Mercurial > repos > ethevenot > batchcorrection
changeset 0:b74d1d533dea draft default tip
planemo upload for repository https://github.com/workflow4metabolomics/batchcorrection.git commit 241fb99a843e13195c5054cd9731e1561f039bde
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/Normalisation_QCpool.r Thu Aug 04 11:40:35 2016 -0400 @@ -0,0 +1,409 @@ +# 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 Thu Aug 04 11:40:35 2016 -0400 @@ -0,0 +1,66 @@ +## Signal drift and batch-effect correction +#### A Galaxy module from the [Workflow4metabolomics](http://workflow4metabolomics.org) project + +Status: [](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** + + **miniTools.R** + + **RcheckLibrary.R** + + **batch_correction_all_loess_script.R** +* R packages + + **batch** from CRAN +> install.packages("batch", dep=TRUE) + + **ade4** from CRAN +> install.packages("ade4", dep=TRUE) + + **pcaMethods** from Bioconductor +> source("http://www.bioconductor.org/biocLite.R") +> biocLite("pcaMethods") + + **ropls** from Bioconductor +> 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** in R + +### News + +##### CHANGES IN VERSION 2.0.6 + +INTERNAL MODIFICATIONS + + o Additional running and installation tests added with planemo, conda, and travis + +##### CHANGES IN VERSION 2.0.4 + +INTERNAL MODIFICATION + + o 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 Thu Aug 04 11:40:35 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 <http://www.ncbi.nlm.nih.gov/pubmed/19754161>`_ + +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 <http://dx.doi.org/10.1038/nprot.2011.335>`_ + | 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 <http://web11.sb-roscoff.fr/download/w4m/howto/w4m_HowToFormatDataForPostprocessing_v02.pdf>`_ + | `Perform Drift And Batch Correction <http://web11.sb-roscoff.fr/download/w4m/howto/w4m_HowToPerformDriftAndBatchCorrection_v02.pdf>`_ + | + +See also the reference history 'W4M00001b_sacurine-complete' in the 'Shared Data/Published Histories' menu + | + | + +--------------------------------------------------- + +---- +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 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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 Thu Aug 04 11:40:35 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 Thu Aug 04 11:40:35 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 Thu Aug 04 11:40:35 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 Thu Aug 04 11:40:35 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 Thu Aug 04 11:40:35 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 <http://www.ncbi.nlm.nih.gov/pubmed/19754161>`_ + +--------------------------------------------------- + +========================== +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 Thu Aug 04 11:40:35 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 Thu Aug 04 11:40:35 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 Thu Aug 04 11:40:35 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 Thu Aug 04 11:40:35 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 Thu Aug 04 11:40:35 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 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4054228 3012004 3960451 1379595 2224271 2402140 770706 2745879 6698651 1266929 858261 1122287 2739607 4974371 3178671 6975447 4855873 366738 6848155 1829657 3109782 2509516 2369553 612533 4833219 797057 2821520 3120072 1430257 1446108 2568798 3832649 2213224 324820 517627 1785816 1750448 2640988 1466110 3114520 1824761 +met_026 337451 239138 131693 354044 105480 376839 143451 NA 262542 93041 334301 155344 198194 88103 200856 87315 135981 371674 341599 283841 439703 513935 972532 461574 180250 91705 192104 223480 445509 261418 169971 286471 239314 112895 262893 159132 165484 183936 256519 210371 182599 270423 69419 115027 231044 203461 116551 128766 429241 202459 91145 69469 229878 162068 294390 154594 71607 48019 286453 168071 215128 168717 48520 186837 208748 204031 108586 145761 157936 128718 67016 142263 157301 78271 824554 232236 75552 306409 146464 174743 106881 280654 222574 277808 22251 542255 78048 156431 663504 137845 173891 142710 785999 303568 13250 136592 NA 305324 69648 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10245501 12530004 9511953 10574173 8369060 4800275 1467152 3708234 4758377 12313787 18069489 12443528 11097380 5100336 2956962 9471982 1493639 4519599 4732329 29610015 15684186 17897401 2539077 10376836 8949448 9663585 18484191 13859039 751423 23232727 14264998 16295947 3887988 9126898 7845474 8238760 3501955 7223657 8624873 7399474 3635483 16621131 8874905 8315877 895109 5538822 9994456 2851607 16905160 6418248 7987640 7221992 +met_031 1693955 1350873 441101 720164 205935 6232540 292240 NA 2042354 5111194 1630747 654773 260235 113852 7998652 558252 56627 567235 440472 1671518 2389553 141667 355907 858457 5155501 6753638 132280 126598 390440 1584203 376822 278355 2702321 4279904 474124 3061113 1149061 833752 596788 300727 1512845 7405588 286513 277951 3431522 275429 1883533 28342 341775 1533530 4371896 177208 173557 159672 4237446 324497 218223 1947969 356170 1408813 5443380 4005638 322129 49382 453013 625480 234390 420681 1184368 808147 160182 3202563 496884 255037 396557 657502 855069 539843 204051 1164728 313711 137639 129363 161389 23776 1161919 3140284 1858027 273246 961528 235786 3356118 309929 2764411 707041 408679 284508 833686 5891318 956502 330301 139520 261747 3233346 152027 84497 84821 444352 +met_032 1687436 1327191 482363 2626653 1737284 632465 1270979 NA 390343 203483 1938259 6647760 2495064 1811611 2650533 4773443 177386 387012 677635 1805860 460232 1169018 420212 2788576 90560 243580 81997 4001147 385458 1693049 1268903 379160 1193294 3057856 2761768 1538023 1670686 646899 424302 6016819 1638922 788163 619121 1812329 1415358 4764833 856753 261700 300022 1593894 3191637 1009268 1449991 492131 257104 73115 225552 4390926 1011450 1382981 1021477 769354 112295 44388 2175061 965745 940518 2208789 1223698 54992 405783 335695 3782355 1159166 630205 575851 2396077 396162 1747538 1153530 2280240 626451 65581 931429 262861 400527 3758150 1419565 455451 1064058 28139 448160 509897 2417119 1647107 573586 1395045 192544 3298607 1064775 432684 714508 965175 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26941343 20829779 16567555 17158348 6967542 10868694 14384197 21131934 35284941 21099793 58953823 28765693 16825719 14685593 14723882 9333601 8578643 9523829 18513002 26415280 19533560 9943966 15334144 8293025 10732229 3859657 9838347 17815879 10230636 35196447 10825851 9500425 18792672 8603257 6288184 12736566 23413940 16088633 16280861 6440758 2291623 4874498 14326497 20002458 14794648 10625689 17674533 9994894 6382592 37696656 11691393 7241686 12537981 11769737 16822149 12419889 8906900 15418040 15679901 14170475 21539612 23621866 3573870 15548943 21498991 11575165 18552074 13530443 9737638 10882409 4094392 19674512 9854841 17203148 12529898 18028380 19519972 12763452 4284304 5807846 5838417 8989782 11303928 5917079 10164456 10885020 +met_068 6064668 5907763 4105905 4180940 1721090 7775199 1445921 NA 6207902 10870368 13804359 8181232 11675667 5630266 17283699 6054182 3181566 3693226 6206527 14464755 12753877 8766091 71067798 10510997 4356838 4096921 2942199 1878282 12214722 13762948 11164139 5679303 6015537 21936001 7519619 23208343 6793879 2012021 5307148 8361804 13386307 11211184 4911115 3494622 12318223 5621551 2139928 1648731 2783712 12545950 5795594 5428893 5670511 6261084 6771653 1788054 6246185 5205581 5968101 13060019 4960528 12168481 899662 809171 1065528 201602 409844 763537 2056241 169371 404418 4246220 621951 1785475 93641670 6053930 1507991 2332987 584413 3394917 909384 74820 259722 236245 239566 480557 2476391 931302 4601336 1714662 1434955 758965 50977504 848851 728566 5013897 531571 7329764 333982 1893408 292628 816340 3034379 764641 5121352 309225 80678 1313775 +met_069 26184630 17509898 25629348 3295681 16428082 6607397 8227791 26066 32893149 33615017 25852628 70456033 7680773 6706733 22595025 27503038 8290839 17170568 43456156 26320083 18111121 11562776 26536548 23102582 9009715 11192061 14175391 12048770 5451930 25291415 29339253 37437337 83355675 27371086 23389295 1514235 42040672 13881044 6834564 10579249 23944356 23284087 19846579 2938232 6671704 12149943 16152548 3278739 5945428 22561723 35615902 15949992 13898463 23299263 7517638 11533554 2618651 20684843 16333649 21317873 19412796 3236368 7795393 1933340 2878146 10900100 22535287 10667678 17744631 3238247 2787047 7226268 2211954 22842521 23926750 9267939 63747644 5336685 6884679 17490661 9405680 4566269 5559339 19753891 13485116 3658633 20686187 6959195 9192849 15516530 1913063 14462796 5221271 22396025 15512717 21325673 12518179 8010433 45846315 13796579 2918131 6251826 1966644 18054065 13157642 6616049 7126228 12936655 +met_070 386681 146686 169493 23277 914957 1690858 846279 18729 824068 434873 376906 436494 152653 189911 401740 1521835 163493 886119 359037 449968 823089 263559 306074 430728 495975 504919 104686 61786 1035938 369452 580795 77601 637392 657194 582096 411864 306352 113585 367600 523127 313521 181709 467357 381602 2912046 177553 469325 100993 198908 348645 273933 238649 278496 479246 550924 105524 663479 366398 348626 381210 346467 250867 297181 193963 78901 721769 607527 394377 352471 274173 294078 488514 163602 275453 193747 337356 348805 320766 152482 320562 728627 1574680 190953 388278 86986 445749 312433 365231 331531 308820 241627 359517 228046 326328 588710 395514 167697 198070 221118 330859 153528 360738 186636 57693 229285 281200 290189 299615 +met_071 197955 267570 19868 50090 894346 4267364 804712 23168 224867 531977 306889 245377 474745 163312 218243 100955 90838 713831 555019 303324 647018 321131 26619 597485 398956 366030 89360 83429 1059959 350873 698335 201937 557767 534706 527712 268352 139355 118772 274356 694234 376206 54977 342424 170076 595226 96936 20308 51423 227452 321265 195059 460715 537026 197130 305221 161862 489780 305011 215616 374205 180915 191685 100478 137935 191145 643490 96817 223940 277863 230844 166367 412687 55618 149924 92727 399066 62832 907233 141636 183700 859809 157139 123660 284947 16772 180251 205813 16374 179993 169995 428839 84100 158243 16153 366185 353891 69942 132201 105130 185881 66900 210394 252348 21346 95995 221633 468333 214115 +met_072 154699 79600 120867 412268 522717 811883 355745 NA 135835 778367 307967 386561 524821 140346 426606 435918 145949 255660 575270 317304 385234 123808 494248 480600 504190 435505 50751 106086 298631 355367 832403 130909 602427 530904 599904 193907 190794 80252 150600 1485540 372807 136764 774425 102351 381014 250816 313558 26041 157460 317800 331135 226476 549528 140262 342336 53743 252911 311508 143559 298995 69455 347400 133692 133152 224748 224322 102698 198794 118087 67165 147071 211956 55599 111496 33762 350577 97084 52119 24047 77740 138602 42635 45547 162706 31363 136071 455217 35885 166146 101754 116524 224216 29525 62313 214122 61220 162995 38275 57837 76076 13449 60292 13545 87397 132202 134335 123248 115668 +met_073 5054570 3347726 3796135 6786327 4999303 9462418 9162898 NA 5088412 2289070 5511387 5207001 6285137 4161582 4832437 8982370 1859365 8171502 9815936 5435964 6142005 2744346 7457214 9939020 10891937 4074879 1408863 1625771 9573650 5381151 6052096 1561823 7128388 1513158 12452286 5901187 4113978 3564041 7155260 7222883 5180160 5375053 2676228 4966808 6332850 2915790 3434880 732360 1304612 4758949 4543903 7089946 3544148 3966918 8360416 1864467 7057344 6867834 4775797 4390603 4472861 3349073 762048 1942877 2574099 4617635 3723420 5066831 3541366 3410856 2305788 3853412 1526075 2441736 6089838 4212247 5890199 5663947 2647325 3411598 2684002 3597551 6671971 3369609 719720 5923336 3126198 3933778 5978769 3123627 2305902 3860020 1696992 2696055 2042724 4319677 2185366 2145939 4339266 2791089 556408 2239705 3740887 867214 3052416 2399156 1914626 2505551 +met_074 5458396 3305276 2906165 5049841 4437004 3283233 2540602 NA 3348399 721438 5781453 6215088 1290604 7428943 18065598 1264678 975003 1573423 1402032 5597557 11682278 5112492 3421713 3695891 3793840 1156568 750275 2257817 6586039 5190137 2944396 1895831 8969702 4198512 13984078 312901 1330154 19343775 286433 4348627 5101114 4966776 5441394 3188212 3611684 829617 2488214 27440 2410612 4651077 8170837 1793605 3802820 3349408 1751988 545118 2392852 4983395 2086199 4351609 2500551 627359 737075 90455 1069489 566186 1717942 2228235 2831762 620973 1648577 1073728 604099 9950183 5569633 3731984 14160486 1157476 10950806 3365705 5264524 1675420 10043481 2278201 1449208 1264749 4228249 2893246 865953 2353166 541476 5504063 2120215 3248846 1606883 1257784 2302566 5805691 7049892 2447327 475556 935227 964658 5390217 1823112 807263 2754507 1701592 +met_075 714818 344782 265556 1150750 1123817 871338 642271 1070694 284857 832121 758029 795027 538577 245867 1957912 845676 734536 454955 621246 786492 1283240 128517 2996845 616421 469195 405622 204455 122144 934756 711020 1155983 218001 1879539 991164 1168143 375827 351875 533853 1055780 751843 749912 416971 394336 244000 572964 301170 644144 36219 401877 611603 565170 617688 398838 522279 253155 350859 285029 323545 678486 565881 297563 139280 281354 63168 360171 201300 252697 312384 354998 149873 87974 401037 139537 518411 250849 998350 406466 513267 332575 336536 186924 112759 399695 228975 137029 223969 231967 362114 211756 212529 209394 103160 63310 300296 397965 184773 144947 440582 323910 268166 190689 125062 53110 251800 85665 67163 362359 129358 +met_076 418931 907141 154193 139804 755235 196363 359741 2628 83374 18314 414990 507685 201233 265104 144528 274025 114611 520518 186113 405739 429169 234953 484713 734563 105100 33158 68694 528089 963780 437476 9888 134109 438424 31045 475004 2725717 156624 388847 167311 956195 381225 1039403 38880 285808 506005 494732 866141 98625 110548 385741 290495 26291 223719 596136 350153 152615 689731 27699 1311066 409302 344288 421428 87419 165829 425610 291519 164294 135861 388243 347193 534025 318837 217774 372336 671550 517638 186814 512321 984080 362283 306696 448180 1169905 93676 50937 561354 212677 91652 181349 351474 99295 249982 964921 583523 93044 260750 508497 751495 315090 338483 39537 441879 235928 32609 1467396 271277 835226 275280 +met_077 1417279 16851 468538 33460 163398 NA 870047 NA NA NA 114445 375296 39760 NA 643699 40397 573464 55269 NA 246366 316537 NA 447844 164190 349979 1145432 674884 252325 48389 92285 15671 68790 NA 99109 93118 65767 NA 759971 23639 12172 193520 NA 53087 629943 207776 21248 293234 172756 88678 167865 33623 384374 109209 171408 NA 823894 758894 880446 61219 49625 171546 119079 526537 87067 1012860 516219 1154743 3579588 1594603 647943 880844 884917 127902 6049074 1056477 61158 12670167 NA 1121796 1017956 229281 1078793 4993768 368992 562940 882984 1285361 1353073 1110910 1258375 1105402 2124216 248615 162982 761602 326165 854197 1792082 3937541 1107645 917309 468591 206700 1322194 1297044 961634 929445 1104962 +met_078 196534 52484 114558 203907 281789 535231 290686 NA 143883 98568 165434 157164 105333 72672 125934 98525 46964 189743 234439 191434 322394 80741 354216 253675 181677 174137 29724 NA 223997 153471 327871 63939 268052 174786 122888 92704 168603 89121 173397 140050 148937 118194 104954 123093 227403 121910 116604 9866 93391 157684 137759 194435 174116 141950 107580 60295 153096 245029 129496 137369 128201 175227 NA 42165 55127 142546 301327 144487 133367 106177 84180 114950 2980 116870 81686 100855 233086 267086 69486 114314 164117 163184 245256 160017 28264 142238 121286 168202 180515 119477 27505 80454 56662 185960 138557 139162 28749 102017 102745 109830 20989 100115 79178 27362 68329 95149 65089 98741 +met_079 428222 NA NA 188394 71453 134813 88317 NA 161324 184882 545064 1682653 190163 376363 203336 317999 11667 105040 131847 487403 275324 45642 693109 439662 172684 123754 14525 NA 134113 374470 384326 105059 273287 29122 NA 87709 683931 21001 61513 285320 352171 225462 65578 116013 131269 40785 NA NA 25030 343262 350166 375009 83098 183890 2539937 89026 76592 521609 478354 294135 170022 NA 2842815 NA 229035 59406 43092 101426 311119 85047 2235835 390350 34979 112520 76338 514042 252871 207872 32025 285636 73595 37200 204243 50932 13062 119215 85634 128819 176950 282111 95930 45165 59222 43331 129054 146846 44885 11181 110978 228722 107897 82178 119160 17986 65710 39640 30389 205869 +met_080 1902885 496378 716059 2014757 6186480 3048015 3059916 5017 1839206 4290260 1872227 1672106 1716188 1564861 697077 4714702 1319665 805050 3603528 1770069 1742361 688125 2690572 2666309 1422848 4277016 353042 342330 9317541 1644380 2381588 719802 3944241 427556 1909282 763063 3396628 1105541 834399 10102704 1641590 1105692 6046470 646936 1087335 1546881 1047298 31069 92722 1439004 1625382 2700108 3459233 995721 3514444 692301 1218161 2456372 1533228 1314367 850630 2409331 867887 834765 265589 2714328 1110508 1187741 1229386 919444 5443359 804746 178631 3613721 2587203 483643 2381282 502661 1115571 1112335 2678854 1868122 1774286 406938 238184 632971 2052268 1355285 1015709 919204 21508 1769938 654145 691093 1636694 2140449 334582 402632 1185378 902657 444646 1248007 531922 173266 508652 987033 1134970 840057 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313549 365333 875425 358634 182934 NA NA 267574 384247 561433 696678 300817 370111 253930 466799 467352 606943 230511 562880 105531 79947 167310 6958 548991 892786 533895 262636 384126 248580 147498 42961 345068 436829 647872 580617 656135 128323 232975 553222 451099 657701 582331 31789 677913 70922 456759 510671 250065 NA 105429 256463 448370 147630 545639 18099 360109 337324 189218 111580 295602 308203 4691 240444 310209 355551 185756 +met_083 427724 275794 297876 657461 454355 453499 320645 2948 398887 361530 478463 441540 477827 357630 467254 485773 226842 485187 747139 426199 667505 269391 510618 539778 792428 594783 271420 246821 474493 368888 816092 266475 241416 520474 888629 515905 459826 302085 475355 320619 346346 294890 456264 409226 380644 409610 480749 85752 394395 390287 341140 307996 592540 317101 223877 117219 336294 410017 265898 317420 394861 276984 135599 126384 135679 338237 362112 294923 264701 277308 128309 236969 113674 133649 260489 452269 323078 241908 141546 270175 307367 299946 372541 490113 161607 252743 322259 289260 356238 209787 250977 189789 107639 272599 228495 252460 137900 301024 277988 177589 77028 124076 224926 133643 116568 155782 206100 154820 +met_084 2146369 813650 1397836 1791039 2802274 2910624 4141715 NA 2065460 3836982 2013532 1888618 2455460 991038 1118351 2734981 652562 2483118 2947549 2078880 1692486 1209320 2121002 2818703 2150790 1577113 316344 491742 2426826 1794854 3087201 963437 2379822 2185381 1592437 1524528 1416669 1151097 1558201 2821719 1832447 905050 1192889 1123876 3134857 755170 1289237 272493 1573556 1758860 2299881 1501085 2268171 2066264 4410435 1070824 1346007 2634238 1740833 1560127 933410 1607217 604746 437496 662811 848096 1700975 1683149 1349344 1473969 1050168 2371959 454547 2259301 1750430 2026122 2049937 1295867 683502 1438786 1186098 701143 1029319 1212028 221385 1583104 846683 1670634 1717779 1126212 1078436 1472011 535513 1817833 1216154 1696337 715498 1030094 1513481 1129382 399708 1480839 916338 340488 451329 835507 1089356 695797 +met_085 628428 146783 225085 879837 1089514 519376 828144 NA 284711 1028797 655134 438525 1285898 186930 570400 234622 305106 243679 837348 614387 102496 79328 2023785 683427 1500048 355302 34805 132384 312706 628706 591088 457170 560421 86927 NA 740435 156068 319052 689666 464080 544643 155443 483456 392549 585699 211875 373814 63678 739832 527881 890490 344661 1005035 509103 808385 835096 272327 689235 359562 556128 106061 500866 122967 88508 423559 207522 488734 445894 436231 274258 278781 236566 220453 1027837 233015 334970 754726 176912 75952 387467 166441 493955 352876 289977 47393 410282 269523 658630 320968 343207 737456 410302 59383 265859 197416 349345 198660 171037 250661 315370 48930 281771 170571 163952 110000 204407 228319 292236 +met_086 971949 1614846 368356 1628172 3244652 279540 572433 2726 435191 452277 915087 1613511 2326319 797681 1168103 1231557 257867 887179 760931 869119 3011253 689608 1808605 1069205 1648705 606125 220902 529622 829089 969005 1539241 760695 848858 2320581 1294843 766475 200598 939229 943730 760434 907761 445498 371523 667730 583126 496614 731364 142369 10991 829856 1251987 1065528 468600 629796 1246803 486994 343725 646307 1379653 776598 1178728 466834 854524 217358 535155 174760 296792 793376 426410 403497 302318 572481 509493 637030 503467 351180 1046810 458108 381259 601356 869955 96257 393684 139095 104331 359997 460735 312751 356222 311484 281561 541115 59438 210317 572395 192357 454988 1047600 342338 392372 223793 138848 302764 323145 171546 83421 226707 147710 +met_087 175432 129591 135720 179441 450798 160662 242362 NA 207986 181323 209130 282650 333038 91420 380139 223580 NA 98235 222896 186155 507974 54845 189827 275350 153976 78176 5370 54788 68025 170736 87354 131220 176870 249246 290195 114149 91084 157503 85982 241767 167035 138020 72672 102338 114257 40665 189181 10770 89926 128447 137661 196801 153237 100272 258551 11323 59794 269566 130187 146469 160540 138144 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/runit/input/sampleMetadata.tsv Thu Aug 04 11:40:35 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/runit/input/variableMetadata.tsv Thu Aug 04 11:40:35 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/runit/output/.~lock.dataMatrix.tsv# Thu Aug 04 11:40:35 2016 -0400 @@ -0,0 +1,1 @@ +,etienne,ubuntu,03.08.2016 12:58,file:///home/etienne/.config/libreoffice/4; \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/runit/output/dataMatrix.tsv Thu Aug 04 11:40:35 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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/runit/output/preNormSummary.txt Thu Aug 04 11:40:35 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 +M58T69 0 0 0 0 0 0 +M59T246 0 0 0 5 0 0 +M59T62 0 0 0 3 3 3 +M59T270 0 0 0 0 0 0 +M62T56 0 0 0 0 0 0 +M64T348 0 0 0 0 0 0 +M64T379 0 0 0 0 0 0 +M65T347 5 0 0 5 0 0 +M65T379 0 0 0 0 0 0
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/runit/output/variableMetadata.tsv Thu Aug 04 11:40:35 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 Thu Aug 04 11:40:35 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 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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 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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 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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 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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 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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 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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 Thu Aug 04 11:40:35 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" 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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/sacurine/variableMetadata.tsv Thu Aug 04 11:40:35 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 Thu Aug 04 11:40:35 2016 -0400 @@ -0,0 +1,3765 @@ +dataMatrix QC1_001 HU_neg_017 HU_neg_018 HU_neg_020 HU_neg_021 HU_neg_027 HU_neg_028 HU_neg_032 HU_neg_034 QC1_002 HU_neg_037 HU_neg_041 HU_neg_043 HU_neg_044 HU_neg_047 HU_neg_048 QC1_003 HU_neg_049 HU_neg_050 HU_neg_051 HU_neg_052 HU_neg_055 HU_neg_059 HU_neg_060 HU_neg_061 QC1_004 HU_neg_064 HU_neg_065 HU_neg_066 HU_neg_068 HU_neg_071 HU_neg_072 HU_neg_077 HU_neg_078 QC1_005 HU_neg_079 HU_neg_083 HU_neg_086 HU_neg_088 HU_neg_089 HU_neg_090 HU_neg_091 HU_neg_093 HU_neg_094 QC1_006 HU_neg_099 HU_neg_100 HU_neg_101 HU_neg_105 HU_neg_107 HU_neg_108 HU_neg_109 HU_neg_110 HU_neg_111 QC1_007 HU_neg_116 HU_neg_118 HU_neg_123 HU_neg_125 HU_neg_126 HU_neg_127 QC1_008 HU_neg_130 HU_neg_131 HU_neg_132 HU_neg_133 HU_neg_134 HU_neg_138 QC1_009 HU_neg_144 HU_neg_148 HU_neg_149 HU_neg_150 QC1_010 HU_neg_152 HU_neg_154 HU_neg_156 HU_neg_157 HU_neg_158 HU_neg_163 HU_neg_170 HU_neg_171 QC1_011 HU_neg_172 HU_neg_173 HU_neg_174 HU_neg_175 HU_neg_178 HU_neg_179 HU_neg_180 HU_neg_181 HU_neg_182 QC1_012 HU_neg_184 HU_neg_185 HU_neg_186 HU_neg_189 HU_neg_192 HU_neg_196 QC1_013 HU_neg_200 HU_neg_201 HU_neg_202 HU_neg_204 HU_neg_207 HU_neg_208 HU_neg_209 QC1_014 QC1_001_b2 HU_neg_022_b2 HU_neg_076_b2 HU_neg_166_b2 HU_neg_114_b2 HU_neg_190_b2 HU_neg_139_b2 HU_neg_096_b2 HU_neg_058_b2 HU_neg_031_b2 QC1_002_b2 HU_neg_039_b2 HU_neg_087_b2 HU_neg_143_b2 HU_neg_162_b2 HU_neg_102_b2 HU_neg_188_b2 HU_neg_095_b2 HU_neg_062_b2 QC1_003_b2 HU_neg_063_b2 HU_neg_011_b2 HU_neg_074_b2 HU_neg_122_b2 HU_neg_142_b2 HU_neg_030_b2 HU_neg_187_b2 HU_neg_167_b2 HU_neg_113_b2 QC1_004_b2 HU_neg_081_b2 HU_neg_014_b2 HU_neg_206_b2 HU_neg_119_b2 HU_neg_033_b2 HU_neg_067_b2 HU_neg_140_b2 HU_neg_164_b2 HU_neg_193_b2 HU_neg_112_b2 QC1_005_b2 HU_neg_097_b2 HU_neg_056_b2 HU_neg_195_b2 HU_neg_135_b2 HU_neg_159_b2 HU_neg_070_b2 HU_neg_038_b2 HU_neg_026_b2 QC1_006_b2 HU_neg_098_b2 HU_neg_115_b2 HU_neg_137_b2 HU_neg_019_b2 HU_neg_073_b2 HU_neg_168_b2 HU_neg_191_b2 HU_neg_040_b2 HU_neg_046_b2 QC1_007_b2 HU_neg_103_b2 HU_neg_015_b2 HU_neg_053_b2 HU_neg_121_b2 HU_neg_183_b2 HU_neg_199_b2 HU_neg_042_b2 HU_neg_075_b2 QC1_008_b2 HU_neg_203_b2 HU_neg_024_b2 HU_neg_082_b2 HU_neg_169_b2 HU_neg_129_b2 HU_neg_057_b2 HU_neg_035_b2 HU_neg_194_b2 HU_neg_145_b2 HU_neg_104_b2 QC1_009_b2 HU_neg_177_b2 HU_neg_025_b2 HU_neg_080_b2 HU_neg_117_b2 HU_neg_136_b2 HU_neg_197_b2 HU_neg_036_b2 HU_neg_054_b2 HU_neg_085_b2 QC1_010_b2 HU_neg_160_b2 HU_neg_092_b2 HU_neg_023_b2 HU_neg_124_b2 HU_neg_147_b2 HU_neg_205_b2 HU_neg_084_b2 HU_neg_120_b2 HU_neg_198_b2 QC1_011_b2 HU_neg_045_b2 HU_neg_029_b2 HU_neg_069_b2 HU_neg_155_b2 HU_neg_106_b2 HU_neg_146_b2 HU_neg_128_b2 QC1_012_b2 +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 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797182 241909 609394 363945 638321 364544 610599 90246 304093 689520 535665 940965 1084750 563914 300670 250836 847567 963190 994193 618534 541323 428765 214996 219920 308257 480191 443707 227943 328803 214748 175739 395171 87076 356367 663958 835129 406727 1311985 309483 421842 617353 320188 159318 432346 121762 313052 342490 369635 325067 279331 312419 170664 207936 381802 507274 489883 75053 222493 340858 231135 120305 217904 278230 150750 163974 297904 633609 195582 +met_014 2192373 2373274 309675 2067019 156561 1335591 2561776 2628 1367751 2883908 2189352 1399096 1059588 1752409 2350095 1961794 449838 1848751 1702954 2184962 5270167 2111154 3409472 3651287 1223133 483357 176636 359017 5356208 2108275 7326500 1999235 2297084 1110000 2780288 948330 648616 544135 1920152 3729873 2014850 2085972 1185999 831100 5866712 904382 1817319 272422 NA 1794888 1073283 715155 877347 1288101 767352 165713 1619548 312374 4411684 1757101 1347974 5483326 105622 NA 880374 4773821 1852051 4012697 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2176577 4888627 2196961 8476471 2528441 3630897 4682288 2689475 3796573 1696309 2923614 616268 2459265 4009301 7179730 3180600 4284691 3426119 6686427 2717812 4102734 4042429 1710961 1394798 8008701 1179149 3868258 2073126 3241222 5200014 2987295 6798742 3795870 516069 7273064 2569684 4363849 3392370 2862745 2413851 3631103 730630 2997575 2888571 2034137 894761 2900228 1749975 2510749 1092769 1391664 2705004 968069 2659929 1570759 4909668 2120155 +met_020 376727 558206 452456 684769 811993 1237434 2024650 59378 843116 425348 569489 680002 462590 261614 1086047 2150276 170780 587597 1690881 619922 1288773 511404 593075 1177122 476312 519660 101142 138098 693096 681209 1126823 499025 1237860 2135820 828884 454240 997945 166067 1676554 1730833 558241 229712 697829 170024 965976 338241 704863 94190 155578 629936 292129 893964 472098 347876 332458 146373 903792 728107 421968 607762 291200 341419 148894 171930 164280 253783 447534 122062 219240 172104 195005 269045 140185 268742 203012 672259 348201 328573 170828 202060 290122 245991 84278 292948 65677 236954 329675 185635 156592 211279 289833 106413 106902 198000 322821 208822 146461 124009 160929 167014 57739 225505 170062 108220 64332 287259 259570 165915 +met_021 791149 660956 341904 1567870 1327941 712706 674132 NA 617537 655997 727450 935308 541886 864815 2729263 31117 8699 438681 1470543 692208 1477338 85072 1251052 833682 817020 587321 5039 120855 33258 618630 1835142 376618 525836 1682514 1232387 441300 212594 357377 912678 275265 617032 222079 568340 433492 688010 379197 301587 4586 NA 576374 351101 1793570 434035 4703 118688 116337 437463 448917 595367 551755 312709 263131 118862 32997 409710 611048 837015 442475 417624 374604 171133 257577 150829 329983 427291 279155 446230 15583 172201 432252 239956 147483 192023 654753 65681 53180 585086 403571 740845 422602 1639724 294225 37612 273156 546205 770099 72131 378102 349769 349563 27926 378938 NA 15250 260854 288504 289160 252000 +met_022 717661 1074674 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480027 4382126 120404 361744 582154 916286 1646763 1149840 244615 695215 217962 2786697 3178144 154683 23837 1172846 1216139 463226 2119886 333539 2375022 225204 1897492 369852 596586 1172643 909821 1299489 520981 75183 1022220 1243021 2587846 2060262 2138614 1063708 229744 188650 1008907 223690 3329536 455120 486754 1802765 5603827 2281845 976508 1040916 1154191 2696195 474992 224476 429688 1015476 312237 2683955 888410 44435 154754 357451 649277 459104 282643 174424 128223 376053 866228 557089 1101878 1126394 153400 767169 534183 449284 803526 +met_024 16032278 14936988 8033606 12588739 15513840 26462423 27143962 18829 9970907 23846414 16510821 16842315 11790038 7304590 17486391 20755862 4460837 14246803 27477125 16220853 27768410 8554938 17186780 56208841 22324609 14058372 3167035 3015384 21081827 14697234 29010089 6206646 20865107 26003200 22833177 8418608 12391544 7250829 19366320 21105604 13827437 12035630 13395311 8450688 20293343 11361602 15299578 1366191 4289310 13598987 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1743444 3792041 6887103 2886252 4054228 3012004 3960451 1379595 2224271 2402140 770706 2745879 6698651 1266929 858261 1122287 2739607 4974371 3178671 6975447 4855873 366738 6848155 1829657 3109782 2509516 2369553 612533 4833219 797057 2821520 3120072 1430257 1446108 2568798 3832649 2213224 324820 517627 1785816 1750448 2640988 1466110 3114520 1824761 +met_026 337451 239138 131693 354044 105480 376839 143451 NA 262542 93041 334301 155344 198194 88103 200856 87315 135981 371674 341599 283841 439703 513935 972532 461574 180250 91705 192104 223480 445509 261418 169971 286471 239314 112895 262893 159132 165484 183936 256519 210371 182599 270423 69419 115027 231044 203461 116551 128766 429241 202459 91145 69469 229878 162068 294390 154594 71607 48019 286453 168071 215128 168717 48520 186837 208748 204031 108586 145761 157936 128718 67016 142263 157301 78271 824554 232236 75552 306409 146464 174743 106881 280654 222574 277808 22251 542255 78048 156431 663504 137845 173891 142710 785999 303568 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2102743 867368 814522 454501 313879 2590268 698037 166396 1062771 1680388 959273 1680007 527029 539474 724637 1801413 1179526 186699 225276 1279410 966823 816622 163347 2786798 668231 1066316 1425432 1140647 340711 1304180 738560 850095 978487 502774 631631 1318448 941867 998921 163127 393569 807139 739740 323405 834844 572297 1736714 326550 484590 655641 915836 888105 1154005 859248 165915 261986 3084129 843012 632786 622889 1097986 873904 12361 2060359 621118 541740 578473 822581 1425697 1493448 644370 1236185 612450 418594 761778 481198 420312 854232 1488335 871301 1448584 1088997 986969 1712592 287924 1411822 730300 476579 1401123 535129 1601442 1001731 230782 301998 567850 2341058 922752 617997 789416 924092 +met_029 2459235 349386 1185339 1547977 2538953 3913085 3153081 21023624 1467973 1988163 2940318 828677 1425908 886388 3228751 1010573 481661 1182481 1584697 2612482 1439515 453749 2030668 2184102 2322517 1240900 173214 24251 2344511 2794855 2896677 497484 2462854 1073618 1574076 1231447 1359906 704163 1964494 3603865 2610024 822566 702452 691609 2842043 519092 2950914 9024 569436 2471321 1484598 1147222 1916998 1022784 1434061 443415 782864 1322110 2036596 2361654 1170097 798390 547965 191524 182799 667660 1281233 1154001 1487135 808693 1062577 1638041 278010 1310029 1621043 1676466 1966015 562421 571675 1664817 1236323 604224 973132 941359 149649 1047941 793317 998884 981629 1399842 1183725 611878 675897 732935 963100 983145 57648 549374 844883 1229691 263898 798484 575355 19852 340941 597964 608923 1250969 +met_030 14881664 9585048 3153322 10434662 12859378 27860934 14066253 NA 10532530 6083042 15330338 18300220 10381995 6775200 18338212 12219016 2640179 9095868 17966689 14282244 42601014 12743075 15317688 23633853 38319356 8886700 12719346 15665537 21412050 13613421 19695308 4276699 9905666 21358813 33512214 6821979 6875578 4446798 25877019 16377840 12108796 5968562 4961466 8286116 14420053 7689786 8692657 693185 3256123 12638355 4899039 9557133 10702425 5661755 12468510 1642709 10245501 12530004 9511953 10574173 8369060 4800275 1467152 3708234 4758377 12313787 18069489 12443528 11097380 5100336 2956962 9471982 1493639 4519599 4732329 29610015 15684186 17897401 2539077 10376836 8949448 9663585 18484191 13859039 751423 23232727 14264998 16295947 3887988 9126898 7845474 8238760 3501955 7223657 8624873 7399474 3635483 16621131 8874905 8315877 895109 5538822 9994456 2851607 16905160 6418248 7987640 7221992 +met_031 1693955 1350873 441101 720164 205935 6232540 292240 NA 2042354 5111194 1630747 654773 260235 113852 7998652 558252 56627 567235 440472 1671518 2389553 141667 355907 858457 5155501 6753638 132280 126598 390440 1584203 376822 278355 2702321 4279904 474124 3061113 1149061 833752 596788 300727 1512845 7405588 286513 277951 3431522 275429 1883533 28342 341775 1533530 4371896 177208 173557 159672 4237446 324497 218223 1947969 356170 1408813 5443380 4005638 322129 49382 453013 625480 234390 420681 1184368 808147 160182 3202563 496884 255037 396557 657502 855069 539843 204051 1164728 313711 137639 129363 161389 23776 1161919 3140284 1858027 273246 961528 235786 3356118 309929 2764411 707041 408679 284508 833686 5891318 956502 330301 139520 261747 3233346 152027 84497 84821 444352 +met_032 1687436 1327191 482363 2626653 1737284 632465 1270979 NA 390343 203483 1938259 6647760 2495064 1811611 2650533 4773443 177386 387012 677635 1805860 460232 1169018 420212 2788576 90560 243580 81997 4001147 385458 1693049 1268903 379160 1193294 3057856 2761768 1538023 1670686 646899 424302 6016819 1638922 788163 619121 1812329 1415358 4764833 856753 261700 300022 1593894 3191637 1009268 1449991 492131 257104 73115 225552 4390926 1011450 1382981 1021477 769354 112295 44388 2175061 965745 940518 2208789 1223698 54992 405783 335695 3782355 1159166 630205 575851 2396077 396162 1747538 1153530 2280240 626451 65581 931429 262861 400527 3758150 1419565 455451 1064058 28139 448160 509897 2417119 1647107 573586 1395045 192544 3298607 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715498 1030094 1513481 1129382 399708 1480839 916338 340488 451329 835507 1089356 695797 +met_085 628428 146783 225085 879837 1089514 519376 828144 NA 284711 1028797 655134 438525 1285898 186930 570400 234622 305106 243679 837348 614387 102496 79328 2023785 683427 1500048 355302 34805 132384 312706 628706 591088 457170 560421 86927 NA 740435 156068 319052 689666 464080 544643 155443 483456 392549 585699 211875 373814 63678 739832 527881 890490 344661 1005035 509103 808385 835096 272327 689235 359562 556128 106061 500866 122967 88508 423559 207522 488734 445894 436231 274258 278781 236566 220453 1027837 233015 334970 754726 176912 75952 387467 166441 493955 352876 289977 47393 410282 269523 658630 320968 343207 737456 410302 59383 265859 197416 349345 198660 171037 250661 315370 48930 281771 170571 163952 110000 204407 228319 292236 +met_086 971949 1614846 368356 1628172 3244652 279540 572433 2726 435191 452277 915087 1613511 2326319 797681 1168103 1231557 257867 887179 760931 869119 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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 Thu Aug 04 11:40:35 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 Thu Aug 04 11:40:35 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 Thu Aug 04 11:40:35 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 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+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 Thu Aug 04 11:40:35 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 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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 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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 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256801.273266895 121951.673351078 186276.20245686 60034.2456304499 143654.859649034 215672.892620077 70826.6054928778 174040.227187891 124260.00586852 166717.155398018 53923.6328679144 77903.2279625608 91718.7511832516 191144.518830925 160118.949437505 138467.591308198 169550.248671641 157082.234557664 96628.1792459159 242809.47517138 54126.1555263131 101881.539202715 131389.901096089 487871.925090985 179247.395539621 186900.924114997 84336.0690821081 152683.348143305 275408.083520358 129723.834472486 116800.850143187 214804.098125613 57801.3984737866 172578.717564267 107544.623492553 135879.462041236 249889.338515316 159673.465820675 175827.732922652 213807.205384289 71993.9387155941 380958.784043939 174900.390437086 276428.206724337 83735.6606639501 132326.9358512 152498.872459477 185577.767973574 64066.925338417 146535.995924542 187826.885350955 113130.122052879 98608.2311335189 139928.631677491 304885.451975076 167757.277049048 +met_007 711603.127731167 140184.319402708 126134.050904435 35543.958132699 15703.60989418 33061.7747885109 13529.6204627212 NA 65655.6284111555 11218.708392893 708914.693494713 143591.571590001 100842.204908433 45966.2592182104 106509.189671565 27227.8755036977 222677.831860209 77334.4498928933 35007.9703982837 742817.566932689 65449.5081069204 301213.742469578 3277714.76082375 206213.095624315 28641.2849127379 29215.7409813784 239455.749880535 249231.407031193 419221.502566564 754227.867942741 50266.7993810497 198440.448356778 21136.4189894167 55671.4334193576 215813.201052646 401323.024016204 62142.2707220722 124273.016826572 113194.274041496 168459.256266547 703615.569726189 339407.486844264 58701.8188897489 148430.499949209 425511.626553081 138713.357771731 21249.6009821012 222426.524570136 462858.019853691 707031.472616364 54768.4049622663 31550.1695394371 82662.422835016 376610.862794223 512790.292666057 132042.529429048 78572.1202511385 37609.9481388387 198050.954062033 883331.76500006 140504.345149199 1553911.25158307 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1542472.45202546 97754.726266325 6318.19887105757 106426.498346113 23051.739586327 162290.553554551 267557.503119856 287333.986360348 90320.5818821454 250670.087389403 177892.200680963 51329.813384729 5320.4787203324 115212.974437476 138601.826032611 182865.359688434 124997.66181653 5819.74136830548 75492.1522795817 162787.761166229 330277.762094688 85449.3213117536 58572.9401750782 101777.845520103 22689.11702353 175605.307784076 163613.249386844 172499.346116159 102157.846956954 8305.6431266178 198737.245698865 31208.3189080537 346720.175560961 5339.50487196194 31720.8510547624 147855.683139816 159789.456094085 39140.8380437949 24115.8983305757 178386.747300061 61190.8855451077 5166.54415545188 4956.2264883463 73032.2925115547 80314.1139579297 155610.969625811 269762.486164169 173780.81481615 48703.313239442 3893.24606427024 289664.024605838 21407.7682936455 97396.1864297456 212585.458887898 153576.7871152 20292.2063486464 21475.5054205173 337034.699629877 119237.490472709 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2497857.13620257 412192.878370529 3046950.14150878 38373705.5575145 7488828.25715259 800583.848696256 557242.912260874 2955237.30392493 6075263.19465929 188267.734420315 21421549.7371648 3350056.18623918 1284982.29404069 9764855.48541162 2775524.88226775 702337.305520704 5249827.97540659 +met_011 544922.727497372 42252.4108503081 42354.6359498524 159323.658513337 39570.2293357861 71892.2529348431 31103.0430944531 NA 95748.4384530266 NA 503109.26197434 3675532.17001114 299038.90084987 289700.607912767 NA 302517.89879852 7657.58138149986 83171.2920440213 78270.2948252454 506293.014464726 249769.096229265 27176.4295208242 560621.676336772 202252.985097723 178207.511169912 56093.5261159621 30480.4404982453 17750.9670659636 111392.929839534 491310.321524985 469507.389798312 86746.6531061611 NA NA NA 129800.509675212 510602.717526062 48896.4013281002 127334.392391376 282572.896400116 637925.818459356 378802.004203324 NA 75270.9045963399 140886.706105886 63994.3165123212 NA 71937.0529417766 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748670.393157548 328946.939313342 168239.647825942 940897.777432819 333699.915167476 1513631.95596568 206839.599668383 NA 679241.091306676 899750.561117277 718211.977653117 404156.397378039 3527575.68469655 235054.28226675 433653.251605032 679574.581254647 68328.046325142 556582.737424349 486561.344858913 718527.434547912 660279.952335738 718786.665670197 139349.547174449 508720.857572774 773317.158939409 1314003.60432502 54541.393854682 746556.171045976 286531.911523706 738314.991023535 809952.94339714 126514.533045696 495731.383992795 1180842.26999645 1034955.14003619 758882.312062694 218486.72161176 347786.359241651 233886.753717554 1406929.53322531 722780.997485334 707287.489476937 338426.224418352 173966.386530862 443951.094651763 224299.833031005 347615.322384316 21439.3711554869 257114.815624458 729439.402486483 1383322.98348366 220543.574313511 277710.116265295 204823.673017204 1173041.57180582 4549431.14393682 219734.166966288 1361976.05585496 408742.372022146 727314.95461438 435821.868390965 642807.317887034 262905.735705344 244918.638994358 1451504.59355779 633577.74071145 364577.614326287 311722.208099475 756801.558840269 600622.618313506 281783.117701984 1079360.41192399 2052730.92815588 318720.931581093 590027.232686065 661836.008616694 694889.250491721 452854.991648638 240999.842081542 727688.023642738 697679.962965654 338087.410668942 535317.338376903 807235.836653108 849538.250396233 704190.320707553 776376.658889279 919804.327674313 367797.82592127 759761.211892869 2513863.66103761 507395.926107106 115926.096577295 797926.296883469 431477.834520827 340080.42975584 205261.564412147 892540.681658454 2412085.40439508 767149.474103628 1247978.93269722 150436.937561571 353511.405950893 554395.047373588 440689.668277844 185548.383826646 1033226.56315241 688129.304042287 +met_013 520660.777051169 572509.192420401 434788.40149091 421524.78638615 764319.068858497 2173505.88849619 1493727.18923685 5010.27480466737 622611.74671181 269696.756615216 646663.900594062 693888.844785643 507538.030705511 161379.496207333 938308.35099198 714859.016800506 121249.111950283 531931.912320452 1297348.61659825 517756.580029322 833605.424696266 176193.983424169 363351.69327126 1273562.52369696 457672.609100853 358583.599803177 111672.780382819 86068.3148023285 919690.598492465 567598.325355442 833977.414415798 222250.145374841 781525.805328284 1043993.37379846 1080396.31704602 345574.185145596 966428.672616216 274529.505953633 491189.981563691 1560013.30672858 605276.628687812 185395.755203119 471645.683646651 284609.746603691 504642.820596882 291520.226926586 494195.062608175 73968.548100516 252552.119856075 580557.357635833 457431.609628745 815154.190154516 953291.70858161 502684.63729687 272306.271757535 231200.368822972 795388.765852724 920431.999818998 967390.955064514 612758.540634534 545913.297422366 440146.096510162 224653.774269838 233923.869100102 333804.252499481 529447.880178576 498209.972884747 260698.744544705 383129.416448049 255002.847832938 212718.023663052 487707.181449418 109605.265946451 457628.542339567 870092.402566853 1117162.79714634 555565.717253976 1830478.42492237 441176.109678107 614614.733427901 919614.324411352 487798.328035661 248319.293016591 689664.648379941 198853.435432148 523612.470516225 586914.058093017 649228.336021058 585414.538993066 515998.514683491 592218.493408166 332110.155709403 415575.780821467 784021.46259105 1070766.98938422 1063421.64659389 167627.413242132 511523.403163903 807065.153436409 563905.446508572 302590.492822749 565326.999711892 744972.027948321 416812.162582077 468444.385952009 879873.123097248 1935951.92846703 618598.794346921 +met_014 1699981.73901634 1841453.94586313 240467.356442934 1606516.07157 121805.874990762 1040292.35752433 1997898.43255274 2052.39445603927 1069789.83333346 2259338.86111761 1718211.28891485 1100073.83218963 834789.381634892 1383544.21546772 1859570.68668988 1555973.93835036 357666.747622592 1473757.95310815 1361218.13326514 1751448.95218023 4237000.03376387 1702496.68115701 2758275.49000223 2963689.20048197 996205.047816507 395078.898238259 144906.695881993 295645.033537981 4428050.99701856 1749990.51555329 6106781.24690381 1673561.8995326 1931400.98718544 937546.010653222 2359341.82700448 808631.52800154 555813.330482131 468661.986069121 1662508.9358765 3246859.64056761 1763687.72827953 1836405.31830067 1050270.35062296 740469.703905829 5259837.92609288 816105.511923297 1650986.23085197 249219.366579218 NA 1666427.33988977 1004253.3295445 674528.955383271 834239.221505881 1234789.7318291 741392.880609547 161292.306643301 1587484.10783621 308275.89974379 4383001.41804118 1757407.563014 1357396.38659822 5560070.6874909 107863.643505138 NA 912430.261828198 4985759.70754324 1949562.78021475 4258206.97571243 1611843.84586971 806548.43809298 936692.831389327 1959979.77225689 299179.687472651 1157461.3989634 3113121.20629743 2654340.88535823 1616300.23108706 NA 265872.04480127 1806211.61056395 701177.037984812 1698619.4941964 910788.596160385 1075186.28026224 148318.138787428 1323773.85570399 1493514.1258369 1624500.67287462 4895663.88151516 1734999.18192543 3796491.6227334 5692387.68425876 2423985.98788057 1239421.43263197 2798191.81420242 1052624.68168328 303944.945180658 4089407.39891433 736911.481964469 1897492.30164651 366689.638425409 1301689.55680529 3265271.52420551 797360.463495392 3895654.30808391 1557909.93171011 344057.76405268 1543482.89302654 +met_015 529458.619988772 495036.941329857 281080.916192286 1005231.34725591 880525.30431383 474257.342981324 413739.841372801 NA 416625.463732812 491913.727701207 524194.137158541 704910.490402123 418706.991292945 576099.13824966 1935027.61605427 21254.4063282977 NA 337825.051894781 1010296.03452311 501849.476933716 1041632.04844655 82672.7223663106 990929.022037204 684182.767173983 601117.008327458 419833.919385959 NA 64489.9013066341 18922.9425279658 548438.05419246 1301104.62194316 311637.429261772 400356.387078146 1418282.74966085 1030570.91130408 360523.597330471 135539.410471399 284367.170931067 682385.695744897 245865.257913198 527222.45992207 205882.538818473 497330.19457958 327001.483898672 588770.02719376 364065.743247185 255185.249523841 NA NA 542611.369773165 273105.871989176 1642073.21025122 410339.019789765 NA 82910.9909289859 97041.8548303656 377846.143649046 397130.281121622 623695.501474941 506217.390394149 327121.396308575 285836.715770459 81508.8189953142 NA 350590.114112736 736195.630773545 1149396.01880679 431567.888589194 513858.972304564 418313.452334391 180157.65574264 345203.008729499 189952.615782566 417873.93483512 575525.388811945 332940.496000638 520170.731899033 60877.6279505303 211038.651923654 524787.67031042 271796.860841707 269103.227507003 273264.292556722 1027822.13472102 100459.182751579 108557.088458484 763317.121721107 491868.17425664 1147549.91377612 501343.994798637 1224816.19681426 415645.561062133 64666.2582859362 376315.090903388 1281458.17725854 978140.622198296 36419.8596526614 537207.953192374 504171.053349797 557704.52500672 35694.416863633 469677.110595825 3615.76145811209 180801.882696336 742323.117526482 508121.457671657 522648.952763088 514078.378289401 +met_016 2261006.82236912 3217885.74693034 1472285.00657083 5932170.10731836 3185261.86251954 615128.578868965 2621158.93359211 19759.7729794841 380248.207380955 1213776.76725214 2304646.58336891 2760578.27270082 1300307.94692543 2581587.894673 6467193.73695289 3057099.60973302 953553.502022519 2492273.92296165 2125023.80059426 2263164.70083647 949787.99831493 5299028.67265199 366235.992497697 8037317.70285591 9216918.69591017 1228573.50181887 354246.724194343 684140.709114361 1969090.16022889 2273181.76171612 555084.247409951 1780906.25703327 1020673.33030083 2090489.28863649 3706024.39894417 988357.990781181 291960.187531956 1651878.9276004 2525016.96173698 1132866.44244134 2282153.56713268 724034.949254304 1261950.95945116 788545.208136719 6330627.01694867 1225049.37817267 7655932.60926507 1307931.23367561 2622103.26062346 2341490.85978569 668246.375845999 1426015.60405375 1675357.48333513 1371155.81762858 327263.071225525 344165.953239807 1884543.95918143 733003.501750468 3646002.26146248 2317326.48404083 193085.763648154 3295565.08103403 1345915.42789872 891947.049087861 881908.366834643 2539078.85567954 3741561.07118204 3194969.55186593 2071124.3045081 1291699.55310497 1368000.72275099 1218231.23938436 840008.79862559 392691.095313368 2007793.14828837 5838845.90178574 523710.591633684 5593184.6702624 634273.637585765 2355940.27119377 1672397.74456006 896229.82121832 3318121.50889044 3246964.68501211 239796.496507639 3385292.48391935 945825.109801808 3351819.86253658 4998449.18366241 2174103.2318378 1472305.08430844 2032646.00592078 555108.774998643 3447892.59887747 5293061.74025668 1684492.45385022 1634474.03613491 1570375.89667523 1653286.96847577 2582498.34424934 546093.482741857 2587738.53962076 2732386.77443516 4652061.80452205 1936254.86893419 1037611.07548103 912437.668568051 2074764.61972837 +met_017 3254293.34440216 1665903.19869495 1607138.24581532 2981494.86693231 2666417.48689976 3134477.5599142 3422723.4831346 NA 1834787.96351897 2523677.32261007 3222907.0538807 1063638.23970792 1383474.98942734 1393823.80518663 2170947.40371291 347033.326880065 1168729.05427065 2916402.92257831 1103199.93318471 2955931.82652454 132087.483593327 555654.148950128 3857282.76500541 1991181.4073371 3963439.79163599 3012534.97211266 1404199.38194934 1008396.6555009 794746.542966719 3211456.79370407 6054374.93432332 1780899.02865228 575580.307782375 188342.261922386 147222.509552027 2326623.06976217 2442239.27140403 2228392.20383433 1896591.19909249 704762.582252538 2915534.40484888 1062682.88798989 1289099.41414391 2258283.81409448 1844005.603313 3329240.2697306 1893152.39530245 509687.216849016 1866557.97480998 3179704.75347238 1890608.08321573 2967683.5617838 3533337.49672562 2091973.83003033 4053025.07851718 1142296.43151512 3124709.12527526 3230308.14788113 1181142.9473897 3208132.34097763 2017619.37580684 2619149.32031037 963499.31877851 1384065.86691051 2557908.01130991 2904549.1542395 4195370.23415387 4053954.60690056 3361456.1273483 2122522.64987396 1941302.43855273 1699462.0971961 559029.018388985 3900887.11158231 2296869.53383234 4654698.41098447 7871876.3766396 2281574.95177065 2196386.44160565 3503704.06309786 2831963.96653942 4228514.86197165 3670666.89117803 3808522.1021572 340191.134720304 6028108.56432051 2878511.03394668 2834671.17160336 3585064.5066891 3021273.04223012 3478017.18015441 1414907.27746867 1667650.32707325 3179829.6259009 3218772.13697444 3486941.77132161 1609253.31939291 3265983.85276515 2402352.89010592 3242436.04799689 801105.962496546 2715876.46185711 10431015.6477772 1089469.92649803 3033349.6947739 3020504.69463286 5255663.03193147 3090362.92969184 +met_018 3189068.13824707 930278.040048711 3062182.5787137 3512210.22604092 5198487.14740168 4731980.83767569 6677081.00655291 NA 3399554.4437436 6502242.96432166 3020125.77694267 2335979.58273115 3124412.82337732 1971158.25455437 4396736.21111668 3779262.76399297 776533.55123391 3792432.9450736 2427323.42168661 3053107.09514829 1599290.08505887 1394834.02465643 5136391.97451523 3760931.46204017 4574484.31919117 2547681.54482059 284027.611580559 49618.8725487235 8890434.27319508 3184816.59251059 3693128.32431839 913227.536350302 4642247.80940707 3778942.76516404 2937119.12727546 2792298.05522566 1518143.53125639 1420596.07422274 2360516.07881831 7264654.51021365 3151789.44507766 2664486.30249075 1508714.59571527 684521.904667005 6480063.99478948 486448.152528936 5529879.32596103 4752.87573136388 1018527.07622864 3332848.96865841 2992000.01059951 2110269.94288927 5046718.09856549 2828571.5738874 5788507.26489658 1350745.27507381 1024520.74882811 1407682.10235773 4681298.30939501 3082848.82289657 1971685.82194117 4563852.5869271 2247143.65410527 1008180.28410104 1349574.55029033 4794711.34265835 2230110.96924608 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367415.691088046 163534.73470338 156003.584433856 197641.087115264 29583.6466685084 1469731.06597792 4040443.00046395 2433152.33681825 364417.010843154 1306822.95734966 326797.292376864 4746934.5012175 447692.089388433 4081348.5670426 1067802.40638515 631910.608672855 450815.757233698 1355087.48477183 9833172.79393244 1641230.995565 583332.454168629 253935.331775204 491642.768143198 6276974.11988049 305528.794893749 176104.403465974 183680.726958731 1001917.18730779 +met_032 1350210.07842471 1060591.42686714 385048.055434892 2094856.07248377 1384573.01179711 503798.558896774 1012080.11219641 NA 310794.358271051 162049.284201996 1544187.4627071 5299184.70602414 1990383.87440571 1446495.93204205 2118644.66032865 3820363.89765686 142172.583962945 310684.786808101 544961.847439025 1455140.65073158 371641.826587274 946177.446500995 340957.94037813 2268683.27850136 73886.6060294211 199337.356861122 67319.9407895734 3296181.41248685 318689.680976918 1405108.35796697 1057315.80469967 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1136201.30172089 9316294.86896039 798112.989280024 224995.16320505 312376.511313557 886414.138773321 421711.809910688 1008512.5333787 2373298.78572157 3876135.2729625 2056072.24515907 2131430.83072618 217275.03244487 1180466.1375003 131304.557624471 8806961.37117335 803915.444218836 1636614.25075585 1878265.58512253 334735.0228939 1023044.28324431 246914.682305309 301430.640890104 NA 5282675.88808735 3126450.28199142 3613483.40771735 786628.035782913 2230663.29478869 452785.173042503 767512.830190249 599311.191203498 698114.251859072 938502.801478172 1058340.18178588 988607.935307869 954254.955052317 855863.099922778 2202126.95958584 710674.311028085 1457834.49716714 NA 2229995.5508919 3025363.03591514 920063.666360965 1777742.89714686 1827432.36422451 5393943.97973096 2223033.18829246 134005.590927932 3607298.15055596 1229836.42929785 1383486.21556681 13588179.5067245 2064254.63304422 844961.15146 2138622.78427146 +met_035 16664233.3239546 28353938.5938523 26632711.3529022 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323894.580417823 1855681.12341699 1500053.71811079 139516.90899029 555792.154416447 1258226.6127104 1121465.24614459 858393.501191645 278517.862351513 473696.458529189 1873884.6731358 1115338.70334538 488557.089946922 69086.5144357865 151539.308095953 1104619.06591384 1080162.51065639 2621444.62755483 552371.451628451 2835585.17255843 1959669.47104188 3388181.88882005 583653.007014132 872509.657203671 235939.900445943 548887.164576641 3375422.14077404 1159440.66650445 601929.104246598 1659228.84788187 266417.81440837 805997.495161207 558254.37478566 916990.082048278 32228.3429415882 305525.841537578 1194567.1204378 897443.108962657 698789.125377569 1602791.40780398 372594.409281459 641136.905908353 185763.817473394 402882.314030032 845477.637272446 479338.366133686 1322141.36845432 253401.02545345 892373.873557752 425125.70137817 154980.547552475 319199.967572988 787738.230136044 435665.987301751 261156.59003763 600192.78391126 251043.77044049 364888.244094109 1529727.87731245 350990.394979327 568285.037206169 670809.011628009 8152242.32289407 373733.958722019 2569178.34521965 730244.115483944 1335572.95500633 2790413.33916387 56185.0090432226 272743.07066936 1123998.48980801 235612.251955209 516551.186623697 1075384.73672368 255183.94513677 435047.316554581 759153.721632584 1883197.6123935 432252.92656029 643082.06610316 2331851.23559267 1456834.30585183 1407284.78483992 803673.075491604 1101639.7829249 378201.959148965 1529465.64063753 167531.802316225 1071506.98313031 728413.574692128 885091.127176106 690859.267422867 528683.568454688 2735058.12634585 1050353.20754372 +met_065 175460645.468932 160282727.729308 131594067.996588 172721674.703935 141987662.727084 107781161.746359 129619135.041244 4310739.07043325 109101185.999215 132900741.419589 170871305.87158 211103379.507936 106926916.899424 134233836.156856 490472332.699985 129669396.394397 89653546.727263 110297629.280428 67710099.182879 170115155.863108 301428434.713164 163312617.793621 133523504.693994 234722651.281361 170230283.602701 146325923.558078 83216773.3576377 112274033.68219 156906904.101448 176389368.939989 135676917.725311 82412099.411929 187664388.706412 304759508.540872 254940650.974577 67015391.3069867 40636342.9961259 291305538.658378 76956228.6745795 160055151.375885 169084402.804053 182149319.546817 145706597.462079 135668779.33666 196622762.220221 114826781.574057 206744617.060975 63491846.862894 115052135.892011 169521709.555813 195466091.890524 201023736.957671 138051955.85128 140899265.166921 96279761.2063518 69297165.9930987 127819835.188281 181444495.653528 133586421.463016 166696625.26613 161076872.362554 102646128.618824 48254565.5175509 55739951.6517912 122451091.71906 181812585.419219 199252858.438373 164074421.339181 190074819.647896 115333679.247644 116501332.135922 156915159.411679 71893884.4170192 258867681.520887 206772018.161687 168779015.970409 288459238.141417 170365609.588159 244099040.045574 173193347.405538 139427867.736098 152478763.432389 330384389.710655 218614885.731892 119936503.142783 131732183.501059 244509620.737327 195734295.470796 150139486.886197 171109335.168455 170394249.354977 253126115.05983 112583784.701279 171510365.24249 104463332.499322 127792953.784275 177258728.545569 207430756.93302 244122108.950229 167579209.97113 75596496.7500553 148336704.937995 131114375.389339 227524389.789674 281430487.288165 148881307.368361 255061092.172481 176543097.96415 +met_066 901268.347507469 1517621.4087736 371613.046000106 571414.399407771 1108124.07429635 411966.52732042 136968.433418277 NA 197217.85662277 372623.55165766 912268.818181906 1424865.91090865 729470.377387239 801597.544821536 13369878.1111108 1030127.83373677 58022.670808263 268366.931323352 436186.795775128 959804.337919689 5508253.9409953 781797.412003827 2833559.75623846 711676.058107697 1689378.81963564 324622.629652477 183637.606773762 331919.478605834 811770.157548003 898118.010686342 526926.950209136 92453.6881785475 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190186.921837744 291615.606653763 150684.535371361 221059.544923577 640745.723306251 252921.222681471 64094.5467539562 4349.23852953978 26546.6586474349 182004.620589231 25653.5743994641 281253.387766029 430692.893372175 16434.9447440763 39138.8107647899 602060.561974313 475935.837557406 1523038.69603938 1324803.89943051 1274395.97855355 961842.940749584 154367.003937568 291010.885850994 142016.204793706 85450.053967744 120596.908441097 25600.4605284529 270967.763138811 132480.497071723 5298.46950486991 93452.419844568 263658.903527012 1902359.54590334 40776.2084739182 17597.6433292518 208718.503471733 109709.925992754 13920.0091698174 8284.58034974509 647286.865347741 107622.389217047 373880.617033298 12383.8990212413 108158.637936051 19856.3399111607 52194.4069745797 85981.5169935776 5162.45157142305 5941.64623778389 20889.8915724979 245640.013643355 2354418.76017085 24346.8606483235 6508.94181996302 43496.9867116622 161034.046764367 221567.035439131 431586.444710143 8880.53801633616 105625.940071322 6879.61268666415 253797.68668466 1430978.27614384 55661.5622876469 679368.851749935 157846.119238671 14832.0042387536 1149146.87035326 29605.349699632 69517.1998969656 2440892.81435987 308628.62098272 70695.0216853404 89477.6955032979 659457.838110551 112806.382253783 43899.7325329574 110411.387956553 418015.2193033 146288.334941198 40587.0228320362 322193.577158025 347653.807594148 94151.0415671175 47526.6735340501 688071.892792621 102352.587158494 178719.106162974 10398.6434564243 272045.205433086 +met_082 253218.69898939 29030.6799656207 109946.263015421 522520.634307006 692603.678094654 762833.70318542 610153.630800482 NA 452089.638606847 427813.428900055 265798.153655734 55607.200018062 87782.733690971 262832.493823714 226853.531957233 533713.51545227 200562.444037152 525808.891983679 861701.096383756 260618.423420369 872880.597568069 293047.17365121 729441.365988233 1008488.59838681 766468.698319531 567950.290993794 162029.360019255 NA 899040.762222504 259822.04868523 810058.536751505 215036.806278287 702867.935674942 NA 233706.761352984 148197.502836416 510089.345525097 420801.865040287 203455.44541242 511664.844433809 236661.290723428 91533.0218366424 312733.072829811 366057.618892391 881089.22546606 362523.262486538 185694.009467069 NA NA 274716.209701245 395777.351229489 579920.470492916 721340.107710929 312070.70899309 384233.425090955 263507.489102907 484098.2732568 484428.509435745 629043.014905959 238988.737002756 584065.061051487 109640.868169138 83196.5824634543 174452.819750488 7271.37352352368 575150.004692504 937870.70425171 562493.405960816 277562.412592048 407284.716906623 264470.982070889 157489.693662123 46042.545354399 371254.725320028 471871.452572721 702762.442296309 632525.819355639 717981.45027082 141064.8718396 257324.805064106 614036.662381662 503216.61216868 737508.260673647 656496.023112393 36035.7048282395 772851.470836118 81328.5197614308 526944.419498981 592806.436922708 292145.525119936 NA 124826.969226715 305778.485592031 538450.445563054 178610.692981518 665215.231464567 22240.2351458935 446123.137141873 421420.814911915 238448.900286168 141874.322871507 379344.676142303 399302.063629392 6137.64161059736 317804.028011144 414335.358370054 480064.387126124 253625.857390724 +met_083 302490.28121761 195662.877970766 212017.049321212 469518.01864376 325581.315386094 326104.568370665 231395.836613758 2135.22126096082 289990.105600591 263832.853024249 350523.643196708 324755.571803271 352864.832137056 265189.794984174 347933.054858485 363271.323468316 170377.530589464 366037.828555114 566218.371546762 324488.638946722 510606.125756931 207061.902194651 394404.137049736 419018.202294242 618294.952552136 466509.216835276 214022.226609145 195688.874897733 378298.589307785 295785.311493246 658198.815693363 216207.76126528 197079.19508079 427561.870258401 734705.168301533 429363.10333584 385285.557871984 254874.575341649 403923.774836681 274430.336388833 298671.198276473 256249.389149052 399592.119689276 361274.594389735 338795.191472946 367616.448254614 435108.265985572 78271.6868947276 363050.663039898 362276.591117789 319217.664604072 290399.991771016 562598.899555644 302993.005644574 215399.271870995 113690.88532319 328904.204410122 404481.646605152 264647.01381884 318812.615379121 400294.811641733 283468.879502722 140120.239200256 131889.099084178 143015.044238447 360183.731435886 389639.954488149 320724.990224729 290985.777803656 308220.392030133 144221.955709181 269423.406891437 130758.702876459 155574.734707736 306921.345817873 539512.76834608 390287.734094569 296011.436766899 175488.084156899 339469.739444202 391504.22987442 387406.452764711 488053.787600289 651462.109779484 218014.974114667 346160.087928398 448247.535269292 408756.413527643 511603.406791658 306300.676854067 372687.269667131 286743.783303265 165532.17413033 426885.120308903 364526.265250104 410496.1285927 228640.011188026 509185.867803005 479969.388977487 313148.785804567 138795.681206007 228593.846011672 423969.569955952 257894.092838902 230446.749928205 315729.858958826 428559.372002787 330552.147993284 +met_084 1586223.73397367 603218.233724441 1039664.66875421 1336491.21006042 2098068.87354096 2186591.83717174 3122187.71098696 NA 1568069.66426025 2923556.87518794 1539853.93851536 1449741.63652538 1892044.56970272 766597.752524585 868482.42062711 2132406.61222431 510854.985038912 1951915.03412423 2326698.07311378 1647979.53661189 1347469.8707442 967019.826304132 1703587.41055447 2274214.30649625 1743286.8314767 1284260.20832479 258821.522097706 404259.736459925 2004826.2056637 1490099.78500955 2575924.86404597 807993.807805688 2006228.19449597 1852035.04965689 1356768.7205114 1305978.74076454 1220287.31952254 997090.851083893 1357412.04238461 2472315.54313975 1614954.08949353 802374.124336859 1063940.77017024 1008525.98504383 2830588.89748003 686174.182533473 1178947.88288179 250803.008065538 1457875.52441996 1640504.88725525 2159771.40850613 1419419.80225219 2159858.969382 1981565.13742231 4260192.13213954 1041734.05232463 1318328.37824323 2596877.94073541 1727144.39261462 1557839.99299476 938175.530766688 1626359.90961402 616227.507071333 449025.624265826 685366.643356613 883739.324894012 1786628.3282443 1782494.70251877 1441155.77848133 1588082.20793368 1141704.40563427 2602713.12639246 503542.839618198 2527464.50060344 1977992.83038549 2313296.44251768 2365429.66014482 1511657.87571084 806265.513091981 1716736.30799622 1431935.88435279 856712.406211082 1273319.61991103 1518436.28339906 280976.708754515 2036179.48970519 1103984.74601602 2209100.69598736 2304386.72697207 1533310.05416524 1490734.16844253 2066778.0993009 764043.265877034 2636713.59983725 1794166.72305958 2546623.47986866 1093609.15028956 1603853.64442092 2401835.22736959 1827854.6669052 660157.429431202 2497470.85189658 1579197.10908407 600051.01533006 813995.599060063 1543401.42787065 2062903.45704993 1352001.28103063 +met_085 485305.713796081 113374.576756088 173908.274174162 680084.908653724 842624.651931713 401954.262376303 641426.406280863 NA 220950.737496989 799327.40395065 509660.913291498 341628.501856658 1003291.93698417 146087.676039225 446561.02178908 184030.571380669 239797.955784593 191928.830075187 661012.666168852 486163.372314444 81309.029736508 63096.5623650373 1614161.86096076 546682.379704561 1203554.1417024 285978.627087475 28106.8124464964 107275.064861868 254303.821765427 513190.409766574 484349.77746209 376117.62569386 462981.535104919 72122.8762405188 NA 619936.518829921 131295.722232269 269741.358639035 586069.768134643 396465.286661839 467849.194530996 134285.488250822 420110.167527886 343190.039145886 515273.40996906 187609.373030457 333220.328048447 57155.0966938128 668764.575878106 480649.084732282 816839.543984204 318535.985339669 935893.345579615 477683.154811726 764788.458084075 797338.528668671 262501.025219729 670848.588186786 353401.46615717 551941.775333207 106285.408205287 506776.977681639 125616.620193642 91284.9580178341 441054.904585089 218180.992444511 518822.114943625 477965.014871938 472204.849485675 299818.403518265 307812.83080134 263841.640790283 248382.203967945 1170013.75218859 268018.180108623 389362.162653407 886667.186570188 210092.3472121 91187.1940106482 470362.810830494 204327.018553695 613317.113958483 443218.942981743 368490.054475502 60941.2282962989 533929.862368477 355036.879073088 878349.46560119 433420.281831501 469353.325733779 1021531.70425011 575795.148718484 84440.873511191 383130.472107733 288377.859530301 517367.107677456 298332.740914076 260500.933723977 387273.957387238 494366.338434242 77837.0769926239 454964.326508472 279604.49696268 272899.643541671 185958.8662874 351034.581304827 398400.122471037 518237.86743277 +met_086 706071.154060073 1169719.34254175 266111.016039498 1173381.12553656 2333189.66806834 200617.421001346 410102.16762445 1950.0074410367 310909.506312044 322777.566888062 652540.498664118 1149913.55379478 1657345.26564075 568232.498186633 832212.17724829 877742.164126443 183895.694854279 633220.074650944 543702.166789257 621831.346663573 2157862.82741096 495071.466440321 1301080.5869397 770942.8133179 1191819.94419157 439381.821947663 160619.1173484 386355.014532751 606945.301910954 712043.907975013 1135595.79684352 563595.993040348 631736.732413643 1735181.43054305 973005.777244633 578960.928535136 152346.815037025 717358.333031614 725057.617273878 587825.803071508 706193.19824248 348871.878218432 292940.391908779 530244.311669187 466479.041271682 400316.743567347 594244.854427832 116639.087772855 9083.21705796267 692144.127900184 1054531.49777193 907061.810968972 403555.527256858 549269.29164658 1102986.17368765 437415.362541631 313448.234836861 598231.295634869 1295811.65523689 739951.065331355 1139185.59773373 457619.981251462 849683.980538896 219261.442333456 547784.140371507 181562.646391228 313054.703957764 849912.644344986 464093.919772824 446342.665322824 340028.075627124 654957.799027104 593165.999060618 755046.213923065 607793.078311265 432003.172826181 1312819.31417693 586001.864313764 497698.592425822 801533.955702842 1184590.61313804 133977.631593131 560446.789032358 202653.753638699 155666.603345149 550447.465867832 722459.832289469 503307.184852501 588803.890458637 529253.148662505 492221.343564687 974185.482985487 110308.182381137 402775.029207574 1132427.32800297 393606.510598174 964145.658785616 2302049.26399296 781236.764381374 931355.620073746 553466.995272439 358439.104111557 817500.464757448 914644.803777642 510233.765206877 261441.865637833 750911.093487348 518835.66629782 +met_087 131965.972735192 97724.2619328014 102611.562748677 136034.187324963 342712.490924076 122497.985737143 185350.197462581 NA 160072.872358258 140015.601644896 162039.081506423 219771.470601804 259880.333633715 71600.5138019742 298847.957460391 176445.720136264 NA 78144.1468798725 178038.551183971 149315.588192819 409192.704636694 44372.8259733729 154265.903040319 224785.314982887 126283.506467159 64419.6966661603 4446.44830255132 45589.1652690723 56888.8396076039 143520.146660449 73815.6994114806 111479.573126253 151088.826438278 214114.244830249 250729.668767004 99208.488242453 79642.6555248607 138576.369039702 76133.9657998515 215484.79783855 149885.077877731 124712.907676846 66137.362687353 93826.0342036053 105554.190092932 37863.4423709673 177574.338893587 10193.1000900656 85826.458939816 123626.336381494 133587.762362518 192459.083590221 150893.410318906 99322.8330603218 257428.88839326 11333.9308789248 60191.1191984258 272989.279094218 132677.180137248 150260.914028848 165827.751855038 143702.010386926 93021.0339783608 3588.54413841881 122335.242594937 230087.821171637 96321.193732546 173222.075098019 156646.934269244 80678.1944481282 42925.6879842744 195342.48438844 72321.3572146009 177314.630158041 167553.671795147 178025.047828465 268711.111487844 57616.463936392 120919.773348822 155425.96752847 86954.5565949913 53447.9887405126 40037.3367292991 169053.253410038 55038.4700535131 105864.439643486 162684.259111456 46300.7035602892 223092.088668303 127832.845078914 75209.5088807512 198784.233483975 61045.4314364947 145085.549156358 290220.471451161 107656.280210869 114811.530918273 523313.365985681 169010.204446685 150083.040311 63103.5875359217 136841.958149501 75742.3462357972 26909.5939914595 108306.521058793 156136.929116422 231544.77745666 144591.424405918 +met_088 1114156.10844461 718962.434703991 251169.755693155 2430966.15744992 771935.303694082 500878.108207795 1506532.21606952 NA 260003.887477074 1193923.07210796 1063550.99794682 733833.757082309 481311.958165321 2038122.90237624 729304.130362747 672943.036858587 351460.073363752 1281410.2455841 3049080.96794124 1122272.03337669 1662091.44944421 1966742.526825 2131860.0994331 1202189.74831586 893982.58112865 1158051.41917858 402108.223598413 214276.484634403 2290672.64733941 1086455.37737022 1049989.6023926 303745.419466866 443333.459109463 963610.516696698 1114393.36849389 315015.168097275 127390.110377145 238123.451685537 985741.297155707 1528245.82787371 1052513.75128992 254284.981779738 2782595.33769961 2052187.73314568 1648117.77502738 1146858.85939891 2076301.79871278 222731.770697336 897010.554609965 1142767.78793222 1175566.62629062 147605.410451921 1334477.85944374 674257.455767311 238272.320081859 83535.8446922161 338575.310758172 238252.269619172 373820.121743556 1080305.84828162 647712.740705505 1310223.72832642 235283.643524588 688048.806749499 332199.290812502 2839113.17196381 1700626.4863834 1463264.37730141 1112948.7568569 831865.778620376 1806201.20972594 652752.439435275 303839.754161771 17886.3913487886 569632.612206131 4619261.55926605 554251.623493179 1349817.66630686 420473.92491991 1136259.90546501 1005407.24991569 1138806.12537123 1431081.99547944 2150539.00207346 277995.739510929 5197172.52331334 1429618.16242526 426713.576343358 3537443.80194433 992615.016091959 6011436.42239216 2084282.80758756 235561.218398302 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5180419.78048592 2965412.74263722 6867343.34574981 4060369.23068331 4489646.44698815 4072790.12794517 +met_113 1008565.5752504 1158567.63903145 529830.796502162 889814.888535702 1448388.21917358 1841757.04389807 1322567.71170675 NA 1170273.11749264 999795.60192758 1036645.09275775 980543.484756615 763711.435143932 409322.220596871 2009596.78032114 775776.680204633 262459.955623623 1536763.6397872 1026146.72109141 1089130.8837249 1650573.81412147 605567.758060381 1445318.28337213 1682617.78861332 1492151.26331285 987383.80646001 235646.175796624 177370.54091637 1706438.13091351 986114.199693531 2476280.35702388 408095.520330724 1210422.14154099 804240.996639918 1409699.96479546 692439.380275386 741562.342086506 493209.987837817 894850.612050541 1187806.75778047 982531.920495763 861473.583014974 985392.332655452 457279.162538855 1071029.24363867 389141.615930624 1086237.1583117 101822.549704857 412116.995986363 1117205.58522017 666034.618948003 1656278.0882703 1017055.12392107 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/output-determinebc-preNormSummary.txt Thu Aug 04 11:40:35 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 +M58T69 0 0 0 0 0 0 +M59T246 0 0 0 5 0 0 +M59T62 0 0 0 3 3 3 +M59T270 0 0 0 0 0 0 +M62T56 0 0 0 0 0 0 +M64T348 0 0 0 0 0 0 +M64T379 0 0 0 0 0 0 +M65T347 5 0 0 5 0 0 +M65T379 0 0 0 0 0 0