b2	sample	26	ne2	76632.756441603	983543.529423011	122717.810586127	59334.4933949792	105965.021381024	8150335.63259588	10841.7482403059	0	9269.72807242392	7673.01694151431
+QC1_002_b2	pool	27	ne2	27593.8103237999	462644.971914682	47321.74039165	4562.74942449414	0	5845372.99726032	9921.87555637041	0	0	14358.8121247852
+HU_neg_039_b2	sample	30	ne2	0	261226.530556634	35215.2437964493	35582.7017482972	11157.5694108295	3910597.78403003	46423.2926845216	108051.874816854	0	4482.60692633307
+HU_neg_087_b2	sample	32	ne2	98002.9517120476	299568.868810999	15555.7878295207	14828.8152607129	0	5071243.50552252	57866.1983326181	29254.1526417077	12532.2353098584	4626.86002305355
+HU_neg_143_b2	sample	33	ne2	55494.634556421	44588.4435397454	0	12795.8892246855	5310.03851348356	3887554.80160439	33670.4973406821	30244.7631866192	0	0
+HU_neg_162_b2	sample	34	ne2	0	1516964.69055518	63806.6636718727	36085.6942864954	6247.27572988972	4966442.99858921	23810.9032847761	0	0	0
+HU_neg_102_b2	sample	35	ne2	404468.244928135	281647.680272931	41905.7837070513	15293.4786412088	7322.41078194444	6798626.80020052	0	0	0	0
+HU_neg_188_b2	sample	37	ne2	33314.944808846	183566.718126221	0	6259.82882300983	3725.72394884975	3678940.11497038	8375.38283888613	10906.2594014371	0	0
+HU_neg_095_b2	sample	38	ne2	47528.6059700578	128844.199308062	139813.455324378	19151.3613854523	25930.7015153398	4220605.24875177	8239.03370555924	37296.1799672044	7450.37683579171	7278.0062930656
+HU_neg_062_b2	sample	39	ne2	13657.2803182137	294085.410854187	53767.2032359012	17131.4983911855	0	12812252.9359169	0	48385.7660920893	0	0
+QC1_003_b2	pool	40	ne2	96956.5957513125	449435.674786594	31618.3925933619	3902.83524852951	21682.0835606582	6111518.99344107	28080.8714317608	18320.1163493539	0	10411.9211438194
+HU_neg_063_b2	sample	43	ne2	176053.070998133	265547.877107559	94785.4000770922	6287.08321967023	23879.0840002186	4250914.48167118	53968.4049346482	40550.1827286384	28312.9289651925	0
+HU_neg_011_b2	sample	44	ne2	120632.417721988	39135.9821967938	12881.8131079279	7397.67348022454	0	9575531.43390648	28398.3008323122	21296.8966404689	32920.4519412756	0
+HU_neg_074_b2	sample	45	ne2	56831.1824351098	285285.158374408	17159.4461703392	19419.7780931259	7250.09136651983	5442110.57555745	17441.0040118128	47979.7667415768	0	4540.9140770715
+HU_neg_122_b2	sample	46	ne2	79507.9335299172	277486.099682416	49274.1319225436	27732.5256512596	18576.0980163882	5462640.91646899	10442.9873299357	29407.3229490333	0	8190.12009366662
+HU_neg_142_b2	sample	47	ne2	126549.647861018	1157768.20197981	27616.3700150151	22285.9301877964	41128.3804356554	3868920.4712698	20348.7457821339	0	0	3557.87322079825
+HU_neg_030_b2	sample	48	ne2	98680.5835491305	913375.879084988	5431.78713810865	25985.6083462462	0	9518661.49820935	7727.37699156705	15647.1826887771	60097.4399421925	3296.84451085836
+HU_neg_187_b2	sample	50	ne2	91372.407949295	51972.7695434205	0	0	0	6338357.7565229	5837.18266690716	4463.63600009066	0	0
+HU_neg_167_b2	sample	51	ne2	33407.8381345849	99266.8636634783	0	5464.28144753593	0	6486645.29707934	6522.10336591595	6867.12109745928	0	0
+HU_neg_113_b2	sample	52	ne2	0	182991.388260527	78501.5561986214	19241.8120761317	0	3257605.45173639	0	16696.5729237654	92350.3419541241	4825.34857042043
+QC1_004_b2	pool	53	ne2	41161.6369830302	408289.116832267	20706.6680855159	12064.4334662941	2930.41721411036	5957055.55137109	15698.565041747	11779.122843753	0	0
+HU_neg_081_b2	sample	56	ne2	29347.9526465379	272965.978721608	12862.1971211753	14969.0239808156	18304.779873208	3536705.06288103	21637.9094232476	0	0	0
+HU_neg_014_b2	sample	57	ne2	33420.2819280883	35190.7651416068	10492.5139828759	5625.63278400024	0	6472254.01707256	0	6227.07585818503	NA	4087.32859261343
+HU_neg_206_b2	sample	58	ne2	29416.0115336423	855486.497558241	41617.7106511454	28509.2589845843	28037.4370225758	5821754.98477478	16411.6784681115	7962.98574595804	NA	22512.9294636802
+HU_neg_119_b2	sample	59	ne2	277653.26431386	257571.130903976	5354.600221848	30976.2725699143	0	31157829.6067835	8151.37388998154	27530.4698207067	NA	0
+HU_neg_033_b2	sample	60	ne2	0	164677.080768135	83281.1312847051	43522.2927713284	3921.60013901057	6392745.95768966	19629.8909440594	54137.3488721593	NA	4533.77551008407
+HU_neg_067_b2	sample	61	ne2	141382.267942658	189359.06325266	36710.1373710033	15313.9860614036	0	6243538.74143606	0	7872.28417561912	NA	4309.91095787936
+HU_neg_140_b2	sample	62	ne2	74958.853019393	874327.426915659	19910.6907228712	4433.47563325165	41076.3489966972	5226768.05045085	6823.36987997079	22007.8651912444	NA	6211.33485416505
+HU_neg_164_b2	sample	63	ne2	102483.132169159	192081.163839607	14799.9811736034	12633.6538173611	2383.06154259148	3679733.52338438	37617.3975530057	28853.2535664278	NA	5137.47693452919
+HU_neg_193_b2	sample	64	ne2	172603.458322612	119638.676281592	31473.6062475217	10553.403690719	0	4553202.14700889	5813.89156665101	24577.3431734197	NA	24590.0374650008
+HU_neg_112_b2	sample	65	ne2	98485.314669602	582041.106442394	73654.8164931493	21436.4009253846	0	5095462.43338287	6220.68938434284	0	NA	54242.8122107214
+QC1_005_b2	pool	66	ne2	0	434689.009125799	29870.4941893777	14718.3487560467	7302.52431898542	6034145.40442262	7554.03047647795	8622.04898213134	NA	0
+HU_neg_097_b2	sample	69	ne2	0	1131611.99292298	40385.0745174673	25074.5081452152	0	5347279.45050044	12472.4830565944	6472.46883779735	NA	9904.31119626018
+HU_neg_056_b2	sample	70	ne2	88683.1202776078	38863.887538975	12174.2447007815	30061.8948243528	10683.2891878334	5067183.69523518	8568.05490227138	14550.0302494019	NA	9036.42851637183
+HU_neg_195_b2	sample	71	ne2	0	91414.3427171331	8088.19523535536	4303.16195016402	0	11052341.6095399	12180.8306639319	5129.52222994276	NA	4543.39927970651
+HU_neg_135_b2	sample	72	ne2	201018.838840406	858329.379394708	114103.121269777	18737.5887731187	21385.1158086135	5350878.72665917	24465.7846325188	16720.9994248099	NA	9361.25095387635
+HU_neg_159_b2	sample	73	ne2	54366.2381805297	141011.071763004	8674.10875195124	25376.2915476712	6013.11193212169	3238785.38800788	5809.88698505056	25010.1181659655	NA	23135.7456592626
+HU_neg_070_b2	sample	76	ne2	59884.0471080122	284981.750395322	35308.578685993	9698.73116726458	2781.50548110455	4425705.33921873	5707.00066964965	37567.8078262496	NA	0
+HU_neg_038_b2	sample	77	ne2	11732.8817059067	15635.7100149882	0	0	0	7075736.71094162	4932.67507525967	3899.30224664678	NA	0
+HU_neg_026_b2	sample	78	ne2	52478.4243520517	127739.253864887	0	7475.18030368868	0	2189999.68899751	7162.23022154423	7220.3405167093	0	12678.1780185843
+QC1_006_b2	pool	79	ne2	40974.3987460266	409187.099619854	44664.6634213272	11364.4035305285	21844.3553720901	5770295.80742356	18164.1670298526	33819.4923077347	0	17294.4661916624
+HU_neg_098_b2	sample	82	ne2	0	151526.70618959	36180.540262435	36794.7030793449	0	1634038.57596362	35407.4360623033	22891.1582249401	205719.903080552	0
+HU_neg_115_b2	sample	83	ne2	8529.0502438562	161344.470674834	2942.80621967219	15322.9422875146	29663.0496846084	3293129.57261074	11327.622932759	18916.5392453187	81931.5147433721	0
+HU_neg_137_b2	sample	85	ne2	157879.278797971	664518.767566506	130440.103875558	17626.4285803995	15700.6176711727	8452267.39347817	12581.2981605925	16150.3084238067	0	0
+HU_neg_019_b2	sample	86	ne2	96387.9834515478	234812.62988466	14662.4452778844	8601.8722626254	0	4700703.26839144	9505.74268613545	0	0	37785.8757986175
+HU_neg_073_b2	sample	87	ne2	47201.2620316706	2640672.06448667	120255.773135133	9707.9530808842	2603.46290367583	5853815.93368433	13764.3623904254	17663.4118168558	75446.1919531793	29269.6121043192
+HU_neg_168_b2	sample	88	ne2	61120.5395695007	77497.9128777463	0	6824.61521980439	0	3443482.34359653	5363.98882825227	14493.1771371348	71806.6973200351	12931.5996710815
+HU_neg_191_b2	sample	89	ne2	42051.1842851738	158419.064078966	31955.9987113243	7383.11148153721	19025.4941491032	4593977.99989214	20572.0354732348	14672.1747514635	96891.2605469779	11112.3473991272
+HU_neg_040_b2	sample	90	ne2	0	281524.400734101	10328.9287884018	27074.2660860586	0	3859438.05588075	9990.04901447317	5434.61580382133	0	5840.53283889335
+HU_neg_046_b2	sample	91	ne2	0	368588.414190162	34411.523639727	10496.5846779147	37229.5799483272	4176651.55824724	6915.84926328126	42078.7038227838	0	0
+QC1_007_b2	pool	92	ne2	152016.333256555	363316.941521563	14616.6482197519	10222.5918191464	0	5895050.6156705	31032.293994684	0	21958.7115351948	17841.7734691827
+HU_neg_103_b2	sample	95	ne2	140801.32650685	1497666.55978009	20986.2195526415	18502.7960232567	36194.8027764547	2709776.72125633	12952.1740124813	0	0	0
+HU_neg_015_b2	sample	96	ne2	38241.7294069804	602743.114587249	36554.4076728354	16983.4918105334	2770.12042014566	3640259.80201659	4228.38518722656	4923.64418287329	0	0
+HU_neg_053_b2	sample	97	ne2	83004.3248898002	200791.068523608	19010.3009825067	11666.8542154643	0	5427969.9129751	0	0	0	9660.12888206858
+HU_neg_121_b2	sample	99	ne2	0	152456.04931097	3588.58859271206	0	0	2102167.1199406	7902.63436529736	5026.25000839312	17970.6660585164	0
+HU_neg_183_b2	sample	101	ne2	40720.1614014255	162008.789941087	8837.29028933274	18643.9387781606	0	5519411.64485102	0	19923.0287915125	0	12711.8371141284
+HU_neg_199_b2	sample	102	ne2	57957.9125733204	195654.763142721	57849.520666784	4088.20716487154	3795.45359542152	5975790.26583585	0	4625.57508787572	52921.1801879622	6448.48348402996
+HU_neg_042_b2	sample	103	ne2	15954.8784347693	200612.83926394	15281.8589415551	17460.6956022842	12923.6993650666	4973610.83259585	7768.65987204193	0	20285.3838321717	7216.45400679199
+HU_neg_075_b2	sample	104	ne2	0	202252.591513804	42242.9939760066	9510.31905063707	13818.8371925968	7866735.28811771	25594.9369605041	4934.35002223997	39648.2753696965	17002.9576437415
+QC1_008_b2	pool	105	ne2	0	400151.511471333	31919.9198825681	6013.12184194339	0	6116621.59538594	0	16874.1686871483	0	0
+HU_neg_203_b2	sample	108	ne2	0	28536.5633959558	25941.3571865901	2517.53952371584	18327.4191438988	3573713.96338078	12690.1011719463	22600.9252123115	0	3521.7797273502
+HU_neg_024_b2	sample	109	ne2	0	17724.6789850018	38285.2370269376	10658.8345721735	2681.40218810917	5319711.3406235	27650.8259377332	6863.39927655575	0	7473.87193907181
+HU_neg_082_b2	sample	110	ne2	53282.2416262225	1394576.36638232	65306.0288493455	12494.5144162879	0	5509660.93377366	5396.03803610135	5263.05800136228	0	0
+HU_neg_169_b2	sample	111	ne2	35655.4594767173	347323.754133126	0	0	0	3309150.11652338	3754.02213640324	4091.70035009045	0	8505.68747645502
+HU_neg_129_b2	sample	112	ne2	0	112686.447681247	30447.8226276348	13443.6620378515	35823.8576048105	3455353.86559963	31062.8237061648	5600.46412995583	12105.7976443698	10676.3525005773
+HU_neg_057_b2	sample	113	ne2	151724.537983198	273202.604078422	51752.8286658928	3197.91019474537	5140.66814791567	3241007.97367279	23445.7937705691	16463.8209259278	0	5305.7851485662
+HU_neg_035_b2	sample	114	ne2	57834.4743400806	227816.314833889	33130.2246524291	12416.82701548	70003.2501071371	13675989.0933397	12006.1399071692	8189.31334016426	13116.611445248	5552.44282073779
+HU_neg_194_b2	sample	115	ne2	146397.914849139	246090.352071376	36101.754309363	23878.7424354604	29615.8958434729	6699966.50023128	0	17232.0689125502	0	0
+HU_neg_145_b2	sample	116	ne2	52238.8958383921	22627.6983014332	0	30734.4033449453	111489.499055621	4979184.5503568	4662.2621623625	52619.414898691	0	14435.7438130564
+HU_neg_104_b2	sample	117	ne2	0	112316.461509841	2617.00707236334	3020.12626264775	6626.54649009259	2128150.88349774	7665.66778583472	24545.6343837925	0	8536.20088102446
+QC1_009_b2	pool	118	ne2	0	451000.786033997	32548.202469301	13899.3374775539	13688.6327645543	5958927.05907295	21929.5522872744	12358.3151778539	0	0
+HU_neg_177_b2	sample	121	ne2	145368.252734858	102300.404191409	43408.9964191216	9466.68484498427	3043.94275860952	4507126.01511039	30596.1601063133	12852.7398461381	29111.9843879581	0
+HU_neg_025_b2	sample	123	ne2	159598.919187764	168728.596184085	16784.8410440502	5625.26203978936	36154.3307456033	8504790.27360678	9459.76009363011	5306.94180963769	0	7721.53659611395
+HU_neg_080_b2	sample	124	ne2	143530.13476003	124615.435092482	143596.814099394	10058.3676538915	3355.05567649306	4777939.66536038	0	6412.13710656293	0	8354.49158261139
+HU_neg_117_b2	sample	125	ne2	60793.0897877049	75363.3250042826	101343.09358005	32221.9340663091	39613.2136005448	3119327.30289553	0	6459.97940041128	18774.7460616189	8292.42381975183
+HU_neg_136_b2	sample	126	ne2	0	12625.4607972028	0	9123.78479481339	0	2159758.96408848	15268.7957647657	6377.63173137508	0	4668.32413096465
+HU_neg_197_b2	sample	127	ne2	25635.5732408133	200853.508576854	122774.220223768	8554.28345655055	61695.7266716568	3910793.6058202	17800.3809827898	15278.2092214688	16057.8759211401	0
+HU_neg_036_b2	sample	128	ne2	0	1780603.51587091	48513.4997472712	60778.1725865781	0	4599797.2222596	6516.07113392464	13644.2927034882	0	0
+HU_neg_054_b2	sample	129	ne2	126871.672949796	149332.199059522	51826.7880173299	7591.22868164988	56583.6094352797	10464578.6475196	23885.9647447575	24833.1495196631	0	8871.71663682864
+HU_neg_085_b2	sample	130	ne2	93070.0624662882	169686.415380358	125584.46377227	8362.63631797827	47720.1567812388	4530348.62131862	40169.6853738626	9836.75922960136	0	17070.0052819867
+QC1_010_b2	pool	131	ne2	0	423607.260828555	25936.6154518318	8046.35281614121	3479.79080283346	5620735.2624169	19194.4449708521	0	7859.53123526753	13664.9374535562
+HU_neg_160_b2	sample	134	ne2	52891.1218192687	317645.486666445	8211.32571538391	24605.0265500288	0	3627639.8055793	22150.2163731973	21960.5625241016	0	16100.2332819966
+HU_neg_092_b2	sample	136	ne2	72408.9537744018	1460924.19676066	49928.4507491627	16763.2610498386	3990.17984237917	2805850.59575042	13454.8128885898	7752.6279548032	2306.33224635393	10942.8220740789
+HU_neg_023_b2	sample	137	ne2	152604.332831428	201672.631748578	14913.8106037919	0	1755.94815016581	3052497.75920036	5630.2519036096	0	0	0
+HU_neg_124_b2	sample	138	ne2	587864.895817316	2279481.97503921	55618.1262392793	45260.1417438861	57744.5588804476	4538313.54264357	4038.05660936366	42394.5289452647	0	37144.442508253
+HU_neg_147_b2	sample	139	ne2	410998.858671201	397469.497502822	25100.9972538257	50293.9859189137	3098.70833505369	3773052.03940999	33109.031770493	0	0	9081.1220238305
+HU_neg_205_b2	sample	140	ne2	0	258673.421594387	63429.8329903911	35573.9595964222	58320.6029517851	3768136.85500143	23286.4890689731	16885.164729337	3000.49940768142	16819.8701047487
+HU_neg_084_b2	sample	141	ne2	43270.7055185618	242841.35237843	23919.6694291931	61463.3139336184	0	1649574.79278349	0	9419.17763024988	2763.60425899446	11907.2110344546
+HU_neg_120_b2	sample	142	ne2	407021.031572177	134561.255169041	9340.29265177823	14808.1767672651	0	3529988.2629453	26510.6812034667	0	0	0
+HU_neg_198_b2	sample	143	ne2	444111.471880968	2017033.56336578	20361.5550262026	20903.6663706153	21250.9636204492	8488543.40652706	66087.3955004915	15775.1973748943	0	0
+QC1_011_b2	pool	144	ne2	187425.394100892	469588.273011053	18710.2646154161	14761.3548219776	16685.3057969668	6350090.32962661	8713.66043440489	22213.6493909447	3872.20348463165	12848.1184120016
+HU_neg_045_b2	sample	148	ne2	0	988435.757475126	0	11745.1367553337	5389.27375880758	4681162.74519829	62696.920237698	0	2515.66755783652	32186.631711067
+HU_neg_029_b2	sample	149	ne2	5071704.61214239	1260602.91215149	79824.3594572156	54703.6107854852	5385.21616225194	14383354.0590852	53307.8837226276	37351.8646384021	3710.72689500818	42112.8736432409
+HU_neg_069_b2	sample	150	ne2	163991.025876611	5203884.95109952	41764.6862312955	23527.6914295009	50719.4780336792	8579540.46155677	68908.6249137131	275946.902583094	4646.60009105324	19067.8374396085
+HU_neg_155_b2	sample	151	ne2	5363609.55468826	22932097.9437264	8063.14414678053	26069.2792049545	0	7071584.63633001	0	220205.4204303	0	123052.057113716
+HU_neg_106_b2	sample	154	ne2	NA	1520831.1518585	23691.063008973	73493.5514855902	0	12723314.3521273	49360.5458922014	0	0	69742.8385855293
+HU_neg_146_b2	sample	155	ne2	NA	6088802.82900919	62498.5132553181	23812.4585556634	78192.8428380911	9107633.71464821	65709.086176117	240321.418146108	6797.64248978523	0
+HU_neg_128_b2	sample	156	ne2	NA	5460519.61610762	19461.012748901	50958.3471344108	0	15437723.3325578	108516.297876654	404666.199982779	0	194579.902698815
+QC1_012_b2	pool	157	ne2	NA	316208.032086306	39604.0051243116	8030.36632130052	5714.42230295629	5767931.8110389	23064.3082325567	35549.9141799903	4904.85992721011	0
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/runit/sacurine/dataMatrix.tsv	Tue Aug 09 06:47:41 2016 -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/runit/sacurine/sampleMetadata.tsv	Tue Aug 09 06:47:41 2016 -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/runit/sacurine/variableMetadata.tsv	Tue Aug 09 06:47:41 2016 -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/runit/sacurineNegFull/dataMatrix.tsv	Tue Aug 09 06:47:41 2016 -0400
@@ -0,0 +1,3765 @@
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/runit/sacurineNegFull/sampleMetadata.tsv	Tue Aug 09 06:47:41 2016 -0400
@@ -0,0 +1,217 @@
+sampleMetadata	sampleType	injectionOrder	batch
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+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/runit/sacurineNegFull/variableMetadata.tsv	Tue Aug 09 06:47:41 2016 -0400
@@ -0,0 +1,3765 @@
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+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 static/images/Vdk_pdf1.png has changed
Binary file static/images/Vdk_pdf2.png has changed
Binary file static/images/batch_correction.png has changed
Binary file static/images/determine_batch_correction.png has changed
Binary file static/images/pdf_plotsituation.png has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/input-batchcorrection-dataMatrix.tsv	Tue Aug 09 06:47:41 2016 -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
+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/test-data/input-batchcorrection-sampleMetadata.tsv	Tue Aug 09 06:47:41 2016 -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/test-data/input-batchcorrection-variableMetadata.tsv	Tue Aug 09 06:47:41 2016 -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/test-data/input-determinebc-dataMatrix.tsv	Tue Aug 09 06:47:41 2016 -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/test-data/input-determinebc-sampleMetadata.tsv	Tue Aug 09 06:47:41 2016 -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/test-data/output-batchcorrection-dataMatrix.tsv	Tue Aug 09 06:47:41 2016 -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_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/test-data/output-determinebc-preNormSummary.txt	Tue Aug 09 06:47:41 2016 -0400
@@ -0,0 +1,11 @@
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