Mercurial > repos > melpetera > batchcorrection
changeset 2:016780b192a6 draft
Uploaded
| author | melpetera |
|---|---|
| date | Thu, 02 Mar 2017 03:38:08 -0500 |
| parents | f64656ae9ea4 |
| children | 73892ef177e3 |
| files | Normalisation_QCpool.r README.md batch_correction.xml batch_correction_all_loess_script.R batch_correction_all_loess_wrapper.R batch_correction_wrapper.R batchcorrection/Normalisation_QCpool.r batchcorrection/README.txt batchcorrection/RcheckLibrary.R batchcorrection/batch_correction.xml batchcorrection/batch_correction_all_loess_script.R batchcorrection/batch_correction_all_loess_wrapper.R batchcorrection/batch_correction_wrapper.R batchcorrection/determine_bc.xml batchcorrection/example/input/dataMatrix.tsv batchcorrection/example/input/sampleMetadata.tsv batchcorrection/example/input/variableMetadata.tsv batchcorrection/miniTools.R batchcorrection/static/images/Vdk_pdf1.png batchcorrection/static/images/Vdk_pdf2.png batchcorrection/static/images/batch_correction.png batchcorrection/static/images/determine_batch_correction.png batchcorrection/static/images/pdf_plotsituation.png batchcorrection/tests/.batchCorrection_tests.R batchcorrection/tests/input/dataMatrix.tsv batchcorrection/tests/input/sampleMetadata.tsv batchcorrection/tests/input/variableMetadata.tsv batchcorrection/tests/mrey/dataMatrix.tsv batchcorrection/tests/mrey/sampleMetadata.tsv batchcorrection/tests/mrey/variableMetadata.tsv batchcorrection/tests/output/dataMatrix.tsv batchcorrection/tests/output/graph_output.pdf batchcorrection/tests/output/rdata_output.rdata batchcorrection/tests/output/variableMetadata.tsv batchcorrection/tests/output/variable_for_simca.tsv build.xml determine_bc.xml easyrlibrary-lib/RcheckLibrary.R easyrlibrary-lib/miniTools.R runit/batchcorrection_runtests.R runit/batchcorrection_tests.R runit/example1/dataMatrix.tsv runit/example1/sampleMetadata.tsv runit/example1/variableMetadata.tsv runit/input/dataMatrix.tsv runit/input/sampleMetadata.tsv runit/input/variableMetadata.tsv runit/output/dataMatrix.tsv runit/output/graph_output.pdf runit/output/out_graph.pdf runit/output/preNormSummary.txt runit/output/rdata_output.rdata runit/output/variableMetadata.tsv runit/output/variable_for_simca.tsv runit/sacurine/dataMatrix.tsv runit/sacurine/sampleMetadata.tsv runit/sacurine/variableMetadata.tsv runit/sacurineNegFull/dataMatrix.tsv runit/sacurineNegFull/sampleMetadata.tsv runit/sacurineNegFull/variableMetadata.tsv static/images/Vdk_pdf1.png static/images/Vdk_pdf2.png static/images/batch_correction.png static/images/determine_batch_correction.png static/images/pdf_plotsituation.png test-data/input-batchcorrection-dataMatrix.tsv test-data/input-batchcorrection-sampleMetadata.tsv test-data/input-batchcorrection-variableMetadata.tsv test-data/input-determinebc-dataMatrix.tsv test-data/input-determinebc-sampleMetadata.tsv test-data/output-batchcorrection-dataMatrix.tsv test-data/output-determinebc-preNormSummary.txt |
| diffstat | 72 files changed, 14564 insertions(+), 17654 deletions(-) [+] |
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--- a/Normalisation_QCpool.r Sun Oct 09 09:54:00 2016 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,409 +0,0 @@ -# Author: jfmartin -# Modified by : mpetera -############################################################################### -# Correction of analytical effects inter and intra batch on intensities using quality control pooled samples (QC-pools) -# according to the algorithm mentioned by Van der Kloet (J Prot Res 2009). -# Parameters : a dataframe of Ions intensities and an other of samples? metadata which must contains at least the three following columns : -# "batch" to identify the batches of analyses ; need at least 3 QC-pools for linear adjustment and 8 for lo(w)ess adjustment -# "injectionOrder" integer defining the injection order of all samples : QC-pools and analysed samples -# "sampleType" indicates if defining a sample with "sample" or a QC-pool with "pool" -# NO MISSING DATA are allowed -# Version 0.91 insertion of ok_norm function to assess correction feasibility -# Version 0.92 insertion of slope test in ok_norm -# Version 0.93 name of log file define as a parameter of the correction function -# Version 0.94 Within a batch, test if all QCpools or samples values = 0. Definition of an error code in ok_norm function (see function for details) -# Version 0.99 include non linear lowess correction. -# Version 1.00 the corrected result matrix is return transposed in Galaxy -# Version 1.01 standard deviation=0 instead of sum of value=0 is used to assess constant data in ok_norm function. Negative values in corrected matrix are converted to 0. -# Version 1.02 plotsituation create a result file with the error code of non execution of correction set by function ok_norm -# Version 1.03 fix bug in plot with "reg" option. suppression of ok_norm=4 condition if ok_norm function -# Version 2.00 Addition of loess function, correction indicator, plots ; modification of returned objects' format, some plots' displays and ok_norm ifelse format -# Version 2.01 Correction for pools negative values earlier in norm_QCpool -# Version 2.10 Script refreshing ; vocabulary adjustment ; span in parameters for lo(w)ess regression ; conditionning for third line ACP display ; order in loess display -# Version 2.11 ok1 and ok2 permutation (ok_norm) ; conditional display of regression (plotsituation) ; grouping of linked lignes + conditioning (normX) ; conditioning for CVplot -# Version 2.20 acplight function added from previous toolBox.R [# Version 1.01 "NA"-coding possibility added in acplight function] -# Version 2.30 addition of suppressWarnings() for known and controlled warnings ; suppression of one useless "cat" message ; change in Rdata names ; 'batch(es)' in cat - -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)} -} - -
--- a/README.md Sun Oct 09 09:54:00 2016 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,94 +0,0 @@ -Signal drift and batch-effect correction -======================================== - -A Galaxy module from the [Workflow4metabolomics](http://workflow4metabolomics.org) infrastructure - -Status: [](https://travis-ci.org/workflow4metabolomics/batchcorrection). - -### Description - -**Version:** 2.0.8 -**Date:** 2016-10-09 -**Author:** Jean-François Martin (INRA, AXIOM), Mélanie Pétéra (INRA, PFEM), Marion Landi (INRA, PFEM), Franck Giacomoni (INRA, PFEM), and Etienne A. Thévenot (CEA, LIST) -**Email:** [jean-francois.martin(at)toulouse.inra.fr](mailto:jean-francois.martin@toulouse.inra.frr), [melanie.petera(at)clermont.inra.fr](mailto:melanie.petera@clermont.inra.fr), [etienne.thevenot(at)cea.fr](mailto:etienne.thevenot@cea.fr) -**Citation:** -**Licence:** CeCILL -**Reference history:** [W4M00001b_sacurine-complete](http://galaxy.workflow4metabolomics.org/history/list_published) -**Funding:** Agence Nationale de la Recherche ([MetaboHUB](http://www.metabohub.fr/index.php?lang=en&Itemid=473) national infrastructure for metabolomics and fluxomics, ANR-11-INBS-0010 grant) - -### Installation - -* Configuration files: - + `batch_correction.xml` (for the "Batch Correction" module) - + `determine_bc.xml` (for the "Determine Batch Correction" module) -* Image files: - + `static/images/batch_correction.png` - + `static/images/determine_batch_correction.png` - + `static/images/pdf_plotsituation.png` - + `static/images/Vdk_pdf1.png` - + `static/images/Vdk_pdf2.png` -* Wrapper files: - + `batch_correction_wrapper.R` - + `batch_correction_all_loess_wrapper.R` -* Script files: - + `Normalisation_QCpool.r` - + `batch_correction_all_loess_script.R` -* R packages - + **batch** from CRAN - - ```r - install.packages("batch", dep=TRUE) - ``` - - + **ade4** from CRAN - - ```r - install.packages("ade4", dep=TRUE) - ``` - - + **pcaMethods** from Bioconductor - - ```r - source("http://www.bioconductor.org/biocLite.R") - biocLite("pcaMethods") - ``` - - + **ropls** from Bioconductor - - ```r - source("http://www.bioconductor.org/biocLite.R") - biocLite("ropls") - ``` - -### Tests - -The code in the batch_correction_wrapper can be tested by running the `runit/batchcorrection_runtests.R` R file - -You will need to install **RUnit** package in order to make it run: -```r -install.packages('RUnit', dependencies = TRUE) -``` - -### Working example - -See also the reference history **W4M00001b_sacurine-complete** shared history in the **Shared Data/Published Histories** menu (https://galaxy.workflow4metabolomics.org/history/list_published) - -### News - -##### CHANGES IN VERSION 2.0.8 - -INTERNAL MODIFICATIONS - - * For PCA figure display only ("all_loess_" options): missing values are set to the minimum value before PCA computation is performed (with svd) - -##### CHANGES IN VERSION 2.0.6 - -INTERNAL MODIFICATIONS - - * Additional running and installation tests added with planemo, conda, and travis - -##### CHANGES IN VERSION 2.0.4 - -INTERNAL MODIFICATION - - * Modification of the 'all_loess_wrapper.R' file to handle 'ropls' package versions of 1.3.15 and above (i.e. after switching to S4 classes) \ No newline at end of file
--- a/batch_correction.xml Sun Oct 09 09:54:00 2016 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,739 +0,0 @@ -<tool id="Batch_correction" name="Batch_correction" version="2.0.8"> - <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">bioconductor-pcamethods</requirement> - <requirement type="package">bioconductor-ropls</requirement> - </requirements> - - <stdio> - <exit_code range="1:" level="fatal" /> - </stdio> - - <command><![CDATA[ - #if str($span_condition.method) == 'all_loess_pool': - Rscript $__tool_directory__/batch_correction_all_loess_wrapper.R - dataMatrix "$dataMatrix" - sampleMetadata "$sampleMetadata" - variableMetadata "$variableMetadata" - method "all_loess_pool" - span "${span_condition.span}" - - #elif str($span_condition.method) == 'all_loess_sample': - Rscript $__tool_directory__/batch_correction_all_loess_wrapper.R - dataMatrix "$dataMatrix" - sampleMetadata "$sampleMetadata" - variableMetadata "$variableMetadata" - method "all_loess_sample" - span "${span_condition.span}" - #else: - Rscript $__tool_directory__/batch_correction_wrapper.R - analyse "batch_correction" - dataMatrix "$dataMatrix" - sampleMetadata "$sampleMetadata" - variableMetadata "$variableMetadata" - method "${span_condition.method}" - #if str($span_condition.method) == 'linear': - span "none" - #else: - span "${span_condition.span}" - #end if - ref_factor "${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** shared history in the **Shared Data/Published Histories** menu (https://galaxy.workflow4metabolomics.org/history/list_published) - | - | - ---------------------------------------------------- - ----- -NEWS ----- - -CHANGES IN VERSION 2.0.8 -======================== - -INTERNAL MODIFICATIONS - - For PCA figure display only ("all_loess_" options): missing values are set to the minimum value before PCA computation is performed (with svd) - -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 - 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met_010 3454436 85570 5185354 768813 811585 629992 184654 130644 12745703 3171325 34949 101341 1162245 633029 1205837 217339 3051202 559468 12353676 26708 683830 68196 10084334 1419775 2784483 551247 18012335 610982 474097 1737802 823040 10194318 2715478 667071 5804019 1072206 1640035 702597 888833 20006253 936924 4236792 2775358 1435485 323503 249063 255578 1335088 329814 128872 282063 2530336 141280 73415 293779 570529 4727215 2378852 2230139 2741088 3913115 4420164 273214 329937 1298791 2058717 1943560 6076204 491506 201446 1858501 398550 546246 205998 270047 2450613 729311 2181006 2467710 1806793 517380 2879039 510244 4393232 103431 305884 330211 224428 1594132 143053 251745 266132 708108 1013356 674786 1458226 496794 474363 375497 684301 665478 1166802 1617420 1178598 7081822 4739444 1241927 2568237 2543303 3559207 8818294 3224 4774112 32246592 7263868 2677701 499455 4297787 675103 20655272 2307693 1654236 18080860 6979670 9996765 1007281 919441 13268847 3662733 3447668 109807 590328 1578174 6926178 11960517 1487469 10079986 483011 1634611 644542 229454 493678 2758609 5983950 6445722 483373 5116692 4341054 2652660 3285128 9214051 1725760 380224 5878072 9679727 1935469 3354872 3491777 3903044 3098324 3901596 16486928 7354595 5928774 6276978 1069606 431358 423052 3159131 1092630 1042776 1771261 4726444 1151587 1737898 8026262 1297907 7275379 6723651 6868065 2627565 5745052 5306284 2535047 5307520 269522 21581115 391810 4323746 3412789 1672193 4095309 3737559 1781359 1792450 291267 2119319 26261958 5040629 529740 362314 1887159 3808365 115792 12919439 1980086 743883 5533137 1538355 2777958 - -**sampleMetadata file**:: - - sampleMetadata sampleType injectionOrder batch - QC1_001 pool 1 ne1 - HU_017 sample 2 ne1 - HU_018 sample 3 ne1 - HU_020 sample 4 ne1 - HU_021 sample 5 ne1 - HU_027 sample 6 ne1 - HU_028 sample 7 ne1 - HU_032 sample 8 ne1 - HU_034 sample 9 ne1 - QC1_002 pool 10 ne1 - HU_037 sample 11 ne1 - HU_041 sample 12 ne1 - HU_043 sample 13 ne1 - HU_044 sample 14 ne1 - HU_047 sample 15 ne1 - HU_048 sample 16 ne1 - QC1_003 pool 17 ne1 - HU_049 sample 18 ne1 - HU_050 sample 19 ne1 - HU_051 sample 20 ne1 - HU_052 sample 21 ne1 - HU_055 sample 22 ne1 - HU_060 sample 23 ne1 - HU_061 sample 24 ne1 - QC1_004 pool 25 ne1 - HU_064 sample 26 ne1 - HU_065 sample 27 ne1 - HU_066 sample 28 ne1 - HU_068 sample 29 ne1 - HU_072 sample 30 ne1 - HU_077 sample 31 ne1 - HU_078 sample 32 ne1 - QC1_005 pool 33 ne1 - HU_079 sample 34 ne1 - HU_083 sample 35 ne1 - HU_086 sample 36 ne1 - HU_088 sample 37 ne1 - HU_089 sample 38 ne1 - HU_090 sample 39 ne1 - HU_091 sample 40 ne1 - HU_093 sample 41 ne1 - HU_094 sample 42 ne1 - QC1_006 pool 43 ne1 - HU_099 sample 44 ne1 - HU_100 sample 45 ne1 - HU_101 sample 46 ne1 - HU_105 sample 47 ne1 - HU_107 sample 48 ne1 - HU_108 sample 49 ne1 - HU_109 sample 50 ne1 - HU_110 sample 51 ne1 - QC1_007 pool 52 ne1 - HU_116 sample 53 ne1 - HU_118 sample 54 ne1 - HU_123 sample 55 ne1 - HU_125 sample 56 ne1 - HU_126 sample 57 ne1 - HU_127 sample 58 ne1 - QC1_008 pool 59 ne1 - HU_130 sample 60 ne1 - HU_131 sample 61 ne1 - HU_132 sample 62 ne1 - HU_133 sample 63 ne1 - HU_134 sample 64 ne1 - HU_138 sample 65 ne1 - QC1_009 pool 66 ne1 - HU_144 sample 67 ne1 - HU_148 sample 68 ne1 - HU_149 sample 69 ne1 - HU_150 sample 70 ne1 - QC1_010 pool 71 ne1 - HU_152 sample 72 ne1 - HU_154 sample 73 ne1 - HU_156 sample 74 ne1 - HU_157 sample 75 ne1 - HU_158 sample 76 ne1 - HU_163 sample 77 ne1 - HU_170 sample 78 ne1 - HU_171 sample 79 ne1 - QC1_011 pool 80 ne1 - HU_172 sample 81 ne1 - HU_173 sample 82 ne1 - HU_174 sample 83 ne1 - HU_175 sample 84 ne1 - HU_179 sample 85 ne1 - HU_180 sample 86 ne1 - HU_181 sample 87 ne1 - HU_182 sample 88 ne1 - QC1_012 pool 89 ne1 - HU_184 sample 90 ne1 - HU_185 sample 91 ne1 - HU_186 sample 92 ne1 - HU_189 sample 93 ne1 - HU_192 sample 94 ne1 - HU_196 sample 95 ne1 - QC1_013 pool 96 ne1 - HU_200 sample 97 ne1 - HU_201 sample 98 ne1 - HU_202 sample 99 ne1 - HU_204 sample 100 ne1 - HU_207 sample 101 ne1 - HU_208 sample 102 ne1 - HU_209 sample 103 ne1 - QC1_014 pool 104 ne1 - QC1_015 pool 105 ne2 - HU_022 sample 106 ne2 - HU_076 sample 107 ne2 - HU_166 sample 108 ne2 - HU_114 sample 109 ne2 - HU_190 sample 110 ne2 - HU_139 sample 111 ne2 - HU_096 sample 112 ne2 - HU_058 sample 113 ne2 - HU_031 sample 114 ne2 - QC1_016 pool 115 ne2 - HU_039 sample 116 ne2 - HU_087 sample 117 ne2 - HU_143 sample 118 ne2 - HU_162 sample 119 ne2 - HU_102 sample 120 ne2 - HU_188 sample 121 ne2 - HU_095 sample 122 ne2 - HU_062 sample 123 ne2 - QC1_017 pool 124 ne2 - HU_063 sample 125 ne2 - HU_011 sample 126 ne2 - HU_074 sample 127 ne2 - HU_122 sample 128 ne2 - HU_142 sample 129 ne2 - HU_030 sample 130 ne2 - HU_187 sample 131 ne2 - HU_167 sample 132 ne2 - HU_113 sample 133 ne2 - QC1_018 pool 134 ne2 - HU_081 sample 135 ne2 - HU_014 sample 136 ne2 - HU_206 sample 137 ne2 - HU_119 sample 138 ne2 - HU_033 sample 139 ne2 - HU_067 sample 140 ne2 - HU_140 sample 141 ne2 - HU_164 sample 142 ne2 - HU_193 sample 143 ne2 - HU_112 sample 144 ne2 - QC1_019 pool 145 ne2 - HU_097 sample 146 ne2 - HU_056 sample 147 ne2 - HU_195 sample 148 ne2 - HU_135 sample 149 ne2 - HU_159 sample 150 ne2 - HU_070 sample 151 ne2 - HU_038 sample 152 ne2 - HU_026 sample 153 ne2 - QC1_020 pool 154 ne2 - HU_098 sample 155 ne2 - HU_115 sample 156 ne2 - HU_137 sample 157 ne2 - HU_019 sample 158 ne2 - HU_073 sample 159 ne2 - HU_168 sample 160 ne2 - HU_191 sample 161 ne2 - HU_040 sample 162 ne2 - HU_046 sample 163 ne2 - QC1_021 pool 164 ne2 - HU_103 sample 165 ne2 - HU_015 sample 166 ne2 - HU_053 sample 167 ne2 - HU_121 sample 168 ne2 - HU_183 sample 169 ne2 - HU_199 sample 170 ne2 - HU_042 sample 171 ne2 - HU_075 sample 172 ne2 - QC1_022 pool 173 ne2 - HU_203 sample 174 ne2 - HU_024 sample 175 ne2 - HU_082 sample 176 ne2 - HU_169 sample 177 ne2 - HU_129 sample 178 ne2 - HU_057 sample 179 ne2 - HU_035 sample 180 ne2 - HU_194 sample 181 ne2 - HU_145 sample 182 ne2 - QC1_023 pool 183 ne2 - HU_177 sample 184 ne2 - HU_025 sample 185 ne2 - HU_080 sample 186 ne2 - HU_117 sample 187 ne2 - HU_136 sample 188 ne2 - HU_197 sample 189 ne2 - HU_036 sample 190 ne2 - HU_054 sample 191 ne2 - HU_085 sample 192 ne2 - QC1_024 pool 193 ne2 - HU_160 sample 194 ne2 - HU_092 sample 195 ne2 - HU_023 sample 196 ne2 - HU_124 sample 197 ne2 - HU_147 sample 198 ne2 - HU_205 sample 199 ne2 - HU_084 sample 200 ne2 - HU_120 sample 201 ne2 - HU_198 sample 202 ne2 - QC1_025 pool 203 ne2 - HU_045 sample 204 ne2 - HU_029 sample 205 ne2 - HU_069 sample 206 ne2 - HU_155 sample 207 ne2 - HU_106 sample 208 ne2 - HU_146 sample 209 ne2 - QC1_026 pool 210 ne2 - -**variableMetadata file**:: - - variableMetadata variable number - met_001 met 1 - met_002 met 2 - met_003 met 3 - met_004 met 4 - met_005 met 5 - met_006 met 6 - met_007 met 7 - met_008 met 8 - met_009 met 9 - met_010 met 10 - -Parameters -=========== - -| **Type of regression model**: 'all_loess_pool' -| **span**: 1 'default) - -Figure output -============= - -| You should obtain with this very simplified dataset the following figure: -| - -.. image:: batchCorrection_workingExampleImage.png - :width: 600 - - - -example 2: - -Input files -=========== - -| **These two input files can be used in the purview "URL/Text:" of the tool "Get Data/Upload File",** -| **by checking the box "Convert spaces to tabs: YES"** - -Metadata_samples.txt - Model input Sample metadata file:: - - samples idLIMS serie factor01 factor02 batch injectionOrder sampleType - POOL1 POOL1 p p p 01_08_2011 1 p - X12588 12588 3 validation 2 01_08_2011 2 s - X17736 17736 3 Q1 1 01_08_2011 3 s - X15432 15432 3 validation 1 01_08_2011 4 s - X17159 17159 3 Q4 1 01_08_2011 5 s - X14325 14325 3 validation 2 01_08_2011 6 s - X17419 17419 3 Q4 1 01_08_2011 7 s - X16437 16437 3 Q4 1 01_08_2011 8 s - X16172 16172 3 Q4 2 01_08_2011 9 s - X16392 16392 3 Q4 2 01_08_2011 10 s - X13875 13875 3 validation 2 01_08_2011 11 s - POOL2 POOL2 p p p 01_08_2011 12 p - X13117 13117 3 Q4 2 01_08_2011 13 s - X13341 13341 3 Q1 2 01_08_2011 14 s - X16888 16888 3 Q4 1 01_08_2011 15 s - X17489 17489 3 Q4 2 01_08_2011 16 s - X12718 12718 3 Q1 2 01_08_2011 17 s - X16235 16235 3 Q4 2 01_08_2011 18 s - X16878 16878 3 Q1 1 01_08_2011 19 s - X12701 12701 3 validation 1 01_08_2011 20 s - X16220 16220 3 Q4 2 01_08_2011 21 s - X15635 15635 3 Q4 1 01_08_2011 22 s - - -Intensity_matrix.txt - Model input Matrix Ions file BEFORE IMPLEMENTATION:: - - samples POOL1 X12588 X17736 X15432 X17159 X14325 X17419 X16437 X16172 X16392 X13875 POOL2 X13117 X13341 X16888 X17489 X12718 X16235 X16878 X12701 X16220 X15635 - ion01 188.4140625 219.729126 122.5697632 123.5487671 805.8852539 183.4683838 37.33084106 151.8625488 97.12005615 91.24694824 69.87762451 195.4349365 112.4111938 136.7092285 159.9987793 172.1585693 0 117.5420532 133.6679688 80.05419922 160.0006104 760.0488281 - ion02 82.02575684 87.11358643 79.82391357 80.33862305 83.08575439 94.27703857 76.02288818 77.04394531 76.97564697 84.17669678 81.04943848 86.44024658 84.11865234 83.71282959 77.75219727 79.15936279 75.98492432 78.2835083 78.98760986 73.98388672 72.20550537 82.16448975 - ion03 25.31900024 24.2960968 23.29342651 31.54063416 30.3830719 22.42404175 35.44485474 26.38783264 17.1401825 21.27339172 20.25959778 26.33859253 18.17146301 26.32852173 24.30648804 28.34313965 29.37016296 18.23519897 24.48402405 25.38140869 24.35777283 21.31071472 - ion04 65.87536621 62.68716431 46.60232544 62.77856445 29.53218079 47.59136963 90.13983154 28.35336304 58.74325562 31.39331055 23.32928467 30.39666748 41.43960571 21.27049255 88.1161499 29.36820984 24.30200195 25.00007629 45.60662842 103.293457 37.46994019 87.09295654 - ion05 0 103.728544 279.5808214 884.2333448 824.5072072 434.6439081 764.82768 799.0972595 398.4002569 382.5370891 74.55342827 0 636.6596277 514.3863309 741.690017 412.3166491 660.8996555 57.36593795 102.2085264 455.6403091 548.6145486 515.8412195 - ion06 2711.785156 3465.292969 2469.75 3435.259766 2482.3125 2593.654297 1407.915039 1291.253906 2241.734375 1444.189453 3363.683594 2578.642578 2633.181641 3397.763672 3706.855469 3647.212891 3548.410156 3714.640625 1889.213867 2262.707031 2107.417969 2763.21875 - ion07 164.9023438 192.40625 140.7609863 192.4053955 139.7540283 140.748291 84.60144043 86.1819458 150.762207 89.90411377 207.5949707 164.0512695 149.8706055 186.336792 214.6140137 202.5360107 214.6877441 195.4482422 117.4679565 127.2941895 142.78479 163.0666504 - - -Parameters -========== - -Factor analysis -> **batch** - -Level of details -> **no** - -Model used (linear or not) -> **Linear** - - -Output files -============ - -Norma_rdata_$detail.rdata:: - - binary data - Download, open with R send res - - -Norma_plots_$detail.pdf - -.. image:: Vdk_pdf1.png - :width: 800 - -.. image:: Vdk_pdf2.png - :width: 800 - - -Norma_result_for_simca.tabular:: - - samples idLIMS serie factor01 factor02 batch injectionOrder sampleType ion01 ion02 ion03 ion04 ion05 ion06 ion07 - POOL1 POOL1 p p p 01_08_2011 1 p 183.806309736177 78.555522674121 24.2565782732588 67.2059357441544 0 2756.58450391724 158.052416850832 - POOL2 POOL2 p p p 01_08_2011 12 p 190.655485025641 82.783250185879 25.2333869921957 31.0106280849366 0 2621.24237826457 157.236695576441 - X12588 12588 3 validation 2 01_08_2011 2 s 220.281338788057 87.500123119505 24.4029802274792 62.5632990312483 94.2986763636364 3459.67039593807 193.243760535699 - X12701 12701 3 validation 1 01_08_2011 20 s 80.2553876257053 74.3121648660553 25.4930666232626 103.089356639338 414.218462818182 2259.03570054876 127.848278698451 - X12718 12718 3 Q1 2 01_08_2011 17 s 0 76.3220813847312 29.4993682273574 24.2539829611226 600.817868636364 3542.65272205883 215.622242057156 - X13117 13117 3 Q4 2 01_08_2011 13 s 112.693700265425 84.4919000357226 18.251402938821 41.3577240621519 578.781479727273 2628.90920103769 150.522965863022 - X13341 13341 3 Q1 2 01_08_2011 14 s 137.052799630498 84.0842765863284 26.4443462044465 21.2284636032788 467.623937181818 3392.25066785752 187.147883253472 - X13875 13875 3 validation 2 01_08_2011 11 s 70.0532376321925 81.4090675909135 20.3487238346046 23.2831876997425 67.7758438818182 3358.22588611392 208.498595063134 - X14325 14325 3 validation 2 01_08_2011 6 s 183.929467815501 94.695360623753 22.5226896299416 47.497332543935 395.130825545454 2589.44599169574 141.360943533866 - X15432 15432 3 validation 1 01_08_2011 4 s 123.859263984884 80.6950981610103 31.6793877676942 62.6545185712173 803.848495272727 3429.68592298187 193.242902316211 - X15635 15635 3 Q4 1 01_08_2011 22 s 761.958946663093 82.5290665188414 21.4044648499099 86.9208671903241 468.946563181818 2758.73531975414 163.776450823485 - X16172 16172 3 Q4 2 01_08_2011 9 s 97.3641336556051 77.3172000270102 17.2155856179699 58.6271832180619 362.182051727273 2238.0970735015 151.418448347397 - X16220 16220 3 Q4 2 01_08_2011 21 s 160.402716323636 72.5258925581935 24.4649275827679 37.3959023125888 498.740498727273 2103.99860111142 143.406307055514 - X16235 16235 3 Q4 2 01_08_2011 18 s 117.83745429722 78.6308645435113 18.315419286157 24.950677956983 52.1508526818182 3708.61347563638 196.298993992243 - X16392 16392 3 Q4 2 01_08_2011 10 s 91.4762657301598 84.5502020280356 21.3669776585093 31.3312796509314 347.760990090909 1441.84619925857 90.295450550822 - X16437 16437 3 Q4 1 01_08_2011 8 s 152.244202534309 77.3858014174909 26.5039180350956 28.2973388561794 726.452054090909 1289.1587961513 86.5570806388865 - X16878 16878 3 Q1 1 01_08_2011 19 s 134.003896781277 79.3380903129169 24.5917342073347 45.5165130382572 92.9168421818182 1886.14854378149 117.979273835979 - X16888 16888 3 Q4 1 01_08_2011 15 s 160.400880621802 78.0971960028743 24.4134171806386 87.9420387946402 674.263651818182 3700.84095135577 215.548190721704 - X17159 17159 3 Q4 1 01_08_2011 5 s 807.910566388206 83.4544189550015 30.5167331579687 29.4738273480161 749.552006545455 2478.28485110605 140.362352983359 - X17419 17419 3 Q4 1 01_08_2011 7 s 37.4246591541122 76.3602136963513 35.6007838010462 89.9617217868595 695.297890909091 1405.63064191075 84.9696956072378 - X17489 17489 3 Q4 2 01_08_2011 16 s 172.59123002765 79.510605337691 28.4678268347873 29.3101803926911 374.833317363636 3641.2951457659 203.417614300817 - X17736 17736 3 Q1 1 01_08_2011 3 s 122.877799698849 80.1781048340628 23.3958989887532 46.5102426333419 254.164383090909 2465.74273425251 141.373694094272 - - -Norma_result.tabular:: - - POOL1 POOL2 X12588 X12701 X12718 X13117 X13341 X13875 X14325 X15432 X15635 X16172 X16220 X16235 X16392 X16437 X16878 X16888 X17159 X17419 X17489 X17736 - ion01 183.806309736177 190.655485025641 220.281338788057 80.2553876257053 0 112.693700265425 137.052799630498 70.0532376321925 183.929467815501 123.859263984884 761.958946663093 97.3641336556051 160.402716323636 117.83745429722 91.4762657301598 152.244202534309 134.003896781277 160.400880621802 807.910566388206 37.4246591541122 172.59123002765 122.877799698849 - ion02 78.555522674121 82.783250185879 87.500123119505 74.3121648660553 76.3220813847312 84.4919000357226 84.0842765863284 81.4090675909135 94.695360623753 80.6950981610103 82.5290665188414 77.3172000270102 72.5258925581935 78.6308645435113 84.5502020280356 77.3858014174909 79.3380903129169 78.0971960028743 83.4544189550015 76.3602136963513 79.510605337691 80.1781048340628 - ion03 24.2565782732588 25.2333869921957 24.4029802274792 25.4930666232626 29.4993682273574 18.251402938821 26.4443462044465 20.3487238346046 22.5226896299416 31.6793877676942 21.4044648499099 17.2155856179699 24.4649275827679 18.315419286157 21.3669776585093 26.5039180350956 24.5917342073347 24.4134171806386 30.5167331579687 35.6007838010462 28.4678268347873 23.3958989887532 - ion04 67.2059357441544 31.0106280849366 62.5632990312483 103.089356639338 24.2539829611226 41.3577240621519 21.2284636032788 23.2831876997425 47.497332543935 62.6545185712173 86.9208671903241 58.6271832180619 37.3959023125888 24.950677956983 31.3312796509314 28.2973388561794 45.5165130382572 87.9420387946402 29.4738273480161 89.9617217868595 29.3101803926911 46.5102426333419 - ion05 0 0 94.2986763636364 414.218462818182 600.817868636364 578.781479727273 467.623937181818 67.7758438818182 395.130825545454 803.848495272727 468.946563181818 362.182051727273 498.740498727273 52.1508526818182 347.760990090909 726.452054090909 92.9168421818182 674.263651818182 749.552006545455 695.297890909091 374.833317363636 254.164383090909 - ion06 2756.58450391724 2621.24237826457 3459.67039593807 2259.03570054876 3542.65272205883 2628.90920103769 3392.25066785752 3358.22588611392 2589.44599169574 3429.68592298187 2758.73531975414 2238.0970735015 2103.99860111142 3708.61347563638 1441.84619925857 1289.1587961513 1886.14854378149 3700.84095135577 2478.28485110605 1405.63064191075 3641.2951457659 2465.74273425251 - ion07 158.052416850832 157.236695576441 193.243760535699 127.848278698451 215.622242057156 150.522965863022 187.147883253472 208.498595063134 141.360943533866 193.242902316211 163.776450823485 151.418448347397 143.406307055514 196.298993992243 90.295450550822 86.5570806388865 117.979273835979 215.548190721704 140.362352983359 84.9696956072378 203.417614300817 141.373694094272 ---> -</tool>
--- a/batch_correction_all_loess_script.R Sun Oct 09 09:54:00 2016 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,294 +0,0 @@ -loessF <- function(datVn, qcaVi, preVi, spnN) { - - if(length(qcaVi) < 5) { - - return(predict(lm(datVn[qcaVi] ~ qcaVi), - newdata = data.frame(qcaVi = preVi))) - - } else { - - return(predict(loess(datVn[qcaVi] ~ qcaVi, - control = loess.control(surface = "direct"), - span = spnN), - newdata = data.frame(qcaVi = preVi))) - - } - - ## Note: - ## the surface = 'direct' argument allows extrapolation - -} ## loessF - -plotBatchF <- function(datMN, samDF.arg, spnN.arg) { - - maiC <- switch(gsub("MN", "", deparse(substitute(datMN))), - raw = "Raw", - nrm = "Normalized") - - colVc <- c(sample = "green4", - pool = "red", - blank = "black", - other = "yellow") - - par(font = 2, font.axis = 2, font.lab = 2, lwd = 2, pch = 18) - - layout(matrix(c(1, 1, 2, 3), nrow = 2), - widths = c(0.7, 0.3)) - - obsNamVc <- rownames(datMN) - - obsColVc <- sapply(samDF.arg[, "sampleType"], - function(typC) - ifelse(typC %in% names(colVc), colVc[typC], colVc["other"])) - - ## Graphic 1: Sum of intensities for each sample - - par(mar = c(3.6, 3.6, 3.1, 0.6)) - - batTab <- table(samDF.arg[, "batch"]) - - sumVn <- rowSums(datMN, na.rm = TRUE) - - plot(sumVn, - cex = 1.2, - col = obsColVc, - pch = 18, - xaxs = "i", - xlab = "", - ylab = "") - - mtext("Injection order", - line = 2.2, - side = 1) - mtext("Sum of variable intensities", - line = 2.2, - side = 2) - - mtext(maiC, cex = 1.2, line = 1.5, side = 3) - - abline(v = cumsum(batTab) + 0.5, - col = "red") - - mtext(names(batTab), - at = batTab / 2 + c(0, cumsum(batTab[-length(batTab)]))) - - obsColVuc <- obsColVc[sort(unique(names(obsColVc)))] - - text(rep(batTab[1], times = length(obsColVuc)), - par("usr")[3] + (0.97 - length(obsColVuc) * 0.03 + 1:length(obsColVuc) * 0.03) * diff(par("usr")[3:4]), - col = obsColVuc, - font = 2, - labels = names(obsColVuc), - pos = 2) - - for(batC in names(batTab)) { - - batSeqVi <- which(samDF.arg[, "batch"] == batC) - batPooVi <- intersect(batSeqVi, - grep("pool", samDF.arg[, "sampleType"])) - batSamVi <- intersect(batSeqVi, - grep("sample", samDF.arg[, "sampleType"])) - if(length(batPooVi)) - lines(batSeqVi, - loessF(sumVn, batPooVi, batSeqVi, spnN=spnN.arg), - col = colVc["pool"]) - lines(batSeqVi, - loessF(sumVn, batSamVi, batSeqVi, spnN=spnN.arg), - col = colVc["sample"]) - - } - - ## Graphics 2 and 3 (right): PCA score plots of components 1-4 - - radVn <- seq(0, 2 * pi, length.out = 100) - epsN <- .Machine[["double.eps"]] ## [1] 2.22e-16 - - pcaMN <- datMN - - if(any(is.na(pcaMN))) { - minN <- min(pcaMN, na.rm = TRUE) - pcaMN[is.na(pcaMN)] <- minN - } - - pcaLs <- opls(pcaMN, predI = 4, algoC = "svd", printL = FALSE, plotL = FALSE) - tMN <- getScoreMN(pcaLs) - vRelVn <- pcaLs@modelDF[, "R2X"] - - n <- nrow(tMN) - hotN <- 2 * (n - 1) * (n^2 - 1) / (n^2 * (n - 2)) - - hotFisN <- hotN * qf(0.95, 2, n - 2) - - pcsLs <- list(c(1, 2), c(3, 4)) - - par(mar = c(3.6, 3.6, 0.6, 1.1)) - - for(pcsN in 1:length(pcsLs)) { - - pcsVn <- pcsLs[[pcsN]] - - tcsMN <- tMN[, pcsVn] - - micMN <- solve(cov(tcsMN)) - - n <- nrow(tMN) - hotN <- 2 * (n - 1) * (n^2 - 1) / (n^2 * (n - 2)) - - hotFisN <- hotN * qf(0.95, 2, n - 2) - - hotVn <- apply(tcsMN, - 1, - function(x) 1 - pf(1 / hotN * t(as.matrix(x)) %*% micMN %*% as.matrix(x), 2, n - 2)) - - obsHotVi <- which(hotVn < 0.05) - - xLabC <- paste("t", - pcsVn[1], - "(", - round(vRelVn[pcsVn[1]] * 100), - "%)", - sep = "") - - yLabC <- paste("t", - pcsVn[2], - "(", - round(vRelVn[pcsVn[2]] * 100), - "%)", - sep = "") - - xLimVn <- c(-1, 1) * max(sqrt(var(tcsMN[, 1]) * hotFisN), max(abs(tcsMN[, 1]))) - yLimVn <- c(-1, 1) * max(sqrt(var(tcsMN[, 2]) * hotFisN), max(abs(tcsMN[, 2]))) - - plot(tcsMN, - main = "", - type = "n", - xlab = "", - ylab = "", - xlim = xLimVn, - ylim = yLimVn) - - mtext(xLabC, - line = 2.2, - side = 1) - mtext(yLabC, - line = 2.2, - side = 2) - - par(lwd = 1) - - abline(v = axTicks(1), - col = "grey") - - abline(h = axTicks(2), - col = "grey") - - abline(v = 0) - abline(h = 0) - - lines(sqrt(var(tcsMN[, 1]) * hotFisN) * cos(radVn), - sqrt(var(tcsMN[, 2]) * hotFisN) * sin(radVn)) - - points(tcsMN, - col = obsColVc, - pch = 18) - - if(length(obsHotVi)) - text(tcsMN[obsHotVi, 1], - tcsMN[obsHotVi, 2], - col = obsColVc[obsHotVi], - labels = obsNamVc[obsHotVi], - pos = 3) - - } ## for(pcsN in 1:length(pcsLs)) { - - return(invisible(list(sumVn = sumVn, - tcsMN = tcsMN))) - -} ## plotBatchF - -shiftBatchCorrectF <- function(rawMN.arg, - samDF.arg, - refC.arg, - spnN.arg) { - - cat("\nReference observations are: ", refC.arg, "\n") - - ## computing median off all pools (or samples) for each variable - - refMeaVn <- apply(rawMN.arg[samDF.arg[, "sampleType"] == refC.arg, ], - 2, - function(feaRefVn) mean(feaRefVn, na.rm = TRUE)) - - ## splitting data and sample metadata from each batch - - batRawLs <- split(as.data.frame(rawMN.arg), - f = samDF.arg[, "batch"]) - batRawLs <- lapply(batRawLs, function(inpDF) as.matrix(inpDF)) - - batSamLs <- split(as.data.frame(samDF.arg), - f = samDF.arg[, "batch"]) - - ## checking extrapolation: are there pools at the first and last observations of each batch - - if(refC.arg == "pool") { - pooExtML <- matrix(FALSE, nrow = 2, ncol = length(batRawLs), - dimnames = list(c("first", "last"), names(batRawLs))) - for(batC in names(batSamLs)) { - batSamTypVc <- batSamLs[[batC]][, "sampleType"] - pooExtML["first", batC] <- head(batSamTypVc, 1) == "pool" - pooExtML["last", batC] <- tail(batSamTypVc, 1) == "pool" - } - if(!all(c(pooExtML))) { - cat("\nWarning: Pools are missing at the first and/or last position of the following batches:\n") - pooExtBatVi <- which(!apply(pooExtML, 2, all)) - for(i in 1:length(pooExtBatVi)) - cat(names(pooExtBatVi)[i], ": ", - paste(rownames(pooExtML)[!pooExtML[, pooExtBatVi[i]]], collapse = ", "), "\n", sep = "") - cat("Extrapolating loess fits for these batches may result in inaccurate modeling!\n") - } - } - - ## normalizing - - nrmMN <- NULL ## normalized data matrix to be computed - - cat("\nProcessing batch:") - - for(batC in names(batRawLs)) { ## processing each batch individually - - cat("\n", batC) - - batRawMN <- batRawLs[[batC]] - batSamDF <- batSamLs[[batC]] - - batAllVi <- 1:nrow(batRawMN) - - batRefVi <- grep(refC.arg, batSamDF[, "sampleType"]) - - if(length(batRefVi) < 5) - cat("\nWarning: less than 5 '", refC.arg, "'; linear regression will be performed instead of loess regression for this batch\n", sep="") - - ## prediction of the loess fit - - batLoeMN <- apply(batRawMN, - 2, - function(rawVn) loessF(rawVn, batRefVi, batAllVi, spnN=spnN.arg)) - - ## normalization - - batLoeMN[batLoeMN <= 0] <- NA - - batNrmMN <- batRawMN / batLoeMN - - nrmMN <- rbind(nrmMN, - batNrmMN) - - } - - cat("\n") - - nrmMN <- sweep(nrmMN, MARGIN = 2, STATS = refMeaVn, FUN = "*") - - return(nrmMN) - -} ## shiftBatchCorrectF
--- a/batch_correction_all_loess_wrapper.R Sun Oct 09 09:54:00 2016 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,196 +0,0 @@ -#!/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) -
--- a/batch_correction_wrapper.R Sun Oct 09 09:54:00 2016 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,124 +0,0 @@ -#!/usr/bin/Rscript --vanilla --slave --no-site-file - -################################################################################################ -# batch_correction_wrapper # -# # -# Author: Marion LANDI / Jean-Francois MARTIN / Melanie Petera # -# User: Galaxy # -# Original data: -- # -# Starting date: 22-07-2014 # -# Version 1: 22-07-2014 # -# Version 2: 08-12-2014 # -# Version 2.1: 09-01-2015 modification in Error message of sample matching # -# Version 2.2: 16-03-2015 inclusion of miniTools' functions for special characters # -# # -# # -# 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/batchcorrection/Normalisation_QCpool.r Thu Mar 02 03:38:08 2017 -0500 @@ -0,0 +1,437 @@ +# Author: jfmartin +# Modified by : mpetera +############################################################################### +# Correction of analytical effects inter and intra batch on intensities using quality control pooled samples (QC-pools) +# according to the algorithm mentioned by Van der Kloet (J Prot Res 2009). +# Parameters : a dataframe of Ions intensities and an other of samples? metadata which must contains at least the three following columns : +# "batch" to identify the batches of analyses ; need at least 3 QC-pools for linear adjustment and 8 for lo(w)ess adjustment +# "injectionOrder" integer defining the injection order of all samples : QC-pools and analysed samples +# "sampleType" indicates if defining a sample with "sample" or a QC-pool with "pool" +# NO MISSING DATA are allowed +# Version 0.91 insertion of ok_norm function to assess correction feasibility +# Version 0.92 insertion of slope test in ok_norm +# Version 0.93 name of log file define as a parameter of the correction function +# Version 0.94 Within a batch, test if all QCpools or samples values = 0. Definition of an error code in ok_norm function (see function for details) +# Version 0.99 include non linear lowess correction. +# Version 1.00 the corrected result matrix is return transposed in Galaxy +# Version 1.01 standard deviation=0 instead of sum of value=0 is used to assess constant data in ok_norm function. Negative values in corrected matrix are converted to 0. +# Version 1.02 plotsituation create a result file with the error code of non execution of correction set by function ok_norm +# Version 1.03 fix bug in plot with "reg" option. suppression of ok_norm=4 condition if ok_norm function +# Version 2.00 Addition of loess function, correction indicator, plots ; modification of returned objects' format, some plots' displays and ok_norm ifelse format +# Version 2.01 Correction for pools negative values earlier in norm_QCpool +# Version 2.10 Script refreshing ; vocabulary adjustment ; span in parameters for lo(w)ess regression ; conditionning for third line ACP display ; order in loess display +# Version 2.11 ok1 and ok2 permutation (ok_norm) ; conditional display of regression (plotsituation) ; grouping of linked lignes + conditioning (normX) ; conditioning for CVplot +# Version 2.20 acplight function added from previous toolBox.R [# Version 1.01 "NA"-coding possibility added in acplight function] +# Version 2.30 addition of suppressWarnings() for known and controlled warnings ; suppression of one useless "cat" message ; change in Rdata names ; 'batch(es)' in cat +# Version 2.90 change in handling of generated negative and Inf values +# Version 2.91 Plot improvement + +ok_norm=function(qcp,qci,spl,spi,method) { + # Function used for one ion within one batch to determine whether or not batch correction is possible + # ok_norm values : + # 0 : no preliminary-condition problem + # 1 : standard deviation of QC-pools or samples = 0 + # 2 : insufficient number of QC-pools within a batch (n=3 for linear, n=8 for lowess or loess) + # 3 : significant difference between QC-pools' and samples' means + # 4 : denominator =0 when on 1 pool per batch <> 0 + # 5 : (linear regression only) the slopes ratio ?QC-pools/samples? is lower than -0.2 + + ok=0 + if (method=="linear") {minQC=3} else {minQC=8} + if (length(qcp)<minQC) { ok=2 + } else { + if (sd(qcp)==0 | sd(spl)==0) { ok=1 + } else { + cvp= sd(qcp)/mean(qcp); cvs=sd(spl)/mean(spl) + rttest=t.test(qcp,y=spl) + reslsfit=lsfit(qci, qcp) + reslsfitSample=lsfit(spl, spi) + ordori=reslsfit$coefficients[1] + penteB=reslsfit$coefficients[2] + penteS=reslsfitSample$coefficients[2] + # Significant difference between samples and pools + if (rttest$p.value < 0.01) { ok=3 + } else { + # to avoid denominator =0 when on 1 pool per batch <> 0 + if (method=="linear" & length(which(((penteB*qci)+ordori)==0))>0 ){ ok=6 + } else { + # different sloop between samples and pools + if (method=="linear" & penteB/penteS < -0.20) { ok=5 } + }}}} + ok_norm=ok +} + +plotsituation <- function (x, nbid,outfic="plot_regression.pdf", outres="PreNormSummary.txt",fact="batch",span="none") { + # Check for all ions in every batch if linear or lo(w)ess correction is possible. + # Use ok_norm function and create a file (PreNormSummary.txt) with the error code. + # Also create a pdf file with plots of linear and lo(w)ess regression lines. + # x: dataframe with ions in columns and samples in rows ; x is the result of concatenation of sample metadata file and ions file + # nbid: number of samples description columns (id and factors) with at least : "batch","injectionOrder","sampleType" + # outfic: name of regression plots pdf file + # fact: factor to be used as categorical variable for plots and PCA. + indfact =which(dimnames(x)[[2]]==fact) + indtypsamp =which(dimnames(x)[[2]]=="sampleType") + indbatch =which(dimnames(x)[[2]]=="batch") + indinject =which(dimnames(x)[[2]]=="injectionOrder") + lastIon=dim(x)[2] + nbi=lastIon-nbid # Number of ions = total number of columns - number of identifying columns + nbb=length(levels(x$batch)) # Number of batch = number of levels of "batch" comlumn (factor) + nbs=length(x$sampleType[x$sampleType=="sample"])# Number of samples = number of rows with "sample" value in sampleType + pdf(outfic,width=27,height=7*ceiling((nbb+2)/3)) + cat(nbi," ions ",nbb," batch(es) \n") + cv=data.frame(matrix(0,nrow=nbi,ncol=2))# initialisation de la dataset qui contiendra les CV + pre_bilan=matrix(0,nrow=nbi,ncol=3*nbb) # dataset of ok_norm function results + for (p in 1:nbi) {# for each ion + par (mfrow=c(ceiling((nbb+2)/3),3),ask=F,cex=1.2) + labion=dimnames(x)[[2]][p+nbid] + indpool=which(x$sampleType=="pool") # QCpools subscripts in x + pools1=x[indpool,p+nbid]; cv[p,1]=sd(pools1)/mean(pools1)# CV before correction + for (b in 1:nbb) {# for each batch... + xb=data.frame(x[(x$batch==levels(x$batch)[b]),c(indtypsamp,indinject,p+nbid)]) + indpb = which(xb$sampleType=="pool")# QCpools subscripts in the current batch + indsp = which(xb$sampleType=="sample")# samples subscripts in the current batch + indbt = which(xb$sampleType=="sample" | xb$sampleType=="pool")# indices de tous les samples d'un batch pools+samples + normLinearTest=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="linear") + normLoessTest=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="loess") + normLowessTest=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="lowess") + #cat(dimnames(x)[[2]][p+nbid]," batch ",b," loess ",normLoessTest," linear ",normLinearTest,"\n") + pre_bilan[ p,3*b-2]=normLinearTest + pre_bilan[ p,3*b-1]=normLoessTest + pre_bilan[ p,3*b]=normLowessTest + if(length(indpb)>1){ + if(span=="none"){span1<-1 ; span2<-2*length(indpool)/nbs}else{span1<-span ; span2<-span} + resloess=loess(xb[indpb,3]~xb[indpb,2],span=span1,degree=2,family="gaussian",iterations=4,surface="direct") + resloessSample=loess(xb[indsp,3]~xb[indsp,2],span=2*length(indpool)/nbs,degree=2,family="gaussian",iterations=4,surface="direct") + reslowess=lowess(xb[indpb,2],xb[indpb,3],f=span2) + reslowessSample=lowess(xb[indsp,2],xb[indsp,3]) + liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3]) + plot(xb[indsp,2],xb[indsp,3],pch=16, main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup)) + points(xb[indpb,2], xb[indpb,3],pch=5) + points(cbind(resloess$x,resloess$fitted)[order(resloess$x),],type="l",col="green3") + points(cbind(resloessSample$x,resloessSample$fitted)[order(resloessSample$x),],type="l",col="green3",lty=2) + points(reslowess,type="l",col="red"); points(reslowessSample,type="l",col="red",lty=2) + abline(lsfit(xb[indpb,2],xb[indpb,3]),col="blue") + abline(lsfit(xb[indsp,2],xb[indsp,3]),lty=2,col="blue") + legend("topleft",c("pools","samples"),lty=c(1,2),bty="n") + legend("topright",c("linear","lowess","loess"),lty=1,col=c("blue","red","green3"),bty="n") + } + } +# series de plot avant et apres correction +minval=min(x[p+nbid]);maxval=max(x[p+nbid]) +plot( x$injectionOrder, x[,p+nbid],col=x$batch,ylim=c(minval,maxval),ylab=labion, + main=paste0("before correction (CV for pools = ",round(cv[p,1],2),")")) +suppressWarnings(plot.design( x[c(indtypsamp,indbatch,indfact,p+nbid)],main="factors effect before correction")) + } +dev.off() +pre_bilan=data.frame(pre_bilan) +labion=dimnames(x)[[2]][nbid+1:nbi] +for (i in 1:nbb) { + dimnames(pre_bilan)[[2]][3*i-2]=paste("batch",i,"linear") + dimnames(pre_bilan)[[2]][3*i-1]=paste("batch",i,"loess") + dimnames(pre_bilan)[[2]][3*i]=paste("batch",i,"lowess") +} +bilan=data.frame(labion,pre_bilan) +write.table(bilan,file=outres,sep="\t",row.names=F,quote=F) +} + + +normlowess=function (xb,detail="no",vref=1,b,span=NULL) { + # Correction function applied to 1 ion in 1 batch. Use a lowess regression computed on QC-pools in order to correct samples intensity values + # xb : dataframe for 1 ion in columns and samples in rows. + # vref : reference value (average of ion) + # b : batch subscript + # nbid: number of samples description columns (id and factors) with at least : "batch","injectionOrder","sampleType" + indpb = which(xb$sampleType=="pool") # pools subscripts of current batch + indsp = which(xb$sampleType=="sample") # samples of current batch subscripts + indbt = which(xb$sampleType=="sample" | xb$sampleType=="pool");# batch subscripts of all samples and QC-pools + labion=dimnames(xb)[[2]][3] + newval=xb[[3]] # initialisation of corrected values = intial values + ind <- 0 # initialisation of correction indicator + normTodo=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="lowess") + #cat("batch:",b," dim xb=",dim(xb)," ok=",normTodo,"\n") + if (normTodo==0) { + if(length(span)==0){span2<-2*length(indpb)/length(indsp)}else{span2<-span} + reslowess=lowess(xb[indpb,2],xb[indpb,3],f=span2) # lowess regression with QC-pools + px=xb[indsp,2]; # vector of injectionOrder values only for samples + for(j in 1:length(indbt)) { + if (xb$sampleType[j]=="pool") { + if (reslowess$y[which(indpb==j)]==0) reslowess$y[which(indpb==j)] <- 1 + newval[j]=(vref*xb[j,3]) / (reslowess$y[which(indpb==j)])} + else { # for samples, the correction value cor correspond to the nearest QCpools + cor= reslowess$y[which(abs(reslowess$x-px[which(indsp==j)])==min(abs(reslowess$x - px[which(indsp==j)])))] + if (length(cor)>1) {cor=cor[1]} + if (cor <= 0) {cor=vref} # no modification of initial value + newval[j]=(vref*xb[j,3]) / cor + } + } + if (detail=="reg") { + liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3]) + plot(xb[indsp,2],xb[indsp,3],pch=16,main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup)) + points(xb[indpb,2], xb[indpb,3],pch=5) + points(reslowess,type="l",col="red") + } + ind <- 1 + } else {# if ok_norm <> 0 , we perform a correction based on batch samples average + moySample=mean(xb[indsp,3]);if (moySample==0) moySample=1 + newval[indsp] = (vref*xb[indsp,3])/moySample + if(length(indpb)>0){ + moypool=mean(xb[indpb,3]) ; if (moypool==0) moypool=1 + newval[indpb] = (vref*xb[indpb,3])/moypool + } + } + newval <- list(norm.ion=newval,norm.ind=ind) + return(newval) +} + +normlinear <- function (xb,detail="no",vref=1,b,valneg=0) { + # Correction function applied to 1 ion in 1 batch. + # Use a linear regression computed on QC-pools in order to correct samples intensity values + # xb: dataframe with ions in columns and samples in rows; x is a result of concatenation of sample metadata file and ion file + # nbid: number of sample description columns (id and factors) with at least "batch", "injectionOrder" and "sampleType" + # b: which batch it is + # valneg: to determine what to do with generated negative and Inf values + indpb = which(xb$sampleType=="pool")# pools subscripts of current batch + indsp = which(xb$sampleType=="sample")# samples of current batch subscripts + indbt = which(xb$sampleType=="sample" | xb$sampleType=="pool") # QCpools and samples of current batch subscripts + labion=dimnames(xb)[[2]][3] + newval=xb[[3]] # initialisation of corrected values = intial values + ind <- 0 # initialisation of correction indicator + normTodo=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="linear") + if (normTodo==0) { + ind <- 1 + reslsfit=lsfit(xb[indpb,2],xb[indpb,3]) # linear regression for QCpools + reslsfitSample=lsfit(xb[indsp,2],xb[indsp,3]) # linear regression for samples + ordori=reslsfit$coefficients[1] + pente=reslsfit$coefficients[2] + if (detail=="reg") { + liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3]) + plot(xb[indsp,2],xb[indsp,3],pch=16, + main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup)) + points(xb[indpb,2], xb[indpb,3],pch=5) + abline(reslsfit) + abline(reslsfitSample,lty=2) + } + # correction with rescaling of ion global intensity (vref) + newval = (vref*xb[indbt,3]) / (pente * (xb[indbt,2]) + ordori) + newval[which((pente * (xb[indbt,2]) + ordori)<1)] <- -1 # to handle cases where 0<denominator<1 + # handling if any negative values (or null denominators) + if(length(which((newval==Inf)|(newval<0)))!=0){ + toajust <- which((newval==Inf)|(newval<0)) + if(valneg=="NA"){ + newval[toajust] <- NA + } else { + newval[toajust] <- vref * (xb[indbt,3][toajust]) / mean(xb[indbt,3]) + ### Other possibility + ## if(pente>0){ # slope orientation + ## newval[toajust]<-(vref*(xb[indbt,3][toajust]))/(pente*ceiling(-ordori/pente+1.00001)+ordori) + ## }else{ + ## newval[toajust]<-(vref*(xb[indbt,3][toajust]))/(pente*floor(-ordori/pente-1.00001)+ordori) + ## } + } + } + } else {# if ok_norm!=0 , we perform a correction based on batch samples average. + moySample=mean(xb[indsp,3]); if (moySample==0) moySample=1 + newval[indsp] = (vref*xb[indsp,3])/moySample + if(length(indpb)>0){ + moypool=mean(xb[indpb,3]) ; if (moypool==0) moypool=1 + newval[indpb] = (vref*xb[indpb,3])/moypool + } + } + newval <- list(norm.ion=newval,norm.ind=ind) + return(newval) +} + + +normloess <- function (xb,detail="no",vref=1,b,span=NULL) { + # Correction function applied to 1 ion in 1 batch. + # Use a loess regression computed on QC-pools in order to correct samples intensity values. + # xb : dataframe for 1 ion in columns and samples in rows. + # detail : level of detail in the outlog file. + # vref : reference value (average of ion) + # b : batch subscript + indpb = which(xb$sampleType=="pool") # pools subscripts of current batch + indsp = which(xb$sampleType=="sample") # samples of current batch subscripts + indbt = which(xb$sampleType=="sample" | xb$sampleType=="pool");# batch subscripts of all samples and QCpools + labion=dimnames(xb)[[2]][3] + newval=xb[[3]] # initialisation of corrected values = intial values + ind <- 0 # initialisation of correction indicator + normTodo=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="loess") + #cat("batch:",b," dim xb=",dim(xb)," ok=",normTodo,"\n") + if (normTodo==0) { + if(length(span)==0){span1<-1}else{span1<-span} + resloess=loess(xb[indpb,3]~xb[indpb,2],span=span1,degree=2,family="gaussian",iterations=4,surface="direct") # loess regression with QCpools + cor=predict(resloess,newdata=xb[,2]) + cor[cor<=1] <- 1 + newval=(vref*xb[,3]) / cor + if(length(which(newval>3*(quantile(newval)[4])))>0){ # in this case no modification of initial value + newval <- xb[,3]} else {ind <- 1} # confirmation of correction + if ((detail=="reg")&(ind==1)) { # plot + liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3]) + plot(xb[indsp,2],xb[indsp,3],pch=16,main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup)) + points(xb[indpb,2], xb[indpb,3],pch=5) + points(cbind(resloess$x,resloess$fitted)[order(resloess$x),],type="l",col="red") + } + } + if (ind==0) {# if ok_norm != 0 or if correction creates outliers, we perform a correction based on batch samples average + moySample=mean(xb[indsp,3]);if (moySample==0) moySample=1 + newval[indsp] = (vref*xb[indsp,3])/moySample + if(length(indpb)>0){ + moypool=mean(xb[indpb,3]) ; if (moypool==0) moypool=1 + newval[indpb] = (vref*xb[indpb,3])/moypool + } + } + newval <- list(norm.ion=newval,norm.ind=ind) + return(newval) +} + + + +norm_QCpool <- function (x, nbid, outlog, fact, metaion, detail="no", NormMoyPool=F, NormInt=F, method="linear",span="none",valNull="0") +{ + ### Correction applying linear or lo(w)ess correction function on all ions for every batch of a dataframe. + # x: dataframe with ions in column and samples' metadata + # nbid: number of sample description columns (id and factors) with at least "batch", "injectionOrder", "sampleType" + # outlog: name of regression plots and PCA pdf file + # fact: factor to be used as categorical variable for plots + # metaion: dataframe of ions' metadata + # detail: level of detail in the outlog file. detail="no" ACP + boxplot of CV before and after correction. + # detail="plot" with plot for all batch before and after correction. + # detail="reg" with added plots with regression lines for all batches. + # NormMoyPool: not used + # NormInt: not used + # method: regression method to be used to correct : "linear" or "lowess" or "loess" + # valNull: to determine what to do with negatively estimated intensities + indfact =which(dimnames(x)[[2]]==fact) + indtypsamp=which(dimnames(x)[[2]]=="sampleType") + indbatch =which(dimnames(x)[[2]]=="batch") + indinject =which(dimnames(x)[[2]]=="injectionOrder") + lastIon=dim(x)[2] + valref=apply(as.matrix(x[,(nbid+1):(lastIon)]),2,mean) # reference value for each ion used to still have the same rought size of values + nbi=lastIon-nbid # number of ions + nbb=length(levels(x$batch)) # Number of batch(es) = number of levels of factor "batch" (can be =1) + nbs=length(x$sampleType[x$sampleType=="sample"])# Number of samples + nbp=length(x$sampleType[x$sampleType=="pool"])# Number of QCpools + Xn=data.frame(x[,c(1:nbid)],matrix(0,nrow=nbp+nbs,ncol=nbi))# initialisation of the corrected dataframe (=initial dataframe) + dimnames(Xn)=dimnames(x) + cv=data.frame(matrix(0,nrow=nbi,ncol=2))# initialisation of dataframe containing CV before and after correction + dimnames(cv)[[2]]=c("avant","apres") + if (detail!="reg" && detail!="plot" && detail!="no") {detail="no"} + pdf(outlog,width=27,height=20) + cat(nbi," ions ",nbb," batch(es) \n") + if (detail=="plot") {if(nbb<6){par(mfrow=c(3,3),ask=F,cex=1.5)}else{par(mfrow=c(4,4),ask=F,cex=1.5)}} + res.ind <- matrix(NA,ncol=nbb,nrow=nbi,dimnames=list(dimnames(x)[[2]][-c(1:nbid)],paste("norm.b",1:nbb,sep=""))) + for (p in 1:nbi) {# for each ion + labion=dimnames(x)[[2]][p+nbid] + if (detail == "reg") {if(nbb<6){par(mfrow=c(3,3),ask=F,cex=1.5)}else{par(mfrow=c(4,4),ask=F,cex=1.5)}} + indpool=which(x$sampleType=="pool")# QCpools subscripts in all batches + pools1=x[indpool,p+nbid]; cv[p,1]=sd(pools1)/mean(pools1)# CV before correction + for (b in 1:nbb) {# for every batch + indpb = which(x$batch==levels(x$batch)[b] & x$sampleType=="pool")# QCpools subscripts of the current batch + indsp = which(x$batch==levels(x$batch)[b] & x$sampleType=="sample")# samples subscripts of the current batch + indbt = which(x$batch==levels(x$batch)[b] & (x$sampleType=="pool" | x$sampleType=="sample")) # subscripts of all samples + # cat(dimnames(x)[[2]][p+nbid]," indsp:",length(indsp)," indpb=",length(indpb)," indbt=",length(indbt)," ") + sub=data.frame(x[(x$batch==levels(x$batch)[b]),c(indtypsamp,indinject,p+nbid)]) + if (method=="linear") { res.norm = normlinear(sub,detail,valref[p],b,valNull) + } else { if (method=="loess"){ res.norm <- normloess(sub,detail,valref[p],b,span) + } else { if (method=="lowess"){ res.norm <- normlowess(sub,detail,valref[p],b,span) + } else {stop("\n--\nNo valid 'method' argument supplied.\nMust be 'linear','loess' or 'lowess'.\n--\n")} + }} + Xn[indbt,p+nbid] = res.norm[[1]] + res.ind[p,b] <- res.norm[[2]] + # CV batch test : if after normaliszation, CV before < CV after initial values are kept +# moypoolRaw=mean(x[indpb,p+nbid]) ; if (moypoolRaw==0) moypoolRaw=1 +# moySampleRaw=mean(x[indsp,p+nbid]); if (moySampleRaw==0) moySampleRaw=1 +# moypool=mean(Xn[indpb,p+nbid]) ; if (moypool==0) moypool=1 +# #moySample=mean(Xn[indsp,p+nbid]); if (moySample==0) moySample=1 +# if (sd( Xn[indpb,p+nbid])/moypool>sd(x[indpb,p+nbid])/moypoolRaw) { +# Xn[indpb,p+nbid] = (valref[p]*x[indpb,p+nbid])/moypoolRaw +# Xn[indsp,p+nbid] = (valref[p]*x[indsp,p+nbid])/moySampleRaw +# } + } + Xn[indpool,p+nbid][Xn[indpool,p+nbid]<0] <- 0 + pools2=Xn[indpool,p+nbid]; cv[p,2]=sd(pools2,na.rm=TRUE)/mean(pools2,na.rm=TRUE)# CV apres correction + if (detail=="reg" || detail=="plot" ) { + # plot before and after correction + minval=min(cbind(x[p+nbid],Xn[p+nbid]),na.rm=TRUE);maxval=max(cbind(x[p+nbid],Xn[p+nbid]),na.rm=TRUE) + plot( x$injectionOrder, x[,p+nbid],col=x$batch,ylab=labion,ylim=c(minval,maxval), + main=paste0("before correction (CV for pools = ",round(cv[p,1],2),")")) + points(x$injectionOrder[indpool],x[indpool,p+nbid],col="maroon",pch=".",cex=2) + plot(Xn$injectionOrder,Xn[,p+nbid],col=x$batch,ylab="",ylim=c(minval,maxval), + main=paste0("after correction (CV for pools = ",round(cv[p,2],2),")")) + points(Xn$injectionOrder[indpool],Xn[indpool,p+nbid],col="maroon",pch=".",cex=2) + suppressWarnings(plot.design( x[c(indtypsamp,indbatch,indfact,p+nbid)],main="factors effect before correction")) + suppressWarnings(plot.design(Xn[c(indtypsamp,indbatch,indfact,p+nbid)],main="factors effect after correction")) + } + } + ### Replacement of post correction negative values by chosen value + Xnn=Xn + for (i in c((nbid+1):dim(Xn)[2])) { + cneg=which(Xn[[i]]<0) + Xnn[[i]]=replace(Xn[[i]],cneg,as.numeric(valNull)) + } + Xn=Xnn + + if (detail=="reg" || detail=="plot" || detail=="no") { + if (nbi > 3) { + par(mfrow=c(3,4),ask=F,cex=1.2) # PCA Plot before/after, normed only and ions plot + acplight(x[,c(indtypsamp,indbatch,indtypsamp,indfact,(nbid+1):lastIon)],"uv",TRUE) + norm.ion <- which(colnames(Xn)%in%(rownames(res.ind)[which(rowSums(res.ind)>=1)])) + acplight(Xn[,c(indtypsamp,indbatch,indtypsamp,indfact,(nbid+1):lastIon)],"uv",TRUE,norm.ion) + if(length(norm.ion)>0){acplight(Xn[,c(indtypsamp,indbatch,indtypsamp,indfact,norm.ion)],"uv",TRUE)} + par(mfrow=c(1,2),ask=F,cex=1.2) # Before/after boxplot + cvplot=cv[!is.na(cv[[1]])&!is.na(cv[[2]]),] + if(nrow(cvplot)>0){ + boxplot(cvplot[[1]],ylim=c(min(cvplot),max(cvplot)),main="CV before correction") + boxplot(cvplot[[2]],ylim=c(min(cvplot),max(cvplot)),main="CV after correction") + } + dev.off() + } + } + if (nbi<=3) {dev.off()} + # transposed matrix is return (format of the initial matrix with ions in rows) + Xr=Xn[,-c(1:nbid)]; dimnames(Xr)[[1]]=Xn[[1]] + Xr=t(Xr) ; Xr <- data.frame(ions=rownames(Xr),Xr) + + res.norm[[1]] <- Xr ; res.norm[[2]] <- data.frame(metaion,res.ind) ; res.norm[[3]] <- x[,c(1:nbid)] + names(res.norm) <- c("dataMatrix","variableMetadata","sampleMetadata") + return(res.norm) +} + + + + + +acplight <- function(ids, scaling="uv", indiv=FALSE,indcol=NULL) { + suppressPackageStartupMessages(library(ade4)) + suppressPackageStartupMessages(library(pcaMethods)) + # Make a PCA and plot scores and loadings. + # First column must contain samples' identifiers. + # Columns 2 to 4 contain factors to colour the plots. + for (i in 1:3) { + idss=ids[which(ids[,i+1]!="NA"),] + idss=data.frame(idss[idss[,i+1]!="",]) + classe=as.factor(idss[[i+1]]) + idsample=as.character(idss[[1]]) + colour=1:length(levels(classe)) + ions=as.matrix(idss[,5:dim(idss)[2]]) + # Removing ions containing NA (not compatible with standard PCA) + ions=t(na.omit(t(ions))) + if(i==1){if(ncol(ions)!=(ncol(idss)-4)){cat("Note:",(ncol(idss)-4)-ncol(ions),"ions were ignored for PCA display due to NA in intensities.\n")}} + # Scaling choice: "uv","none","pareto" + object=suppressWarnings(prep(ions, scale=scaling, center=TRUE)) + if(i==1){if(length(which(apply(ions,2,var)==0))>0){cat("Warning: there are",length(which(apply(ions,2,var)==0)),"constant ions.\n")}} + # ALGO: nipals,svdImpute, Bayesian, svd, probalistic=F + result <- pca(object, center=F, method="svd", nPcs=2) + # ADE4 : to plot samples' ellipsoid for each class + s.class(result@scores, classe, cpoint = 1,xax=1,yax=2,col=colour,sub=sprintf("Scores - PCs %sx%s",1,2), possub="bottomright") + #s.label(result@loadings,label = ions, cpoint = 0, clabel=0.4, xax=1,yax=2,sub="Loadings",possub="bottomright") + if(i==1){resulti <- result} + } + if(indiv) { + colour <- rep("darkblue",length(resulti@loadings)) ; if(!is.null(indcol)) {colour[-c(indcol)] <- "red"} + plot(resulti@loadings,col=colour,main="Loadings",xaxt="n",yaxt="n",pch=20, + xlab=bquote(PC1-R^2==.(resulti@R2[1])),ylab=bquote(PC2 - R^2 == .(resulti@R2[2]))) + abline(h=0,v=0)} +} + +
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection/README.txt Thu Mar 02 03:38:08 2017 -0500 @@ -0,0 +1,49 @@ +## ****** Determine_bc + batch_correction environnemnt : ****** ## +# version March 2016 M Landi / F Giacomoni / M Petera / E Thevenot + +## --- PERL compilator / libraries : --- ## +NA +-- + +## --- R bin and Packages : --- ## +$ R --version +R version 3.2.3 (2015-12-10) -- "Wooden Christmas-Tree" +Platform: x86_64-redhat-linux-gnu (64-bit) + +The dependent libs are : +>install.packages("batch", dep=TRUE) +>install.packages("ade4", dep=TRUE) + +>source("http://www.bioconductor.org/biocLite.R") +>biocLite("pcaMethods") +>biocLite("ropls") +-- + +## --- Binary dependencies --- ## +NA +-- + +## --- Config : --- ## +NA +-- + +## --- XML HELP PART --- ## +two tools - two images : +batch_correction.png +determine_batch_correction.png +-- + +## --- DATASETS --- ## +No data set ! waiting for galaxy pages +-- + +## --- ??? COMMENTS ??? --- ## +!WARNING! : Two tools in the same directory ! +-- + +## --- Changelog/News --- ## +Version 2.0.3: +- Update: plot layout improvement +- Update: suppression of combined table for simca +- Improvement: addition of a new parameter "Null values" +-- \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection/RcheckLibrary.R Thu Mar 02 03:38:08 2017 -0500 @@ -0,0 +1,124 @@ +###################################################### +# R check library +# Coded by: M.Petera, +# - - +# R functions to use in R scripts +# (management of various generic subroutines) +# - - +# V0: script structure + first functions +# V1: More detailed error messages in match functions +###################################################### + + +# Generic function to return an error if problems have been encountered - - - - + +check.err <- function(err.stock){ + + # err.stock = vector of results returned by check functions + + if(length(err.stock)!=0){ stop("\n- - - - - - - - -\n",err.stock,"\n- - - - - - - - -\n") } + +} + + + + +# Table match check functions - - - - - - - - - - - - - - - - - - - - - - - - - + +# To check if dataMatrix and (variable or sample)Metadata match regarding identifiers +match2 <- function(dataMatrix, Metadata, Mtype){ + + # dataMatrix = data.frame containing dataMatrix + # Metadata = data.frame containing sampleMetadata or variableMetadata + # Mtype = "sample" or "variable" depending on Metadata content + + err.stock <- NULL # error vector + + id2 <- Metadata[,1] + if(Mtype=="sample"){ id1 <- colnames(dataMatrix)[-1] } + if(Mtype=="variable"){ id1 <- dataMatrix[,1] } + + if( length(which(id1%in%id2))!=length(id1) || length(which(id2%in%id1))!=length(id2) ){ + err.stock <- c("\nData matrix and ",Mtype," metadata do not match regarding ",Mtype," identifiers.") + if(length(which(id1%in%id2))!=length(id1)){ + if(length(which(!(id1%in%id2)))<4){ err.stock <- c(err.stock,"\n The ") + }else{ err.stock <- c(err.stock,"\n For example, the ") } + err.stock <- c(err.stock,"following identifiers found in the data matrix\n", + " do not appear in the ",Mtype," metadata file:\n") + identif <- id1[which(!(id1%in%id2))][1:min(3,length(which(!(id1%in%id2))))] + err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") + } + if(length(which(id2%in%id1))!=length(id2)){ + if(length(which(!(id2%in%id1)))<4){ err.stock <- c(err.stock,"\n The ") + }else{ err.stock <- c(err.stock,"\n For example, the ") } + err.stock <- c(err.stock,"following identifiers found in the ",Mtype," metadata file\n", + " do not appear in the data matrix:\n") + identif <- id2[which(!(id2%in%id1))][1:min(3,length(which(!(id2%in%id1))))] + err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") + } + err.stock <- c(err.stock,"\nPlease check your data.\n") + } + + return(err.stock) + +} + +# To check if the 3 standard tables match regarding identifiers +match3 <- function(dataMatrix, sampleMetadata, variableMetadata){ + + # dataMatrix = data.frame containing dataMatrix + # sampleMetadata = data.frame containing sampleMetadata + # variableMetadata = data.frame containing variableMetadata + + err.stock <- NULL # error vector + + id1 <- colnames(dataMatrix)[-1] + id2 <- sampleMetadata[,1] + id3 <- dataMatrix[,1] + id4 <- variableMetadata[,1] + + if( length(which(id1%in%id2))!=length(id1) || length(which(id2%in%id1))!=length(id2) ){ + err.stock <- c(err.stock,"\nData matrix and sample metadata do not match regarding sample identifiers.") + if(length(which(id1%in%id2))!=length(id1)){ + if(length(which(!(id1%in%id2)))<4){ err.stock <- c(err.stock,"\n The ") + }else{ err.stock <- c(err.stock,"\n For example, the ") } + err.stock <- c(err.stock,"following identifiers found in the data matrix\n", + " do not appear in the sample metadata file:\n") + identif <- id1[which(!(id1%in%id2))][1:min(3,length(which(!(id1%in%id2))))] + err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") + } + if(length(which(id2%in%id1))!=length(id2)){ + if(length(which(!(id2%in%id1)))<4){ err.stock <- c(err.stock,"\n The ") + }else{ err.stock <- c(err.stock,"\n For example, the ") } + err.stock <- c(err.stock,"following identifiers found in the sample metadata file\n", + " do not appear in the data matrix:\n") + identif <- id2[which(!(id2%in%id1))][1:min(3,length(which(!(id2%in%id1))))] + err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") + } + } + + if( length(which(id3%in%id4))!=length(id3) || length(which(id4%in%id3))!=length(id4) ){ + err.stock <- c(err.stock,"\nData matrix and variable metadata do not match regarding variable identifiers.") + if(length(which(id3%in%id4))!=length(id3)){ + if(length(which(!(id3%in%id4)))<4){ err.stock <- c(err.stock,"\n The ") + }else{ err.stock <- c(err.stock,"\n For example, the ") } + err.stock <- c(err.stock,"following identifiers found in the data matrix\n", + " do not appear in the variable metadata file:\n") + identif <- id3[which(!(id3%in%id4))][1:min(3,length(which(!(id3%in%id4))))] + err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") + } + if(length(which(id4%in%id3))!=length(id4)){ + if(length(which(!(id4%in%id3)))<4){ err.stock <- c(err.stock,"\n The ") + }else{ err.stock <- c(err.stock,"\n For example, the ") } + err.stock <- c(err.stock,"following identifiers found in the variable metadata file\n", + " do not appear in the data matrix:\n") + identif <- id4[which(!(id4%in%id3))][1:min(3,length(which(!(id4%in%id3))))] + err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") + } + } + + if(length(err.stock)!=0){ err.stock <- c(err.stock,"\nPlease check your data.\n") } + + return(err.stock) + +} \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection/batch_correction.xml Thu Mar 02 03:38:08 2017 -0500 @@ -0,0 +1,694 @@ +<tool id="Batch_correction" name="Batch_correction" version="2.0.3"> + <description>Corrects intensities for signal drift and batch-effects</description> + + <command interpreter="Rscript"> + #if str($span_condition.method) == 'all_loess_pool': + batch_correction_all_loess_wrapper.R + dataMatrix "$dataMatrix" + sampleMetadata "$sampleMetadata" + variableMetadata "$variableMetadata" + method "all_loess_pool" + span "${span_condition.span}" + + #elif str($span_condition.method) == 'all_loess_sample': + batch_correction_all_loess_wrapper.R + dataMatrix "$dataMatrix" + sampleMetadata "$sampleMetadata" + variableMetadata "$variableMetadata" + method "all_loess_sample" + span "${span_condition.span}" + #else: + batch_correction_wrapper.R + analyse "batch_correction" + dataMatrix "$dataMatrix" + sampleMetadata "$sampleMetadata" + variableMetadata "$variableMetadata" + method "${span_condition.method}" + #if str($span_condition.method) == 'linear': + span "none" + #else: + span "${span_condition.span}" + #end if + valnull "${span_condition.valnull}" + ref_factor "${span_condition.ref_factor}" + detail "${span_condition.detail}" + #end if + dataMatrix_out "$dataMatrix_out" variableMetadata_out "$variableMetadata_out" + graph_output "$graph_output" rdata_output "$rdata_output" + </command> + <inputs> + <param name="dataMatrix" label="Data Matrix file " format="tabular" type="data" /> + <param name="sampleMetadata" label="Sample metadata file " format="tabular" type="data" help="must contain at least the three following columns: 'batch' + 'injectionOrder' + 'sampleType'"/> + <param name="variableMetadata" label="Variable metadata file " format="tabular" type="data" /> + + <conditional name="span_condition"> + <param name="method" label="Type of regression model " type="select" help="To select between linear or non-linear (lowess or loess) methods to be used in Van der Kloet algorithm ; when using loess, you can choose to use pools or samples to model batch effect."> + <option value="linear">linear</option> + <option value="lowess">lowess</option> + <option value="loess">loess</option> + <option value="all_loess_pool">all loess pool</option> + <option value="all_loess_sample">all loess sample</option> + </param> + <when value="linear"> + <param name="valnull" label="Null values" type="select" display="radio" help="What to do of generated negative or infinite values"> + <option value="0">consider it as a null intensity</option> + <option value="NA">consider it as a missing value</option> + </param> + <param name="ref_factor" label="Factor of interest " type="text" value="batch" help="column name of factor of interest (often a biological factor); if none, leave 'batch'" /> + <param name="detail" label="Level of details for plots " type="select" help="Amount of plots in the pdf file output. See Help section for more details."> + <option value="no">basic</option> + <option value="plot">standard</option> + <option value="reg">complete</option> + </param> + </when> + <when value="lowess"> + <param name="span" type="float" value="0.85" label="span" help="it is a advanced option. Must be less than or equal to 1"/> + <param name="valnull" label="Null values" type="select" display="radio" help="What to do of generated negative or infinite values"> + <option value="0">consider it as a null intensity</option> + <option value="NA">consider it as a missing value</option> + </param> + <param name="ref_factor" label="Factor of interest " type="text" value="batch" help="column name of factor of interest (often a biological factor); if none, leave 'batch'" /> + <param name="detail" label="Level of details for plots " type="select" help="Amount of plots in the pdf file output. See Help section for more details."> + <option value="no">basic</option> + <option value="plot">standard</option> + <option value="reg">complete</option> + </param> + </when> + <when value="loess"> + <param name="span" type="float" value="1" label="span" help="it is a advanced option. Must be strictly greater than 0"/> + <param name="valnull" label="Null values" type="select" display="radio" help="What to do of generated negative or infinite values"> + <option value="0">consider it as a null intensity</option> + <option value="NA">consider it as a missing value</option> + </param> + <param name="ref_factor" label="Factor of interest " type="text" value="batch" help="column name of factor of interest (often a biological factor); if none, leave 'batch'" /> + <param name="detail" label="Level of details for plots " type="select" help="Amount of plots in the pdf file output. See Help section for more details."> + <option value="no">basic</option> + <option value="plot">standard</option> + <option value="reg">complete</option> + </param> + </when> + <when value="all_loess_pool"> + <param name="span" type="float" value="1" label="span" help="smoothing parameter; must be > 0"/> + </when> + <when value="all_loess_sample"> + <param name="span" type="float" value="1" label="span" help="smoothing parameter; must be > 0"/> + </when> + </conditional> + </inputs> + + <outputs> + <data name="dataMatrix_out" label="${tool.name}_${span_condition.method}_${dataMatrix.name}" format="tabular"/> + <data name="variableMetadata_out" label="${tool.name}_${span_condition.method}_${variableMetadata.name}" format="tabular"/> + <data name="graph_output" label="${tool.name}_${span_condition.method}_graph" format="pdf"/> + <data name="rdata_output" label="${tool.name}_${span_condition.method}_rdata" format="rdata"/> + </outputs> + + <stdio> + <exit_code range="1:" level="fatal" /> + </stdio> + + <help> + +.. class:: infomark + +**Authors** + | Jean-Francois Martin - PF MetaToul-AXIOM ; INRA ; MetaboHUB (for original version of this tool and overall development of the R script) + +.. class:: infomark + +**Contributors** + | Melanie Petera - PFEM ; INRA ; MetaboHUB (for R wrapper and R script improvement) + | Etienne Thevenot - LIST/LADIS ; CEA ; MetaboHUB (for R script and wrapper concerning "all loess pool" and "all loess sample" methods) + +.. class:: infomark + +**Wrapping** + | Marion Landi - FLAME ; PFEM ; INRA ; MetaboHUB (for xml interface and R wrapper) + | Franck Giacomoni - PFEM ; INRA ; MetaboHUB (for xml interface and R wrapper) + +--------------------------------------------------- + +.. class:: infomark + +**Please cite** If you use this tool, please cite: + +when using the **linear**, **lowess** or **loess** methods: + | `F.M. Van Der Kloet, I. Bobeldijk, E.R. Verheij, R.H. Jellema. (2009). "Analytical error reduction using single point calibration for accurate and precise metabolomic phenotyping." Journal of Proteome Research p5132-5141 <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 + | Thevenot et al (2014). Statistical approaches to study the physiological variability of the human urinary metabolome. 8th French Metabolomics and Fluxomics Conference, Lyon, France. + +--------------------------------------------------- + +================ +Batch_correction +================ + +----------- +Description +----------- + +| **Instrumental drift** and **offset differences** between batches have been described in **LC-MS** experiments when the number of samples is large and/or multiple batches of acquisition are needed. +| Recently a normalization strategy relying on the measurements of a **pooled** (or QC) sample injected periodically has been described: for each variable, a **regression model** is fitted to the values of the **pool** and subsequently used to adjust the intensities of the samples of interest (van der Kloet et al, 2009; Dunn et al, 2011). +| +| The current tool implements **two strategies** which differ in the way the regression model is applied to the variables (either depending on variable quality metrics, or 'loess' model for all variables) and also in the generated figure. +| + + +----------------- +Workflow position +----------------- + +.. image:: batch_correction.png + :width: 800 + + +----------- +Input files +----------- + ++----------------------------+------------+ +| Parameter : num + label | Format | ++============================+============+ +| 1 : Data Matrix file | tabular | ++----------------------------+------------+ +| 2 : Sample metadata file | tabular | ++----------------------------+------------+ +| 3 : Variable metadata file | tabular | ++----------------------------+------------+ + + +Data Matrix file must contain the intensity values of variables. + | First line must contain all the samples' names + | First column must contain all the variables' ID + | + +Sample metadata file must contain at least the three following columns: + | "batch" to identify the batches of analyses + | "injectionOrder" (integers) defining the injection order of all samples (QC-pools as well as analysed samples) + | "sampleType" indicating if a sample ("sample") or a QC-pool ("pool"); each batch needs + | at least 3 QC-pools for intra-batch linear adjustment and 8 for lo(w)ess adjustment (5 for **all loess** methods) + + +.. class:: warningmark + +MISSING DATA are allowed only with the **all loess** methods + + +---------- +Parameters +---------- + +Type of regression model + | To choose between *linear*, *lowess*, *loess*, *all loess pool*, and *all loess sample* strategies + | **- Option 1** (**linear**, **lowess**, and **loess** methods): before the normalisation of each variable, some quality metrics are computed (see the "Determine Batch Correction" module); depending on the result, the variable can be normalized or not, with either the **linear**, **lowess** or **loess** model. + | **- Option 2** (**all loess pool** and **all loess sample**): each variable is normalized by using the 'loess' model; + | in the case **all loess pool** is chosen and the number of pool observations is below 5, the linear method is used (for all variables) and a warning is generated; + | if the pool intensities are not representative of the samples (which can be viewed on the figure where both trends are shown), the case **all loess sample** enables using the sample intensities (instead of the pool intensities) as the reference for the loess curve. + | In all "option 2" cases: the **median intensity of the reference observations** (either 'pool' or 'sample') is used as the scaling factor after the initial intensities have been divided by the loess predictions. + | + +Span + | Smoothing parameter, advanced option for *lo(w)ess* and *all loess* methods + | In case of a loess fit, the **span** parameter (between 0 and 1) controls the smoothing + | (the higher the smoother; higher values are prefered to avoid overfitting; Cleveland et al, 1997). + | + +Null values + | available for regression model *linear*, *lowess* and *loess* + | Controls what is done regarding negative or infinite values that can be generated during regression estimation. + | *consider it as a missing value* will switch concerned intensities to NA; + | this option implies that concerned ions will not be considered in PCA display. + | *consider it as a null intensity* will switch concerned intensities to 0 for lo(w)ess + | or correct them by the batch mean instead of regression estimate for linear. + | + +Factor of interest + | available for regression model *linear*, *lowess* and *loess* + | Name of the factor (column header) in Sample metadata file that will be used as a categorical variable for plots and PCA. + | (often a biological factor ; if none, leave "batch") + | This factor does not affect correction calculation. + | + +Level of details for plots + | available for regression model *linear*, *lowess* and *loess* + | *basic*: PCA + CV boxplot (before and after correction) + | *standard*: 'basic' plots + before/after-correction plots of intensities over injection order, and design effects for each ion + | *complete*: 'standard' plots + QC-pool regression plots per batch with samples' intensities over injection order + | This factor is not used by the *all loess* methods where a unique figure is generated showing the sum of intensities along injection order, and the first 4 PCA scores. + | + + +------------ +Output files +------------ + +Batch_correction_$method_rdata.rdata + | binary data + | Download, open R and use the 'load' function; objects are in the 'res' list + | + +Batch_correction_$method_graph.pdf + | graphical output + | For the *linear* and *lo(w)ess* methods, content depends on level of details chosen + | + +Batch_correction_$method_variableMetadata.tabular + | tsv output + | Identical to the Variable metadata input file, with x more columns (where x is the number of batches) in case of *linear*, *lowess* and *loess* methods + | + +Batch_correction_$method_dataMatrix.tabular + | tsv output (tabulated) + | Same formatting as Data Matrix file; contains corrected intensities + | + + +--------------------------------------------------- + +--------------- +Working example +--------------- + +.. class:: warningmark + +Refer to the corresponding "W4M HowTo" page: + | `MS data processing - Filtering and correcting data <http://workflow4metabolomics.org/sites/workflow4metabolomics.org/files/files/MS_data_processing.pdf>`_ + | + | + + + + </help> + <!-- [RECOMMANDED] All citations associated to this tool (main citation given above and other references). Can be extracted from the history panel --> + <citations> + <!-- [HELP] As DOI or BibTex entry --> + <citation type="doi">10.1021/pr900499r</citation> + <citation type="doi">10.1038/nprot.2011.335</citation> + <citation type="bibtex">@ARTICLE{Cleveland91, + author = {Cleveland et al}, + year = {1991}, + journal = {Statistical Models in S, Chambers JM. and Hastie TJ. Ed., Chapman et Hall: London}, + title = {Local Regression Models}, + pages = {309-376}, + editor = {Chambers JM. and Hastie TJ. Ed.}, + publisher = {Chapman et Hall: London}, + chapter = {8} + }</citation> + <citation type="bibtex">@ARTICLE{Thevenot14, + author = {Thevenot et al}, + year = {2014}, + journal = {8th French Metabolomics and Fluxomics Conference, Lyon, France}, + title = {Statistical approaches to study the physiological variability of the human urinary metabolome}, + institution = {8th French Metabolomics and Fluxomics Conference, Lyon, France} + }</citation> + </citations> + +example 1: + +Input files +=========== + +| **To generate the "dataMatrix", "sampleMetadata" and "variableMetadata" files:** +| **1) copy/paste the values below in three distinct .txt files** +| **2) use the "Get Data" / "Upload File" in the "Tools" (left) panel from the Galaxy page by choosing:** +| **Convert spaces to tabs: 'Yes'** +| + +**dataMatrix file**:: + + dataMatrix QC1_001 HU_017 HU_018 HU_020 HU_021 HU_027 HU_028 HU_032 HU_034 QC1_002 HU_037 HU_041 HU_043 HU_044 HU_047 HU_048 QC1_003 HU_049 HU_050 HU_051 HU_052 HU_055 HU_060 HU_061 QC1_004 HU_064 HU_065 HU_066 HU_068 HU_072 HU_077 HU_078 QC1_005 HU_079 HU_083 HU_086 HU_088 HU_089 HU_090 HU_091 HU_093 HU_094 QC1_006 HU_099 HU_100 HU_101 HU_105 HU_107 HU_108 HU_109 HU_110 QC1_007 HU_116 HU_118 HU_123 HU_125 HU_126 HU_127 QC1_008 HU_130 HU_131 HU_132 HU_133 HU_134 HU_138 QC1_009 HU_144 HU_148 HU_149 HU_150 QC1_010 HU_152 HU_154 HU_156 HU_157 HU_158 HU_163 HU_170 HU_171 QC1_011 HU_172 HU_173 HU_174 HU_175 HU_179 HU_180 HU_181 HU_182 QC1_012 HU_184 HU_185 HU_186 HU_189 HU_192 HU_196 QC1_013 HU_200 HU_201 HU_202 HU_204 HU_207 HU_208 HU_209 QC1_014 QC1_015 HU_022 HU_076 HU_166 HU_114 HU_190 HU_139 HU_096 HU_058 HU_031 QC1_016 HU_039 HU_087 HU_143 HU_162 HU_102 HU_188 HU_095 HU_062 QC1_017 HU_063 HU_011 HU_074 HU_122 HU_142 HU_030 HU_187 HU_167 HU_113 QC1_018 HU_081 HU_014 HU_206 HU_119 HU_033 HU_067 HU_140 HU_164 HU_193 HU_112 QC1_019 HU_097 HU_056 HU_195 HU_135 HU_159 HU_070 HU_038 HU_026 QC1_020 HU_098 HU_115 HU_137 HU_019 HU_073 HU_168 HU_191 HU_040 HU_046 QC1_021 HU_103 HU_015 HU_053 HU_121 HU_183 HU_199 HU_042 HU_075 QC1_022 HU_203 HU_024 HU_082 HU_169 HU_129 HU_057 HU_035 HU_194 HU_145 QC1_023 HU_177 HU_025 HU_080 HU_117 HU_136 HU_197 HU_036 HU_054 HU_085 QC1_024 HU_160 HU_092 HU_023 HU_124 HU_147 HU_205 HU_084 HU_120 HU_198 QC1_025 HU_045 HU_029 HU_069 HU_155 HU_106 HU_146 QC1_026 + met_001 17558910 10657431 13044183 7261208 6909491 2594571 12751984 13522888 13894507 16393604 7865097 3630317 7503242 8537528 5503464 4587754 17599767 8473703 25556162 1332303 13312536 5073342 26036420 4959938 16841618 5608314 29332804 10491655 23448752 19921296 21471497 21223304 17008026 8908921 21091221 51170137 7921432 16085480 13789362 14424243 14714241 8362817 16699474 6133088 26413961 1605625 9660665 35717402 280575 1976782 2568169 15026529 6552813 16307390 12123953 13480559 22963554 12249347 13888520 17165271 17470093 12811880 12013641 18118700 19560902 13687923 25942102 16394638 24333092 12590296 12722221 10992119 6223253 1623756 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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/batchcorrection/batch_correction_all_loess_script.R Thu Mar 02 03:38:08 2017 -0500 @@ -0,0 +1,294 @@ +loessF <- function(datVn, qcaVi, preVi, spnN) { + + if(length(qcaVi) < 5) { + + return(predict(lm(datVn[qcaVi] ~ qcaVi), + newdata = data.frame(qcaVi = preVi))) + + } else { + + return(predict(loess(datVn[qcaVi] ~ qcaVi, + control = loess.control(surface = "direct"), + span = spnN), + newdata = data.frame(qcaVi = preVi))) + + } + + ## Note: + ## the surface = 'direct' argument allows extrapolation + +} ## loessF + +plotBatchF <- function(datMN, samDF.arg, spnN.arg) { + + maiC <- switch(gsub("MN", "", deparse(substitute(datMN))), + raw = "Raw", + nrm = "Normalized") + + colVc <- c(sample = "green4", + pool = "red", + blank = "black", + other = "yellow") + + par(font = 2, font.axis = 2, font.lab = 2, lwd = 2, pch = 18) + + layout(matrix(c(1, 1, 2, 3), nrow = 2), + widths = c(0.7, 0.3)) + + obsNamVc <- rownames(datMN) + + obsColVc <- sapply(samDF.arg[, "sampleType"], + function(typC) + ifelse(typC %in% names(colVc), colVc[typC], colVc["other"])) + + ## Graphic 1: Sum of intensities for each sample + + par(mar = c(3.6, 3.6, 3.1, 0.6)) + + batTab <- table(samDF.arg[, "batch"]) + + sumVn <- rowSums(datMN, na.rm = TRUE) + + plot(sumVn, + cex = 1.2, + col = obsColVc, + pch = 18, + xaxs = "i", + xlab = "", + ylab = "") + + mtext("Injection order", + line = 2.2, + side = 1) + mtext("Sum of variable intensities", + line = 2.2, + side = 2) + + mtext(maiC, cex = 1.2, line = 1.5, side = 3) + + abline(v = cumsum(batTab) + 0.5, + col = "red") + + mtext(names(batTab), + at = batTab / 2 + c(0, cumsum(batTab[-length(batTab)]))) + + obsColVuc <- obsColVc[sort(unique(names(obsColVc)))] + + text(rep(batTab[1], times = length(obsColVuc)), + par("usr")[3] + (0.97 - length(obsColVuc) * 0.03 + 1:length(obsColVuc) * 0.03) * diff(par("usr")[3:4]), + col = obsColVuc, + font = 2, + labels = names(obsColVuc), + pos = 2) + + for(batC in names(batTab)) { + + batSeqVi <- which(samDF.arg[, "batch"] == batC) + batPooVi <- intersect(batSeqVi, + grep("pool", samDF.arg[, "sampleType"])) + batSamVi <- intersect(batSeqVi, + grep("sample", samDF.arg[, "sampleType"])) + if(length(batPooVi)) + lines(batSeqVi, + loessF(sumVn, batPooVi, batSeqVi, spnN=spnN.arg), + col = colVc["pool"]) + lines(batSeqVi, + loessF(sumVn, batSamVi, batSeqVi, spnN=spnN.arg), + col = colVc["sample"]) + + } + + ## Graphics 2 and 3 (right): PCA score plots of components 1-4 + + radVn <- seq(0, 2 * pi, length.out = 100) + epsN <- .Machine[["double.eps"]] ## [1] 2.22e-16 + + pcaMN <- datMN + + if(any(is.na(pcaMN))) { + minN <- min(pcaMN, na.rm = TRUE) + pcaMN[is.na(pcaMN)] <- minN + } + + pcaLs <- opls(pcaMN, predI = 4, algoC = "svd", printL = FALSE, plotL = FALSE) + tMN <- getScoreMN(pcaLs) + vRelVn <- pcaLs@modelDF[, "R2X"] + + n <- nrow(tMN) + hotN <- 2 * (n - 1) * (n^2 - 1) / (n^2 * (n - 2)) + + hotFisN <- hotN * qf(0.95, 2, n - 2) + + pcsLs <- list(c(1, 2), c(3, 4)) + + par(mar = c(3.6, 3.6, 0.6, 1.1)) + + for(pcsN in 1:length(pcsLs)) { + + pcsVn <- pcsLs[[pcsN]] + + tcsMN <- tMN[, pcsVn] + + micMN <- solve(cov(tcsMN)) + + n <- nrow(tMN) + hotN <- 2 * (n - 1) * (n^2 - 1) / (n^2 * (n - 2)) + + hotFisN <- hotN * qf(0.95, 2, n - 2) + + hotVn <- apply(tcsMN, + 1, + function(x) 1 - pf(1 / hotN * t(as.matrix(x)) %*% micMN %*% as.matrix(x), 2, n - 2)) + + obsHotVi <- which(hotVn < 0.05) + + xLabC <- paste("t", + pcsVn[1], + "(", + round(vRelVn[pcsVn[1]] * 100), + "%)", + sep = "") + + yLabC <- paste("t", + pcsVn[2], + "(", + round(vRelVn[pcsVn[2]] * 100), + "%)", + sep = "") + + xLimVn <- c(-1, 1) * max(sqrt(var(tcsMN[, 1]) * hotFisN), max(abs(tcsMN[, 1]))) + yLimVn <- c(-1, 1) * max(sqrt(var(tcsMN[, 2]) * hotFisN), max(abs(tcsMN[, 2]))) + + plot(tcsMN, + main = "", + type = "n", + xlab = "", + ylab = "", + xlim = xLimVn, + ylim = yLimVn) + + mtext(xLabC, + line = 2.2, + side = 1) + mtext(yLabC, + line = 2.2, + side = 2) + + par(lwd = 1) + + abline(v = axTicks(1), + col = "grey") + + abline(h = axTicks(2), + col = "grey") + + abline(v = 0) + abline(h = 0) + + lines(sqrt(var(tcsMN[, 1]) * hotFisN) * cos(radVn), + sqrt(var(tcsMN[, 2]) * hotFisN) * sin(radVn)) + + points(tcsMN, + col = obsColVc, + pch = 18) + + if(length(obsHotVi)) + text(tcsMN[obsHotVi, 1], + tcsMN[obsHotVi, 2], + col = obsColVc[obsHotVi], + labels = obsNamVc[obsHotVi], + pos = 3) + + } ## for(pcsN in 1:length(pcsLs)) { + + return(invisible(list(sumVn = sumVn, + tcsMN = tcsMN))) + +} ## plotBatchF + +shiftBatchCorrectF <- function(rawMN.arg, + samDF.arg, + refC.arg, + spnN.arg) { + + cat("\nReference observations are: ", refC.arg, "\n") + + ## computing median off all pools (or samples) for each variable + + refMeaVn <- apply(rawMN.arg[samDF.arg[, "sampleType"] == refC.arg, ], + 2, + function(feaRefVn) mean(feaRefVn, na.rm = TRUE)) + + ## splitting data and sample metadata from each batch + + batRawLs <- split(as.data.frame(rawMN.arg), + f = samDF.arg[, "batch"]) + batRawLs <- lapply(batRawLs, function(inpDF) as.matrix(inpDF)) + + batSamLs <- split(as.data.frame(samDF.arg), + f = samDF.arg[, "batch"]) + + ## checking extrapolation: are there pools at the first and last observations of each batch + + if(refC.arg == "pool") { + pooExtML <- matrix(FALSE, nrow = 2, ncol = length(batRawLs), + dimnames = list(c("first", "last"), names(batRawLs))) + for(batC in names(batSamLs)) { + batSamTypVc <- batSamLs[[batC]][, "sampleType"] + pooExtML["first", batC] <- head(batSamTypVc, 1) == "pool" + pooExtML["last", batC] <- tail(batSamTypVc, 1) == "pool" + } + if(!all(c(pooExtML))) { + cat("\nWarning: Pools are missing at the first and/or last position of the following batches:\n") + pooExtBatVi <- which(!apply(pooExtML, 2, all)) + for(i in 1:length(pooExtBatVi)) + cat(names(pooExtBatVi)[i], ": ", + paste(rownames(pooExtML)[!pooExtML[, pooExtBatVi[i]]], collapse = ", "), "\n", sep = "") + cat("Extrapolating loess fits for these batches may result in inaccurate modeling!\n") + } + } + + ## normalizing + + nrmMN <- NULL ## normalized data matrix to be computed + + cat("\nProcessing batch:") + + for(batC in names(batRawLs)) { ## processing each batch individually + + cat("\n", batC) + + batRawMN <- batRawLs[[batC]] + batSamDF <- batSamLs[[batC]] + + batAllVi <- 1:nrow(batRawMN) + + batRefVi <- grep(refC.arg, batSamDF[, "sampleType"]) + + if(length(batRefVi) < 5) + cat("\nWarning: less than 5 '", refC.arg, "'; linear regression will be performed instead of loess regression for this batch\n", sep="") + + ## prediction of the loess fit + + batLoeMN <- apply(batRawMN, + 2, + function(rawVn) loessF(rawVn, batRefVi, batAllVi, spnN=spnN.arg)) + + ## normalization + + batLoeMN[batLoeMN <= 0] <- NA + + batNrmMN <- batRawMN / batLoeMN + + nrmMN <- rbind(nrmMN, + batNrmMN) + + } + + cat("\n") + + nrmMN <- sweep(nrmMN, MARGIN = 2, STATS = refMeaVn, FUN = "*") + + return(nrmMN) + +} ## shiftBatchCorrectF
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection/batch_correction_all_loess_wrapper.R Thu Mar 02 03:38:08 2017 -0500 @@ -0,0 +1,199 @@ +## Etienne Thevenot +## CEA, MetaboHUB Paris +## etienne.thevenot@cea.fr +## April 8th, 2015 + +library(batch) ## necessary for parseCommandArgs function +args = parseCommandArgs(evaluate=FALSE) #interpretation of arguments given in command line as an R list of objects + +source_local <- function(fname){ + argv <- commandArgs(trailingOnly = FALSE) + base_dir <- dirname(substring(argv[grep("--file=", argv)], 8)) + source(paste(base_dir, fname, sep="/")) +} + +## Import the different functions +source_local("batch_correction_all_loess_script.R") + + + +argVc <- unlist(args) + +## argVc["method"] is either 'all_loess_pool' or 'all_loess_sample' +## alternative version developped by CEA +## all variables are treated with loess +## the reference observations for loess are either 'pool' +## ('all_loess_pool') or 'sample' ('all_loess_sample') + + +#### Start_of_tested_code <- function() {} + + +##------------------------------ +## Initializing +##------------------------------ + +## options +##-------- + +strAsFacL <- options()$stringsAsFactors +options(stringsAsFactors = FALSE) + +## libraries +##---------- + +suppressMessages(library(ropls)) + +## constants +##---------- + +modNamC <- "Batch correction" ## module name + +## log file +##--------- + +## sink(argVc["information"]) ## not implemented + +cat("\nStart of the '", modNamC, "' Galaxy module call: ", + format(Sys.time(), "%a %d %b %Y %X"), "\n", sep="") + +## loading +##-------- + +rawMN <- t(as.matrix(read.table(argVc["dataMatrix"], + header = TRUE, + row.names = 1, + sep = "\t"))) + +samDF <- read.table(argVc["sampleMetadata"], + header = TRUE, + row.names = 1, + sep = "\t") + +varDF <- read.table(argVc["variableMetadata"], + check.names = FALSE, + header = TRUE, + row.names = 1, + sep = "\t") ## not used; for compatibility only + +refC <- tolower(gsub("all_loess_", "", argVc["method"])) + +spnN <- as.numeric(argVc["span"]) + +## checking +##--------- + +if(packageVersion("ropls") < "0.10.16") + cat("\nWarning: new version of the 'ropls' package is available\n", sep="") + +stopifnot(refC %in% c("pool", "sample")) + +if(refC == "pool" && + !any("pool" %in% samDF[, "sampleType"])) + stop("No 'pool' found in the 'sampleType' column; use the samples as normalization reference instead") + +refMN <- rawMN[samDF[, "sampleType"] == refC, ] +refNasZerVl <- apply(refMN, 2, + function(refVn) + all(sapply(refVn, + function(refN) {is.na(refN) || refN == 0}))) + +if(sum(refNasZerVl)) { + + refNasZerVi <- which(refNasZerVl) + cat("The following variables have 'NA' or 0 values in all reference samples; they will be removed from the data:\n", sep = "") + print(refNasZerVi) + rawMN <- rawMN[, !refNasZerVl, drop = FALSE] + varDF <- varDF[!refNasZerVl, , drop = FALSE] + +} + +##------------------------------ +## Computation +##------------------------------ + + +## ordering (batch and injection order) +##------------------------------------- + +samDF[, "ordIniVi"] <- 1:nrow(rawMN) +ordBatInjVi <- order(samDF[, "batch"], samDF[, "injectionOrder"]) +rawMN <- rawMN[ordBatInjVi, ] +samDF <- samDF[ordBatInjVi, ] + +## signal drift and batch-effect correction +##----------------------------------------- + +nrmMN <- shiftBatchCorrectF(rawMN, + samDF, + refC, + spnN) + +## figure +##------- + +cat("\nPlotting\n") + +pdf(argVc["graph_output"], onefile = TRUE, width = 11, height = 7) +plotBatchF(rawMN, samDF, spnN) +plotBatchF(nrmMN, samDF, spnN) +dev.off() + +## returning to initial order +##--------------------------- + +ordIniVi <- order(samDF[, "ordIniVi"]) +nrmMN <- nrmMN[ordIniVi, ] +samDF <- samDF[ordIniVi, ] +samDF <- samDF[, colnames(samDF) != "ordIniVi", drop=FALSE] + + +##------------------------------ +## Ending +##------------------------------ + + +## saving +##------- + +datMN <- nrmMN + +datDF <- cbind.data.frame(dataMatrix = colnames(datMN), + as.data.frame(t(datMN))) +write.table(datDF, + file = argVc["dataMatrix_out"], + quote = FALSE, + row.names = FALSE, + sep = "\t") + +varDF <- cbind.data.frame(variableMetadata = rownames(varDF), + varDF) ## not modified; for compatibility only +write.table(varDF, + file = argVc["variableMetadata_out"], + quote = FALSE, + row.names = FALSE, + sep = "\t") + + +res <- list(dataMatrix_raw = rawMN, + dataMatrix_normalized = nrmMN, + sampleMetadata = samDF) +save(res, + file = argVc["rdata_output"]) ## for compatibility + +## closing +##-------- + +cat("\nEnd of '", modNamC, "' Galaxy module call: ", + as.character(Sys.time()), "\n", sep = "") + +## sink() + +options(stringsAsFactors = strAsFacL) + + +#### End_of_tested_code <- function() {} + + +rm(argVc) +
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection/batch_correction_wrapper.R Thu Mar 02 03:38:08 2017 -0500 @@ -0,0 +1,131 @@ +#!/usr/bin/Rscript --vanilla --slave --no-site-file + +################################################################################################ +# batch_correction_wrapper # +# # +# Author: Marion LANDI / Jean-Francois MARTIN / Melanie Petera # +# User: Galaxy # +# Original data: -- # +# Starting date: 22-07-2014 # +# Version 1: 22-07-2014 # +# Version 2: 08-12-2014 # +# Version 2.1: 09-01-2015 modification in Error message of sample matching # +# Version 2.2: 16-03-2015 inclusion of miniTools' functions for special characters # +# Version 2.90: 18-08-2015 new parameter valnull # +# Version 2.91: 25-08-2016 error message improvment # +# # +# # +# Input files: dataMatrix.txt ; sampleMetadata.txt ; variableMetadata.txt (for DBC) # +# Output files: graph_output.pdf ; corrected table ; diagnostic table # +# # +################################################################################################ + + +library(batch) #necessary for parseCommandArgs function +args = parseCommandArgs(evaluate=FALSE) #interpretation of arguments given in command line as an R list of objects + +source_local <- function(...){ + argv <- commandArgs(trailingOnly = FALSE) + base_dir <- dirname(substring(argv[grep("--file=", argv)], 8)) + for(i in 1:length(list(...))){source(paste(base_dir, list(...)[[i]], sep="/"))} +} +#Import the different functions +source_local("Normalisation_QCpool.r","RcheckLibrary.R","miniTools.R") + + +## Reading of input files +idsample=read.table(args$sampleMetadata,header=T,sep='\t',check.names=FALSE) +iddata=read.table(args$dataMatrix,header=T,sep='\t',check.names=FALSE) + +### Table match check +table.check <- match2(iddata,idsample,"sample") +if(length(table.check)>1){check.err(table.check)} + +### StockID +samp.id <- stockID(iddata,idsample,"sample") +iddata<-samp.id$dataMatrix ; idsample<-samp.id$Metadata ; samp.id<-samp.id$id.match + +### Checking mandatory variables +mand.check <- "" +for(mandcol in c("sampleType","injectionOrder","batch")){ + if(!(mandcol%in%colnames(idsample))){ + mand.check <- c(mand.check,"\nError: no '",mandcol,"' column in sample metadata.\n", + "Note: table must include this exact column name (it is case-sensitive).\n") + } +} +if(length(mand.check)>1){ + mand.check <- c(mand.check,"\nFor more information, see the help section or:", + "\n http://workflow4metabolomics.org/sites/", + "workflow4metabolomics.org/files/files/MS_data_processing.pdf\n") + check.err(mand.check) +} + +### Formating +idsample[[1]]=make.names(idsample[[1]]) +dimnames(iddata)[[1]]=iddata[[1]] + +### Transposition of ions data +idTdata=t(iddata[,2:dim(iddata)[2]]) +idTdata=data.frame(dimnames(idTdata)[[1]],idTdata) + +### Merge of 2 files (ok even if the two dataframe are not sorted on the same key) +id=merge(idsample, idTdata, by.x=1, by.y=1) + +id$batch=as.factor(id$batch) +ids=id[id$sampleType == 'pool' | id$sampleType == 'sample',] +nbid=dim(idsample)[2] + +### Checking the number of sample and pool + +# least 2 samples +if(length(which(ids$sampleType == "sample"))<2){ + table.check <- c(table.check,"\nError: less than 2 samples specified in sample metadata.", + "\nMake sure this is not due to errors in sampleType coding.\n") +} + +# least 2 pools per batch for all batchs +B <- rep(0,length(levels(ids$batch))) +for(nbB in length(levels(ids$batch))){ + B[nbB]<-length(which(ids[which(ids$batch==(levels(ids$batch)[nbB])),]$sampleType == "pool")) +} +if(length(which(B>1))==0){ + table.check <- c(table.check,"\nError: less than 2 pools specified in each batch in sample metadata.", + "\nMake sure this is not due to errors in sampleType coding.\n") +} + +### Factor of interest +factbio=args$ref_factor + + +if(args$analyse == "batch_correction") { + ## Reading of Metadata Ions file + metaion=read.table(args$variableMetadata,header=T,sep='\t',check.names=FALSE) + ## Table match check + table.check <- c(table.check,match2(iddata,metaion,"variable")) + check.err(table.check) + + ## variables + detail=args$detail + method=args$method + + ## outputs + outlog=args$graph_output + + ## Launch + res = norm_QCpool(ids,nbid,outlog,factbio,metaion,detail,F,F,method,args$span,args$valnull) + save(res, file=args$rdata_output) + write.table(reproduceID(res[[1]],res[[3]],"sample",samp.id)$dataMatrix, file=args$dataMatrix_out, sep = '\t', row.names=F, quote=F) + write.table(res[[2]], file=args$variableMetadata_out, sep = '\t', row.names=F, quote=F) +}else{ + ## error check + check.err(table.check) + + ## outputs + out_graph_pdf=args$out_graph_pdf + out_preNormSummary=args$out_preNormSummary + + ## Launch + plotsituation(ids,nbid,out_graph_pdf,out_preNormSummary,factbio,args$span) +} + +rm(args) \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection/determine_bc.xml Thu Mar 02 03:38:08 2017 -0500 @@ -0,0 +1,265 @@ +<tool id="Determine_BC" name="Determine_batch_correction" version="2016-03-03"> + <description>to choose between linear, lowess and loess methods</description> + + <command interpreter="Rscript"> + batch_correction_wrapper.R + analyse "determine_bc" + sampleMetadata "$sampleMetadata" + dataMatrix "$dataMatrix" + ref_factor "$ref_factor" + #if str($advance.option ) == 'show': + span $advance.span + #else: + span "none" + #end if + out_graph_pdf "$out_graph_pdf" + out_preNormSummary "$out_preNormSummary" + </command> + <inputs> + <param name="dataMatrix" type="data" label="Data Matrix file " help="" format="tabular" /> + <param name="sampleMetadata" type="data" label="Sample metadata file " help="must contain at least the three following columns: 'batch' + 'injectionOrder' + 'sampleType'" format="tabular" /> + <param name="ref_factor" type="text" label="Factor of interest " help="column name of the factor of interest (often a biological factor); if none, leave 'batch'" value="batch" /> + <conditional name="advance"> + <param name="option" type="select" label="Advanced options" help="should only be put at 'show' if you have good understanding of the span parameter and are willing to adjust it"> + <option value="show">show</option> + <option value="hide" selected="true">hide</option> + </param> + <when value="show"> + <param name="span" type="float" value="0.85" label="span" help="applied to lowess and loess regression"/> + </when> + </conditional> + </inputs> + + <outputs> + <data name="out_graph_pdf" label="Determine_BC_graph" format="pdf" ></data> + <data name="out_preNormSummary" label="Determine_BC_preNormSummary" format="tabular" ></data> + </outputs> + + <stdio> + <exit_code range="1:" level="fatal" /> + </stdio> + + <help> + +.. class:: infomark + +**Authors** + | Jean-Francois Martin - PF MetaToul-AXIOM ; INRA ; MetaboHUB (for original version of this tool and overall development of the R script) + +.. class:: infomark + +**Contributors** + | Melanie Petera - PFEM ; INRA ; MetaboHUB (for R wrapper and R script improvement) + +.. class:: infomark + +**Wrapping** + | Marion Landi - FLAME ; PFEM ; INRA ; MetaboHUB (for xml interface and R wrapper) + | Franck Giacomoni - PFEM ; INRA ; MetaboHUB (for xml interface and R wrapper) + +--------------------------------------------------- + +.. class:: infomark + +**Please cite** If you use this tool, please cite: + | `F.M. van der Kloet, I. Bobeldijk, E.R. Verheij, R.H. Jellema. (2009). "Analytical error reduction using single point calibration for accurate and precise metabolomic phenotyping." Journal of Proteome Research p5132-5141 <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:: determine_batch_correction.png + :width: 800 + + +----------- +Input files +----------- + ++--------------------------+-----------+ +| Parameter : num + label | Format | ++==========================+===========+ +| 1 : Data Matrix file | tabular | ++--------------------------+-----------+ +| 2 : Sample metadata file | tabular | ++--------------------------+-----------+ + + +Data Matrix file must contain the intensity values of the variables. + | First line must contain all the samples' names + | First column must contain all the variables' ID + | + +Sample metadata file must contain at least the three following columns: + | "batch" to identify the batches of analyses + | "injectionOrder" (integers) defining the injection order of all samples (QC-pools as well as analysed samples) + | "sampleType" indicating if a sample ("sample") or a QC-pool ("pool"); each batch needs + | at least 3 QC-pools for intra-batch linear adjustment and 8 for lo(w)ess adjustment + + +.. class:: warningmark + +NO MISSING DATA are allowed + + +---------- +Parameters +---------- + +Factor of interest + | name of the factor (column header) that will be used as a categorical variable for plots. + | (often a biological factor ; if none, leave “batchâ€). + | This factor does not affect correction calculation. + | + +Advanced options + | should only be put at "show" if you have good understanding of the span parameter and are willing to adjust it. + | + +Span + | - when advanced option is at "hide" (default) + | default is 1 for loess regression and is two times the ratio between number of pools and number of samples for lowess regression. + | - when advanced option is at "show" : + | filled value is used for lowess and loess regression. + + +------------ +Output files +------------ + +Determine_BC_preNormSummary.tabular + | tabular output + | Meaning of results of diagnosis analysis + | 0 : no preliminary-condition problem + | 1 : standard deviation of QC-pools or samples = 0 + | 2 : insufficient number of QC-pools within a batch (n=3 for linear, n=8 for lowess or loess) + | 3 : significant difference between QC-pools and samples means + | 4 : denominator =0 when on 1 pool per batch non-0 + | 5 : (linear regression only) the slopes ratio “QC-pools/samples†is lower than -0.2 + | + +Determine_BC_graph.pdf + | graphical output + | One page per ion. Plots regression curves for all methods allowed and plot.design results regarding the factor of interest. + + +--------------------------------------------------- + +--------------- +Working example +--------------- + + +.. class:: warningmark + +Refer to the corresponding "W4M HowTo" page: + | `MS data processing - Filtering and correcting data <http://workflow4metabolomics.org/sites/workflow4metabolomics.org/files/files/MS_data_processing.pdf>`_ + | + | + + + + </help> + <!-- [RECOMMANDED] All citations associated to this tool (main citation given above and other references). Can be extracted from the history panel --> + <citations> + <!-- [HELP] As DOI or BibTex entry --> + <citation type="doi">10.1021/pr900499r</citation> + </citations> + +Input files +=========== + +| **These two input files can be used in the purview "URL/Text:" of the tool "Get Data/Upload File",** +| **by checking the box "Convert spaces to tabs: YES"** + +Metadata_samples.txt + Model input Sample metadata file:: + + samples idLIMS serie factor01 factor02 batch injectionOrder sampleType + POOL1 POOL1 pool p pool 01_08_2011 1 p + X12588 12588 3 validation 2 01_08_2011 2 s + X17736 17736 3 Q1 1 01_08_2011 3 s + X15432 15432 3 validation 1 01_08_2011 4 s + X17159 17159 3 Q4 1 01_08_2011 5 s + X14325 14325 3 validation 2 01_08_2011 6 s + X17419 17419 3 Q4 1 01_08_2011 7 s + X16437 16437 3 Q4 1 01_08_2011 8 s + X16172 16172 3 Q4 2 01_08_2011 9 s + X16392 16392 3 Q4 2 01_08_2011 10 s + X13875 13875 3 validation 2 01_08_2011 11 s + POOL2 POOL2 pool p pool 01_08_2011 12 p + X13117 13117 3 Q4 2 01_08_2011 13 s + X13341 13341 3 Q1 2 01_08_2011 14 s + X16888 16888 3 Q4 1 01_08_2011 15 s + X17489 17489 3 Q4 2 01_08_2011 16 s + X12718 12718 3 Q1 2 01_08_2011 17 s + X16235 16235 3 Q4 2 01_08_2011 18 s + X16878 16878 3 Q1 1 01_08_2011 19 s + X12701 12701 3 validation 1 01_08_2011 20 s + X16220 16220 3 Q4 2 01_08_2011 21 s + X15635 15635 3 Q4 1 01_08_2011 22 s + + +Intensity_matrix.txt + Model input Matrix Ions file BEFORE IMPLEMENTATION:: + + samples POOL1 X12588 X17736 X15432 X17159 X14325 X17419 X16437 X16172 X16392 X13875 POOL2 X13117 X13341 X16888 X17489 X12718 X16235 X16878 X12701 X16220 X15635 + ion01 188.4140625 219.729126 122.5697632 123.5487671 805.8852539 183.4683838 37.33084106 151.8625488 97.12005615 91.24694824 69.87762451 195.4349365 112.4111938 136.7092285 159.9987793 172.1585693 0 117.5420532 133.6679688 80.05419922 160.0006104 760.0488281 + ion02 82.02575684 87.11358643 79.82391357 80.33862305 83.08575439 94.27703857 76.02288818 77.04394531 76.97564697 84.17669678 81.04943848 86.44024658 84.11865234 83.71282959 77.75219727 79.15936279 75.98492432 78.2835083 78.98760986 73.98388672 72.20550537 82.16448975 + ion03 25.31900024 24.2960968 23.29342651 31.54063416 30.3830719 22.42404175 35.44485474 26.38783264 17.1401825 21.27339172 20.25959778 26.33859253 18.17146301 26.32852173 24.30648804 28.34313965 29.37016296 18.23519897 24.48402405 25.38140869 24.35777283 21.31071472 + ion04 65.87536621 62.68716431 46.60232544 62.77856445 29.53218079 47.59136963 90.13983154 28.35336304 58.74325562 31.39331055 23.32928467 30.39666748 41.43960571 21.27049255 88.1161499 29.36820984 24.30200195 25.00007629 45.60662842 103.293457 37.46994019 87.09295654 + ion05 0 103.728544 279.5808214 884.2333448 824.5072072 434.6439081 764.82768 799.0972595 398.4002569 382.5370891 74.55342827 0 636.6596277 514.3863309 741.690017 412.3166491 660.8996555 57.36593795 102.2085264 455.6403091 548.6145486 515.8412195 + ion06 2711.785156 3465.292969 2469.75 3435.259766 2482.3125 2593.654297 1407.915039 1291.253906 2241.734375 1444.189453 3363.683594 2578.642578 2633.181641 3397.763672 3706.855469 3647.212891 3548.410156 3714.640625 1889.213867 2262.707031 2107.417969 2763.21875 + ion07 164.9023438 192.40625 140.7609863 192.4053955 139.7540283 140.748291 84.60144043 86.1819458 150.762207 89.90411377 207.5949707 164.0512695 149.8706055 186.336792 214.6140137 202.5360107 214.6877441 195.4482422 117.4679565 127.2941895 142.78479 163.0666504 + + +Parameters +========== + +Factor analysis -> **batch** + + +Output files +============ + +out_preNormSummary.tabular: + +====== ============== ============== +labion batch.1.linear batch.1.lowess +====== ============== ============== +ion01 2 2 +ion02 2 2 +ion03 2 2 +ion04 2 2 +ion05 1 1 +... ... ... +====== ============== ============== + + +out_graph_pdf.pdf + +.. image:: ./static/images/metabolomics/pdf_plotsituation.png + :width: 800 + + +</tool> \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection/example/input/dataMatrix.tsv Thu Mar 02 03:38:08 2017 -0500 @@ -0,0 +1,114 @@ + QC1_001 HU_022 HU_076 HU_166 HU_114 HU_190 HU_139 HU_096 HU_058 HU_031 QC1_002 HU_039 HU_087 HU_143 HU_162 HU_102 HU_188 HU_095 HU_062 QC1_003 HU_063 HU_011 HU_074 HU_122 HU_142 HU_030 HU_187 HU_167 HU_113 QC1_004 HU_081 HU_014 HU_206 HU_119 HU_033 HU_067 HU_140 HU_164 HU_193 HU_112 QC1_005 HU_097 HU_056 HU_195 HU_135 HU_159 HU_070 HU_038 HU_026 QC1_006 HU_098 HU_115 HU_137 HU_019 HU_073 HU_168 HU_191 HU_040 HU_046 QC1_007 HU_103 HU_015 HU_053 HU_121 HU_183 HU_199 HU_042 HU_075 QC1_008 HU_203 HU_024 HU_082 HU_169 HU_129 HU_057 HU_035 HU_194 HU_145 HU_104 QC1_009 HU_177 HU_025 HU_080 HU_117 HU_136 HU_197 HU_036 HU_054 HU_085 QC1_010 HU_160 HU_092 HU_023 HU_124 HU_147 HU_205 HU_084 HU_120 HU_198 QC1_011 HU_045 HU_029 HU_069 HU_155 HU_106 HU_146 HU_128 QC1_012 +met_001 34046147 29268048 43765299 44375419 50601116 4832613 40454119 8126 19479962 11235683 33064844 75260138 36891690 17466250 74160059 32122101 5238560 30163448 10216046 31450577 17301601 11549910 12734389 54057483 3488082 24301846 2046492 23004592 9579482 30075694 7571631 5257922 60032654 15725469 42794552 12202672 10427301 17332850 2558158 66102394 29666404 34174908 36717068 24271602 36414651 37145056 20074559 1865267 5837544 27608715 38999155 21669105 14372963 36030678 24509866 1906953 15589584 18219005 25991397 25068509 21518123 17608775 6613249 4124652 30008362 7839717 16104411 36946332 23198059 6151472 23334545 18392766 27331396 30774819 18461787 42246522 20479189 28817403 27674313 21703591 17170407 13809778 11188751 14478896 8256694 2771227 47261207 21462355 24438964 19424590 379608 17107855 14512991 31446516 24437179 18499953 16786178 1370420 23336305 18279598 9162668 29590881 24605602 13020657 30919250 16843645 42298126 15320951 +met_002 25505104 13027974 32763597 34730095 33371485 1895066 27495574 59974 13416309 7415642 23483152 56144021 29010226 13269573 61487618 21195395 3379894 23790609 4902552 23924391 10425200 5914542 10652705 32854120 835047 13453508 1274458 22515044 4126230 22230978 1786393 3285537 42606906 22882567 35048135 9125465 3968320 10918248 2767218 40862097 20287479 21966458 30969969 17039420 20122412 28288256 13281775 1926605 10855072 19582666 28740009 14276670 8544427 28305898 17921960 1108003 15397507 12237865 16183896 17724624 12764878 19325552 5978795 2327941 19932606 3940696 8131604 27569944 16730669 4383418 15424544 10734487 33257422 21428567 10875162 33291902 12687175 13724743 17750641 15859004 7722135 10212514 5089001 10323782 5299453 529447 39682428 18277950 17763884 14171656 997710 14321798 12297861 15992338 26897819 12146700 13597912 256757 14051155 13070239 6274244 20895482 17767113 13249946 20766019 15026075 25876196 11032203 +met_003 5892635 10312094 7821772 11024697 11099724 211356 15572436 NA 5081385 1287012 7083236 11463946 10268577 3466442 16572946 7596396 515301 5605033 1166691 6692258 5258935 1120354 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18521915 6448619 58495251 21643123 15824960 24311549 14867509 14415999 39238537 19313537 4269597 14077517 20163043 27340905 24795934 11392689 16957319 8784709 3302430 14801777 21374299 22691590 18798091 10791789 9245374 9321953 3946445 19030931 2851153 7951878 18647008 15091482 4856406 12502732 10638134 17097174 26807402 12496560 23261771 14881802 11744963 13872035 14116064 15472403 6386433 5112117 13146747 7167783 236477 24538222 12591822 14722588 13063460 971573 5200985 16805865 7198114 10515461 10722786 13053078 70163 7465055 11687904 10088325 16368703 10706813 7486089 18535386 10598026 21770139 11077483 +met_005 193306 160570 117718 769008 267248 87972 69464 NA 7616 586103 206378 121127 213298 176754 242462 245818 45143 24490 755359 212954 389071 155435 184599 376084 254437 250988 220902 108105 85318 195162 67546 734516 831034 585004 173521 26533 200539 37004 36565 325985 158874 37276 113890 74761 146784 220431 131561 15431 110818 185203 364047 240219 148084 86018 66224 52249 24283 80448 106180 166432 305441 70418 43991 25483 105589 447093 262598 155739 174455 41989 105672 178424 62375 119866 161191 297693 7959 153233 142085 158356 187841 114849 305398 278998 61269 170611 140724 312751 224186 111426 283256 122690 12793 132190 54212 39050 307170 167079 342338 117560 30651 47048 93554 318603 259085 46862 734298 147634 +met_006 211051 135473 187526 171919 231183 810849 268826 14883 140778 961904 226143 242014 319702 117739 220563 250808 134880 190902 266216 196054 378433 125874 163055 211658 267996 164365 130178 69163 188919 200864 549987 119612 366293 277418 275988 349089 132186 127157 181774 459213 215864 260424 246803 172018 274592 191312 209141 45084 107075 183816 169029 153489 283856 133961 202937 64740 153310 227788 74044 180132 127350 169212 54206 77563 90445 186680 154867 132619 160787 147476 89801 223338 49267 91754 117057 429902 156194 161023 71824 128511 229049 106582 94783 172129 45728 134762 82872 103303 187390 118078 128191 153646 50982 265774 120179 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120950 160307 110075 5148 67076 145278 296041 76923 52954 92403 20685 160750 150374 159163 94619 7721 185397 29210 325518 5027 29938 139840 151394 37141 22918 169812 58483 4970 4800 71212 78834 153726 268147 173775 48985 3938 294626 21894 100149 219771 159618 21203 22559 355926 126593 305741 226602 101954 249392 225758 246743 193691 115110 132081 348624 143535 11300 112369 826089 166256 116212 192909 112650 381004 26447 629000 156376 159434 161587 221871 155021 191730 14293 204085 53770 152941 369783 96341 308860 202972 +met_009 1653183 336731 1586628 623933 511108 2144040 3908910 2612 332173 3718606 750541 1839009 412482 296926 1397136 779507 803159 797478 2253026 673007 1246516 261712 636769 1252614 1872139 1123410 1211241 450421 2269400 674746 1202999 714934 923463 650730 1707553 1380296 447317 551744 1801836 1017392 629148 536723 260636 1240058 1100354 1471142 502127 379856 225008 655259 258475 247050 1387340 760882 360828 835191 1467559 1277554 693606 643990 406054 658403 308357 575599 3355208 3344141 1814947 3033916 2487138 3666036 2208895 3384287 1147554 1431141 1187374 1500354 3213137 456834 429573 1177754 234995 3157451 4225889 2007199 743424 3797450 2860315 888468 2785386 2234912 1866417 1828194 1763480 1349066 1177795 1230768 1347281 387911 2497497 1540837 748978 2118929 448664 880734 2350718 2963789 800316 2223983 +met_010 7081822 4739444 1241927 2568237 2543303 3559207 8818294 3224 4774112 32246592 7263868 2677701 499455 4297787 675103 20655272 2307693 1654236 18080860 6979670 9996765 1007281 919441 13268847 3662733 3447668 109807 590328 1578174 6926178 11960517 1487469 10079986 483011 1634611 644542 229454 493678 2758609 5983950 6445722 483373 5116692 4341054 2652660 3285128 9214051 1725760 380224 5878072 9679727 1935469 3354872 3491777 3903044 3098324 3901596 16486928 7354595 5928774 6276978 1069606 431358 423052 3159131 1092630 1042776 1771261 4726444 1151587 1737898 8026262 1297907 7275379 6723651 6868065 2627565 5745052 859014 5306284 2535047 5307520 269522 21581115 391810 4323746 3412789 1672193 4095309 3737559 1781359 1792450 291267 2119319 26261958 5040629 529740 362314 1887159 3808365 115792 12919439 1980086 743883 5533137 1538355 380500 2777958 +met_011 785442 60478 60202 224880 55462 100060 42986 NA 130475 NA 675924 4903004 396065 380956 NA 392119 9854 106252 99264 637406 312148 33714 690355 247213 216205 67547 36430 21057 131148 574095 544490 99843 NA NA NA 144958 565976 53797 139064 306347 686592 404783 NA 79308 147421 66507 NA 73762 198084 525400 482320 402890 NA 308122 3847455 106160 64832 716412 494328 417494 174319 88831 4044643 71642 1122075 NA 71395 131196 433963 92619 3073860 1131592 55550 132765 57931 786643 264705 171375 55880 465617 43560 33298 293164 NA 38935 117848 274209 144362 251705 396383 1976437 155386 71656 62054 273108 159751 179756 64850 94359 366996 126976 47026 142714 138801 72099 37766 102870 334806 +met_012 966828 422417 214842 1194887 421456 1901281 258409 NA 839552 1106235 878410 491735 4269851 283059 519567 810110 81046 656910 571446 839770 767967 832013 160535 583306 882564 1492712 61676 840394 321103 823730 899697 139924 545929 1294920 1130207 825318 236651 375197 251330 1506027 770762 751443 358250 183505 466680 234995 363012 22319 266856 754857 1427392 226903 284836 209380 1195077 4620106 222481 1374989 411419 729779 435834 640528 260978 242145 1428986 620975 355664 302626 731010 577113 269282 1025669 1939260 299290 550611 613659 640041 414264 218912 656206 624452 300278 471693 705508 736267 605046 661164 776176 307460 629006 2060619 411678 93072 633718 338884 264054 157504 676603 1805777 566963 910158 108224 250755 387572 303497 125823 689546 451727 +met_013 714912 791249 604575 589454 1074418 3070098 2119240 7137 890118 386826 930174 1000597 733434 233617 1360212 1037357 176066 772653 1884339 751699 1209307 255309 525705 1839142 659431 515303 159998 122897 1308292 804084 1176095 311879 1090860 1448865 1490176 473518 1314978 370766 658153 2072868 797182 241909 609394 363945 638321 364544 610599 90246 304093 689520 535665 940965 1084750 563914 300670 250836 847567 963190 994193 618534 541323 428765 214996 219920 308257 480191 443707 227943 328803 214748 175739 395171 87076 356367 663958 835129 406727 1311985 309483 421842 617353 320188 159318 432346 121762 313052 342490 369635 325067 279331 312419 170664 207936 381802 507274 489883 75053 222493 340858 231135 120305 217904 278230 150750 163974 297904 633609 195582 +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 1506395 747420 860522 1784675 269957 1034751 2756790 2327842 1403518 NA 226200 1520585 583978 1399246 741899 865840 118051 1041124 1160379 1246515 3709009 1297454 2801529 4143776 1740145 877177 1951698 723309 205685 2724339 483101 1223618 232499 811131 1998752 479220 2297602 901182 195086 857346 +met_015 650957 607290 344037 1227529 1072694 576358 501563 NA 502469 591694 628810 843246 499456 685211 2294708 25129 NA 396924 1183224 585823 1211863 95856 1144957 787735 689605 479871 NA 73159 21384 617342 1458756 347990 445231 1570717 1136540 395902 148198 309567 739570 265275 566263 220112 529228 346333 620592 381877 266345 NA NA 557575 279088 1668394 414413 NA 82640 96029 371246 387503 604542 487548 313124 271980 77109 NA 327966 684942 1063651 397266 470555 381094 163296 311328 170466 373177 511493 294494 457952 53349 184101 455759 235010 231678 234265 877479 85416 91934 643917 413352 960793 418237 1018189 344346 53396 309733 1051458 800181 29708 436994 409034 451321 28816 378301 2906 145014 594244 406030 416940 409468 +met_016 3728543 5271810 2396071 9589731 5114332 980903 4150829 31072 593696 1881520 3546584 4217005 1971560 3884824 9657866 4530178 1402006 3635446 3074964 3248352 1352072 7480839 512684 11155460 12682407 1675744 478909 916605 2614207 2990150 723349 2298819 1304874 2646610 4645701 1226585 358662 2008421 3038019 1348614 2687620 843385 1453715 898170 7128463 1363450 8420472 1421312 2814699 2482355 699541 1473779 1709188 1380690 325067 337051 1819782 698009 3424228 2146596 176414 2969708 1196100 781640 761994 2162716 3141233 2643394 1688375 1037309 1082009 948821 644108 296384 1491277 4266847 376457 3953926 440850 1609610 1122880 591212 2149989 2065993 149791 2075448 568954 1977753 2892161 1233190 818414 1106932 296057 1800273 2704726 842085 799040 750455 772005 1177812 243149 1124326 1157891 1921771 779319 406666 348015 769630 +met_017 4821103 2435403 2318732 4245753 3748189 4349935 4689943 NA 2451934 3331274 4202823 1370470 1761558 1754097 2700769 426851 1421552 3508482 1312895 3480628 153921 640917 4404841 2251667 4439211 3342751 1543974 1098969 858681 3440833 6434298 1877831 602319 195656 151869 2383960 2486404 2254876 1908070 705181 2902467 1052946 1271786 2219297 1805955 3250971 1844215 495613 1812866 3086559 1835313 2882274 3433802 2034058 3943305 1112063 3043290 3146250 1149854 3119954 1959167 2538248 931529 1334514 2458891 2782916 4005410 3855724 3184232 2002086 1822977 1588408 519939 3609550 2113979 4260220 7162992 2063593 1974086 3128563 2511623 3723824 3208944 3304203 292819 5146262 2436561 2378318 2980413 2487889 2835818 1141876 1331599 2511176 2512983 2690201 1226346 2457264 1783679 2374533 578362 1931922 7306894 751094 2056881 2013244 3440995 1986099 +met_018 3845845 1125035 3713026 4269132 6333108 5776736 8166664 NA 4171324 7988966 3714898 2876103 3849785 2430197 5422776 4662180 957971 4677780 2992946 3762550 1969501 1716169 6312832 4616472 5606941 3117587 346932 60487 10814109 3864794 4470255 1102389 5587587 4534492 3512890 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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 1053130 470247 521228 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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 13250 136592 NA 305324 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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 1064775 432684 714508 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1109846 2646193 354020 814835 2799028 472250 731499 1065191 885369 415542 382725 7864367 2547839 955850 18355720 140683 3524337 2131412 6425537 183653 1029280 2631140 1258516 1266858 10303865 875299 244475 336115 944565 445116 1054613 2459228 3980481 2092637 2150059 217219 1169554 128909 8566725 774686 1562154 1775531 313326 948077 226506 273674 NA 4695875 2749271 3142867 676603 1897116 380696 637865 492247 566598 752544 838299 773400 737190 652803 1658098 528147 1069139 NA 1591788 2129952 638766 1216868 1233059 3587011 1456699 86508 2293689 770063 852874 8245262 1232647 496410 1235831 +met_035 22714777 38539337 36094253 28309457 34368288 21657153 28842822 62818 18365031 22535800 23748288 71133623 14819462 23120549 27824506 13291143 2256924 29600997 36509200 22377673 8942994 27227023 13149497 65752669 8643944 21624621 7504338 11702362 9301430 20435839 21715864 8497108 20617405 7808108 32410789 3491939 6318179 19596410 8705057 44277093 18618993 8398849 21403405 8730504 20144493 40224321 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13292 NA NA 181791 607355 13789 1947449 11891156 189745474 NA NA NA NA 11380 12016751 2576327 NA 11144433 NA 12160 58793 NA 64919 227346 14963 9500588 +met_037 1215221 1705277 485817 1252895 2410025 1941038 1739764 NA 967672 1684512 1205710 825197 1454287 562142 2079069 2501923 523379 1212442 1612177 1312845 3100530 250322 3050791 2067989 5267099 1416148 242230 217100 1519152 1065685 2438448 899150 1986537 467285 1698880 873805 995706 729368 2180193 894884 1105834 1234291 397656 575815 1356497 687640 781659 109593 439488 1054545 1222086 2937414 1525754 684206 516260 552307 531412 1269030 1228557 983714 762300 436245 182301 190612 391834 1231435 1442917 1428094 967530 935033 496561 1126645 224761 871384 695433 699815 2890435 731777 715827 858207 1615432 1263821 1180323 2210160 45185 1021020 545042 1082739 802425 831354 36838 1126365 366457 698722 801967 1179748 274197 915446 569060 817413 98196 785392 572562 209097 1012555 482017 1134921 693172 +met_038 9501430 677457 4376578 32265288 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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 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38317810 11205446 23184858 22056757 19844415 20832666 18822607 22767829 20416588 14459562 18594833 20083706 24380208 11525928 16313321 14407791 17369758 14005534 14258891 13852000 11087898 24969299 15806268 16899211 15920144 +met_110 935810 216794 1250664 961929 322675 358002 748600 1860981 1018669 502991 684506 319659 372075 435408 271584 134703 303433 660710 497665 545837 562326 294841 768892 810960 1051193 334380 415293 274518 1024104 541427 301845 328083 257992 599182 440881 228402 425882 556153 473391 796559 433075 637036 502610 252290 878377 318451 806407 240703 431264 364408 432337 490946 495207 557849 481367 240800 239131 552620 296097 325675 299775 538890 129963 202343 159717 524611 659238 837602 401479 347983 286154 405225 113652 522101 168009 185467 508620 217008 189382 300949 181027 293385 593884 707190 86552 667494 119244 290894 850008 307178 409093 223301 101862 205697 38427 209271 69666 182736 247482 273165 123847 387771 325480 44799 104296 295313 155240 212170 +met_111 1043674 783394 569047 2884257 2457038 2025231 2245847 NA 576988 636282 1109803 511108 1986572 950755 453817 673562 345902 1199314 673490 1088285 1650159 548818 673318 1350162 1955525 740092 273505 467277 2262955 1064977 2870714 199436 422478 991340 2525718 798722 179006 619100 874665 3040034 996244 329299 679032 733260 2162571 528686 219519 138708 740267 940086 736191 703043 1639741 433247 2081907 705395 1089016 1249615 789518 854281 424305 719392 258294 813349 666412 1123188 524519 910137 742428 1482493 1050502 1019270 846205 398868 409318 832274 122817 1372087 902737 753444 1261485 1138611 1159395 680881 111575 2005973 748730 797783 815843 601216 897182 1159520 207899 606512 1051255 493530 299954 651714 315358 558515 255169 338669 832857 218229 649477 415127 1274096 494555 +met_112 6419071 2797128 4299074 11909792 6115103 3096009 8035572 NA 3259089 6395447 5049944 4099603 7256757 5080926 3738872 2566634 1719671 4297409 5324570 4873112 7648125 1910687 5439846 4340784 7283405 3178504 1547866 3074074 6191537 4916409 8943211 1784458 4200543 4136622 7786416 4378240 2608290 2992852 4462941 9689440 4286272 2686538 2745539 4160961 7108278 2547671 2212921 992136 3451416 4253840 4661221 2464180 4009317 3451266 9045261 2681403 3260592 5840008 2611730 4002414 3128586 4061269 875155 2993219 4222945 4810052 3599437 6386359 4087475 5853004 2845191 5015241 5255266 2977940 4272008 7251435 3019276 3081894 2290972 3841186 3298124 3942297 7512978 3936963 796120 7537291 3841541 4596420 5044950 3496643 2341361 6304734 1369143 4345921 3364143 3282371 2017426 2744678 5320910 3371583 1340912 2186105 3792760 2150395 4931386 2886649 3159267 2835997 +met_113 1351348 1546452 704498 1178543 1910776 2419982 1730728 NA 1518760 1292032 1333917 1256258 974162 519797 2540508 976266 328769 1916054 1273384 1345103 2028673 740657 1759018 2037601 1797824 1183570 281005 210403 2013482 1157284 2890251 473682 1397064 922962 1608440 785419 836119 552727 996652 1314640 1080507 941223 1069492 492963 1146686 413720 1146636 106708 428730 1153669 682704 1685395 1027646 673104 762161 230163 984144 741438 962147 954327 887638 721180 215275 364352 353548 991113 1975188 1308883 919371 525484 489779 945717 86415 409383 910262 1155717 1527056 1552890 374555 863254 831837 632228 1534291 1054678 104907 1181832 570191 1181392 710672 765250 157618 799343 352504 730991 12561534 1127759 317084 828816 772629 761105 256288 491981 517417 208846 2334220 563581 849860 654635
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection/example/input/sampleMetadata.tsv Thu Mar 02 03:38:08 2017 -0500 @@ -0,0 +1,109 @@ + injectionOrder sampleType batch +QC1_001 1 pool b1 +HU_022 2 sample b1 +HU_076 3 sample b1 +HU_166 4 sample b1 +HU_114 5 sample b1 +HU_190 6 sample b1 +HU_139 7 sample b1 +HU_096 8 sample b1 +HU_058 9 sample b1 +HU_031 10 sample b1 +QC1_002 11 pool b1 +HU_039 12 sample b1 +HU_087 13 sample b1 +HU_143 14 sample b1 +HU_162 15 sample b1 +HU_102 16 sample b1 +HU_188 17 sample b1 +HU_095 18 sample b1 +HU_062 19 sample b1 +QC1_003 20 pool b1 +HU_063 21 sample b1 +HU_011 22 sample b1 +HU_074 23 sample b1 +HU_122 24 sample b1 +HU_142 25 sample b1 +HU_030 26 sample b1 +HU_187 27 sample b1 +HU_167 28 sample b1 +HU_113 29 sample b1 +QC1_004 30 pool b1 +HU_081 31 sample b1 +HU_014 32 sample b1 +HU_206 33 sample b1 +HU_119 34 sample b1 +HU_033 35 sample b1 +HU_067 36 sample b1 +HU_140 37 sample b1 +HU_164 38 sample b1 +HU_193 39 sample b1 +HU_112 40 sample b1 +QC1_005 41 pool b1 +HU_097 42 sample b1 +HU_056 43 sample b1 +HU_195 44 sample b1 +HU_135 45 sample b1 +HU_159 46 sample b1 +HU_070 47 sample b1 +HU_038 48 sample b1 +HU_026 49 sample b1 +QC1_006 50 pool b1 +HU_098 51 sample b1 +HU_115 52 sample b1 +HU_137 53 sample b1 +HU_019 54 sample b1 +HU_073 55 sample b1 +HU_168 56 sample b1 +HU_191 57 sample b1 +HU_040 58 sample b1 +HU_046 59 sample b1 +QC1_007 60 pool b1 +HU_103 61 sample b1 +HU_015 62 sample b1 +HU_053 63 sample b1 +HU_121 64 sample b1 +HU_183 65 sample b1 +HU_199 66 sample b1 +HU_042 67 sample b1 +HU_075 68 sample b1 +QC1_008 69 pool b1 +HU_203 70 sample b1 +HU_024 71 sample b1 +HU_082 72 sample b1 +HU_169 73 sample b1 +HU_129 74 sample b1 +HU_057 75 sample b1 +HU_035 76 sample b1 +HU_194 77 sample b1 +HU_145 78 sample b1 +HU_104 79 sample b1 +QC1_009 80 pool b1 +HU_177 81 sample b1 +HU_025 82 sample b1 +HU_080 83 sample b1 +HU_117 84 sample b1 +HU_136 85 sample b1 +HU_197 86 sample b1 +HU_036 87 sample b1 +HU_054 88 sample b1 +HU_085 89 sample b1 +QC1_010 90 pool b1 +HU_160 91 sample b1 +HU_092 92 sample b1 +HU_023 93 sample b1 +HU_124 94 sample b1 +HU_147 95 sample b1 +HU_205 96 sample b1 +HU_084 97 sample b1 +HU_120 98 sample b1 +HU_198 99 sample b1 +QC1_011 100 pool b1 +HU_045 101 sample b1 +HU_029 102 sample b1 +HU_069 103 sample b1 +HU_155 104 sample b1 +HU_106 105 sample b1 +HU_146 106 sample b1 +HU_128 107 sample b1 +QC1_012 108 pool b1
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection/example/input/variableMetadata.tsv Thu Mar 02 03:38:08 2017 -0500 @@ -0,0 +1,114 @@ + number MSI_level +met_001 1 1 +met_002 2 1 +met_003 3 1 +met_004 4 1 +met_005 5 2 +met_006 6 1 +met_007 7 1 +met_008 8 1 +met_009 9 1 +met_010 10 1 +met_011 11 2 +met_012 12 1 +met_013 13 1 +met_014 14 1 +met_015 15 1 +met_016 16 1 +met_017 17 2 +met_018 18 1 +met_019 19 1 +met_020 20 1 +met_021 21 1 +met_022 22 2 +met_023 23 1 +met_024 24 2 +met_025 25 2 +met_026 26 1 +met_027 27 1 +met_028 28 1 +met_029 29 1 +met_030 30 2 +met_031 31 1 +met_032 32 2 +met_033 33 1 +met_034 34 1 +met_035 35 2 +met_036 36 1 +met_037 37 2 +met_038 38 2 +met_039 39 2 +met_040 40 2 +met_041 41 1 +met_042 42 1 +met_043 43 2 +met_044 44 2 +met_045 45 1 +met_046 46 1 +met_047 47 2 +met_048 48 1 +met_049 49 1 +met_050 50 1 +met_051 51 2 +met_052 52 2 +met_053 53 1 +met_054 54 2 +met_055 55 2 +met_056 56 2 +met_057 57 2 +met_058 58 1 +met_059 59 2 +met_060 60 2 +met_061 61 2 +met_062 62 2 +met_063 63 2 +met_064 64 1 +met_065 65 1 +met_066 66 2 +met_067 67 2 +met_068 68 2 +met_069 69 1 +met_070 70 2 +met_071 71 2 +met_072 72 2 +met_073 73 1 +met_074 74 1 +met_075 75 1 +met_076 76 2 +met_077 77 2 +met_078 78 2 +met_079 79 2 +met_080 80 2 +met_081 81 2 +met_082 82 1 +met_083 83 1 +met_084 84 1 +met_085 85 1 +met_086 86 1 +met_087 87 1 +met_088 88 2 +met_089 89 2 +met_090 90 1 +met_091 91 1 +met_092 92 1 +met_093 93 2 +met_094 94 2 +met_095 95 2 +met_096 96 1 +met_097 97 1 +met_098 98 2 +met_099 99 2 +met_100 100 2 +met_101 101 1 +met_102 102 1 +met_103 103 1 +met_104 104 1 +met_105 105 2 +met_106 106 1 +met_107 107 2 +met_108 108 2 +met_109 109 2 +met_110 110 1 +met_111 111 2 +met_112 112 2 +met_113 113 1
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection/miniTools.R Thu Mar 02 03:38:08 2017 -0500 @@ -0,0 +1,133 @@ +##################################################### +# Mini tools for Galaxy scripting +# Coded by: M.Petera, +# - - +# R functions to use in R scripts and wrappers +# to make things easier (lightening code, reducing verbose...) +# - - +# V0: script structure + first functions +# V1: addition of functions to handle special characters in identifiers +##################################################### + + +# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - +# Function to call packages without printing all the verbose +# (only getting the essentials, like warning messages for example) + +shyLib <- function(...){ + for(i in 1:length(list(...))){ + suppressPackageStartupMessages(library(list(...)[[i]],character.only=TRUE)) + } +} + +#example: shyLib("xcms","pcaMethods") + + + +# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - +# Fonction pour sourcer les scripts R requis +# /!\ ATTENTION : actuellement la fonction n'est pas chargee au lancement du script, +# il faut donc la copier-coller dans le wrapper R pour pouvoir l'utiliser. + +if(FALSE){ +source_local <- function(...){ + argv <- commandArgs(trailingOnly = FALSE) + base_dir <- dirname(substring(argv[grep("--file=", argv)], 8)) + for(i in 1:length(list(...))){ + source(paste(base_dir, list(...)[[i]], sep="/")) + } +} +} + +#example: source_local("filter_script.R","RcheckLibrary.R") + + + +# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - +# Functions to stock identifiers before applying make.names() and +# to reinject it into final matrices +# Note: it reproduces the original order of datasets' identifiers +# - - - +# stockID: stocks original identifiers and original order +# -> needs checked data regarding table match +# reproduceID: reinjects original identifiers and original order into final tables +# -> function to be used at the very end, when exporting tables + +stockID <- function(dataMatrix, Metadata, Mtype){ + # dataMatrix = data.frame containing dataMatrix + # Metadata = data.frame containing sampleMetadata or variableMetadata + # Mtype = "sample" or "variable" depending on Metadata content + cname <- colnames(dataMatrix)[1] + # dataMatrix temporary-stock + transfo - - - - + if(Mtype=="sample"){ + id.ori <- colnames(dataMatrix)[-1] + colnames(dataMatrix) <- make.names(colnames(dataMatrix)) + } + if(Mtype=="variable"){ + id.ori <- dataMatrix[,1] + dataMatrix[,1] <- make.names(dataMatrix[,1]) + } + # global stock - - - - - - - - - - - - - - - - + id.new <- data.frame(order.ori=c(1:length(Metadata[,1])),Metadata[,1], + id.new=make.names(Metadata[,1]),id.ori, + id.new.DM=make.names(id.ori),stringsAsFactors=FALSE) + colnames(id.new)[c(2,4)] <- c(colnames(Metadata)[1],cname) + # Metadata transfo + returning data - - - - - + Metadata[,1] <- make.names(Metadata[,1]) + return(list(id.match=id.new, dataMatrix=dataMatrix, Metadata=Metadata)) +} +#example: A<-stockID(myDM,mysM,"sample") ; myDM<-A$dataMatrix ; mysM<-A$Metadata ; A<-A$id.match + +reproduceID <- function(dataMatrix, Metadata, Mtype, id.match){ + # dataMatrix = data.frame containing dataMatrix + # Metadata = data.frame containing sampleMetadata or variableMetadata + # Mtype = "sample" or "variable" depending on Metadata content + # id.match = 'id.match' element produced by stockID + #Metadada - - - - - - - - - - - - - - + temp.table <- id.match[,c(1,2,3)] + ## Removing deleted rows + for(i in 1:(dim(id.match)[1])){ + if(!(temp.table[i,3]%in%Metadata[,1])){temp.table[i,1] <- 0} + } + if(length(which(temp.table[,1]==0))!=0){ + temp.table <- temp.table[-c(which(temp.table[,1]==0)),] + } + ## Restoring original identifiers and order + temp.table <- merge(x=temp.table,y=Metadata,by.x=3,by.y=1) + temp.table <- temp.table[order(temp.table$order.ori),] + Metadata <- temp.table[,-c(1,2)] + rownames(Metadata) <- NULL + #dataMatrix - - - - - - - - - - - - - + rownames(dataMatrix)<-dataMatrix[,1] + if(Mtype=="sample"){ + dataMatrix <- t(dataMatrix[,-1]) + } + temp.table <- id.match[,c(1,4,5)] + ## Removing deleted rows + for(i in 1:(dim(id.match)[1])){ + if(!(temp.table[i,3]%in%rownames(dataMatrix))){temp.table[i,1] <- 0} + } + if(length(which(temp.table[,1]==0))!=0){ + temp.table <- temp.table[-c(which(temp.table[,1]==0)),] + } + ## Restoring original identifiers and order + temp.table <- merge(x=temp.table,y=dataMatrix,by.x=3,by.y=0) + temp.table <- temp.table[order(temp.table$order.ori),] + if(Mtype=="variable"){ + dataMatrix <- temp.table[,-c(1,2,4)] + colnames(dataMatrix)[1] <- colnames(id.match)[4] + } else { + rownames(temp.table) <- temp.table[,3] + temp.table <- t(temp.table[,-c(1,2,3)]) + dataMatrix <- data.frame(rownames(temp.table),temp.table) + colnames(dataMatrix)[1] <- colnames(id.match)[4] + } + rownames(dataMatrix) <- NULL + # return datasets - - - - - - - - - - - + return(list(dataMatrix=dataMatrix, Metadata=Metadata)) +} +#example: B<-reproduceID(myDM,mysM,"sample",A) ; myDM<-B$dataMatrix ; mysM<-B$Metadata + + + +# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection/tests/.batchCorrection_tests.R Thu Mar 02 03:38:08 2017 -0500 @@ -0,0 +1,210 @@ +library(RUnit) + +wrapperF <- function(argVc) { + + source("../batch_correction_all_loess_script.R") + + +#### Start_of_testing_code <- function() {} + + + ##------------------------------ + ## Initializing + ##------------------------------ + + ## options + ##-------- + + strAsFacL <- options()$stringsAsFactors + options(stringsAsFactors = FALSE) + + ## libraries + ##---------- + + library(ropls) + + ## constants + ##---------- + + modNamC <- "Batch correction" ## module name + + ## log file + ##--------- + + ## sink(argVc["information"]) ## not implemented + + cat("\nStart of the '", modNamC, "' Galaxy module call: ", + format(Sys.time(), "%a %d %b %Y %X"), "\n", sep="") + + ## loading + ##-------- + + rawMN <- t(as.matrix(read.table(argVc["dataMatrix"], + header = TRUE, + row.names = 1, + sep = "\t"))) + + samDF <- read.table(argVc["sampleMetadata"], + header = TRUE, + row.names = 1, + sep = "\t") + + varDF <- read.table(argVc["variableMetadata"], + check.names = FALSE, + header = TRUE, + row.names = 1, + sep = "\t") ## not used; for compatibility only + + refC <- tolower(gsub("all_loess_", "", argVc["method"])) + + spnN <- as.numeric(argVc["span"]) + + ## checking + ##--------- + + if(packageVersion("ropls") < "0.10.16") + cat("\nWarning: new version of the 'ropls' package is available\n", sep="") + + stopifnot(refC %in% c("pool", "sample")) + + if(refC == "pool" && + !any("pool" %in% samDF[, "sampleType"])) + stop("No 'pool' found in the 'sampleType' column; use the samples as normalization reference instead") + + + ##------------------------------ + ## Computation + ##------------------------------ + + + ## ordering (batch and injection order) + ##------------------------------------- + + samDF[, "ordIniVi"] <- 1:nrow(rawMN) + ordBatInjVi <- order(samDF[, "batch"], samDF[, "injectionOrder"]) + rawMN <- rawMN[ordBatInjVi, ] + samDF <- samDF[ordBatInjVi, ] + + ## signal drift and batch-effect correction + ##----------------------------------------- + + nrmMN <- shiftBatchCorrectF(rawMN, + samDF, + refC, + spnN) + + ## figure + ##------- + + cat("\nPlotting\n") + + pdf(argVc["graph_output"], onefile = TRUE, width = 11, height = 7) + plotBatchF(rawMN, samDF, spnN) + plotBatchF(nrmMN, samDF, spnN) + dev.off() + + ## returning to initial order + ##--------------------------- + + ordIniVi <- order(samDF[, "ordIniVi"]) + nrmMN <- nrmMN[ordIniVi, ] + samDF <- samDF[ordIniVi, ] + samDF <- samDF[, colnames(samDF) != "ordIniVi", drop=FALSE] + + + ##------------------------------ + ## Ending + ##------------------------------ + + + ## saving + ##------- + + datMN <- nrmMN + + datDF <- cbind.data.frame(dataMatrix = colnames(datMN), + as.data.frame(t(datMN))) + write.table(datDF, + file = argVc["dataMatrix_out"], + quote = FALSE, + row.names = FALSE, + sep = "\t") + + varDF <- cbind.data.frame(variableMetadata = rownames(varDF), + varDF) ## not modified; for compatibility only + write.table(varDF, + file = argVc["variableMetadata_out"], + quote = FALSE, + row.names = FALSE, + sep = "\t") + + simDF <- cbind.data.frame(samDF, as.data.frame(datMN)) ## for compatibility + simDF <- cbind.data.frame(names = rownames(simDF), + simDF) + write.table(simDF, + file = argVc["variable_for_simca"], + quote = FALSE, + row.names = FALSE, + sep = "\t") + + res <- list(dataMatrix_raw = rawMN, + dataMatrix_normalized = nrmMN, + sampleMetadata = samDF) + save(res, + file = argVc["rdata_output"]) ## for compatibility + + ## closing + ##-------- + + cat("\nEnd of '", modNamC, "' Galaxy module call: ", + as.character(Sys.time()), "\n", sep = "") + + ## sink() + + options(stringsAsFactors = strAsFacL) + + +#### End_of_testing_code <- function() {} + + + return(list(datMN = datMN)) + + rm(list = ls()) + +} + +exaDirOutC <- "output" +stopifnot(file.exists(exaDirOutC)) + +tesArgLs <- list(input_allLoessPool = c(method = "all_loess_pool", + span = "1", + .chkC = "checkEqualsNumeric(outLs[['datMN']][1, 1], 25803076, tolerance = 1e-3)"), + input_allLoessSample = c(method = "all_loess_sample", + span = "1", + .chkC = "checkEqualsNumeric(outLs[['datMN']][1, 1], 23402048, tolerance = 1e-3)"), + mrey_allLoessSample = c(method = "all_loess_sample", + span = "1", + .chkC = "checkEqualsNumeric(outLs[['datMN']][1, 1], 21732604, tolerance = 1e-3)"), + mrey_allLoessSampleSpan06 = c(method = "all_loess_sample", + span = "0.6", + .chkC = "checkEqualsNumeric(outLs[['datMN']][1, 1], 134619170, tolerance = 1e-3)")) + +for(tesC in names(tesArgLs)) + tesArgLs[[tesC]] <- c(tesArgLs[[tesC]], + dataMatrix = file.path(unlist(strsplit(tesC, "_"))[1], "dataMatrix.tsv"), + sampleMetadata = file.path(unlist(strsplit(tesC, "_"))[1], "sampleMetadata.tsv"), + variableMetadata = file.path(unlist(strsplit(tesC, "_"))[1], "variableMetadata.tsv"), + dataMatrix_out = file.path(exaDirOutC, "dataMatrix.tsv"), + variableMetadata_out = file.path(exaDirOutC, "variableMetadata.tsv"), + variable_for_simca = file.path(exaDirOutC, "variable_for_simca.tsv"), + graph_output = file.path(exaDirOutC, "graph_output.pdf"), + rdata_output = file.path(exaDirOutC, "rdata_output.rdata")) + +for(tesC in names(tesArgLs)) { + print(tesC) + outLs <- wrapperF(tesArgLs[[tesC]]) + if(".chkC" %in% names(tesArgLs[[tesC]])) + stopifnot(eval(parse(text = tesArgLs[[tesC]][[".chkC"]]))) +} + +message("Checks successfully completed")
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection/tests/input/dataMatrix.tsv Thu Mar 02 03:38:08 2017 -0500 @@ -0,0 +1,114 @@ + QC1_001 HU_022 HU_076 HU_166 HU_114 HU_190 HU_139 HU_096 HU_058 HU_031 QC1_002 HU_039 HU_087 HU_143 HU_162 HU_102 HU_188 HU_095 HU_062 QC1_003 HU_063 HU_011 HU_074 HU_122 HU_142 HU_030 HU_187 HU_167 HU_113 QC1_004 HU_081 HU_014 HU_206 HU_119 HU_033 HU_067 HU_140 HU_164 HU_193 HU_112 QC1_005 HU_097 HU_056 HU_195 HU_135 HU_159 HU_070 HU_038 HU_026 QC1_006 HU_098 HU_115 HU_137 HU_019 HU_073 HU_168 HU_191 HU_040 HU_046 QC1_007 HU_103 HU_015 HU_053 HU_121 HU_183 HU_199 HU_042 HU_075 QC1_008 HU_203 HU_024 HU_082 HU_169 HU_129 HU_057 HU_035 HU_194 HU_145 HU_104 QC1_009 HU_177 HU_025 HU_080 HU_117 HU_136 HU_197 HU_036 HU_054 HU_085 QC1_010 HU_160 HU_092 HU_023 HU_124 HU_147 HU_205 HU_084 HU_120 HU_198 QC1_011 HU_045 HU_029 HU_069 HU_155 HU_106 HU_146 HU_128 QC1_012 +met_001 34046147 29268048 43765299 44375419 50601116 4832613 40454119 8126 19479962 11235683 33064844 75260138 36891690 17466250 74160059 32122101 5238560 30163448 10216046 31450577 17301601 11549910 12734389 54057483 3488082 24301846 2046492 23004592 9579482 30075694 7571631 5257922 60032654 15725469 42794552 12202672 10427301 17332850 2558158 66102394 29666404 34174908 36717068 24271602 36414651 37145056 20074559 1865267 5837544 27608715 38999155 21669105 14372963 36030678 24509866 1906953 15589584 18219005 25991397 25068509 21518123 17608775 6613249 4124652 30008362 7839717 16104411 36946332 23198059 6151472 23334545 18392766 27331396 30774819 18461787 42246522 20479189 28817403 27674313 21703591 17170407 13809778 11188751 14478896 8256694 2771227 47261207 21462355 24438964 19424590 379608 17107855 14512991 31446516 24437179 18499953 16786178 1370420 23336305 18279598 9162668 29590881 24605602 13020657 30919250 16843645 42298126 15320951 +met_002 25505104 13027974 32763597 34730095 33371485 1895066 27495574 59974 13416309 7415642 23483152 56144021 29010226 13269573 61487618 21195395 3379894 23790609 4902552 23924391 10425200 5914542 10652705 32854120 835047 13453508 1274458 22515044 4126230 22230978 1786393 3285537 42606906 22882567 35048135 9125465 3968320 10918248 2767218 40862097 20287479 21966458 30969969 17039420 20122412 28288256 13281775 1926605 10855072 19582666 28740009 14276670 8544427 28305898 17921960 1108003 15397507 12237865 16183896 17724624 12764878 19325552 5978795 2327941 19932606 3940696 8131604 27569944 16730669 4383418 15424544 10734487 33257422 21428567 10875162 33291902 12687175 13724743 17750641 15859004 7722135 10212514 5089001 10323782 5299453 529447 39682428 18277950 17763884 14171656 997710 14321798 12297861 15992338 26897819 12146700 13597912 256757 14051155 13070239 6274244 20895482 17767113 13249946 20766019 15026075 25876196 11032203 +met_003 5892635 10312094 7821772 11024697 11099724 211356 15572436 NA 5081385 1287012 7083236 11463946 10268577 3466442 16572946 7596396 515301 5605033 1166691 6692258 5258935 1120354 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80448 106180 166432 305441 70418 43991 25483 105589 447093 262598 155739 174455 41989 105672 178424 62375 119866 161191 297693 7959 153233 142085 158356 187841 114849 305398 278998 61269 170611 140724 312751 224186 111426 283256 122690 12793 132190 54212 39050 307170 167079 342338 117560 30651 47048 93554 318603 259085 46862 734298 147634 +met_006 211051 135473 187526 171919 231183 810849 268826 14883 140778 961904 226143 242014 319702 117739 220563 250808 134880 190902 266216 196054 378433 125874 163055 211658 267996 164365 130178 69163 188919 200864 549987 119612 366293 277418 275988 349089 132186 127157 181774 459213 215864 260424 246803 172018 274592 191312 209141 45084 107075 183816 169029 153489 283856 133961 202937 64740 153310 227788 74044 180132 127350 169212 54206 77563 90445 186680 154867 132619 160787 147476 89801 223338 49267 91754 117057 429902 156194 161023 71824 128511 229049 106582 94783 172129 45728 134762 82872 103303 187390 118078 128191 153646 50982 265774 120179 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120950 160307 110075 5148 67076 145278 296041 76923 52954 92403 20685 160750 150374 159163 94619 7721 185397 29210 325518 5027 29938 139840 151394 37141 22918 169812 58483 4970 4800 71212 78834 153726 268147 173775 48985 3938 294626 21894 100149 219771 159618 21203 22559 355926 126593 305741 226602 101954 249392 225758 246743 193691 115110 132081 348624 143535 11300 112369 826089 166256 116212 192909 112650 381004 26447 629000 156376 159434 161587 221871 155021 191730 14293 204085 53770 152941 369783 96341 308860 202972 +met_009 1653183 336731 1586628 623933 511108 2144040 3908910 2612 332173 3718606 750541 1839009 412482 296926 1397136 779507 803159 797478 2253026 673007 1246516 261712 636769 1252614 1872139 1123410 1211241 450421 2269400 674746 1202999 714934 923463 650730 1707553 1380296 447317 551744 1801836 1017392 629148 536723 260636 1240058 1100354 1471142 502127 379856 225008 655259 258475 247050 1387340 760882 360828 835191 1467559 1277554 693606 643990 406054 658403 308357 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5307520 269522 21581115 391810 4323746 3412789 1672193 4095309 3737559 1781359 1792450 291267 2119319 26261958 5040629 529740 362314 1887159 3808365 115792 12919439 1980086 743883 5533137 1538355 380500 2777958 +met_011 785442 60478 60202 224880 55462 100060 42986 NA 130475 NA 675924 4903004 396065 380956 NA 392119 9854 106252 99264 637406 312148 33714 690355 247213 216205 67547 36430 21057 131148 574095 544490 99843 NA NA NA 144958 565976 53797 139064 306347 686592 404783 NA 79308 147421 66507 NA 73762 198084 525400 482320 402890 NA 308122 3847455 106160 64832 716412 494328 417494 174319 88831 4044643 71642 1122075 NA 71395 131196 433963 92619 3073860 1131592 55550 132765 57931 786643 264705 171375 55880 465617 43560 33298 293164 NA 38935 117848 274209 144362 251705 396383 1976437 155386 71656 62054 273108 159751 179756 64850 94359 366996 126976 47026 142714 138801 72099 37766 102870 334806 +met_012 966828 422417 214842 1194887 421456 1901281 258409 NA 839552 1106235 878410 491735 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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 1506395 747420 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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 1064775 432684 714508 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1109846 2646193 354020 814835 2799028 472250 731499 1065191 885369 415542 382725 7864367 2547839 955850 18355720 140683 3524337 2131412 6425537 183653 1029280 2631140 1258516 1266858 10303865 875299 244475 336115 944565 445116 1054613 2459228 3980481 2092637 2150059 217219 1169554 128909 8566725 774686 1562154 1775531 313326 948077 226506 273674 NA 4695875 2749271 3142867 676603 1897116 380696 637865 492247 566598 752544 838299 773400 737190 652803 1658098 528147 1069139 NA 1591788 2129952 638766 1216868 1233059 3587011 1456699 86508 2293689 770063 852874 8245262 1232647 496410 1235831 +met_035 22714777 38539337 36094253 28309457 34368288 21657153 28842822 62818 18365031 22535800 23748288 71133623 14819462 23120549 27824506 13291143 2256924 29600997 36509200 22377673 8942994 27227023 13149497 65752669 8643944 21624621 7504338 11702362 9301430 20435839 21715864 8497108 20617405 7808108 32410789 3491939 6318179 19596410 8705057 44277093 18618993 8398849 21403405 8730504 20144493 40224321 7656712 911840 25402981 19108241 10323538 17014484 8052888 13344300 6073237 31801700 9504232 11727953 13075832 17466386 26541282 10875890 2756815 20547711 27355349 24866898 20634987 18449412 14842540 5178958 5297799 15844496 7349562 34059792 7614812 11744150 13118723 25536053 18799404 13925057 8454656 10952437 23695831 11853595 7070757 7802782 14074996 5191662 32124259 12140890 718475 4225286 8448318 11042657 9396033 5593544 4259983 2204912 7290689 11122753 11650909 7252139 10868116 5677158 12586074 4753255 14449757 9961251 +met_036 21910180 89704 2520485 110607 39095 NA 2209290 NA 4210839 NA 21788199 20955 61334 580965 46629 116038 NA NA NA 20914212 504761 44504 NA NA NA NA NA NA 78328 18686749 80103 NA 134269 224051974 2101138 64349 NA 55036 104303799 59889 18216889 4757 NA 34045 63428 27872459 NA NA 113408257 18124292 NA NA 31396 29198305 NA 133523 NA 8125367 NA 15904732 NA NA NA 8221636 NA 32970 821526 NA 14408573 143205 NA NA NA NA NA 16146374 NA 38846 135973 13863699 70411 44997 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477009 700751 975835 515123 98124 242969 691184 1150293 491614 200763 730555 280490 666883 430953 482566 511421 857346 1907337 1057871 858737 301492 346707 1155191 291161 1837109 227172 132684 941402 415416 549092 820199 1371112 663848 232251 732002 438599 324964 929766 711158 358932 66450 140161 163880 1095900 393762 315811 747526 712240 187860 1636001 100936 212452 705208 401497 469354 420377 249127 654246 4034189 267738 348434 824831 64745 416552 204742 467086 337514 623068 261646 2776410 176421 339748 1069025 1813567 46620 330671 287603 550025 69129 186687 244306 30249 187273 313634 246644 509960 +met_040 510889 133308 123172 236372 330000 409827 552647 NA 151224 490044 494917 372846 450596 233315 108120 36959 84386 326448 2419629 490123 343345 120525 156043 378962 553094 270299 74427 83389 458103 457628 360675 48720 130820 203926 385287 184351 167668 335937 386597 891461 435439 409419 124579 176477 391295 176402 365952 114461 103143 398451 166914 275509 328934 424877 232207 163719 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2145486 2696038 1207837 477793 3523794 1457584 1476577 1645045 1483522 2063449 1976498 667694 1742250 1204626 1672034 782264 933221 1342409 1339643 1058946 1060150 1808675 874630 1442885 1553580 1150530 1205197 +met_042 9185172 9884544 7487446 7633671 7093063 11211084 12664931 386580 27307519 6586677 9033551 14640600 6076371 3590725 3477072 10816426 2882647 13471634 19850226 9109515 9678799 11501794 5828222 12125095 10963199 4217958 2040088 7222165 12900700 8414442 4762228 4622197 10715151 6348002 14758826 4427605 6492019 2930008 10337764 17546284 8337202 5148605 5170034 10920251 17705077 4872260 7324178 2045580 3815011 7793454 4658844 3206841 9745070 13377919 8769116 8462473 11468540 4043089 4199710 6982312 5413780 4877822 3549864 3372691 9071189 5566033 8668239 6654604 6033104 4149595 3791142 17227514 2292959 6851452 5179249 8560569 3677246 15996936 4926945 6071282 5143493 6798260 7248751 6114032 1459904 5577464 4383685 6655102 7721411 4976657 8736457 3635575 2549095 7462677 3585528 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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 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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 88782 3400 115048 214755 89218 159212 142856 72996 38529 173922 63866 155292 145517 153302 229408 48761 101431 129207 71628 43620 32368 135363 43641 83110 126428 35612 169792 96252 56012 146398 44448 104416 206400 75640 79674 358589 114323 100188 41560 88889 48511 16988 67372 95669 139697 85866 +met_088 1427887 918898 320132 3089785 978373 633018 1898492 NA 325731 1491274 1324420 911036 595688 2514552 896934 824964 429458 1560644 3701164 1357700 2003915 2363049 2552505 1434317 1062788 1371740 474563 251949 2683294 1267838 1220570 351716 511324 1106952 1274986 358935 144549 269063 1109084 1712070 1173978 282380 3076253 2258533 1805571 1250645 2253690 240629 964511 1222896 1251900 156411 1406852 707056 248497 86607 348784 243779 379817 1089802 648685 1302631 232205 674037 323019 2740032 1628929 1390948 1049858 778657 1677508 601476 277747 16219 512333 4120442 490284 1183966 365661 979587 859175 964518 1201132 1788472 229046 4241709 1155635 341586 2803823 778883 4669081 1602145 179172 1365346 908192 982281 629294 1470640 614198 762864 169782 313476 666285 405100 722021 307530 671500 732501 +met_089 1168875 982503 1054218 1327412 575976 653118 1251863 NA 1128261 1040832 932499 601992 947928 689007 892511 464366 383621 968176 1312243 791619 799504 297861 1342093 939551 1407313 714196 425153 827536 907771 819308 481906 543719 1025006 420672 970696 610378 444171 581871 1238932 697833 725588 1114870 395532 794346 947979 421571 606324 231440 932993 704050 652793 756421 502196 816788 1057960 814095 850600 965791 406890 647547 560710 664485 176983 428790 730573 728663 781655 828248 748538 1224563 716973 1000975 501825 647079 703099 568187 1690522 645539 459331 640515 548552 539623 885388 647310 211160 905918 720451 1083069 767544 643680 619571 737002 363595 479911 534328 685631 473612 716113 692876 617476 162995 508068 529995 375657 596984 522430 239322 532056 +met_090 2668814 3017226 2498527 1515006 2328065 3203966 2280036 757238 1723803 1697343 2665291 3477089 2250952 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20697234 150105 8499549 2965834 803335 3478144 121858 59625 288346 303527 4824029 378550 478019 4434449 3361938 575071 178738 111398 1142241 2262486 541090 406282 138102 1644606 2880750 172636 449761 8766 3313334 2210672 980659 NA 92981 2414553 297234 1760229 126911 17562646 NA 1876505 3177295 3754807 NA 5709321 2362465 NA 1839242 10171553 129309 671350 5322435 2083142 1546649 26809244 2062201 10659039 NA 93555 155940 NA NA 848242 23940564 128764 1850944 670327 670519 103830 106104 541638 100128 53347 1384794 +met_092 5207310 5000861 4260290 5010785 5617064 7707684 5821153 41736 4209295 1167107 5043799 2474470 4099332 4685389 6168059 3642819 3140084 4053013 3698801 4412084 9087214 5383955 6731758 5332804 2981005 4452590 10284943 1471764 4915952 4639929 18983958 3419508 1064982 5408091 7564638 5054243 1403182 5750807 5840943 2899717 4125222 1322770 983049 3297690 2725387 2231962 5476933 263503 3199564 4107699 3101419 4060073 6232875 2125535 1390412 3270130 3943098 4057380 3037099 3754778 2113616 3910511 529591 1775707 3675519 4398498 5873994 3711999 3319688 3044038 2630560 1811163 1144687 2322637 2730292 9035800 3981687 3800442 3777947 3339205 5260481 5887561 6189834 2594627 843320 7100259 1313729 2734055 4270202 2632234 1456830 2019827 1815775 2507123 1071231 2482068 1490157 5757986 1434635 2662976 1684766 1531505 2640611 1336563 4687048 2672436 3719630 2084524 +met_093 20423497 40758508 16702822 14505011 16399355 18571687 14709677 131797 11083509 20014345 20640630 43564462 32162272 12052762 36686258 18344870 7943866 18595084 17435293 20049800 18529250 13297144 17200098 20441173 17699693 13212215 6943157 25732522 16210330 20662732 23120920 8333887 21190197 14002619 25151994 18900709 10688208 9882486 14751723 19083477 19329235 25283653 19681610 8199451 16416635 19025469 26164047 11181278 8228545 18034771 17865426 15739685 13166741 12838438 16043698 7478464 12390000 16633336 13117458 17136201 17672646 20391425 11831017 6525569 35381207 11694127 12998900 13318426 13669031 10061237 7234290 21428338 15502742 10932889 9649315 10091892 15266007 18505826 10471220 13888889 12683975 9802130 11709026 14043636 7825708 11523758 34155171 7984378 12705520 12076454 11665718 20361082 4870496 20510820 18367301 12325044 26137286 9059148 11994179 11310310 4306092 7710847 7808907 19691880 8394533 5860550 11824814 9673561 +met_094 4974908 5225575 3424323 5540866 4741100 2946474 2888031 NA 3524113 4041994 4524244 5424406 3745748 4238886 4435242 5021031 1939612 3447383 2865922 4722196 7993278 5209287 3752032 6407394 4618202 3393448 1584789 2707093 4693216 4430800 4384454 1781235 4851352 7478499 6741655 1937098 906307 5177282 2147513 4769101 3960933 3874230 3252819 3301439 4962066 2873530 4127874 754618 3063552 3324504 3881815 4223844 2987767 3387339 3073344 1479388 2469992 3150135 3988631 3557903 3766585 2043085 863278 1347852 2968517 5710064 4277302 3715789 4316712 3209081 3238857 2587176 2172377 3933099 3014914 3010313 2856725 2668103 4203075 3257396 2348513 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection/tests/mrey/sampleMetadata.tsv Thu Mar 02 03:38:08 2017 -0500 @@ -0,0 +1,31 @@ +sampleMetadata sampleType polarity injectionOrder batch condition +BLC1_02 blank positive 2 B1 NA +BLC2_12 blank positive 12 B1 NA +BLC3_22 blank positive 22 B1 NA +APO19_23 sample positive 23 B1 APO +APO20_24 sample positive 24 B1 APO +APO21_25 sample positive 25 B1 APO +APO22_26 sample positive 26 B1 APO +APO23_27 sample positive 27 B1 APO +APO24_28 sample positive 28 B1 APO +APO25_29 sample positive 29 B1 APO +APO26_30 sample positive 30 B1 APO +APO27_31 sample positive 31 B1 APO +CONT10_13 sample positive 13 B1 CONT +CONT11_14 sample positive 14 B1 CONT +CONT12_15 sample positive 15 B1 CONT +CONT13_16 sample positive 16 B1 CONT +CONT14_17 sample positive 17 B1 CONT +CONT15_18 sample positive 18 B1 CONT +CONT16_19 sample positive 19 B1 CONT +CONT17_20 sample positive 20 B1 CONT +CONT18_21 sample positive 21 B1 CONT +TEM1_03 sample positive 3 B1 TEM +TEM2_04 sample positive 4 B1 TEM +TEM3_05 sample positive 5 B1 TEM +TEM4_06 sample positive 6 B1 TEM +TEM5_07 sample positive 7 B1 TEM +TEM6_08 sample positive 8 B1 TEM +TEM7_09 sample positive 9 B1 TEM +TEM8_10 sample positive 10 B1 TEM +TEM9_11 sample positive 11 B1 TEM
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190557.439312039 180017.548691958 104361.852697728 +M398.986T35 NA 132464.242725101 48426.3850910782 306239.478357594 333026.670917394 318468.915152912 361135.305564945 247849.793672861 213444.377271757 369369.199054863 210132.437294923 347451.669762831 267590.231266518 283354.648755848 287426.675367565 199200.053146736 481308.188865641 277800.588417414 362196.267512709 118273.033352514 223499.236843597 331499.476061575 88324.649039825 179569.987489581 496226.478674498 377003.592577367 492837.033903079 118009.464595544 153262.784550188 418794.9849365 +M399.01T76 NA 107939.748691842 98834.2275345163 4624.05275104259 9054.33211942839 1113.86889481623 11468.936728474 5524.67852111167 6595.16291919833 8209.48928048938 2437.98500864434 6371.35047462988 8705.53843172164 4044.3860130855 1558.14188977526 3783.68899401255 13271.6737120806 1586.82709931995 13125.5693817186 2263.79948257438 4146.08635843394 3621.33524374659 1325.07509543142 5289.57512037409 11834.2818524087 8158.34318687896 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection/tests/output/variable_for_simca.tsv Thu Mar 02 03:38:08 2017 -0500 @@ -0,0 +1,31 @@ +names sampleType polarity injectionOrder batch condition M81.524T70 M81.523T36 M81.524T124 M81.605T62 M81.633T44 M82.025T59 M82.523T47 M83.52T53 M84.047T59 M85.531T75 M86.099T81 M86.521T43 M87.047T339 M87.047T652 M87.058T40 M89.063T255 M89.063T170 M89.148T158 M89.51T1385 M90.011T1385 M90.058T40 M90.066T165 M90.066T264 M90.066T225 M90.506T73 M90.51T1381 M91.021T155 M91.021T59 M91.508T1380 M91.522T59 M92.539T116 M95.088T155 M96.511T54 M97.039T75 M97.994T116 M98.978T69 M98.978T124 M98.978T41 M99.511T73 M99.511T48 M100.017T50 M101.007T50 M101.011T35 M101.026T73 M101.074T844 M102.037T48 M104.11T1019 M104.11T1047 M104.11T992 M104.11T40 M104.996T1033 M104.996T1066 M104.996T980 M104.995T834 M104.995T532 M104.995T793 M104.995T871 M104.995T1374 M104.995T927 M104.995T52 M104.995T722 M104.995T749 M104.995T477 M104.995T448 M104.995T660 M105.018T59 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26658.0813806354 308832.336750623 8424.14389623018 6472.02070073953 4144.88501459233 105145.278197558 7226.39989109979 115670.225945768 34802.9437577933 60292.8239241017 1363.82542979763 33602.4470552745 35898.5525614277 301889.292177501 10257.0125478828 1942659.53423085 232655.769499994 30317.5546966138 85684.2089247389 29387.9059162863 27272.2348690666 68509.9503130531 69583.465489814 2571.1223108936 65659.0227821108 36020.4139819721 4081.82606499925 5846.08880852153 114223.054044794 321278.574018804 13658.8266276981 19823.7409101672 28485.4547166406 6772.21916576445 8882.47844333306 4201.70323315506 15446.1209595818 25092.6090845254 32559.733079441 100402.609138819 122874.569082554 4274.52888926537 2583.60652209538 84394.4001427597 407581.03440565 140299.041959612 56952.664387373 5254.04298783019 26992.0944053448 4616.03614424714 4535.95678375236 1813.76674135505 20814.0282466861 9146.39814719615 83453.9687814755 8017.27744028961 3133.72312637699 20858.8304387697 105785.827073355 5627059.00028106 2437.51542686917 185015.620071735 61273.9501386697 37009.6427053198 NA 1136501.0821475 40376.8843500049 40431.6094047749 39786.4879883876 214323.859200367 221736.42163777 753229.353520374 15725.5241422743 40251.4947825789 7890.46743305056 191603.030194327 160786.83344064 38856.1313800755 6198.59869853121 51629.8346523263 39019.6974326553 29083.5176547958 69474.7139287318 9649.84644163992 131132.187638222 13025.13626011 4034.40078407846 7218.4057452465 7437.1805843041 208375.440079255 9447.09746413916 5060.55670038636 34093.3154709056 236099.265177132 96415.0155075787 25777.9615162007 5164242.93569355 590453.00769971 243730.789125377 5403.69760246496 46666.0602007358 110654.481671486 119526.420269621 127544.167931946 51208.2055679043 30645.9948315113 11283.6168716326 866162.812748988 54101.5842042204 152167.166524797 2112.85814841305 2275.77340265357 40830.1625835093 34718.7080122249 1217626.71232777 15301.9845525526 58255.0914777384 8116.38763845589 25477.2240743428 32212.2239089467 24359.5486154316 75209.0004121547 7307.36784609951 7166.57041061005 57908.2746364833 37153.1025515794 335558.434552109 541129.544320069 26360.2087842598 10275.8981271649 14251.1518447753 4894.13083422371 18462.3167781993 10376.2335906969 6144.8014468353 19797.967993324 102010.159339412 3425.62138757897 190611.187544365 3491.4482225975 2700.0358108911 56001.6994838116 63176.5404544375 119201.113197283 1271.35508190915 6843.33593504966 9389.93168598026 4588.64269091294 39304.5066481494 2683.19661287316 30214.9660876284 34873.5322154293 64557.4999893861 4426.40602598356 15422.2517748836 2715.81832757959 6145.69041501165 237376.892278654 7463.10476251186 586.753693334401 6080.45501147286 15487.5999065227 865710.017428038 545637.710530212 1493574.67857442 620109.7399993 1802102.67310169 811139.314182415 112058.172455636 8658.89367339131 58616.5892142583 9739.95343819336 68579.2240219237 273943.454956552 165420.890767191 46592.4168810451 44509.5223855512 87199.1501339455 2915926.23300899 10016.4719020488 160632.459800088 63401.9413707186 1001380.17509565 33042.0830939265 120246.432043207 71176.4896195945 8637.91518794773 201912.010328151 433844.466133051 81093.6126150811 4145.14696694321 25435.4503357813 4923.72841369255 3518.79514509074 6844.88655109722 4819.90754063815 132498.086254476 1809.79754207152 94043.5841386089 7016.23750099253 32644.3636053516 81297.1477551407 1741.90411567098 56660.4220481231 5752.50265326983 11890.9089204591 23776.6793495205 221035.20688827 316613.84078264 36863.398239481 7891.25804812771 48199.1555436262 4289.51546385217 547308.828201337 255.192909813301 45748.7377554259 7412.97712215535 82826.1394812872 239776.232652807 28706.4230682848 161599.359478332 947947.726776383 26021.9983017207 14545.338892001 3766.24030732065 39041.4410078108 42732.9926204195 40236.8493607309 107323.736711032 284716.498814928 2931.91578786434 9471.08234623272 12620.9851089198 90236.8142264183 88309.0873222519 2804.08893346006 2131.38212307655 48221.3989491065 3985.02945468434 51902.477447541 42030.2856503853 37376.5230271122 64780.7169032595 128966.276519005 111353.124958213 67179.3851603869 590816.364794374 27592.0225795645 124073.012454798 148823.23971883 47251.4132909177 4665.74141973125 109088.940484529 24442.2876440546 5172.66789456535 17183.7873505015 1739450.16373314 47191.6685984346 143505.439196841 187022.453122465 7800.01729218709 60897.7745200839 14282.7247369878 4153.88484045712 399277.307208014 5514.77977675979 19068.1320860457 61725.2202612482 202303.664056124 86133.2817809966 9121.49716722481 49510.374454088 1752.01966438716 1244557.12993779 11153.4284794334 56165.2133755068 278181.425274602 65401.2906432945 207597.663273975 118992.232550776 62797.1557121132 142777.994740498 52198.3543313226 56247.7307654622 119335.069411744 25207.8645259899 6802.57380084547 11854.6365938881 76961.9634665486 55452.7206265979 44644.3318989681 10361.04451176 1893.44915165883 236520.695440129 265208.748604219 57768.1953688204 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14289.6583241873 1384205.71080215 325741.892705664 70864.9004627666 35046.8068598019 343434.022705264 28609.893811312 60214.0272257215 5129455.65283569 202788.009841389 70107.6834899988 31168.2570141416 65098.8013522813 28403.8598809785 1307819.76706184 55709.7214957576 232537.247409537 2164962.62247836 65673.6686010545 8179.86109028088 6068.44740246959 4393.25918095567 9406.29828567253 36214.1156175607 547157.360128412 92674.1484990534 526744.121046504 32243.2526311419 1079.63957129891 2108.00168899635 142392.24250377 64430.3816731221 1771.10177408553 27100.8243080536 15162.8978986028 1332.02340972089 3437.59226714504 628.45956174577 0 32777.6438036624 151.829897563003 166.423834165464 14592.1565580579 89406.9247349144 9006.0727656488 1114.47981478692 32877.1378904061 3664.77907998518 52880.6083276632 27565.328765918 67939.0303531258 989.128002523459 1093.43546342577 362857.662346969 105118.455487562 246243.39065848 10939.1546082591 15803.7926029889 36879.1739840345 13333.8725276745 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1389.35516922064 81145.9880125691 38800.2556971057 38312.1666509305 641719.771458239 0 0 8060.23407335783 1384.24330780115 177584.524790504 4434.72581484957 4178.38175527764 57817.9790589444 15587.7069568314 857020.422920945 16601.0597742906 7097.48166255092 5429.06844307695 855916.946193458 227708.837978907 91326.3140793421 6306.30796240173 377554.019294664 290370.6999401 128394.590170713 30183.8154365734 81816.5972356851 35108.6719640962 1132.03820839073 59042.5247764863 4336.60075327861 12343.3463297334 37272.4284379798 49954.0968456135 31220.5871073856 3793.82050126148 1926.6569929274 203093.8213653 166480.596520586 104417.97350514 1937526.14807319 220841.235698859 47087.2716809511 219252.43597254 15165.856856605 55837.9843654987 235992.418997651 51107.1307982056 43823.569500699 1268338.44647389 102859.352851417 66486.2852600035 71247.2187662781 448644.119749374 49321.6782736844 69875.6230599123 826168.288279986 213689.647915765 75980.0762197664 4614.77890097718 155884.352835017 0 41685.4971900237 70195.1175483686 205137.398137947 36196.4349645899 165077.6738233 78093.5319105981 7642866.0405184 335765.219719066 127883.560932807 67786.1807058905 35632.6759705065 42717.9141671384 25669.4091563521 2247671.66877161 30547.7322438039 117233.761216006 489225.974193636 86981.2692504016 100805.016148979 410901.212607005 5486588.46505485 218338.995531161 67821.3825759075 41428.307589721 148803.981083343 31301.1620332024 739896.676670942 74003.9168476388 49781.6284578891 351396.69747467 10665.7060477354 316434.190073362 444342.249124844 3281.82422370747 110040.545605099 850.15779867521 50070.1954851193 617.370128592457 29085.2014752457 153290.696965374 272408.183480965 283705.875536501 36311.2915814828 34321.1944881312 3893.57760265024 14890.1447335976 101056.308167905 9047.20078215507 43683.5634886535 29292.6258462523 72878.5608890117 113156.666809551 48485.7924313346 61747.5207070292 59135.8230251004 9657.96826375655 76920.9838594682 161112.349318402 55613.4409898246 138106.566692947 41639.0571447812 3413.85085612147 208370.849997459 29893.8868230829 42946.6418001671 14844.9350625476 82160.1372484463 44232.0754342754 1106.07762404147 146099.882078582 147874.752497574 0 40696.7008470048 2827232.38074742 1074190.78691292 58363.3388882355 2080285.0699271 800376.06879074 106007.821821632 225858.44157088 117447.060295032 3068.39626958621 367.890500337269 1034660.41851597 45327.7195486244 30350.4904870351 813.502902989525 8819.83869775572 84688.3623925891 266622.750681452 25058.0674226351 2822.55644467336 72500.384737429 5081459.77777656 191843.014550309 68764.1605820993 3401.95042410366 9573.68690030095 1092605.23296021 63700.7603447425 821702.241771276 2477822.9020315 164258.540015602 49117.3863468834 60392.7218252941 39486.5088738108 811671.466901292 56495.8227254996 22645.5575196538 238642.57429055 268689.919549037 4023.60888092898 276143.239132496 39346.4588524405 90659.5714445862 90698.0645071767 16157.1405416891 4040.95481278939 2885.82707892657 1075.13706382018 598343.110967633 12783.487295951 5223.92511086328 4170.50954832576 31133.0572503844 78841.7713845276 190047.590386873 4076.01857942463 37008.8444560177 4584.84030462434 22381.402765277 6196.55217720293 4994.66092734405 20681.9395304589 127079.13943664 82854.5887158728 163636.278853839 5175.11264324232 4489.415683351 180385.637714409 38650.8698950069 1223.62378141549 227958.957952214 53578.5412647396 62675.9108783267 131294.790372851 41863.1311157306 47190.0032088223 12012.9052500226 123307.987065058 1908.27008860355 44747.7444572472 180248.286894903 43540.7786230748 188406.439071033 33472.2726859847 22842.5883685882 1991.09955745436 33171.674716182 NA 10274.921851015 13291.6851596482 35113.3568350788 47792.4107907526 1930.75789941396 19225.0882536827 15377.3790832757 49017.8870952685 115980.383905811 67344.8987408788 2626.23882028992 19372.9456464184 2951.74509125618 8244.93786548102 105062.33052827 28248.1771988041 1092.13900313143 7012.07661649954 18490.8070067704 NA 2643.50597653872 33917.2714438469 7674.50829064441 85758.1327472965 47985.7916600466 28768.7206653722 145008.92137949 1372.88541864576 7280.35327865329 2526.89040698946 58974.946444732 4056.8038769059 247632.952993765 82389.3974617942 62087.2721582186 9740.97207100539 78666.1145607212 203282.244514105 1660.41239423323 231430.618172272 69675.3989532748 14794.1816087056 28160.4326906579 29409.2108223934 403958.20979746 7317.71601351462 2404.21933406394 47445.5545727184 144386.835519969 3041.07731602517 472430.757802669 29219.1479075497 197327.504245437 252139.366236312 7255.12235680232 66902.3184860796 8976.18578848034 580.402047283545 469064.968820965 60282.9476965658 100948.48542118 10490.1948095195 2861.38289508288 172232.914266131 31076.2901669167 10434.5313525119 50256.767919057 52707.3400684726 86769.0084749135 151517.489931448 222685.945261583 32125.3853565592 332.917138748759 41748.013530055 171033.422127525 303.665057298588 15621.0427425268 217711.246916677 72207.8070675292 24807.6533354698 72238.4797184669 29728.8684580138 83729.1621484423 12692.6873847043 44995.5683710184 6151.5182170479 102614.427700059 37218.4356442476 76796.338252335 1176.36710787221 2320.65727063431 5632.23853790034 NA 91094.3917174493 NA 61521.6211581862 195833.226117801 526929.410853326 68195.3548708824 200499.098090757 458595.888860971 66150.7156839829 76752.345962383 232452.112450311 169663.43204877 61942.1862787065 147793.567672676 49740.4543273825 789170.712638817 35834.7444973648 248688.388909429 49162.5792119463 2381043.66439567 910739.817164228 4117634.71829219 693918.071018661 1000487.92077565 3135263.05864735 1861854.41386893 538491.20532179 375609.719624637 83934.2266421272 1959.40775722594 151135.312931375 10673.5236743698 2606252.3381377 3075582.34897379 47865.4601133022 131030.867259125 1056729.8059104 179215.102377775 1056.45543455658 52246.8148947081 59267.6779134952 13432.6289073026 82818.9953038916 514.416385952644 11328.1898573514 3822.45009376693 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46827.8416671148 43551.275204972 89811.1304071695 249402.120607147 4795.81786618026 10733.0241133688 12975.945364771 79919.612622467 101100.266286064 2625.16837004541 1978.91850819677 38059.6082691854 2836.09121942419 32557.7093340699 64818.5088957213 42479.8721932338 69654.7482812724 173315.478114132 126268.40716889 74166.3884389468 915717.247908772 27061.6200251873 191832.352348426 149217.661879043 45291.3280263346 5975.97925950805 153435.836187548 24241.6380809501 5531.1706003516 19011.758158421 1606690.93964992 42641.0439927468 168963.048989821 195563.473844392 5897.70689108731 46224.0108671933 13349.4846203312 5454.74656310116 363601.666895767 5043.58875439832 15520.8503498563 67751.9709668001 213760.280141551 102445.364495293 7262.45720883733 54585.5170286792 1099.97363050785 1262895.50373245 8984.39974516546 53417.6748646097 289720.801705795 71426.7630426899 181887.981451393 110554.363476381 63227.5779368772 112415.293071029 83068.3123610249 48553.6553904598 64991.8637748581 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111023.802612179 80569.6921436299 53846.9190217183 202780.339751433 8272.5388500936 213604.760247869 6452.25647172926 4463.53156166042 77646.1584793847 118114.977949432 70999.3876126263 269337.418186533 170152.066489179 214771.649752104 3660397.07886104 31835.0407620509 68700.7156067317 5467.01441991106 100690.284242613 6253.62653749077 99677.1755938537 1432.62834500332 37914.2967227951 101862.878772254 1523.89230397884 7817.78633759141 24850.7994228679 NA 19770.2120442974 16960.8332651044 4545.50345073768 60286.1628439923 868241.179516398 9955.02007533452 26055.4279045534 28307.0384148446 480.130659364344 26107.0650956986 13687.3276572743 186727.299433408 136842.652576077 4443.38013344799 8049.35506032271 7056.9180842923 19408.6416873625 22425.2077515423 2235.6582596936 60940.9390199388 31939.5980417785 24299.6242680589 10591.6933788571 7932.17758660592 69925.7294623432 24756.8464951156 17513.1879441893 7925.38772443878 227751.244783397 7294.85269856631 3527.70171816507 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133052.51267606 105644.377945243 42724.0185043778 134246.762855067 227088.925152433 223891.971502621 1719784.43451515 63851.0915058731 139416.652337263 164672.458249831 6537931.76742133 1094004.39035512 3909.20526238115 90185.9119029433 257790.739721856 85376.4272774606 26771.5207051531 578122.954127914 89516.0066652196 158764.998759711 47433.3240780564 19448.1541840441 12116.0712311482 988865.948553552 1404041.43214427 3129.60984964827 68085.7667209484 164744.486983697 84146.3202087125 206681.24877875 40337.2197072397 68226.5083442998 521556.203080634 88351.7940737742 8616.50825959734 33626.3618134245 690760.193445627 85763.8947307403 44883.3454458564 115139.851772626 95326.442634755 308311.555648278 190830.574890154 63631.9670032528 583473.288495628 28779.9412327903 19018.8825971418 9018.69243111636 64862.2531968927 14927.1555713934 3305.09698121819 3809.80522535996 99070.944394149 5103.71021402035 3981.29177378175 220423.078557758 55597.175761372 23035640.5043772 4224.3109330525 2110.66509368785 2914.89321802207 12588.3026145718 1272388.22226616 298586.374076249 706176.652888509 449041.648426996 258735.325347636 264503.798974593 203537.590339623 264218.549711787 150952.413778728 2889524.29560958 7076690.53859207 2553368.32178383 3847523.50520862 4589520.793614 8665739.96911275 456202.201795593 691850.629651342 146097.743372435 350681.213193857 3187987.06345895 230693.922566366 11973.7729176912 33273.7043512928 48138.9919342575 135890.529158839 37788.2448817305 45618.0941119956 181611.528402954 67020.933847839 315331.165379451 498071.730284353 42030.8061712408 391132.077999219 90472.7611938834 99123.9760123939 133479.06744317 60845.6963846387 42942.6599870496 129225.878997483 30816.0484848463 2044.42933128002 197586.347092204 76895.3138824638 310716.293590719 2835859.87226694 146038.909559784 49350.4405770656 357.339952481031 60922.8603434576 63686.6697782089 209771.950037962 13701.8219697251 638013.768915902 465531.762563913 335611.35659179 4253394.15178989 190132.079248878 83027.0034851904 132332.631530769 117665.273878739 6905.72053574563 92722.9065344101 9814.88476158365 79647.6912880602 30388.1449745384 282747.062628193 118046.273378507 133361.323594247 79439.5308954003 175299.779895721 83453.9286601437 124782.512898647 42811.5760588372 19147.8706645592 2358.43855036649 90930.4006127003 253599.989453994 3626.05118635654 2210982.43039321 103607.72315488 74654.9658841789 162020.872022963 327020.455326971 1822744.37547017 48404.6670753247 148571.211563717 316761.169253756 30591.2282101471 200344.062403864 77612.8796736885 23044.3338178143 177282.240967951 337323.221884772 36808.2068128364 358981.205213624 49734.8633655207 348028.707777565 94548.8315939805 108795.050930593 342572.318991309 976403.845626811 54131.0136876805 2728.89932609735 9683.67294251924 139420.387075187 30172.8005348218 380168.906404434 67373.1561427548 217480.195947095 11088.7919322831 59866.8986034703 62598.2486073539 134175.740305392 151265.270141626 12690.6364875026 10798.9940693231 41476.8893768165 774680.180290976 48117.0460918739 233452.552516047 313390.497168048 6477.87194934877 96759.5384961425 35693.3762423154 55212.0476682946 23680.2228591624 10724.8835285338 98819.4714745484 52947.1967350068 118551.192487165 38580.1787669621 2200782.13738215 719658.260393287 118222.212214809 64765.8079645112 108562.977934612 55896.0675980099 27047.5888395501 197123.98411403 50222.0300635874 344487.893434793 807475.893556214 3959744.89756629 906846.82920268 310506.812512199 97521.5318090913 77117.0319356697 49237.9577298772 7412.02563881485 173703.298011924 113565.60236249 50919.4749867224 50742.4990448205 42867.7162246466 36955.7768576908 930884.621934297 1436460.44919074 178698.128506353 112693.918306778 952519.686407582 296960.133545641 91842.1004125273 2810.85580218271 391738.70891302 440378.127834089 125820.118638275 6462.49303918462 39374.008913186 111541.707015841 161234.291866581 9655.18381545058 656804.903589748 95183.6567693423 15185.1640343856 1271946.42091841 59063.6606279831 882650.371672369 72542.1057477866 584850.580109796 128816.140810476 1528380.0371633 151921.886761145 1310237.52658651 31439.4380899439 113173.361091501 306368.155164331 408151.261047853 70077.9697362101 34608.7256411433 259950.675925327 621249.647759477 78832.9879302371 379732.807206965 2849442.09610833 312108.576854514 166366.349511149 119685.932932734 36678.8311766049 413689.256680497 75142.3263684743 36470.5378693077 5949.35947309122 49944.4424832169 11867.9239773066 196509.617016099 4221.38801643572 15490.7094142228 20695.2253561882 64993.7825795139 6203.91772362193 25615.0676743448 598.713788891395 406247.916509903 6914.12473763669 121439.572662021 34720.7841901273 1006095.34546883 50081.5960011053 179564.310043117 15743.5307155742 56336.9998314481 84780.6310470223 117471.086213982 188433.901268724 3715.30359351117 19098.1002259892 183903.223021198 118445.616380835 37313.8033555186 182506.71309028 236131.866065485 13268.8021163778 229.400435857098 64945.081038062 47034.6059619043 12939.2838116386 1876099.91035144 214515.719492079 235958.887442815 44540.1781036792 458709.236602098 10406.7809973054 278111.941115009 46223.481613219 49560.7020407248 202621.735198839 143473.034033889 739521.347122995 12879.6272367539 39103.6081406396 313816.502207196 64252.0654190268 137624.176554415 341106.918858521 23718.3004460695 101298.377609019 168898.337597937 102741.519477261 61235.9615672199 305488.381353065 8319.87413193361 279043.375794282 7410.07011193032 3963.94738438293 92785.1375619267 0 714934.335795207 155804.956799492 87766.5674842017 114716.864611403 66824.2358194754 21299.7111424548 3595.86850601938 9343.01283667885 253572.288581241 22282.8494253803 28401.6460655246 26967.2285915658 95844.277718879 50352.35656187 3724.29807478621 55430.1483289289 49803.0951205829 2368.78083877116 84214.4540731994 46519.7706795182 7968.44379996645 1525.9453405568 49655.9686105153 90401.4446387229 6479.25726687123 48634.8688749433 91252.1204134978 88178.8321945186 28731.6998614483 6493.41216721192 457442.428887961 6944.87925147477 283404.594144205 173414.692138481 145483.678232847 300358.810145078 191068.378720549 351858.966385946 NA 305979.350871617 49022.5729038006 2619143.85919157 51514.2166349769 218134.368085486 473217.722627526 154499.148277385 72056.7450871314 264176.20691147 592216.044900417 9929.89501194962 1892391.0435412 28290.2316456296 23617.0249342457 6069.43111562737 600993.33789137 1181.78266029572 37011.9640285907 268203.812040889 256854.854351895 172278.41166041 167769.057514439 8549.61000910251 32815.8289131637 19428.4769614447 46346.7072526572 74809.4170171652 184619.494304086 462815.800444951 395938.396212828 386322.514241909 416138.379582785 6047.82722138932 516662.965831364 925592.812977611 316436.148120779 165237.091705785 493487.453928912 13414.9360496625 83300.6495403178 57729.5666369539 73673.5256005772 47343.823945675 27224.5832543573 22298.334294703 289502.250867709 102983.371517498 72438.3294371752 89319.7597532815 2251540.29074881 86417.5667077315 272197.872754977 45451.75811757 273863.849615697 545697.850036358 67305.3134719213 277841.917315044 82926.1430270808 177362.718968231 56591.8570895604 49453.2114476457 3125.71422795547 229197.26393884 67383.9547848248 242577.049268868 416221.032217237 480.537141781782 8719.13830563473 71319.6705950542 670351.150811266 2391588.23132172 493146.681535016 740806.31980223 184915.956690344 17532.453562388 212421.124437306 674826.586478585 608730.587435912 396155.753501197 189458.298323061 65810.4873295518 144804.476951753 46530.270948443 72449.6162019632 84481.2349905573 173725.732846832 184479.080792981 2908.87776648172 55661.2853411404 45065.6834190858 101348.822412593 120038.516088766 170701.982822132 67131.2166043021 239687.063013403 54672.9581067853 411671.119013446 5733.12742670405 13904.328754773 15128.7020098715 52355.8957434151 44604.3393181685 148416.783519335 72034.8220123663 52631.141774799 9062.0218870178 47887.2295516652 42024.5789777347 557328.413453749 268607.898963116 1529492.35699216 122648.32496197 19807.6432202135 103934.462408168 50700.548041036 9305.50308925622 154141.484142735 1096450.81307802 3314.01861678874 470177.767370355 2778.24253658897 30003.8239185788 123287.221165173 344050.122958341 143480.32115577 128002.947236191 78400.802620281 4490.69906007605 8980.97427555376 5031.08577511696 40031.5031437172 596978.307961601 180067.906362278 126936.818779601 543308.676958851 79171.439464584 97289.8095827385 13114.3522204285 272616.211959159 889619.639179239 120445.16053618 4195.61701638873 38818.425451519 82953.2263356999 120175.826637317 66482.3674237833 237522.720376744 125390.252250422 123815.948913742 235016.848163627 105312.078226326 124646.296310136 66002.7721358452 150485.220830932 47742.0370989697 43989.1688822075 98863.670277956 97841.4076460258 52948.0109479703 3338.28866008868 5161.3760966294 14113.5300074917 6662.70786769323 101543.562046802 15638.3166435573 19784.0215379641 262393.09704333 499539.223467752 53848.7283020703 28985.8832040312 13634.6945186348 43537.4512036499 114254.626131835 152919.275658612 33254.0280975626 2747.32699124415 14770.784294401 94636.6012702931 300162.670691495 61231.4963046807 65937.8893293153 125853.588440038 188495.783049341 15133.1411942936 90889.9614478243 149381.501384852 137882.26254329 337220.98482225 458008.728686915 12834.8861826713 7308.11064816166 222637.520379706 104246.124482039 90783.0377280601 71906.7338927474 15141.944388254 1664.81432637135 1588765.50484997 4022.78868897319 19315.5538108251 35220.7284300515 1082616.63199356 67642.9948996485 17208.6637919086 295077.235930948 2846.74823780229 4299.55805757879 4198.63075366047 3625.79524402946 26003.217501461 93335.5166420231 37664.421275103 107548.298696748 158121.75626029 57954.2079499904 9939.45054341432 258676.688242669 3720.41317817204 161599.343058011 123145.636464967 158293.109458467 95922.119900123 2012.1839963421 132602.403373181 91785.7924818213 54468.118369378 50050.607076043 0 69638.7211525559 94165.0031342276 51426.9405300964 134854.003011428 8021.9641993357 804486.200138532 5990.55880536992 3565.3371776491 261448.836168691 116439.601355317 57241.176217475 221298.987487117 148889.44206222 190939.267973022 3013467.32486154 27712.7817751753 69456.7729169308 5037.90886240316 101180.957362277 6914.32136001907 73908.7853789597 971.872166777405 94655.2361408705 79255.7314856476 1020.08447016708 17039.4435409933 19762.5033013737 NA 16031.1498064181 12975.2241055482 99693.2757089325 42540.8658571121 715398.261316787 11556.7946298831 25171.0670731675 22627.582444044 0 21679.8416573365 11002.1622260357 164451.444739994 110337.555800265 3521.93014375389 8705.15807240719 6561.74138413726 43521.1798399303 19002.1516834264 1832.32608280128 72697.0044891937 24783.182122763 21542.2393027812 8660.69760833961 6979.21888131969 64010.1997727869 23370.8782345176 13028.2032862465 8147.46653208825 236522.213361239 6436.9831080047 2999.88204152581 58368.4521182336 116303.452486856 28286.060040353 3786798.06396504 52896.6198814824 53185.5989618292 4375.27069188731 22409.3226212121 20074.2441881217 4142.44495853277 105357.396579634 669546.527473307 7614.5994994279 776073.184284654 4711.43573851967 127096.495734794 690807.685511553 57756.9696248517 2524.76734925599 143346.48492745 18091.0941465828 51891.2920191331 137316.22501781 361135.305564945 11468.936728474 159540.584162204 6875.84236942182 7618.56468776657 53384.6219976049 136892.060383943 2364.92824866463 2349.06784289186 39594.3144985532 61806.3438180865 61473.4432284727 5805.081476117 5918.23186143284 1420248.92221679 4987.32660980303 31562.9306987645 13359.7763411953 8923.00817705452 8843.36179868986 281695.935431248 27435.1983935746 344246.820266315 10978.3277523991 7221.06670146455 54912.8107669086 1169650.02220464 132775.477880912 8025.29880682566 12470.5483670742 26874.2274535339 7497.43172994144 11662.8934046644 57728.031200548 216797.267504205 1325.8516357049 448.695119421136 5996.22140546359 64084.99778907 112952.522152972 74779.1230800714 152994.841438096 3071.28353410574 438737.760542726 6827378.98223275 82544.3604257237 78071.6133741028 129219.182799497 821430.670816206 363078.992851403 42737.1558166674 3635.2393364918 3846.31575114467 1660.26502932309 1420.92600075723 30392.7743333194 236123.785589276 7913.12992567223 5098.85776814843 3198.34023793592 81134.0830674532 7070.6180143431 94039.2819568534 30853.6150597548 36409.5019625167 2387.0640962208 39636.6252236324 30583.0545952886 328252.205318302 7872.03728844997 1640777.55310221 191360.73348922 34332.4511879622 69311.6232774958 23655.9442112767 23781.4481835627 64497.5467175331 56068.4280117121 3734.81649635964 47383.7843642326 23083.8198867104 3655.2524703451 5502.90589189946 47859.9205522094 259678.81154186 13486.7854903873 19385.0440413356 27348.6671436779 6173.92307758025 9922.34686676056 4872.49124942255 15667.3405815053 18525.453183851 35818.1251748697 119890.286372797 34598.3380925827 2437.55848909823 1736.08621737198 75484.933885717 1256303.54818653 435816.599903927 77620.3686177383 5055.65259631172 20655.659571654 3812.99441988672 3438.44100564432 1071.28521411833 17308.8281902351 14144.2325779274 126421.787999125 6157.86725155913 3308.6255076584 20770.7961275857 108653.376001413 6469981.5119992 2673.7176544642 221631.626271138 81545.9363361672 43547.3822098293 NA 1312209.05015458 34546.9308092315 50564.8159263966 81088.6480239686 686984.655531572 249323.869200264 655499.393803172 12193.0213914437 126171.52090575 7848.62341395551 176093.80699883 133994.220071143 83808.1557502686 6633.60051866571 35444.1869240913 32258.2721781486 27267.0703600599 70256.4070387896 8385.38174649634 154197.998796389 11203.0586422674 3973.14698072056 8705.06655294696 9507.26234886753 376135.994521614 8901.15880272967 5636.28272085127 94210.4795114959 304084.676361066 139097.441365082 34702.6099849262 4370803.08124826 523605.349775867 233320.778582375 0 58403.9816223153 126597.647406633 131066.214099262 122702.396512846 52492.2629988055 29792.6064590979 14741.5942356506 709106.383279695 64228.453048731 127007.528492371 2300.71975503965 2390.71205343169 48261.5111303568 28210.7701780536 1037344.53122501 12502.3161250531 53914.8493944813 6893.58850753566 28858.9643909796 31364.2203756597 30693.6186494108 108158.634670627 6471.7018751343 7214.51719055352 171809.753791871 33617.9101532673 330637.05244589 456785.019727594 25751.5528848291 8967.81009062904 14732.2956503405 5879.50952659811 17121.0404323535 7515.24388003678 5326.9821145546 13171.232673783 78905.9318286251 2949.30160515797 213013.9899315 2126.43026082585 2336.97933772317 57574.1033227468 57458.3209018324 182786.051311957 1518.49143614221 5754.24628354363 8136.13213221354 4327.85717626386 35808.7975194336 1812.5142179344 39406.2083414409 31581.9999745418 92827.072237615 4129.55460462961 13762.0046489684 2341.68492723407 5092.35498896433 178932.195988779 4266.62293811814 669.54176984227 5014.00072332362 28966.0093929877 396658.893417051 773884.243019077 2411109.36250007 582438.734664568 1744724.90798927 917147.428969656 327195.519521763 8612.53240507649 43662.5550700269 8870.72056140785 64307.0706414218 237283.643114562 182809.959046505 74119.526157181 165129.331999892 85750.7154820971 3163823.08792944 11652.4836204196 158599.67590953 47869.2923144604 1032404.0076107 39790.5977814764 148852.716754748 75559.8095430798 8077.35338396873 197117.312117692 542971.243859661 49756.4025949034 3772.83882278408 23121.3981864787 3254.66297774917 3254.51627173102 5268.92509783787 7520.51655633915 101501.205678154 2132.3458396904 119078.329434324 7104.55138883146 26326.7864620655 66801.7663112072 2005.12014245957 126586.242102742 5342.16573093246 10906.2669908389 22403.0430731923 431483.248201706 417359.663511502 36180.4881688523 4285.42089959198 54982.5593745068 3963.16694170111 672490.425927561 2030.92914410551 78593.561372966 4151.13610831295 74812.241534771 236809.308985959 64593.8053832534 290067.496332739 808992.657644981 21228.4809447567 16694.8414612997 2043.10522448514 31549.0712965035 69751.6257262615 59771.9257802159 105413.532226897 234866.993035839 2338.73789092137 7549.59800841701 12124.3949754867 85410.5430196765 440177.321099722 2853.1061287051 743.346347748061 39400.0115081254 4315.0617278883 43582.318623301 48870.2885779294 97679.9130430774 103807.133052741 161088.341242476 118129.255072185 132198.477766687 523993.582610298 21799.3840803806 109216.303618809 154314.934161983 57826.0892573862 6520.86479830701 121807.090111021 24137.6137046939 5131.82591618398 21902.6090229833 2030549.62798741 58184.861107741 130400.93777999 110687.785975507 5344.46210403793 44826.0818638322 16808.2087709216 3809.75496456259 458936.527149616 4917.13290324077 13579.7491796009 81126.1438891891 423021.421881395 112196.457645351 7584.69623514667 94160.665996962 1045.33935299305 1252638.37738341 8096.80227415125 50463.4202978557 278073.060613156 66895.9244789197 163354.554179383 122903.876825143 61278.5275611763 58653.2286018898 189680.024983706 48991.5912358361 110798.818895261 20283.6435596432 6704.07127724682 11034.5829007498 69611.3893260673 115717.70127358 68806.8348880959 7822.01601401808 2207.83751740213 323371.624578439 367240.57122915 75844.4792064581 13036.8739368992 597713.496127189 104887.943065184 185812.319798356 NA 74491.5452175927 851662.509272433 19453.0565893099 8023.22494856814 382066.421746703 97434.9144787248 68632.7931675837 164636.84474957 1361.03277570862 118088.271013158 225732.126011923 49241.0985747057 97572.1766523622 87496.9054941194 5504.69760523145 34537.3750070493 42012.4237319629 224839.245666401 468.797452487651 78029.9492134839 51603.5453272161 47828.8563441519 11127.2611683041 54992.1613498393 6120.84461835834 150034.289690774 37817.5682003843 11710.3637661409 2571.65348913045 33330.219457163 699487.048305569 4199.53846736858 9250.83621013322 81559.6616543505 4440.64988334379 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896969.494053735 175093.997572315 211225.877774349 33885.1026094878 2601424.95886814 79125.141727653 14706.6084685143 134144.758247045 653533.532258226 100176.781840965 1441260.37551778 238442.835372293 27567.3966988907 7774.65606462851 26357.206638644 1623.78834619737 356407.944242601 1852.03784006158 72631.9251919807 53679.7000946952 72482.4978125356 1216091.16315314 1926.49564599286 0 5670.47933042689 2332.12730006019 298524.480681627 4100.42488676841 3683.67823057657 65364.4983780553 10245.7570001111 751785.753818316 14076.9437238772 8124.41694125431 4819.39065106897 747029.792191883 229389.540014779 108430.168335405 5236.14075562185 323058.036400287 306431.14140728 119013.266363521 26714.8037047196 82425.1197522666 440659.13692736 761.628042252274 65475.7251050023 3870.59770086453 108700.17237368 53495.4738821576 26244.6395557108 33635.3525314329 3323.43070263697 1637.65474272472 241860.246693641 160194.752879046 162497.865079615 1891770.63960427 323173.965147936 73597.1317319632 235277.908710026 13353.3532651644 65392.0000872576 270022.553653783 54524.6708292612 45435.3759250487 2093870.047657 98151.5499499128 53281.8945694734 87501.1116877717 492818.74130416 50616.0899616657 72654.5940552948 2175555.36055703 547375.215539434 90260.5538230357 3538.76533957903 204822.961105065 2897.19253920257 49342.8743176076 136115.468199616 536761.911107811 63716.019186881 181360.58379453 99366.8853995364 8857250.06219381 395999.126793122 159642.752993668 83121.0056357485 58082.3308361578 44713.089394184 5715.03888293793 2605596.30873616 24424.6143185454 127878.197092274 753076.761998678 80306.2603783633 92019.4442965086 454712.669879474 6401960.00456739 264216.044524934 91228.1165072586 55053.0283193591 148342.141033649 28441.8043264497 1130586.9665454 86318.7849957704 49875.4549888074 698477.180442854 8388.98301990582 316272.622497542 383478.148243207 2346.94986882066 109766.726003393 1655.84720721069 45924.1064632979 305.751981468491 29385.6312787294 235196.925409818 248782.242824933 344533.557755716 45595.8647225432 44434.385831496 3781.29176840942 8805.8884314975 93611.5242305573 9868.59689461575 51690.2581010064 53705.3715739604 67409.0384477839 103733.787579595 69060.2046101305 102042.19427925 57739.953185909 9082.76946282688 78906.286945151 255560.584490611 76297.4613268264 137249.740627551 450803.270634074 8476.89286565424 245031.612247716 31008.5509465703 52381.8334695195 135429.553381614 97844.2171313451 44031.6659461053 0 164054.353934976 140788.776690497 0 47919.9262789329 3448378.57202704 1265127.63196051 63455.8657966148 2331746.99573393 778472.848889912 35181.5502081301 299545.491983602 109094.922509567 3492.03143655154 0 1486025.2380396 41292.385084574 16782.2091571196 938.24549236451 6017.28649140202 81519.9261072999 670201.19175829 18292.5385232552 1307.33440045622 94070.2010097434 5486018.84713359 217956.807798282 83215.4197315006 3021.91741139544 3996.78813739986 1358171.80694136 64199.9405172608 953763.791852599 3477145.15033365 176799.960934432 89507.8645053921 73604.7563913358 47304.6397249219 1120262.77061783 61710.1093500818 31377.8756773908 261933.819103133 235483.635889575 3800.05092201826 323522.7419999 39454.6877238164 75801.258568094 111257.694159297 14409.6465229758 1944.05176033995 3177.50691820029 742.221828926089 531571.960484835 11969.2920803605 4475.20642213281 3421.46162241843 100262.032812743 30752.0495417618 153987.248082765 1183.94341292615 30472.9558307956 3786.31674239152 183917.705227011 4904.2549976067 55774.9608061067 53187.3107070879 138632.788024804 116809.806604065 198554.450551263 4532.42369266972 4231.06485059205 60837.5098544731 65859.4766947128 897.342730328162 228572.365923608 32192.7213755987 68796.087368063 142267.853189081 43131.6747437635 39624.3632915654 10461.158784847 137894.035284209 1422.94833553439 42675.8922840117 177525.668420397 43352.1942507778 140683.110655031 29450.2299974736 20378.4787341934 1447.27125970433 31725.0547012008 NA 6913.42108233066 14472.9662843895 31590.8938514921 60633.3444887791 2172.8832273068 17218.2078929613 17088.1200778629 103271.029584191 354112.244052917 64325.8593600802 2835.17460387776 17059.4035673873 3166.70935768969 7682.3536574394 102990.868469017 79990.1965052969 2982.41762582088 8095.6101649883 29994.4574946557 NA 3441.47481726543 59518.8422632151 7496.83225735867 85947.0642854824 54232.6616880168 54498.2204356066 121222.376055354 261.653531297958 5805.81854773158 941.302782538453 50961.6108786559 4530.31943988421 320923.265259346 43578.4355674647 76699.0020735249 14447.3235246388 48583.5014547112 190303.642957486 361.946328327314 222088.033869732 69957.9599492386 16650.0768669365 33836.4063361525 22356.9510815969 362407.463717754 5719.0828396207 3485.82608369765 47749.6929665414 123994.216301602 3171.02059498803 947395.874556878 28818.4889348207 151406.822196443 255733.789750938 6253.06864344525 74219.8971525322 9261.41273083659 342.854305895493 438586.504586619 71378.8474085933 97954.8674209212 21035.9224102539 3187.5108671573 179725.878784554 30671.4011937582 8497.10319141829 50094.0449114107 57603.109025884 89365.9369760692 166337.865673627 226674.774030734 63686.4088669052 0 51273.3137353647 165842.1499211 413.218384669051 15389.0292936131 159246.126884765 65454.0995419091 36510.7509563174 48495.3533498253 27294.9711161997 60439.6515834263 12659.9119406348 39998.5129501641 5542.14528172251 289823.170941753 83940.4058406276 80166.4212343506 2933.04400873532 1625.80583285124 4717.2571446087 NA 224635.108097001 NA 62933.1002543465 157748.406749301 669580.524754914 103690.355109209 288686.919424516 544497.292016868 80833.048835366 129859.327730518 256208.366365027 175173.845916555 97984.4018336635 178255.311346013 56049.4412385198 867839.15511828 42511.8827324795 269488.141644045 51260.1289480732 5306598.7491298 1317381.17630098 1154378.98834319 1208032.5406063 565127.717606844 523117.885483838 1360156.3838531 103518.479294167 290813.825472983 58032.3269810793 1638.03094471404 439472.889873102 7651.07743304231 2566543.87429671 466346.908803791 115847.186198359 110764.819886264 1029503.79854365 154723.303283466 644.414850815522 46297.9871747447 121690.195561206 12464.9463614868 87136.2886123194 211.376670347198 2634.26924088432 3212.37782405117 23984.6422515851 246754.537263242 0 62033.957274442 8861.53837954065 2373.84953945484 220878.732481568 2871.79253812481 993.16942720302 1119172.5209606 73825.9490182569 77826.2314409332 3023.8348178328 314886.779402681 13310.6321219786 40192.3843702261 79043.4311764596 456919.063119956 9504.76498244511 165983.134410179 114338.68319868 173575.684526027 60223.1700127394 78273.3221456414 99598.2992043738 638190.507621764 478317.263825022 25551.5109977543 395357.026406794 202.010502180186 902245.686187575 1181397.65274869 238281.749299676 315512.434442576 464179.876156668 464228.156633315 130822.393524564 14446.3570332578 169040.383778893 16253.6326875673 54518.2743014939 5577.8711862318 21984.5895142206 87125.2037236106 4960.73376954683 19333.5717214936 104247.343262643 8720.4753526034 174986.549263754 3399.77389264754 136045.245270472 132375.236078562 45071.2505861374 85097.0205004378 399485.552263473 18097.9496082799 120055.126616046 175699.754930419 341406.748440787 126823.651569021 60046.3795761012 35598.2796158748 16020.2950203038 177182.735964858 105414.941743976 2124.49302122782 39536.9261137214 12291.0662621331 7369.43396794573 61894.018692625 195.937837876297 1065392.27678247 25695.2486972289 67872.8930625668 8693.07892266802 52797.1754568436 168848.834481065 2991.58329289708 60277.6961187234 96794.5996986188 356.457543445758 1273.33969411927 35330.2039686646 127876.414294407 31575.3766837762 901.094096576478 16670.3382727397 98412.7869627639 11649.155569491 57677.3136099025 138532.578366203 125240.892511675 95088.4524214712 31559.7858674859 9703.34798362554 52939.9965177624 41170.9437731811 27729.6919161942 9897.98008141402 3889.18188919069 3704.52120654026 159586.554479408 79722.6925190403 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112201.997168026 95782.1785916583 29058.4401342388 1572855.32970695 3534.41158256268 13864.7417667728 89.5541733441864 1441.84860933416 38860.788777959 29793.2471048428 644324.250470761 6676.67052614032 1179.45225008204 14927.5827786435 34517.1627741203 186484.540073064 651.984074364637 2059.23668588914 44982.8743954761 842.719722084501 98158.7100934485 156254.503272718 25731.0513705317 60017.2407544108 25967.4530423349 3419.92577729467 17156.8484709695 2115.60764450336 17257.9203799762 71837.1690314662 19525.3140597318 57648.9751701944 40852.5366511703 349.999626639833 51302.009187338 299605.758020676 599555.753313106 665.631226441155 248523.375464597 129629.893245786 66944.8248441302 4803.89205438073 10331.7904324786 36369.777647542 76472.0598542284 86745.6421091884 104917.881342552 46709.9196436494 103115.15296049 46443.923459054 47635.4228943695 34102.8772946008 48877.9327535024 262.947616324904 NA 58909.0553897565 455.170654747407 3411.29263964344 12157.4113408938 76280.0343984747 0 7855.95760546798 3432.58938355008 25952.1255989359 94771.2987466591 101341.60020285 63100.3682234944 46608.7557855711 109428.841767365 53935.48119619 43995.42522126 52763.4083268474 520739.69035989 231451.162389443 74490.3633068191 51808.6720711011 53083.9575833588 NA 85.290417151189 30217.1170622925 116666.718354201 40666.4372479045 231659.849940116 211153.983752053 119293.857861084 76750.2270886743 148837.445594159 313636.852835055 8972.58153191745 6099.92186485677 53569.2771785503 322429.580578879 141077.330154882 57592.8386449614 4562.46227185071 21266.5981405637 12243.4816667717 14649.7776886438 169891.293445286 58890.8789500598 67468.5002229047 37975.5784213822 63257.1988760345 14141.225302209 7894.95225957824 386958.144187243 84102.4210503795 33214.2800243495 55997.5740610732 6334.06363643592 23463.5840625283 13746.2819663423 23195.6575904552 11530.5936010067 45979.4568417943 5957.70350447545 104816.46259357 921107.309720229 504130.043142254 133185.341136355 275666.474509587 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10053.4117232578 36512.1173000911 615219.96947386 388530.79855762 186845.729247411 536264.878986767 6607.2626918187 73343.6654689191 55676.9458729966 73463.4724915331 21319.8811894536 9257.57685508567 89080.960445991 39183.6999766001 186401.363297849 37816.6996445737 2670390.32792779 584608.166055073 66315.2272490563 69435.041532275 175594.769674778 43631.0436876898 30311.8207967007 200268.258780542 58379.3050504739 398688.480082123 638400.964621737 6379231.91897461 1703163.91775044 336714.060801646 78837.0168879405 62801.0577972911 62711.2360438796 8235.46122883755 85045.2861988932 109718.508258514 55732.5890092343 49431.0094362051 41963.5977351804 30548.6998588375 1368213.01004803 1237823.24613402 126975.238630955 155911.71335716 773471.606575165 254682.428046651 113699.939950251 3776.15478082095 314771.434749741 397761.475627986 98641.7084048681 7965.06265282882 32622.3194548802 174553.963870263 405989.852040925 9184.01101619703 2367810.97953174 83119.7951529937 12345.3813552421 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51980.0668797104 14870.1084000579 1730222.31224192 125511.463393762 170887.651356631 55602.0376600513 535725.016722533 9485.98072234097 273908.791751325 41193.4843933178 55186.0781969218 582557.514935546 205104.469748723 622786.00173374 11455.01038554 46994.3987910987 69926.9836981239 109939.122242506 221560.451758367 389425.296380525 19796.2062358455 85651.71906078 101020.750508457 95457.1347223414 54120.621175622 214154.402547625 7950.56146788061 311844.879638757 6264.62228632625 5249.76764720842 60505.6357939481 0 548643.623363203 112553.390131449 138843.526121183 100819.699300352 59155.6683005061 18763.2059837269 3216.72528531566 9962.35462710662 260852.507433901 20481.6830302493 17896.2264660456 18538.962147578 124207.897899977 40571.0884169455 3114.95345466682 94989.0501485797 39676.4750561462 4185.41547299014 110335.468722711 NA 9018.90494321561 0 48450.0937645045 93672.775479102 9025.3104198291 53578.9992712754 107351.107889697 117057.515635515 29760.3893090356 6464.94962858798 312930.384674071 6648.80363678193 156103.979097994 182072.250302287 140493.011264995 314922.528043923 262399.402285604 332503.739361413 NA 337216.258202272 51510.824574317 NA 54040.0672627196 380717.141602236 256629.262917046 216167.997893032 89308.7382020593 149108.235297002 354099.326303637 16242.0827557089 1482610.44861174 32236.2488377623 23427.3531641948 6364.35817154367 408595.955789096 890.234805338498 45575.0411111208 229273.689402552 45103.7220102711 175081.387679337 204401.663474525 9595.87179747165 33861.690043597 17512.278091788 61347.682782273 57208.6304036796 132487.967461412 202104.418382775 344058.058603597 382444.865941448 442309.699535794 4322.88575843013 449331.311552452 846932.588683125 416609.511286779 127303.569854512 461859.781264464 11875.4465234837 98644.9215783522 61125.3466579798 59055.8230616481 48371.9688357123 35256.7630628074 15365.9803568818 259275.188078635 67257.7662725312 40691.7316959623 88653.2442326677 1690756.64409906 59394.0022155045 207744.274774038 53993.4422701088 247079.510052945 558106.360219019 50223.6137830614 202163.119875317 53295.3673329868 189969.749852005 28465.5673388227 36349.9123828363 3413.2393898054 266077.993140374 77136.5843293386 172655.665644922 468159.889937451 0 9045.77891408262 85921.963806805 1248656.66640343 1865067.90651593 395174.840884236 731101.791811223 163971.966905835 17423.1785891482 164856.819184836 1297290.9061829 495621.96461307 309543.257207291 221525.963175252 167864.905191903 147868.396302213 39022.0650674496 76686.6356076161 59899.3323118672 135862.89169002 151621.460840273 2353.71624161021 58963.2148264989 47062.3092819439 530667.773144339 63401.3617830665 179026.56445356 77780.9328157501 218544.227397282 43465.7816732405 352867.396375267 5592.25641127093 13500.004346072 15478.142765553 42200.4593485908 39710.3513848664 114889.311799719 94104.1337036025 54758.4197480787 8586.49191266932 46464.1228831009 46929.6508710962 634454.909045235 420608.816256532 1498672.14241939 120718.946144779 21810.2424061279 110263.624288784 67028.2955899083 12455.0879374134 174674.869407972 3079543.46187095 3581.10861029531 488614.067174619 1691.34336308264 29596.575921195 134473.076116654 336693.579836526 67334.5362891797 286132.601195575 73060.7879928285 4521.67653772081 10907.6057708032 6566.75697622851 42364.3340837351 423180.245238871 206283.121640717 123272.366624867 700312.198484575 85257.8512895468 66970.0689155176 14530.1088806819 216828.284384689 815129.481962442 92745.926730197 3569.87155852939 41039.5379276087 87960.4706458872 83865.5053476141 220952.858481581 135377.876527445 52173.7469099349 305175.276337981 173633.508711062 95676.5305400589 117738.304433445 58361.0230021058 210572.154196398 49118.2529026907 45564.3592842242 2084477.81548465 101173.492343737 58568.4745297573 3745.67023154223 5021.63294759022 16329.9047616169 7203.48640075591 55727.3771205618 17891.0113633316 25111.8359704924 176682.106447616 512008.098829277 48704.1593967242 30004.635388874 13848.2152728187 42808.3653201374 117100.903271618 144201.823820738 41406.5803061822 2291.55219523497 11404.3620653416 149538.19058889 311972.193672463 198494.659404674 82209.1052250176 106629.180522424 127953.180952764 18255.3381921608 65226.8433112532 254742.232144613 123050.828040388 174662.210101579 483749.213400837 15731.7369202153 9079.53469440457 184296.711363474 77867.1976019553 97457.444474503 85046.3242504107 15457.3996532228 3274.84336259831 960701.759814983 3440.89788334164 22269.8166150805 31285.4939247498 1045386.73082183 183763.566838504 14721.102756824 202817.310098578 3012.97754133014 4420.61049521276 4312.68535101258 3218.71282484644 24437.1048129549 67551.1563616885 38582.2333720544 77179.9024679174 130391.580681928 46436.4909180737 9223.77793312737 335233.360005162 3638.1810200875 165599.953995289 136836.019310984 172438.304090468 125822.178637574 1794.37840609189 123187.356200681 88651.7708508951 42879.221739643 66432.4893286388 0 82217.4138489955 88805.1526922685 55789.5789069516 108571.932676321 7866.07265839772 618090.182664426 6376.881676475 4426.46311493897 182665.620950137 108016.826192278 67937.0088298883 239352.581968347 149574.386815707 253044.158094588 3506472.61290622 41108.2928719676 130789.480089047 4270.09564095057 108627.373696236 6473.74163779752 96363.06883451 1219.05450168739 34545.9625021944 97264.17161585 1260.54014773058 11991.33020941 22038.8757149239 NA 16202.0948465143 12119.4563546919 97660.0984917602 38051.1035255613 828101.114922961 11112.464286505 28763.7907551235 26480.3852893507 508.453896477202 25520.6987764963 11210.2424996419 146717.236311194 127289.009973933 4588.35182100041 8291.90550575238 7226.33496558836 824189.107741914 20248.5847630826 827.670232685095 78069.8234877178 29786.2509876362 24804.0044363867 9747.53106014865 7675.95206597654 69649.3412562561 24838.4538390186 15262.4282291351 9372.29232328809 230487.0716833 6403.41249619838 2920.20000028979 48142.3427749286 88377.9177073507 29635.8458224124 4010091.37094865 109526.755468021 46143.7722671421 7442.23479223498 22054.7390958399 23603.3427909146 5951.70469073398 109066.599754725 449245.91693502 7585.47088270217 815797.704238453 5542.69989119964 55959.2743463684 679215.760385246 45823.6688981162 2465.88920925966 143675.485221472 24386.3584562525 45874.5375135848 129221.258230351 247849.793672861 5524.67852111167 116011.268927703 8082.75747556918 7012.73978307053 64529.3571246265 142949.986663034 3353.35685640878 2323.28093790156 65217.7342126446 47240.4380726735 30935.9604305792 5963.49705037361 7436.10091258093 1668117.38908947 6111.41099127977 28827.7499526379 15766.1695264198 9349.57541574734 9065.92329016993 194104.955814522 26366.1685250217 392290.062302425 12859.7081385929 8020.86671561153 58077.0415395919 953070.599880189 128203.094940363 9415.64263489383 14493.515583156 30457.7627558892 8428.33419597331 12983.2485130235 46945.2435089525 190812.145684235 2268.97149680458 777.159731627175 7649.69715180074 52636.4708793441 74193.1190907817 96396.2053545013 223044.142558798 3853.24055010116 770343.21792544 8375392.84001289 92015.6145059591 250410.91465856 177100.621913509 1002316.3592386 355368.597250574 38571.9295400605 4941.88406424885 6498.73273028818 2166.38548381645 1765.25969750472 32395.3027302647 281070.484141882 9604.87428567015 11095.7308667812 4490.98269539417 97824.2845312914 7773.11741329789 104283.715272725 28570.1509160688 47032.9894756903 2322.63117075488 44680.4771668235 33769.4273083931 305109.195058451 7475.05160796953 1846671.53806181 251822.715855298 37342.4558142628 148454.652973013 67245.4881025274 26262.6253743738 79319.486319727 63874.362851094 2934.15459570482 54564.9923085067 31522.2392357213 3881.69478302384 6265.02463725301 108913.670033834 296773.71476499 19874.895977622 30132.397837644 30979.6114990731 6107.44109438387 9277.99751819766 5117.1669550101 15964.7993386148 23320.2234577956 36272.0538327604 89978.3923959004 187754.258192293 3554.51660578116 2522.83978541922 86999.3998568237 773453.567160428 647594.158504575 58049.391729771 4601.12293910026 23783.4177479039 5700.1952865088 4222.57738304345 996.983871872914 20443.4305160132 6899.91509377028 97198.4827003103 5754.50522396688 2836.2610042049 20314.7780796171 87285.6428825966 6823663.75771757 2586.01105985992 242081.458608643 83811.8625018489 38474.2110055995 NA 1401901.55810159 39112.1151415277 51611.8458035164 48274.1194008922 679041.756938799 262770.513742744 838560.665184375 16801.1205794581 110108.634331133 8521.34126245452 199517.352475883 140490.005598834 84983.4836798225 5542.39215491156 45684.4298262558 39588.2101264306 34112.5247716336 62686.3668633077 10762.0578653571 135817.372394212 12985.5080340005 3950.5726551854 6567.36023523099 9355.73546430289 429835.026670863 10978.4964057449 5852.63312429963 115241.589581162 401463.884364905 220507.919576611 34970.3573701244 4816904.39984733 630855.183507701 376854.951888548 0 57791.9108767442 129155.015614003 187973.874906219 123580.64700066 44258.2207663392 35910.9564316271 11241.0337055614 770871.91298172 76338.3535445719 131537.751340008 3902.95147007535 2176.92391550471 45823.220731084 31337.280775064 1131783.46026232 15980.545855842 92326.2111182397 7819.02370641457 25797.3085982034 35514.3678292476 44980.4027506054 95543.7107210718 8017.75526753288 8589.96715425678 231480.946251519 28220.4112450086 314509.152311977 532151.510136035 41555.3153304119 12100.5997857164 17915.5984464519 4508.34432933409 20581.9602467779 7884.57364133251 6223.39715207321 14046.6016919097 100719.876396791 3824.33434802593 154187.273983207 3415.9838588059 2390.90249550539 54804.6091273271 67043.8363587136 166757.953514957 1171.8654019954 7357.26302461426 7801.88954699816 4125.41145388911 36426.9915605303 2109.27275226182 24727.9544065662 33093.2065005904 80415.6997187119 4198.19593875734 16148.9751998969 3383.96936398353 4927.65098901995 204597.290031565 5291.560405888 1082.06755998848 5655.69266964467 11445.5723288485 414257.314601358 1722494.56325053 1738809.72869851 555978.966797254 1642272.25801101 963464.165144848 206134.939926884 8030.85760028088 54296.0643542683 8757.56351365603 62167.4698777247 194753.28886435 189398.280418287 54693.5313399914 171343.4755585 98289.4682495366 2788430.98484921 12015.22493297 146792.51265854 38871.1261570954 1004941.98983587 33467.3300968003 180364.342586022 49285.7274778621 8497.82247664267 181079.709923323 562770.466753753 64373.0988575078 4260.85082528358 25614.660599806 4944.71985151587 4066.45433926825 6653.16841937149 6433.41806149959 106046.887766832 1034.03665326408 124240.598138281 7632.65020768497 27751.1016515825 62321.8156786842 1632.38709660634 123658.892643848 6144.04156759477 11304.8965928381 27327.1024213578 273996.323565408 352677.571403338 40462.6873259158 6154.52978606258 46767.3092263662 4198.98927059378 641646.839813441 3024.86228805829 47041.4206279903 3928.83501040761 77250.1208887374 218514.579765687 32556.6315235034 326802.445140622 866687.309719812 29426.9545306966 18489.1873365588 3126.34594102479 34767.0678965336 80203.6758294264 72794.7376650928 137826.878104833 251817.555294607 2537.82351461356 12906.0859756157 13618.2801545182 74230.6051272733 432795.399413785 3214.75356864803 2092.83402484332 42471.0929001844 4124.55391884907 44549.2289000874 39740.532897861 107275.050159912 67697.8352097143 145497.634477112 120516.938608616 164120.609515246 641329.427687433 29862.1407017034 147738.687500064 187393.96806397 58385.2297556486 7001.94284017133 126917.895452523 25690.2690571726 5446.94596494734 23396.5711652243 2593067.39678411 82989.2542921029 139981.623483584 131739.178065182 6509.27631876834 45631.1201127763 17208.4596388544 3371.91936445245 597168.182279696 5689.2289175721 15608.539503397 102499.972064441 533270.708732266 104467.278500386 7352.07411138838 109741.448052741 1261.55860885773 1119321.34649163 11543.1310905473 54140.9951010442 277090.827717384 72346.7894964354 200104.918563255 101500.337819439 67707.6880814822 134465.132130734 267322.544067669 57828.7596893226 106012.119023767 22312.4341807436 6264.93429697706 13239.3665756739 54451.9746174771 139297.431719349 65656.9010548725 9021.89538464987 2237.96583966381 257648.13677177 307843.22200066 62746.60732937 12274.8201237039 493133.314957361 87218.3954107814 175216.569501572 NA 86451.9038944115 1024306.6213276 24275.7674430189 9263.96362808369 410175.015379767 68216.3863910311 73060.6115717281 140891.476542684 1143.18530562999 132208.610735009 273300.943840164 55742.6155780569 129457.851222085 85828.6326802109 5891.49886542645 37951.5296941656 48131.6423300342 169635.159764545 1831.39799193684 82365.8167948718 60630.8474434562 46717.7728367107 12381.9497978851 49078.359758401 6217.95816879219 154878.850455359 36076.5175655834 12240.9293932673 2409.31097034749 38960.1225616154 845775.033146767 5182.74744971548 9856.46487854254 99096.3501288063 5564.37274682596 187733.796851436 2817.8370000166 1122.36483787018 80605.1164175374 54804.6937350532 104122.03576674 137265.5570576 2136.69905023399 4539.32043461514 24014.5596740516 27351.2045047831 0 1346779.25381783 10818.8776740625 1605.47723404491 295284.339203342 7064.52851317789 352040.358540181 1905275.79470811 11586.1741421017 1690340.75598327 484720.451575959 75661.0252936574 42045.3533535264 416462.586018862 80460.1159943715 78367.7387135494 6107093.4480999 240196.170917078 85321.5092876207 43842.6275597133 72579.2933409379 30391.3942260571 1560634.97908331 66879.7365581002 284212.031379419 2750154.9245784 96744.5383163157 9946.64430131693 5903.28095071891 4256.9102904163 8856.62005106837 41351.9754458849 700817.116184218 115276.536403988 1365303.4962441 99366.2867149649 1082.99367738601 1377.22083726669 323476.22735195 92184.0361308859 1625.53827953727 57214.4966325196 17943.049961373 1165.59971293789 705.328747075761 464.052375192339 0 181747.614886473 0 0 15164.0819413921 77731.7116084194 8937.3364683337 1336.42274716408 29488.013704243 5789.19356772617 70133.7445638184 36642.844159491 87238.5755601027 0 0 1213048.41191119 152735.658015145 215276.133553174 14685.4185563358 24406.0737728082 46341.7887790933 11564.1195329585 4268.55640108059 109932.859487753 21596.7901358376 237007.992601308 148464.100483857 50601.7057287691 4509.38136990081 5227.21327812327 2470.49935068365 5746.12963069735 433219.292730992 160780.071405008 115015.004950144 88344.2500740102 70906.1828377428 12636.0772161516 118533.266889628 16758.2299865957 3682.9989374937 27450.1478734885 2117602.97323953 171774.798795005 3610.74995861116 5425.49939681284 4002.36898316009 0 25360.4275928804 546971.658143226 323402.692637502 9335.75218573184 142889.994850202 84094.2792696853 707987.365334394 109109.978288441 98351.7905817801 691.154268660847 20312.4468550498 62482.1983983627 168196.837801104 29647.2110273994 919166.029571362 121723.895798018 737880.59059057 224184.453030125 190031.011831727 41112.7769250134 2908251.81231346 89136.1072823296 16378.6812589335 145426.691224655 731578.525223127 117418.121569113 1664329.00480309 254562.414087206 34341.9531929702 8293.60264585709 30295.0055865893 1010.55783563094 417718.085747212 1308.73340922754 65819.6781030824 63880.8069316858 70176.4938454535 1535534.07355938 3272.6664984346 1693.3790948366 6016.46958371471 1768.42545116334 388477.884931797 4474.80174782823 4055.43227401923 77480.2279562453 19462.0196184242 885724.930829664 18812.5911485868 10114.0964235895 5784.22441624251 625854.212795573 245347.737473209 91002.5291339375 6100.52101555277 254340.187888031 282955.764673294 96242.6016336449 57614.3723797068 77034.7197779695 621372.469593925 2213.70470119476 123587.506296167 4164.52370111164 189645.488352869 21427.8300822025 28455.8086082504 35720.3471641523 3939.83508442462 1898.07639227865 264502.428507307 148731.857004628 127540.366139972 1164718.10256676 333350.05342673 65954.0179292227 216728.917472494 14873.7298378546 69453.3337793327 270632.502311645 49070.4389180564 45100.0247920164 2269055.30065525 92863.5702550593 59342.4585440213 70610.4736456717 522792.941515373 52660.8879542444 83924.2730554111 1472476.0165471 614644.682774981 77872.7939782933 4408.51480856756 179793.290804251 781.870342528486 46849.3305006423 155582.749974439 329551.881067693 63326.2475806219 228124.12712354 92320.0711516688 8759779.23085067 392939.333241658 150462.576416748 87634.1587418129 55084.3124080216 57780.9300272286 21560.6896503405 2579597.53102431 31636.92655622 138636.304994854 574843.463248975 72456.576878966 94667.6638440995 473997.9054808 6355192.83335931 264683.357326152 94581.5143115378 54791.4808523511 167207.492608289 30827.0468228584 1118834.59687755 87942.776489266 49976.6229598162 677122.312427478 8711.60359552755 355296.347990223 385002.594195582 4107.12617113325 126033.257513464 2232.79713703185 62256.8042332036 751.520787413698 32659.201425426 307294.706846803 229247.64768302 221522.985100846 52253.0116532457 57210.3919192657 4691.20027822568 15986.3297526689 101613.636751698 10226.2980402862 42096.6213981519 59077.1157761607 76566.9288544511 85948.8634303743 74275.615163217 66877.0772922223 55721.9677594489 11626.4556719147 43725.4039228808 250401.376839947 80476.2304046951 139727.084506092 646283.726656499 3163.17022907284 383820.509715049 32921.0564627874 50413.5049069661 146305.702789561 162307.650528717 65184.87497405 0 172672.199953617 141734.025316475 717.480871448596 46407.9850755151 4208090.29204545 1284764.24218137 69582.6489597993 2765459.10574594 911724.55567058 25185.1880470043 126227.637638214 110256.706568878 3548.3094355612 233.206487104374 1606363.81468503 45765.2709106334 14132.0749958999 684.601052944092 8089.1677203687 81066.7721668366 438735.483706842 17003.8465836679 1786.26838128339 80557.5916279463 5412967.47977325 202644.632353545 85436.1234762976 2894.35799143147 7462.01395241777 1346006.50130365 71527.6020977112 942779.083956801 3490882.5412029 189505.87826605 59398.7396126581 87172.4450307999 44697.2570855463 1108862.96355275 62238.3782663627 24943.7754847345 262512.45022031 293236.988493277 3657.0971069945 310109.292855052 41381.4153544874 88299.228870534 97172.2489508335 15921.4856761928 3615.66881461808 2079.79447553776 0 624377.081949651 12544.0801145917 5468.62007026638 4560.00536183113 130111.202512658 38527.7710958784 178991.32295472 3766.55441091178 38089.6518426081 4316.64468765472 273581.921538451 6846.09989875549 52320.6714890212 45747.6561411279 145454.697796859 61842.9866589718 270216.812205061 4687.94228515387 4636.12421619763 132168.280331371 46265.3709149156 566.61414175824 233607.456801551 26024.5698494366 74165.7914838725 143178.008188086 40385.8928343079 51739.8133492498 13658.689074937 126371.763126532 2510.72662935183 45466.8407561518 194801.26759957 42844.3785522618 130936.178759268 31707.4462793846 25034.7181658811 1930.23203505626 33014.0433548285 NA 12679.1311623296 9720.60289177117 28762.7427081113 54049.1535611889 2516.54151700123 24416.7365363898 25907.2227693773 110803.559720357 175649.851231483 58863.8057520037 3561.00254827398 16703.5973547995 4234.61373806152 7836.98446576985 97678.4810812765 45103.0142005329 2982.47684829897 12659.5268850765 13971.7444416792 NA 1949.95868263892 35854.6059373646 7003.07735899678 106639.518683617 44026.7662407631 46864.9793606814 146571.291375329 1988.50978769895 7383.02961291652 2169.05247503725 44773.5244839032 2282.14212721628 246142.908977529 38610.7760719017 59153.8259597218 4715.12032234256 37927.1688034602 223305.65065592 2169.21081149609 194702.815987939 81399.3247882893 18249.1275510569 17946.685035094 23662.6975027907 430871.369096918 5820.60044667465 4257.22044310525 38457.1198711431 152984.220092948 3825.86934671455 724199.684658415 31276.3280725567 170374.695364242 256426.839725675 7190.3687015567 65269.0962225678 8496.72642766291 945.171634998646 317681.810826599 72143.7458064984 83606.5385722066 10292.9502816133 3227.41327675427 243897.658524636 30473.525025263 8064.0308075152 48473.6288842282 58612.9256355463 91530.8569877473 183897.428675583 196003.327506713 69667.1838541995 0 57645.5057310668 140437.440804851 0 17341.5522728853 158627.424219171 58208.5199101451 46451.0859128527 51512.3048122316 29953.9528669247 60746.9807592662 14753.919079028 44693.9059566835 5715.25625207184 484569.986412803 135393.133246308 81155.531337423 6035.46485793987 2074.24083968055 5968.46040547009 0 235072.634525835 0 73098.748445398 134029.580291526 621548.084493157 81906.4209192885 228676.621582059 451283.089464145 75403.7430419053 131752.985456676 236345.869029922 152154.53206165 64710.832401186 159568.796602281 43348.3361396279 809157.725790751 37875.0945999424 255600.223726368 49574.0923621356 2249162.11376064 1293434.2927394 5084140.23381083 132155.565705674 800500.855256903 1019746.14317577 1500533.93156264 96522.2040357286 245695.322066704 50648.3040261048 2031.15965651211 360015.717332975 10144.6159988484 2627021.70347694 3131578.90268486 97676.5950523662 129431.073895511 1116716.26846758 280531.638873003 1175.59616742512 41890.6140970622 174255.199288085 13842.2344211127 82996.8343677392 779.229665487616 11499.7432394145 3052.14289681561 29366.2431596093 292740.82579268 58.1566265458475 92830.9902696007 9288.26218984355 3188.2854765335 264922.706648949 3839.29737928975 2197.93267943387 1431886.93095452 85753.9710878352 92730.3670748781 4415.84865330246 453061.155122479 14822.964322677 45626.3106450406 95312.1695050528 588168.435145377 10627.0053574422 164631.286272493 163341.0337205 247891.058579894 57602.3690517473 66692.0525815074 108529.548532924 726816.99881188 445521.528651596 46768.3978779253 547723.988117311 0 1344732.67918647 1212427.60248167 308564.324977427 1050492.3509561 474999.920230264 371862.490818833 322601.326167119 7147.67396551328 146726.620834422 19434.600348346 50955.7169933365 4527.27908954007 13123.3764249822 54565.7186898166 4759.64033996802 22049.3647301895 437804.152495258 10972.736186596 293315.482073742 2621.22414005851 105505.024851559 142115.664362419 50945.1732096435 119423.709377363 510073.382148369 25835.3755066739 140961.479675812 189986.727231925 273493.666245506 105035.828012075 51357.3076973735 44004.0981709043 6113.55556752892 135546.526282881 120328.493872053 4794.54037291527 44332.5253172078 12614.9277969734 10274.4758822477 78104.4579649868 532.302625509944 359152.331201886 27831.6462242409 65367.9360059105 10942.3240970881 50978.7466014489 156401.101359176 3646.27387409691 54115.6412494209 119355.308381421 2579.67893495769 927.319278348025 41778.2151840612 136462.999621907 51004.6778411754 1824.77367414335 20524.9203556828 103357.17107987 6137.70470083582 64439.2509198261 125913.878028 109830.463678253 84472.009511168 34125.3271006694 11661.7529957537 41480.7065023095 49366.0644108243 31302.0762962989 11544.5735704289 2067.23399100822 3678.7671857041 569809.19705488 43103.6236704678 284746.182622458 223182.347355736 1897.05315440243 137397.633016553 63893.6789116412 138579.081932302 51946.200713253 254900.42987532 60706.3890797739 65806.9846454956 128572.802256931 83324.6442371604 5741.99149298923 5912.6416711536 71880.9220541146 43610.3800387491 4883.42722875925 41453.8122748847 112137.538134957 31645.5372889903 51826.7798711393 35737.3693344141 39700.0857511187 789142.467123682 224613.74543171 425610.381558777 73210.7218919442 22573.826578909 108117.464455406 597.960477070982 170469.671849693 70979.1803360873 163451.109511587 80797.5076022566 65633.3585518752 33740.3214527425 139771.334647115 3029702.27714592 30413.9803623701 1289204.39572639 9231.89921958537 521613.236775335 120800.711241959 44075.3822842547 630.849295968469 7595.93785235291 4470.89033406763 286077.988451607 17476.6274316581 3399.07620231182 103783.47205461 39246.7084223359 354179.367651012 133701.886311114 401235.601265633 299875.946234925 781335.257026179 41881.0985578764 91452.7549454059 21051.1596020133 36128.511657206 811172.285054113 564324.848965431 NA 64452.6895032603 215530.277993448 NA 73411.7935403439 246668.556047762 91597.8563201967 2289.28253528116 2446.20584560047 0 828164.801328805 407805.462264721 996338.916635338 561281.11795124 174026.197437245 637830.542783923 2245039.47596238 672228.046327467 90279.2736235255 353695.320587046 280902.53189682 364269.829818022 3492593.33030986 1045.91501682105 188716.882310029 38844.7796430939 135932.932630275 798113.164098703 0 315499.583055107 178130.817241262 3084417.12465599 2211890.44128163 4143.01092017341 188663.186820317 78144.6684966599 92544.7464811309 299.80167052853 685304.763197056 45882.9486572773 80874.5029403877 210945.810034979 33938.1638812616 0 66199.0561974116 NA 89646.5404250378 513.930659442394 NA NA 0 34584.0225814252 575708.637912012 1764009.31815554 1333503.90281998 553546.873360125 72461.7718562969 202824.626710179 252663.979074695 2870927.35065854 849960.333400341 4526960.48633266 225184.422572619 375754.382582236 2253847.60797716 907228.640618016 123323.971050305 2319857.68117166 11069736.5156524 253729.9869892 5201365.18921388 427175.896156396 744485.349997477 3642577.28898923 NA NA 1174.85818498983 257373.134954204 70283.2515713649 104147.481528487 98994.6998314919 26758.1902609533 44760.157325453 119423.170286794 0 670089.564233704 2452.23913313021 2546.01654560982 149.621492604279 1008.38013111463 16274.1701424139 7984.57434654574 0 7860.06288825391 395.801421764149 320081.125303565 312.281457223701 0 0 1119.76668207719 6593.93354480648 5299.94839509062 NA 878.526465096382 86730.697351093 217.865217309932 0 21789.3812917134 0 1134871.22525498 238738.363972773 4640.46852131173 122966.708099956 510961.239305197 206603.926786982 69331.9677717719 83704.4855969464 2729985.19946406 1135815.34673927 3511639.79979112 2050184.5462234 1394436.2244849 93848.144959332 2848882.1863735 468276.944254499 1127917.66354782 236577.137574774 56253.7644883814 237903.807895397 46520.6409974139 NA 97142.8626213024 118744.397299522 29738.2814691833 1742309.59632617 4149.64727640179 14693.0214613362 84.0287165685497 2523.01425987194 37904.3511820187 35583.5839005651 714578.999261047 6771.25702768523 672.830202210627 19218.245951904 13935.4909342945 202458.838862557 764.276487442847 2845.48281227888 46684.015116062 1028.89828742061 84135.2266793894 127968.338650732 29978.6267852722 57869.4959615158 39391.2195186272 4767.95047503491 20682.1058553013 2430.68104834339 41868.7408001097 51273.8080080307 32057.9842282881 110543.17653101 63867.6027445409 148.095588201537 87101.4358719966 214782.946522065 384784.838888066 806.10024195537 169736.383081058 88168.418773185 52302.856740476 3759.92999782835 10529.8768660813 18592.2609373741 79994.1931672835 65109.6672016205 113521.536066099 42179.7004561728 104502.586558546 43452.0954615482 50686.6798723549 38668.1963276919 33638.836129052 0 NA 48947.6679774698 1909.72485790249 4454.56468619139 15951.3639928299 54428.3782163812 653.813830396301 9614.21856470198 3316.19140086266 25617.738051511 84784.4515402195 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253527.963914761 741875.86615408 478294.1510229 283467.029308244 275549.420844658 181347.35326337 147275.234536503 178214.096220962 1935782.04270321 6375806.20983818 2542173.60701214 3708072.50388134 4659551.42129243 8656867.48570896 465730.26256397 695941.062512117 99035.4488480507 318695.758219471 3335242.5623263 193511.309588268 11130.2562190637 47182.564658027 48514.8156802595 138782.635196444 38011.2819027637 38751.6996984639 197464.256837326 61153.6519548123 196099.348432877 397687.163434437 37603.6047516431 404663.807040591 113895.863502796 68100.919037226 69700.2664670665 53754.4947803654 39103.1031728892 116215.278792813 30516.0196454485 2423.80458478467 229752.896920541 46748.8349005674 270422.355425848 1884614.96421433 205103.339557513 46724.8737818656 229.805779255836 73951.5607668386 42093.6900106495 225836.332268084 11420.3705525684 611540.011013728 571287.540871209 332659.216839312 3472744.76578819 211273.382348644 98381.0397225004 130742.368443036 210464.518426824 7252.06951374212 80414.7490817914 8357.04014471485 66064.9743733091 33597.3483425197 307748.721930934 266896.29649016 134451.756057046 57390.9056135523 185201.676858605 39287.9731441015 122619.070675341 31961.9508412607 16080.9927422876 1170.43295351263 159845.220502971 255283.191726229 3234.33688488399 2286537.3761942 125300.19621578 115781.407525369 643706.524087022 311390.754002848 1657388.39567998 43355.9533281633 170046.782923794 339124.848636343 33920.3053256709 206193.235593524 108243.065861135 22890.2660783056 135840.105200581 212011.1714316 38946.3617895001 568636.576822021 50280.4224743752 306778.172546209 109390.745949712 88969.4604537682 349619.100979793 954545.287515964 60575.947323888 3835.15341827236 9442.90606658703 119592.46080286 25157.2604528488 316000.67061325 87886.2316278725 234036.887051175 11872.2131079444 102462.681865804 65138.6631001868 116069.770770898 182431.759167652 12074.6186786591 10481.5893490378 39985.1290182049 581423.457259309 46459.3745816689 216210.522742447 516497.842187959 6579.85495186847 70836.1145737133 49521.152479239 58162.6983775818 21856.740867062 8958.67077627215 33029.1218452873 51084.939048777 193722.638145635 33174.6205958311 1559135.04245862 609624.426752066 39938.783123019 66444.306579652 176039.579162854 38595.5972242752 34919.3250689752 196217.390645743 57404.1749684963 336260.065914059 551828.143945118 6142639.38803365 1306126.71459048 397139.834408455 66753.1577425805 55270.604682812 68544.8828481899 7080.21426573614 86477.776378278 76583.6796048503 39833.0405000433 56199.234608007 42237.6295960003 41819.7338621974 1144506.27108637 1301579.29510188 138393.885415475 133683.177782185 883663.198064737 263776.654690928 187232.38161358 3434.79243799778 334113.758673045 460811.78334846 111097.827989979 7293.89778205009 35856.480003883 143921.864321724 233615.969476785 9395.77607590649 14300830.3402857 94303.4843704934 12791.3166611646 640307.887147896 44561.4592323315 2553998.14496436 161856.721782092 1632799.47109469 131297.595103242 1822433.12197543 150526.450945467 1656502.94297406 31325.7136294853 70558.4045280438 189553.487199903 258964.716514521 64505.7336020873 47204.6761095731 111960.969253789 260548.785685504 93830.0168077707 275948.239116248 1213580.5250652 227343.136423001 145392.867592582 82937.4185187049 35254.067527912 163219.248190033 76642.7655247314 37985.0378899672 5885.59459988049 56721.0301826262 10261.922258263 86191.3197260091 3655.3397954728 13926.1449397934 20406.3864875519 53935.7023895045 5540.14620770246 21369.2278987892 0 336779.721370594 5840.40811364881 NA 44487.658524751 1078537.6586462 63818.0856018617 181075.955737154 7449.16398079476 60084.0230944538 100556.850981217 108541.033530333 161360.636271842 3484.27126281019 15640.1053659687 175809.936284078 85055.6810985478 57899.2890208948 168618.524769974 178827.573728177 14114.2538009072 849.579080374183 48914.3917464754 69439.2698859258 12428.9805983827 1411149.72766358 103593.698678506 200499.174112201 60610.4147737649 317115.432022783 9973.35793022535 190477.741203551 41315.7376086358 74666.8005979195 NA 149596.819425681 676294.281397152 10542.4918151576 37890.33497301 381511.202518395 111118.501196192 119009.232659512 369923.367473927 17334.4097385699 62467.2719259585 101892.019750022 87524.1710438025 61727.7551166412 160684.20059511 8195.37033834947 297482.138732017 5150.70443522723 4120.90360353601 43012.6716358882 0 493377.539778229 249245.648826368 251625.591906458 129919.030595086 55852.9387058474 17217.5689919803 2881.25484163249 9733.57091710098 288259.81594629 19378.3195955031 18426.1891889221 21346.6964036508 80776.6888610348 41000.5639027523 3849.72656215346 69209.6536486631 42330.2473034635 2205.76260491492 107814.439489521 NA 8842.61815985375 651.530985160631 48826.6992069669 48657.1510994728 8836.61832341066 55315.0632168447 109728.561653446 103392.311135286 29636.3893805478 6612.58235019891 260517.247898741 6748.22527581779 184084.835271001 177348.379294884 142200.286563502 286930.172219004 234724.668999064 394799.599311263 NA 221576.662224116 49182.7084426256 NA 72432.590102669 522377.422840981 701961.591491271 227928.640654555 74126.2095980932 245719.494842462 238749.400269456 10754.0071700644 1958638.24235995 36189.9909684209 20658.1362630943 5624.49032533051 388417.821056007 649.221586518681 42590.3382862082 298038.723863202 54873.5897379159 253924.753610621 193825.745429269 9816.61118250212 36226.5035049309 15995.2294356564 36681.3982360779 79378.5541933913 100817.628391763 310326.640863722 437205.50104508 378355.080992567 482384.302360363 4607.46519255587 370873.194266963 579025.291383002 243759.275150175 142767.944835775 624639.382201703 13135.5499985707 109982.832757216 57665.454959194 57985.4882885728 41910.2296445564 29008.7035762969 18877.1556580619 217096.040222945 75931.4114977946 109565.131025789 83990.1867016366 1734632.87327432 81570.9695820152 208108.968223057 50342.2968719288 219938.659168843 563541.655808144 58640.8608240012 148927.507843715 48249.6582699221 172390.703458143 40032.6550530861 34399.6616605346 2691.59023293332 260707.833656316 67109.7357238945 150705.463901556 450857.82606974 1255.37477005652 8778.44334915014 84213.6150920201 1385139.91875155 2054706.71192357 3272590.52841831 432532.278061636 121605.43797449 17214.1183446962 156120.734599498 782543.932883117 459900.839075111 314520.675106926 215291.441230002 69625.4566218807 179586.346101041 41825.6242757348 71571.8802367339 60542.8383228151 161372.032519508 159571.020464957 2350.93385840169 55145.8307607773 43500.7409980242 146243.453918476 93775.5854036773 147494.704350588 56933.3389731439 220633.217628321 46012.7436515139 290862.136471704 6006.81510996639 14825.078662349 14844.9235444403 58557.9544537648 52847.6740407848 174917.566216559 52122.3349308342 74243.7384353743 8374.17169991273 43769.3681840058 47616.5445674817 643429.747756375 404672.008357505 1528714.28178167 116073.260661127 16267.5374728981 109318.070956072 64613.0819433487 10483.6193811829 158652.243990573 1572825.12107586 2367.80531620705 445183.295532893 2258.08139796554 30170.8419174164 122133.786057151 329149.815614124 266197.744991808 140555.122868224 73829.455580975 4462.69129303635 9604.96806141049 6626.54451694809 47408.6405701158 559840.63401987 178219.171196725 120815.490137166 573686.061966557 78754.8713369086 80022.4790466763 13754.2190500061 232153.472051665 709716.03465817 81169.5754038063 3290.72216925585 49538.4688940877 71886.6453257758 90326.7082949066 81826.4974232662 164306.406570948 84501.1570952004 311173.314661013 146262.581085285 109604.531396317 101649.085034731 66450.7529906228 143538.556879294 50237.977034494 24361.3641842831 NA 102260.525905058 62126.6500464226 3790.59599687442 6260.27574777341 14863.2432040984 7254.25285738755 94963.0043534121 19002.9363979248 20716.6193361605 188232.734877869 467370.030005147 39105.9117978786 31015.5740833981 13853.9701676428 42977.5337384143 104599.94873075 154170.018052224 40928.5445806211 2701.93054187352 6477.5390544644 40232.2393291045 278309.791054724 497781.854753374 55718.7828695358 124947.739201323 138596.223978993 13327.762997036 77589.4467862129 195323.115160826 129652.696832908 208138.197482708 474312.28744378 13820.0112257775 8817.19384300268 222140.615138439 55913.574218234 97432.948290631 86714.0847410652 17190.1209232037 2164.43797930016 1595265.50921163 3649.4605250287 21661.8567654985 35286.9117688916 958432.744916939 523992.301888725 15116.7318213115 290776.06954183 2422.42180701189 4990.73572497249 4079.75772321329 4453.58366696352 22873.3860497793 88257.813400082 43509.6188349128 52168.216047706 132635.738627935 25757.6509682864 8503.1407147407 319828.727742182 2958.70369088118 157620.355357886 136666.447416653 175593.896036175 117936.823864845 1625.75370937804 124099.861188622 96482.7553405866 58753.4030812206 67166.6250293323 157.623551281089 89868.5586561573 95234.8637934803 41386.3895811543 182002.18573084 7775.46570923733 837819.104013404 6266.17179600085 3913.12229349155 263717.918741498 129073.414773711 60115.564876377 218891.428865379 112056.607661658 255644.383769881 3662111.4953661 37182.4853854323 82492.6019018755 4995.91098594211 95308.336586348 7261.88596351591 102599.534718454 707.475910623511 107571.231422666 103663.771872532 719.771417334986 15923.8795108746 25182.2721644066 NA 19734.5143541664 16684.9016875186 67463.6660686196 39574.6226126666 857680.546271689 11605.998853071 25384.1887023607 27859.1583031054 0 26647.7733797126 12690.7382997152 169697.752761772 134021.641200111 4222.50875726755 8525.75060403156 6709.64871678232 NA 22349.8235605566 321.271705282749 60790.8419585307 29782.8108510611 25812.8283003282 9976.26182348069 7662.2015763368 48299.5278704809 22668.7212888678 16568.3374745715 7991.95472223769 242190.144825203 6422.10140707442 3572.11414061076 49692.9242937758 74103.686003305 29423.8336376042 3883581.51234453 233088.245198482 44129.3714604503 6420.16544247619 20873.5683603349 21944.9917450501 4631.5617198353 111552.841994676 687269.571844399 7919.94690843149 789488.477729958 4854.24428985477 129312.667749749 815440.511975023 38837.9647448114 3238.32204527324 144706.623525985 20632.6054264722 27681.6719643821 117365.568601425 213444.377271757 6595.16291919833 129051.482348476 8067.01387675286 7638.87767155294 63520.814463799 126650.960549812 3550.24609272211 2467.11408536178 37546.7040268018 46100.9936972801 43095.4237746828 5640.8705772241 7828.20831919412 1742822.04605299 5996.36054252896 37241.5542143808 16854.2100123068 10023.8316204851 9929.15986972785 220819.329609092 28674.6756615877 411776.365342116 13433.1961643409 9107.915997038 67905.629694701 1126682.1019347 154631.679382559 8418.79813430448 12008.3130580503 30401.0890571384 8128.04079549076 13649.5306378241 44148.4745992493 204833.417121237 3092.9556811769 1311.8309098188 8275.7395654383 50863.8665866628 113459.921080409 68303.0855023963 200667.89935499 3476.24004145975 492553.29454461 7858917.94001791 88485.9753071785 185833.625730099 166379.84326291 1006874.47447172 342943.612520717 44594.0468029396 2784.92355602148 3205.1459434381 2362.78381631558 1388.27139409089 29273.5901277101 285491.867702004 7579.37989195195 7598.51679150768 4513.88696191649 97379.3136491598 6643.11769652482 109097.554383789 39727.6121113056 56625.6218120259 2346.39844198177 45847.8378750837 33626.1756010674 325591.994439014 8273.09497815044 1872255.14736126 240635.238875853 39395.3189099071 91785.1323500504 29585.9496143513 24028.6803114828 66522.0195579932 63803.3799696984 3515.66975704933 58472.5654280711 28923.1644866988 3868.29035337718 5651.42173410129 52445.8328327249 303844.166662655 15800.5354843814 22410.7712143463 28206.262600009 5283.88184807409 11165.2627307124 4429.9439614972 15290.1260427747 22684.8676959722 39980.94120972 86352.631299249 35378.4553380785 3504.24852723037 1848.57130028572 75778.266040489 553015.920293733 402863.389837013 56649.3592363108 5087.30555123535 22617.1016170625 5515.4902034691 4217.52791434853 792.840072563622 18888.1336066518 7700.30500987328 67574.4993385816 6102.20800006092 3452.81086795241 16186.0282371462 92017.236781997 6515272.22082054 2931.12038197936 220669.107348413 70037.8409115903 47712.6200347735 NA 1318141.40003758 38091.9027602289 33324.5212657749 39967.5610073288 727578.577139658 256876.712960386 655452.719011819 12147.1961769959 112735.244957471 7787.95461521462 170937.523271515 146245.33767718 83706.5189091876 6566.3103485625 50779.0430876154 35092.8803188304 24504.5773608491 70875.8975003923 9767.62002288145 123723.802185662 11742.3420980728 2799.01838310657 7673.76823966043 7054.43242902573 420878.000974163 7901.56843158579 5974.66776800577 82870.4100802825 359685.96307929 174503.674952748 34848.9220147007 4871361.26509778 631965.867972552 231690.778375683 0 35280.2064956737 133975.5906531 162426.814581339 121142.83968659 47620.2825039103 30674.0007255016 12374.3559797178 974429.98014925 67822.437073956 146006.506769329 2163.18319924842 1957.02596356245 44305.1566549055 31896.8381462837 1157373.67918159 13668.9514864428 58200.4697864091 6583.41411462146 28840.1232548906 29635.3264765571 31616.3410515638 96479.5576801666 7049.5883701273 7586.89059271746 186941.689726872 33989.7010153393 326162.853225277 501327.874796272 34248.2812695006 10011.5709707294 17086.8073511603 6012.49024485379 17207.4390305331 8478.35338837964 5236.12652970706 16767.5603836399 92905.6094705528 3008.82004899788 239024.481983483 3151.00718896214 2442.74744050119 59167.4360897623 57228.9949067589 186801.517339263 1160.31473148654 6370.3435233756 9085.51373075907 4618.5706780235 61916.0181754605 2669.8400494076 22019.2904068585 30878.9870484586 90322.6791658702 3863.7121934872 17021.2728450482 2732.18579145948 5365.20886237085 216435.781964296 5010.38203227004 216.057110968627 5287.47690405252 15044.5833637758 463867.174579132 426787.670393191 2082073.57743023 592793.269871228 1716918.63662278 921849.744951478 225679.030243081 8585.83889755135 55680.8441241277 8549.72153719271 59226.7042122318 236919.074474752 179630.309256112 48461.7023285333 169296.607286951 89078.0240867734 2366774.41959468 7328.19541776874 145953.400612097 48598.2153365332 1013331.24295342 33021.9564088781 136781.32706538 54199.7045257183 8026.5362123655 172339.472678776 566227.188738753 134743.055310068 4093.02885315918 22944.5347867509 4468.52162365779 4074.71239059391 7397.30477094917 5637.86044614037 113044.291754917 485.525801177557 124301.493589312 7501.54477361608 30226.9063533318 109573.099643753 1174.67488748552 172270.62701102 5538.76300821252 12018.5623666326 24127.0792915817 260732.517410328 336976.97911475 43078.8297385939 5020.02359578218 46916.6490895016 3836.22526502757 643506.024858909 2252.46283713558 55413.7219140259 4525.92191090082 59091.0378251714 222332.533588994 23587.7883772837 333331.807360706 886820.378030739 24746.1931947317 19385.8118973508 3080.02137142084 32999.0516548019 76242.7791005795 59003.9617131718 129724.242381364 256089.261572295 2734.59498198748 9468.55598044813 12270.7254393432 81336.4842968273 251998.889835038 2761.15149476349 1313.09013971569 40981.1835845518 4078.68151173036 54672.4979452235 42560.8330293112 91180.5248219902 71513.9210224173 146620.261909105 119718.16489219 125970.100509086 685554.108188955 22680.5188949456 139836.422428096 189047.328762573 64939.0258705032 5959.55637912952 126584.968132583 28368.4124639436 5611.99105671135 20349.6977037039 2039203.11922427 59832.3706346582 162567.230301635 144911.569210439 5056.75664586238 49723.5293915333 16057.9621812456 5937.05208603585 468575.823671849 4630.84963722688 15531.1626698509 79068.3810228035 427140.643570599 95961.0873350295 8583.45113164425 90158.1213370688 1502.1600028644 1109200.90793436 9869.08530757897 47058.5206080588 250989.25343567 91891.4485299091 177041.959700265 118124.423768729 55776.1932619317 251501.205642876 309764.746293902 49377.61031794 126053.152841516 23094.8763741686 5832.37307277569 11328.394070672 72898.7554855927 136559.46412249 79711.6890702175 8777.56704983756 1923.39369068926 245530.596520032 276902.216522715 53065.4420452063 11636.3345175074 444658.169828539 82354.9126062572 124703.665761334 NA 78549.2567365039 875623.354418622 18373.1179183543 9249.74594178213 337381.448688329 70723.5314937243 66927.922100485 122997.347374852 1446.75040532382 166143.957281174 233059.574559755 45069.0774599139 167706.95149057 89791.1222989165 6266.54371685484 37348.808991449 39637.2940398094 212059.743592144 2256.86533025689 70931.2892517942 52085.969012705 37617.6137917061 12459.4914095852 49738.821771644 6718.01486168624 155396.392686834 35484.79005144 12459.1848621604 2671.28172509435 35401.4068518611 758796.332591516 1899.16445435701 10689.8683436471 115979.77866866 5535.64045297251 188240.295389648 3316.30964773184 803.026393349789 67854.0423363389 60824.3922930985 108665.517992631 121613.656841287 2530.99597370191 4084.15832581826 24485.6638959067 27934.2006537148 441.824238865371 1052416.69515713 10439.7266139121 1681.00233279365 233171.909328133 6607.18167350141 276171.846566601 1645789.39071608 14650.7668108579 2013817.69324263 412703.512102874 74292.2607867069 37694.7441932338 482223.906169037 106195.880813026 82126.2719334457 5502620.54457192 209848.513465762 81703.9912665597 36437.0253266246 89707.3103972223 25362.3183687238 1398162.41882269 57558.3346971408 253945.742361616 2469184.66467411 84235.4076809349 8943.96358555416 5423.5150882388 5758.46027084143 12876.5741435613 35363.8598569912 627151.148878172 113980.284693297 1121291.27105953 149201.498967037 854.703677873295 1102.34457550122 272228.094327161 68257.2164422038 2129.460880353 60513.7658159156 14180.9682969984 740.076286378988 1257.67940717853 0 0 126629.174994112 0 0 14861.5916853545 75904.4342867946 9785.72304917409 1063.49114410279 31022.8590065124 5643.37069817151 57930.9392199408 35639.0919691294 86872.7078386079 0 0 797717.511080729 132408.873075581 220531.413882939 11889.0753688799 15394.0113036308 39045.245544945 12482.2120831232 4341.61574320729 106604.604605395 20052.7717282145 260343.537503902 156512.128035589 54994.3591606323 3688.33326904696 3509.16793020354 2108.36500771511 4477.7597024636 393682.364637969 127507.196648407 85895.3663056298 80267.4550884769 47077.0367632892 13430.3339624082 104093.181566893 16164.6890334849 2884.41430553657 27982.8522438194 1532698.91763212 149517.473318439 3269.71962125818 8179.12638027772 5770.29033502771 0 23518.1167628924 390376.44846916 262140.41488442 11419.8207800202 126019.997197561 59325.036906771 613047.755086269 201563.68549609 96797.3885047519 317.681281030447 42931.3277449813 62652.5592396572 146580.395777105 28371.016227011 792853.611847169 99784.3191989209 870965.330667624 192282.745591646 207629.108844054 35354.3181028334 2677844.50770378 84144.8598514442 18655.1067141525 130370.682591061 671213.124177032 102701.958593297 1492804.48225107 232767.448685846 34130.6653905147 8117.52299004678 35857.6710731642 0 372317.91539865 1769.8938998173 70361.9337378281 49787.1318202159 62490.9636937303 1392469.97504051 1895.49989508039 0 6551.7142771512 2186.26590623222 356497.492815979 4550.77632329452 4608.18377185484 85831.5948578689 12534.3029098823 792512.820334257 16015.721885715 8405.57347919801 3766.56847429527 993425.967440271 225530.768272998 84927.0972810057 4515.25441882109 390439.017401471 286433.208931997 135625.038796452 36713.1157790163 79959.7187982848 799840.387468103 957.303505042197 74129.5603557948 3398.07730942541 204689.347398678 25866.1144302712 38018.5434066244 30132.9545315968 3876.26521950884 2264.93701070863 234819.288452138 126262.776518973 91950.3097772707 2068856.04852554 354612.302377859 73068.9684837771 206315.830303313 12243.8693301021 60093.6490747576 191091.814829507 47314.4332043341 38654.0442115206 1421145.63772148 101501.407322706 58845.3790038904 68779.4832991104 400278.448444996 50560.2483777361 78424.1830820745 1044616.03986456 696938.501792881 92662.9811143364 4057.03234730531 140884.121010384 919.733262511099 43614.6750922816 142802.506981538 465200.828681474 48949.8386377811 192881.486751736 76568.1500650036 7402714.39840613 327330.837785853 120297.209843821 70694.1028905282 58881.204139649 48494.6076509559 26849.6750220213 2168783.02318587 31450.8809318453 105143.396738322 521613.942169343 75729.067942549 89659.511985258 374697.585086824 5294212.61294598 202759.327782373 64340.7423660039 45291.1260204877 151370.733616018 29713.2249214477 776634.122323517 76686.1160844885 51846.8685442119 631788.330545322 8890.85484668353 291630.818572806 392765.59988212 3907.95261992378 111454.670778538 2053.76851898082 55175.0733206613 666.549242184283 29167.6564695727 292812.131528171 239151.309321234 325243.512847157 44163.7237721016 57211.6237248614 3062.85698646568 12073.4336184319 87460.6892480355 8834.30596684455 39421.8190031088 57235.893637125 78068.7762364056 87098.3615051056 69845.4812887796 30497.0454449115 48855.8635366155 10251.9653097509 54015.1102619228 239402.130202361 77943.5734323677 111996.490491224 712570.019575051 1809.91728954775 408444.918775028 34338.3128877304 40345.124445147 203279.757995042 155771.304842689 61632.5662429116 NA 164694.547206297 141123.241951716 0 28777.3287414339 4182297.03260476 1187947.8366922 67655.4535945446 2796301.33011044 678328.599044371 35119.1452597327 266005.994704768 97677.3063663387 3179.30267349512 0 2233198.19440589 45079.3282949206 20544.3908130462 0 8323.02186451935 69279.5372206791 576122.962995778 18304.6577232144 1774.02511224863 67083.6854492786 4820092.94409606 184114.223847919 74332.1804677864 3122.35948449824 7990.63713385785 1045346.76336134 64457.3780882415 762154.253982527 2444775.25056014 156773.08644808 68706.745489541 74165.8958120677 39086.5943433903 790459.313070777 50683.5732906417 24220.3055760714 215023.585219299 247158.920295432 3679.79343876044 323136.496395815 34271.4112465867 76887.7996774035 105702.906533579 14242.6746715593 3232.76821229759 2863.20971657751 752.586157601475 552550.86366831 10235.1485266255 4508.67861321767 4688.47418747979 167059.251459696 38968.6738200696 168142.820097535 3499.63738138475 33160.7557139093 4395.05409131866 308017.264583115 4533.97631750838 60229.3246685335 42753.2329544682 121379.400201887 50143.4048041127 203637.140243073 4757.72388861434 4833.66934703501 87637.5627532908 55296.7632713441 969.041500938309 216317.715725164 36264.7052332513 66458.4440679939 112323.13118781 36515.4946497782 46048.2319953914 14077.5029186103 155908.273692278 1752.54061442057 36754.9766362252 207695.364716148 52326.5333334485 169862.670820781 31129.0755149613 24653.1354488248 1673.42210066413 32806.0631538072 NA 5412.78277118 14188.9448781219 33186.3818252189 52980.7176363605 2775.45604792354 0 25964.7337472593 94057.8111370515 119154.250448239 58850.0882183194 3083.01643447157 18287.9564840646 2508.46857355642 8444.19362856006 95793.8847974519 33433.582075006 2651.98123155756 12657.8144589455 15902.0405895504 NA 1625.79079404892 29723.6725848064 6916.56150105498 85157.1302359369 43879.6943612521 42878.7828041087 127975.106636881 418.452674116498 6488.66283108076 2959.82235027957 55872.7934360148 3443.55941270379 295931.311050464 54741.7587203426 56701.0956176094 3686.22930194904 53400.7066710196 192581.615374915 2173.54158541746 203259.878610628 62968.3776109898 15978.746153727 21677.1557727693 25847.1819884738 378479.849211716 5988.84785986796 3444.76611154992 34706.022754913 131589.551895042 1842.85267933193 1103909.99642808 28164.2818493008 168915.771763379 200858.068070339 6078.19031785367 65204.2894921031 8096.35973111097 335.765287576445 268805.938293863 68504.5052882868 76145.0616237931 7753.10118612155 2982.25508979317 143732.874099048 33627.0625679144 6664.86782143717 48882.789866454 54675.6559571632 88800.1257644099 251976.840105687 198698.091759884 65779.3240046583 0 50012.849539866 146167.499917281 193.204305018737 18405.1808930256 192045.449142947 53202.6982496279 38490.1085900265 61487.333394681 29394.3465301406 75308.8526166937 13399.5858226695 43818.0467822341 5606.89700623822 288861.085460111 74294.3497354122 54056.3966516842 2335.5570650979 2177.6893554883 6433.93773553391 0 202589.541156946 0 57589.4505535047 114794.271038481 488628.062353455 89874.1450192038 216187.918121244 402497.730923277 67181.9268627771 92409.2428437669 214731.078179542 131647.904376941 65837.5274526178 137949.69426948 44997.338162038 685245.080629961 34160.6784803573 212299.993042214 43376.4137652018 6679564.31315884 2239575.44348104 4983821.797482 847898.328420558 860108.439707526 769988.373948192 1215848.88773729 582149.605138106 258296.921480875 67049.8323130441 1159.22014773848 365777.072302732 9081.39453071562 2637530.88932806 1325569.40246721 97790.1721447617 124843.109756959 1155428.86307558 723994.134541588 1464.69015807394 48232.5076445692 123315.960307527 13526.3381210582 76961.2633370316 513.412416880481 5542.47487146149 4065.37328000753 28817.0635381716 304791.630144038 81.3719883441065 79140.6839266027 7835.92243025386 2734.61841263797 237824.725119948 3653.77906588436 1379.30584485569 1165307.594796 89578.7766939933 75695.3225814408 4809.69017298784 371811.706818724 13878.2720495787 43530.1018264963 79360.2979514237 483683.507659681 10039.0464104636 177384.159696665 151886.275959884 186657.658193125 50956.8084826432 68311.5221104581 77347.4692180371 734408.597268294 496866.370917728 41812.0029182401 343890.528282424 0 1627525.02232455 1252293.23014068 373185.077126638 1154024.76368933 497554.38120501 717260.566626987 128919.260831028 7808.37487413612 118345.599395227 16386.0051210233 45901.1988323961 3555.72986762187 12334.514492779 52642.1002063494 4156.27616413685 20762.9230961486 194888.283417188 9004.27926399386 153923.863824684 3182.23555127925 85612.7352230689 145762.445475694 44292.5103175463 99215.4735899785 404001.699845642 37514.5854483809 141610.956942697 131581.011165313 242982.312606792 83114.194689041 44640.9996227707 63528.1888275898 4753.18227475283 144882.054456014 111253.696184647 3210.3994235384 45137.500172015 14325.7596792661 8303.01658992739 64245.6758422939 524.07105836775 376902.227143181 28717.4537498343 62554.8250425404 9440.5822497671 46600.3464000944 121231.13600408 2401.50842939038 50696.0775650381 95260.454364782 2134.59172731834 1623.811634748 38201.3846003566 138688.048797965 40262.3377411512 959.714363822483 19785.2243323763 66867.7166962469 6346.06292605251 69436.3456973058 131245.928737283 111801.007625514 86143.3200264822 34883.1689584824 6875.35177246067 43389.6558991149 42466.7131634278 35030.2517449821 12843.2540814827 1933.63933813344 3044.80158414612 748622.539353525 35299.7588491103 365781.816809519 192354.375427 2283.11811474308 130332.722825815 54047.4301762241 144089.885784142 49371.8856275884 215505.787327002 61019.1564118328 70431.5848431304 119766.863506375 79014.1202286773 5546.38235485907 7470.43332830043 89787.2428903842 55361.4037735755 4882.03519105761 40862.8652640748 153589.960119878 29465.5513357532 51295.1533762776 36108.1436927752 40815.8691825694 801779.716737956 254379.309508582 423339.427967581 59606.8725964861 25450.1480780467 103835.042324428 1353.00988135868 169243.829204256 66614.6200728116 64139.80810368 85983.0311012854 64467.9181195168 27213.620100174 12345.6622786252 4425112.87678634 23498.0077669619 1656349.26850787 9167.1402523107 358328.637385667 129952.154588238 44138.5180287971 1348.79703800414 7147.98090706156 5920.73999206317 343004.775595211 17150.9167843937 2606.21745739196 104569.662821522 31252.0063534046 342433.38093111 92161.7585018723 444909.580720832 345954.50439629 712303.355893091 30091.30529679 128408.332670558 0 57609.3279416797 602999.935023396 615965.089259799 NA 68497.3883604345 236595.721015771 NA 62200.001097542 259712.2736514 104982.351708706 2033.75934118894 2983.00939894205 2825.86424758877 732497.993633668 575200.104745374 3480094.25655106 639532.345087448 235927.691050991 403815.390979366 525912.117220341 516208.506850505 92738.1941899076 225487.357238122 675610.583134233 342201.045288641 525900.861901975 0 288352.038397641 30779.1307954571 86334.6561651622 727577.632833949 544.276650423093 210218.275439816 156197.495453442 1652610.42435596 1459468.43415707 3275.94085782545 171048.341663575 33533.7694285734 79787.3337178108 0 1724028.2653838 33738.3489658982 82298.5026479581 296556.694091006 36225.093409273 0 95694.9645471721 NA 90247.6549344003 0 NA NA 74688.9552886296 41779.379150227 617005.226387253 751226.097094648 1376886.67413993 600084.422855108 89000.8098848205 206690.406002437 286186.839898564 614227.105565234 852552.909395767 735122.94411526 410330.052630638 523133.165643863 664977.351705407 843882.66018859 118264.011766563 1723335.40650886 11203737.7664834 481619.716890607 4883447.69822313 374715.471930022 806347.211979705 13628021.2551945 NA NA 1067.68119629235 221408.548650066 79252.7515585292 88170.9756904624 102993.559222162 26818.0598988882 41858.7368515777 110902.392408738 625.897199663901 693529.418594335 3827.10936120856 1381.54926069442 0 675.220079008728 13317.3967336702 5941.3991181408 1492.73910254406 6575.10386007724 0 335904.685042534 415.889614184272 405.738574347041 0 1619.87872042165 4305.53120327983 7740.47908947335 NA 488.506757736142 92192.704906944 378.99032767897 1429.77569271991 23306.454374689 0 637229.352783643 218465.29248156 5329.01676435464 102738.733436264 455002.676076246 274536.153199068 108884.889186055 63843.426769465 218778.318637019 93188.7266107582 721438.945731106 6921826.43603041 1508156.36805324 61722.4853495794 890136.773140402 419453.665936958 1132387.94198739 581400.463422847 40237.6344784854 221969.867807224 43188.0141129686 NA 87437.5846650106 109511.557560439 26651.1806277301 1627358.93669292 4185.01391042105 15696.0563183259 442.842429548226 2801.89518272214 42639.192293964 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47527.861610851 45347.8902718251 948243.026193631 342108.943304554 107157.4543889 46427.3618063546 48183.4393253202 NA 72.0860494638694 32848.7052010519 19180.1682084047 30482.9098400987 208964.632905444 184796.002475353 110648.736326467 68111.9420698954 265126.775599498 144692.610453283 1064.52622232252 5445.37055888313 120309.228335413 253317.901538485 124418.353993157 68040.2580836243 5980.8383075544 25522.7175793293 15561.6260052103 11318.2283782 180810.449779377 55431.9646997942 48966.6748215576 28941.9450205575 50817.8945357289 12488.3299144165 8155.63334069059 337945.729067843 78003.5848592039 36544.0210515019 38307.0478508748 1868.40574835871 23543.7643254725 13672.719145958 23460.2423765027 11590.233391626 44467.1366820674 5699.15789145998 133913.39693107 1077385.784372 538184.24264516 149176.938919609 318660.2457369 154531.087249971 40405.2237363286 2373.56555208813 308180.014010075 167248.355970941 139157.198019645 4982.19272558955 2448.04859411465 10856.0240604579 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41014.9557779865 386462.991670162 240457.707796907 137644.303391655 54867.0834235323 257156.942128913 81725.5218087173 93514.0541557011 30910.0287180041 16187.0572848098 2530.5149664218 99346.3378043891 195797.139882957 2063.23484422153 2169331.9368197 127126.581303806 111833.052951895 183761.16487095 503311.271778462 2479699.44582096 41206.163448108 245799.087836139 319949.682770264 27462.542988768 208434.347655654 117365.237546058 23857.2378002128 234959.631887222 325325.741884456 23795.2320254415 413573.504072267 50993.8000493437 359810.047028741 123296.555526796 51106.0534281821 528539.684736048 1256561.82444545 58773.4400449075 2955.08348897626 9675.17760196934 174131.120958746 17818.7295874056 395472.995595962 36170.9985794836 221588.445525564 11843.3873211835 71871.3663938346 54204.7565100946 122603.206736022 95373.6685783022 12162.0675449874 9846.59614879465 50994.3458501663 591569.33518142 135416.811606424 201129.591577309 388168.014829465 6576.0362905829 72720.6061156163 63227.2276362749 46833.5962419271 20939.24485341 9623.4859218817 106832.230648707 78570.4767321766 142485.239397895 41546.3739530523 2398381.29425633 770713.671070934 92289.6154184887 85580.1829680376 132891.043728062 55103.1732685261 35291.6516417448 181182.359291424 52357.8115680902 441716.375081488 705124.400047083 6097406.31238449 1543132.94295929 170285.501188635 129515.048337393 69713.287695594 65278.1963051811 7025.1124163877 159160.167333142 89090.3396230993 52515.8970795836 46935.8182805706 39689.2833076844 34059.7934406254 1829541.42593105 1177127.88916813 139432.859694443 172045.604863629 779443.508742057 241049.887921108 163270.027437259 3295.88835802234 307897.546816058 331271.663750591 98227.3638456644 7004.08438778733 33799.8340471978 30365.5919290963 60432.7067178885 8496.77617720373 1747530.09160608 182770.78093615 12654.5715925045 875724.044239399 31359.2196490114 2783524.7250327 143980.929970671 1611176.07431062 133851.313256367 1251319.2115753 121127.764474829 0 31382.9649688095 108126.626195285 262154.902029779 567680.503847288 72670.4046970143 50478.6108645531 681144.331320794 590024.017893587 84731.5214833817 192897.000428838 1634837.02418288 157111.459015277 173559.109959206 154070.029470344 23852.0117923247 288454.646259861 83427.6238510073 32301.441973833 5143.69512566721 47806.6797631899 10742.0631082961 127362.716819131 3760.89543153773 15631.7900201471 20524.5859713019 70100.3252522222 5919.06883678918 24767.5270479535 655.767174209128 413119.818549722 7020.7194440899 NA 42415.2447105923 1006067.44193256 50478.1573694897 161917.973549817 11791.2165383504 62169.6094059668 69635.753309871 61266.6601278045 182761.860299361 4163.53385956197 16120.6141032129 143241.653133126 81502.5673138177 38625.1653597151 145484.127988212 150603.411460639 22518.8997295767 0 37419.8591759453 41319.7033208774 15179.6509080271 1641554.60172365 210473.06725991 192015.959997258 56648.9817361854 191730.564848255 9029.56456948371 253040.531229038 39461.702272955 66125.7948149256 NA 212847.306917493 888398.805397638 11042.2419096159 36914.2767771098 317401.218438222 74669.4239477093 136733.832132873 364223.297126864 24567.33649247 129906.45930414 75884.3817484276 76473.3236657693 63613.5086941921 194460.010638589 8157.46520181305 270695.968906501 5440.92932653961 4159.27481431725 80011.5336108614 0 1778565.70164882 550511.433945704 160925.790196959 122886.013415631 81103.7022819408 18008.733668532 2635.25155343416 10223.68750044 272349.235692857 27554.7626111664 37929.2743075045 27027.5308441793 119576.773020254 48190.9276762927 2589.57237355715 65987.3715894493 37875.9405578717 2971.55121141842 100628.327876987 NA 10474.5541262746 0 48669.7184476107 28276.2803617822 7185.07778545844 51045.5524714319 113809.76481163 75466.7103555082 29080.4156099922 6598.75354824357 531444.136254314 6325.3337639974 183929.508569731 171498.679794301 133257.596682675 331838.23749923 220095.758298172 25388.8761040899 305162.655997268 380983.173772847 51698.5965183856 11178952.2345804 39319.517223407 544017.342989218 363663.246839613 215310.23616827 44879.004185252 456132.952074933 266458.801388722 13279.5229702356 2319194.72140481 37525.510541754 22384.4289823243 5962.37065619584 778426.682834291 1568.34821677587 40336.265904425 357757.450233279 180946.615728865 186194.611836619 118228.7897301 9850.07337493365 34900.7030229203 17562.7589719814 21390.205734815 66083.5600574526 101197.192975871 180499.704318482 354547.792275448 379859.992804672 0 4100.16972297426 644247.349623519 696486.051558174 215959.69991848 211113.463299798 488510.106149668 12696.3781690725 103299.639202889 57297.9856259049 110461.560959573 42202.721077492 33937.2668706758 26133.3948579146 88205.3197358271 75382.781981541 122841.001988134 90550.8786843334 1890956.17634829 73699.0820742864 223993.533554356 50506.0393469698 262881.995488709 527226.185894462 65126.8546068005 37808.0144365494 49828.8450124614 151702.026323296 67596.8661715722 38972.020250863 2418.08392439608 282881.52563797 64044.8722534111 316377.517972066 456265.46990965 457.135327976133 8878.54847454106 78497.1071594991 821158.830987525 1864248.11154987 2872912.75457664 534159.130591457 171700.85039167 16602.4548759266 143865.075932751 746739.151042149 545164.300838546 303253.578261926 151956.082218279 70626.5071852173 163506.257892165 29710.2438480076 80085.5217611627 88016.1212365476 151575.909102407 143967.394105904 2802.27379585032 56744.7819378349 53493.0256148154 175122.198056873 172420.407552861 146929.282620695 59390.3301388784 206988.560146645 47635.7813107067 263443.909767151 5337.29989114111 12914.4421547662 15871.4020725784 55329.2966795843 38797.2499357573 184275.576148314 59771.034003536 34596.6284410092 8835.64222099681 43869.5807128565 45088.3696675509 500914.156134541 302697.177426905 1035189.05939712 110357.56028171 15652.4273320034 79744.9259309522 42908.7888832436 11324.7650325211 169964.592272142 485719.398181866 1987.68699124076 617822.447143447 1102.29179925209 32836.856142103 172378.717670547 331867.618417845 151813.598013495 82576.0236269849 70082.2000119822 5020.35179879879 8827.57134281516 6152.60503131282 35629.6654459634 552928.508766294 254568.900122692 126105.272169449 572728.47320572 92685.5615912406 77443.2223078701 12715.5458358244 239517.500421429 657035.986194067 58609.0293379534 4468.89725353962 41508.9675181462 101259.78469635 96408.2632589696 84331.361476995 102524.741684486 178940.930143838 181960.146900661 164573.191848146 113119.331103101 99166.6426782068 76787.4860710837 310710.673831934 40860.7439434044 48431.7846023204 NA 89196.6004372952 61911.9477490387 2897.74608932249 4989.26895146126 14407.6671477794 7071.49423666638 159931.033216775 18201.9372143383 20011.3736301948 234428.989405969 601664.801545646 44684.6664317797 32436.5746296248 14210.9224369693 43077.931959829 136749.761884119 134429.089069501 41294.9918809902 2287.21701184566 14327.2444790999 79201.3981369072 259505.746878051 370110.619596459 57577.0227358842 67160.8819496173 332278.69048095 13391.1721681014 77633.7949035992 151301.943920833 132243.910909095 180770.154844283 622471.561160051 14254.0696051722 8119.19150195909 277388.395068706 101952.875025505 131674.580628681 82267.1037478308 15031.7466120659 2873.92355513709 1674038.14035053 2911.63064718396 21212.8117566541 37606.7313155626 1248779.77475095 296964.268168914 15337.5231531276 319970.17564789 3500.19111516144 4478.74469210694 4064.28468667155 3931.03560769253 25579.9818008347 73413.7862247271 37473.2137935144 65556.3884431364 184992.480324862 65636.4943334665 9310.00368912477 310474.206394059 3182.18581541926 148123.408806902 126426.906708388 247514.840923275 116701.211411195 1215.24671530475 128715.831758912 118460.872848061 43514.1093442328 69549.6270863508 258.772299669127 47441.545695774 136179.302047939 54365.926332595 89831.2469403479 8021.00566337991 411286.012041753 5984.37998898651 3947.93555665991 121322.061893185 130305.306938852 67575.8972343895 169654.563743865 92585.220477698 310232.432044653 3508564.54358653 39272.7870100907 144418.349836693 6079.50947058721 103236.395263222 5476.75218615739 96508.8294259283 1100.00202454367 29066.0329640276 98282.6008637543 1100.19324837634 20774.6611006609 24159.7013435527 NA 18911.8425370011 16478.2291318521 119305.558252542 31764.9310437561 829951.246832975 12967.2688069375 26792.9411916516 27136.2203487278 0 25639.4702448019 12060.443756518 159975.747857774 139073.585561364 3837.15656856105 8126.86850052743 6981.16826801165 NA 21273.8749582461 1252.20652652114 99898.1227883873 29392.9653215749 24783.581364883 9467.65160426017 7284.86392495759 64128.6861839423 23091.3699070687 15991.9036608649 7505.64657523085 237941.975019897 7063.16032202833 3494.04826115088 51993.6447562364 110368.662998726 35660.0200319838 5233931.80459907 180173.21243776 46666.9063632239 3660.9929101639 21370.6443591706 19836.6147126355 5668.39327169831 163523.289804475 793517.257286816 8326.94106743067 1062134.79335564 4253.28409269526 152360.496964516 1422759.55553074 45413.2046630918 2551.92786836094 189591.513034423 16562.8648625561 56663.1064187977 293666.615594756 369369.199054863 8209.48928048938 150889.474416518 7887.18642338232 7707.9697991589 52892.1419754048 97317.696727958 3402.60016891935 2969.65736564795 47801.5743852425 41024.0037095236 43988.3932717832 6148.97708906364 7386.9788517371 1662745.28004481 6275.71797431179 34753.9532832687 15992.7233276769 10445.430954595 10150.866506499 164793.040050204 29248.6677796631 392631.917839656 12499.4931872463 8469.03745195568 67264.6387908863 1042653.84953634 91362.3077362455 8635.41983929579 12176.3290475112 29699.6660292454 8115.47126857189 14105.0102413834 57540.7231460976 205146.959617086 1481.57365852839 1047.23262456189 6699.26432046147 54859.9564019188 37249.1594080024 55820.6796289333 186257.107997774 3258.57596389462 797234.863128975 7689993.34577008 86699.7888791383 180181.402036004 207352.757789154 1217954.04368659 344923.944531224 41115.671653905 5461.71027970119 11457.5119583733 1164.78080392275 1535.75289706155 32538.0978925764 273514.719927703 8826.37356151799 9543.05308924872 4749.78692627485 96275.4652843966 7461.37882192776 105209.403191609 20831.1606308152 44750.1280151287 2277.62582335094 43863.8356207252 32460.93248057 308203.68190231 7657.21847996955 1818767.68689491 294652.078322979 33049.2553709181 156214.286635443 32176.9841698619 23922.2885210715 78660.077394747 68784.3523911228 3355.69967217208 54936.1983696011 31507.0486834882 2502.54072968831 6557.22341241907 64610.8993322784 303765.923113965 19471.2292591569 32763.9102587003 32218.4987130221 6340.87800742988 12028.5650452639 4857.38277305268 16742.4818138961 23024.9433705215 38696.0278654819 126966.936309999 40815.3738498302 3664.12260089019 2054.74821822175 74179.0240704085 2279136.70310542 94433.5635574504 55980.5277740629 4359.75888035901 23389.0091565568 5710.75367463407 4052.33363588678 1258.60969581408 18551.4571205305 22639.375132444 341613.765683166 7442.95292892018 1924.43995989859 17937.8431555789 121324.05308077 8684635.16761455 2738.01476275511 327853.119847897 122680.356239142 62128.7167761262 NA 1767072.64731192 36793.3449373368 78330.2961007073 123570.03415762 1214730.82889727 337015.677598817 585893.19692324 11135.3850453676 237875.931504951 8514.54599218916 126593.754110354 161547.248254967 77175.0710773665 6140.20146459876 47152.0974369128 33692.2414570182 22037.3331881672 63702.3791133937 8434.65006451009 152252.105226604 10998.5213750837 4109.55573764611 5963.92978004144 5732.59253743244 491117.258917275 6594.67618820555 5719.81496932067 65000.5953084924 291861.786717219 147966.316891432 36824.4302744159 4748891.90899795 766745.074298068 344172.43182739 0 95436.07281398 150446.824315114 406136.568795944 124773.84512375 42510.8423798357 28076.5078068978 11484.7780623677 613742.931736501 59214.0850889439 140432.828030912 3428.17486510333 2866.67642691765 44372.853371669 32702.857642889 1115808.26252834 15649.6048198246 109043.3457692 7212.22500343577 34992.2512537717 28777.9008281475 33821.3962207107 146346.978422589 7277.49657232191 7545.30790368831 171435.514743812 36049.5999874664 297831.449708805 496495.330746923 50089.4384625377 11710.9972612824 18756.9837746586 4514.35689246591 16954.014824136 9024.96896084198 6536.69326862528 15969.1250741879 92047.3450141362 4265.23386301882 318591.871396439 3001.41727820615 2395.4402910074 51412.5099370642 61451.3385714296 151908.744971169 1079.64782208542 6253.22351649499 9307.63592206438 4160.94172768443 30741.1123391092 2422.21963519863 38326.8961415217 31858.394252877 95531.3832737102 4777.5782657766 18355.5873568632 3385.13805063288 5820.02329349176 222423.894406923 4125.8527989861 1268.69123086538 5993.42457405287 19434.042841023 491819.748889432 405266.505841003 1733884.0997362 593223.671758721 1725888.27836518 1132241.01760992 235849.145976901 8458.07141170743 56324.0641796569 8290.93690173149 62954.5048131744 205056.159500349 226588.497042436 35463.1321213032 291022.486930685 119984.87246471 3206855.55556614 11313.3037858236 186848.878327937 83341.3804360833 562831.723561168 55547.4283112502 100822.646833329 101240.561698548 7796.8403032282 234752.91609525 709128.239570118 133416.770797485 4566.72311660354 23379.4324564348 3532.01375745382 3760.19806686786 6646.84959045113 4870.84115251792 118089.008061415 1436.94401916196 159110.206963307 7535.65722974503 27888.7643016908 62606.8509385174 1965.31027641936 170468.126131642 5585.4858368524 12608.3298157807 24619.0267672293 406590.16144606 684887.864787829 39359.24847197 9264.06514277409 102016.720640939 3398.72011206336 662128.786911345 3034.62078775705 67411.2455410389 5760.14521517891 79227.8732317317 219709.074703401 53000.1661988101 368405.068356813 874820.496224981 33875.159060939 19939.4824335974 3168.72751151702 39185.0177809155 79879.3616365174 56083.6311042446 125243.51042964 250104.533835835 4196.52263218257 8721.84597787093 13112.6688761497 97351.5709779942 139063.121529841 3008.87764108194 1748.07612484665 33078.188245638 4362.52019181005 53037.3783193171 80105.3231373287 97816.7630095213 80382.517131752 141245.701228372 140796.946514886 122266.99387535 522813.017645028 22756.6088948344 126724.187432624 169116.637883879 58269.0137240743 5428.88198426125 165450.383916335 23990.4614216788 5322.82158348263 20268.2990064114 1940399.58916509 55506.7409299194 144455.242380305 123760.236640446 6485.46661735103 52244.478858336 16144.2533550122 5430.5615261944 442817.187333663 5078.98516002375 15641.2846417055 75944.5684009461 409968.013527426 127854.417356325 7590.87798555643 88437.7037545677 1158.03987553932 1331755.27601292 9495.25638378872 54719.0371076994 305627.938820146 68545.2503159562 149037.560870627 148758.732609491 57952.2214267662 230043.852809379 217652.637511839 50186.1359209471 82572.386302446 22979.1687816718 6507.51728787567 10559.1483204163 85369.584922277 164718.18191206 95322.5741377052 8460.04408552601 2294.64883577181 295171.564464633 339628.759683511 55274.0299551258 11743.8800213019 511100.026975695 84846.9547454699 164503.730002992 NA 78677.7621913807 812954.342851096 19576.1000866671 9418.89290092871 318334.186624774 131539.336936372 71926.6968319892 141940.741705654 1461.60893105424 154677.255040645 198777.011033847 38665.0112754998 122162.553125447 62335.6844825302 5298.75575447865 33352.7680259679 43171.7045902172 264971.195049193 1644.22000789163 61318.9443636785 53986.8807934882 34686.4664548587 12736.8101309764 64032.8404864815 6281.39031406509 158654.95215414 43738.7067385616 13075.669605598 2331.54906758096 29238.1456722352 854903.773873497 5481.19646895856 10044.0857361056 109860.343450493 5551.27942327488 159255.075486903 3722.80084735703 1323.12361485255 73615.8432010395 54446.6646710794 102403.592036083 153342.48997102 2644.44256553114 2400.05752351783 24478.7153874196 27837.8428239347 289.199010996125 1000783.14802745 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851500.944719855 156469.796140545 632986.341069086 10874.5426429543 40698.3939390767 106543.312208187 121704.569682104 169045.576973197 372750.762038242 17267.6211261379 34250.3220983165 195120.93739081 97376.9375325051 61242.0281538674 68177.6338419421 8183.64290648531 355058.199389565 5837.48885441994 4539.82814775458 56325.4153429759 NA 43192.0050427267 60912.9273080612 157585.096934675 131460.588992881 50143.061381717 20689.4989243203 3289.33477027811 8999.31511428204 305735.971979831 16867.9723763889 12567.0906527938 30756.8785408255 109864.457105718 26394.4939307983 4514.39828995548 63635.456462112 94670.895450646 2534.54710272692 95469.9533784586 133289.457292478 9372.09037060507 0 50712.6103093078 63812.7945560588 7998.94722847819 47044.900022332 133492.266959467 136502.586211804 29543.0029783227 6599.26215489616 63881.8111885323 6191.73238707845 133025.640806489 178258.825993408 144812.878138246 339221.783381513 269415.18702355 228416.120569885 51761.968624595 83236.3040598136 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3235.72073091012 450707.871999543 102277.638463531 43036.8816768202 464839.586044859 0 8357.93154022328 86860.986909011 1298993.43635253 1882937.93813465 534300.278624155 577372.749316202 241625.445005776 16967.624989759 163556.323304642 1141741.54305902 640265.341668347 418211.729427986 200265.574666006 67225.157029356 179873.144846609 39262.4965128795 69347.8012735396 79631.8861470345 218708.600296297 163288.72768572 1977.36010590072 45771.5400525929 38368.2650582293 131704.690523334 63973.4729862752 46431.8226532873 13039.4557066221 114258.481733569 57513.9473257347 174792.23184271 5932.5670913998 12787.5908433832 15223.3726175241 51948.4831549589 76968.8664208231 219585.006887319 77815.727927544 126826.817887227 9014.67140129428 43554.0205369409 42922.5894928227 779208.044155383 848816.480967922 1565206.46073431 123711.481131324 814.829208495519 124593.890168159 91036.8267346638 10882.851212928 175916.308767176 54426.2607534521 340.258331830152 407732.206492745 3076.11238944816 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67706.8425300799 171518.345693262 43788.463686566 4608.3856023837 66344.701553075 223141.634874453 136815.604130199 474794.743653202 507610.79102204 15785.3269182773 8244.66960356181 144751.262620987 15445.3776563012 92754.662907454 81686.0178817942 15372.3114867039 2256.02110737483 2245261.65451917 4177.98851404765 20407.4468578269 61052.8113979201 1566543.35429117 600239.049231324 15226.1993582268 330281.437875962 2451.63682556575 4560.12950463114 4526.63065644661 4559.44933820586 33719.7184996676 71150.7786519141 60291.9570390624 25844.3520773903 175781.927571192 68021.5409796277 9971.59771005724 282386.745088947 2863.50808737155 138773.428360358 136626.686869859 182584.080724489 101667.281471002 878.510188342786 93916.0974304002 105740.565123814 58862.9625462539 68036.2133502239 254.262901611232 97793.6585967178 62510.4697407174 56721.9692205942 152930.209737688 8184.97006984818 763112.631055177 5925.64500426583 4264.38132146809 299144.366794416 72139.7692934915 64103.0125653727 220374.941889024 151258.893533479 251819.382550013 3649733.79364491 35876.4857408953 95569.5556228122 5081.8381442749 97301.2650699755 6109.79455629694 106517.115202634 1078.34887484879 27467.444169139 101711.103404686 1059.52493882463 10500.7746070658 21495.0336768767 NA 20214.1535629923 16924.7264266455 23879.9055442846 45027.2046280656 867053.22483144 11941.4247275828 25901.5130278749 28458.0849172617 0 26256.1009422804 10997.9892401599 162247.746743616 144231.58650135 5100.27886751986 7951.17177868563 9321.54381481574 100461.260201182 21531.2562199169 1774.1839888644 65842.2273774057 29954.6088679141 22512.7261535391 8797.03832725832 6776.88182802715 87922.0023045527 23146.5587747579 15037.7488516964 8421.48963016674 221847.220114003 6752.73851289449 3438.65849502706 47947.7276349282 29480.1591582224 29761.728995321 4199252.99606956 80969.637644673 51819.7470459645 5416.53771377433 17872.1324043921 19136.5128274224 5931.89149478398 126211.751199634 844676.582101665 7007.74737555274 855374.86994077 4500.59987844495 148600.232981377 221562.864124748 45149.8702324093 2585.65416618229 158368.732127006 19426.3096423631 93378.1862236219 60084.2329828703 210132.437294923 2437.98500864434 75620.2913088953 7679.36016405763 8449.90255835538 51403.2665547685 174311.539450704 3830.54949400366 2251.87847825418 53787.2487593482 31818.3240786396 64347.5793232289 5528.88808802433 6115.11338517746 1732205.89991679 6029.80299093062 30054.7949643307 16836.7850056385 9367.63896361091 9266.02452025936 112707.447711862 28251.5508082156 410427.637581546 12166.5426858072 7988.48943589191 67507.4508689959 956984.354921409 132149.497748738 7662.14451186984 11930.5275990355 28928.9580557464 8844.34878860628 12725.2194930515 17387.0606830926 199093.922047673 2662.82013537202 763.442488572705 8117.44885843578 54163.7277216235 97693.4276254306 68668.5695871365 221244.813925494 4591.72604537323 498822.973368448 7994512.42322595 89684.2665161825 139936.338737432 181376.304364533 1047557.75291646 334035.442409837 38834.6862168388 1782.63419436973 5835.77499403183 1109.05405724763 2003.99050583369 25220.9404854078 290134.773501398 8199.39100172291 7756.35232237886 4635.79359321989 102969.917537815 7260.3712563105 107948.384161685 42215.9212261887 53620.4014316792 1919.96411338868 43885.246866649 38739.7251876144 108048.509038996 7472.7469774197 1914514.05701441 241861.02279458 43389.323864764 114781.470800557 34629.3807418535 24114.6679657269 72292.7427706353 61075.302540652 2607.15967954658 54542.2149747827 36086.4657088321 3568.79188084968 6683.60148045578 79886.6798343056 309543.793301517 15487.8470957266 24243.601111748 28262.0845304602 6000.30052470408 10930.8212487559 4409.90287368245 15541.7103794559 23116.554787455 37634.871363381 33485.7519935392 95362.9465548408 3538.35878912153 2286.74523379771 81893.8945921825 134522.968942612 99169.547142058 37374.3481951886 4765.25233164813 23956.3222086403 4976.28192475067 4339.08957255031 1381.0262487097 18307.3105415789 1302.15625557542 9156.78184124927 6966.54459676287 2729.05194936406 20266.9183711549 33007.6733685638 7085700.20516882 2571.63473048483 257034.667340356 83389.9365196016 34326.4945546846 NA 1450649.31419596 36772.1905307334 45287.5935142332 8203.70273591246 221925.259494325 278437.066996564 685851.067790903 14752.2740166527 58916.1160480996 7284.08408937116 191685.600167273 50076.983759351 21524.4419421866 6128.25060024543 51122.0436305143 37305.0046115021 26986.0412776279 76003.3753801215 10103.6917318288 226455.209802902 11633.0582490638 3931.39257798127 6126.15473912737 5656.00412078155 457710.199191083 8152.45623539879 4681.15201734389 89553.5293872384 310073.818296515 139451.592506132 33920.3002529091 4886401.91494867 649176.575286564 202264.482132921 NA 37741.5301300013 160426.229486631 204465.648352874 119341.038429261 47364.9631125675 32440.5104484547 13203.2724066962 697908.421237099 70800.135496777 143051.274823089 3343.76759449095 2724.51724834422 47158.564690108 30746.4995399421 1158902.27648697 14084.5048486065 69060.8278090124 6962.13173442162 25126.0660429144 33239.1068778004 46065.9272760052 85469.6307714617 7000.09406431225 7977.65422099725 163301.145687392 36772.0262714369 277761.248295483 510533.337088841 30301.7746654733 9746.07509676749 17674.0565565424 6541.25259940801 18003.1241730903 7829.07788939421 4730.1947759698 18181.0226661399 94287.4919989038 3857.89796787012 219751.477119641 2645.66318100387 2726.69966814069 59635.8505066467 68300.8950857321 142411.190121668 1000.06782870249 6293.17386045545 7034.10418791168 4551.98946467577 53655.4893024692 2020.67937059514 17291.0537524054 33905.1415634164 81340.2436767042 4454.75351389099 17966.9995411391 3196.11811951506 5349.08046034034 225003.173437948 5148.91155246494 2268.21456441841 6358.36939388368 13451.5057370689 560962.594103665 1554293.0280821 2342860.30307526 579682.819778637 1732152.90751823 980120.643059817 68546.3288271449 8378.12336532592 60117.4100541015 9473.91748510158 67733.0101550411 281458.318782593 196098.164853034 47369.4679398112 75760.6136079375 83233.6377147208 5143885.28114529 11084.7902875823 192102.260633098 63528.5916090278 1247092.04376616 31630.4127969642 173630.339418845 40013.3606683329 4697.26411030588 219632.220417124 669097.77177381 99671.3424518311 4986.49940096441 23168.5756173124 3963.63377785814 3432.02286303101 5260.01889734084 6266.11038494993 117581.966835967 822.800020277393 145537.538625597 7474.93794769281 30957.4951688171 60204.4692132624 1135.34301656055 72447.6142519154 5510.71933481449 10890.3807764378 19902.5791147482 75203.9674595282 216483.220324418 35735.2237225909 3521.94916398038 41304.3438869138 4044.31897097112 637957.275011202 188.479472741956 53462.2724373877 4550.21739849158 66677.5653020361 208243.349306915 7556.64705418174 347607.457664831 890351.827532034 26952.0820807002 18677.3621710056 3533.52978415971 33729.5871780316 66818.5526798995 64026.7575990352 138692.41926092 265347.12491316 4790.43957495765 12183.3577053071 11955.244246124 72408.2472208144 77647.3114837239 2803.49974742143 1579.70931907397 35192.3528600632 3402.02281421062 52998.1669302218 42404.2599071564 82102.472017798 65638.0049161652 141414.519533103 129949.460045889 112088.584643879 561064.636199111 25350.3214248747 123766.745784923 204948.269084824 53108.1634348279 5128.44541735204 117799.647109311 26024.926046765 5033.7770264629 17920.2246443796 2317374.93050988 67144.0572172385 139132.559802903 181299.674630162 5415.14904452267 44939.1289964312 17083.6808812559 5107.46363092359 527145.948444078 5170.52460079447 15683.5658034694 82815.0698556327 378274.411104418 99501.4449257693 7887.71583976446 85027.1022063855 1975.35438459017 1343889.22968558 10174.0040102439 48494.8776496066 310925.088149561 103330.45526332 187130.196168384 63818.7587934987 59180.6809015168 168390.918097422 144342.594778535 50928.1267281253 144752.408743314 23601.390787092 6180.99452187307 11065.0370219467 36697.1951824282 138946.237040358 71339.6820759572 7974.12944580274 2014.07057286787 269548.098514364 330592.42160022 59631.9548952513 12441.7293046559 622925.745763194 84797.4869878616 114914.856103421 61768.8878850254 81974.2604717772 892709.988978778 19841.8606889017 9183.48780103439 110643.149724481 79874.5788088045 75360.1380749463 167893.284253411 1396.00312267337 160955.037433069 239380.869740735 7252.92045452844 92099.1341777378 105848.60798643 5658.95930690103 38397.2884902141 40407.1981313716 242728.719793831 1367.59763289631 80510.8871950025 49924.9568871506 42886.8578762301 12872.5716098215 56148.0994867159 5795.78777454858 154378.078009835 36130.7930528469 11751.7220251084 2272.49397185855 37681.6231114433 516523.074694156 8024.00540225062 10172.6473000415 115689.304948395 4801.0877517596 132608.175430906 2906.27506212009 1039.29210077446 74330.9693045165 53630.0242055838 106929.428001433 153152.25053247 2665.93007679584 3437.07475012832 24411.8937611377 29116.7255422664 0 1198375.87612948 10490.8927923865 1842.97461941771 262505.356313994 5614.34896823298 250393.02193326 1782252.56305244 11606.0823926259 1330514.78474791 442073.569800876 77119.6155228927 31080.3733303499 311278.520313996 122664.506042404 77051.5450217158 5847140.13940869 211325.647837311 87180.3607383231 45138.2086465634 63856.8908112765 27196.8731113679 1517180.92309681 64575.1762564267 264669.928328504 2572837.41123865 88923.5546227767 8503.1145631653 6163.84818733056 3740.20899941767 6241.16269227144 37996.3581301121 653431.473126644 121655.519787209 1029286.26260218 130883.065440871 1402.94266003967 2018.13670782772 254761.472404231 10906.3386060838 2218.36183565105 96202.4288761686 14558.8164098368 1094.72075512225 1381.03275057586 0 NA 22123.0674440187 276.684682364548 NA 14196.3858939185 78229.3206074732 9154.04007814068 1196.51031881345 31563.2844843418 4492.58835540835 67994.1117748733 43904.5368948974 107012.815724947 1737.28309774761 1869.73725539667 613414.841322671 140682.950771551 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1460189.04459665 479984.547222792 88807.2092821309 3841.41754877243 195088.29703335 0 52198.5954149654 119615.298116338 284023.912001962 42500.3316080824 218352.29427155 97729.9666343504 9407059.46449707 426359.520290293 147398.540975745 81466.3821137848 100728.604845093 56898.072697742 22056.1022938459 2770668.1809744 25708.2948950069 148293.5974744 575070.713963589 101827.974218885 91903.7883243309 447602.697454507 6767872.31224922 289980.238026173 96469.8355566091 59243.6452408012 158705.897836084 29603.6344806304 1064249.46264 86435.2478503575 53593.1013233509 471551.872188091 8544.24702813018 384178.177697016 418606.738030555 2604.43988084611 123868.560443004 1586.941073743 52450.6377396375 780.321234294521 29369.4420061615 279912.061372426 223676.393512815 275008.524736342 41400.542597401 45129.8691299819 3700.77694550042 11971.7246153697 95415.4401855723 9906.86954048096 32537.9673732821 43237.3567251369 77127.7468533935 90117.476333009 76082.6412037352 55574.3086259053 62673.5520667939 9475.14990337156 44247.8963125205 251089.552593816 81523.8831277403 158008.781961303 426702.274194376 577.735719210901 380017.063280576 32791.1017678386 52856.9695547125 122667.04335347 160393.74985258 75485.0217434347 NA 183991.87556947 150552.726162014 0 45057.0617296143 1537338.69668243 862411.868516172 62651.4159924967 777908.028774913 807151.05341472 111169.966282409 226272.485028944 122564.051738927 3879.24786385437 0 1447884.55592771 61706.5203800916 23781.809848856 709.571209560211 7728.44011542563 82943.7492897754 352792.636534645 26386.5076926474 1264.93815263415 126584.399042806 5813413.78668872 223448.669533982 96215.8580312685 3403.27622538521 8397.86516024585 1503641.74467706 70571.095551191 1046445.98154521 3457792.08104798 209972.85029635 71148.9464243012 78747.4890842213 44701.2407026358 1112594.95829774 70800.4001797056 11284.2039068808 283673.313027414 256165.34895329 2040.3860137313 401843.897366175 42549.3481050521 68082.9357156445 125990.881468198 14364.5619337042 6668.27345594909 2933.71717155151 783.029403609936 552817.57099311 10147.6699892294 4446.43614561216 3757.14247486396 103881.38431496 39632.5368670614 169453.378548915 3480.58012327204 30691.5795411249 4760.32545469804 186059.910186412 3823.62429171675 69274.8415425478 35372.4324589002 148404.477371874 48542.2423207022 292669.420607731 5005.83690360584 4615.59132280355 109789.210683451 62265.1300971693 1260.301802075 245719.157346714 70697.7034971714 76313.2975262056 149785.31303726 44446.1470484174 34968.45749429 9705.51212811057 199626.647132488 1823.90914786949 47677.5346574456 211331.362963851 49913.7369035678 407678.255511313 30116.567384916 21585.9146040672 2008.31340755651 33512.0216635902 NA 8042.96726899996 19790.0991641451 29008.3204425154 50788.7660389826 3280.86140841838 0 16170.4078946234 90485.8464547638 7383.05595123526 57003.7657476306 3290.78007105734 18208.7877240008 2465.47017781754 7624.02453980192 112957.792559786 6237.58842076701 2379.9783505225 9312.03498986017 8679.19582489149 0 560.26411072502 23233.8594873591 7498.205447435 99918.9409665635 9680.52359594796 46852.1758084715 144465.960021025 1282.12282874085 6800.21534094074 2048.22272671765 45880.0921752084 4948.12220940259 160278.332235817 107600.913699059 55165.4373391684 4140.5216005666 97895.4909708155 191705.244046434 432.933827077319 172492.907800593 66006.5635165065 12086.0801409718 14898.7080676811 26469.0937670216 375841.666940872 6073.86921811126 2978.77007573992 66375.1729093999 118785.333986876 2765.73387982662 998680.579986458 28665.2897515673 162189.622148732 292917.624650627 5902.92308893351 81829.7908464686 7062.98586882879 211.049813603923 373674.272479975 77489.818396852 106491.284498092 1579.02776974562 2826.2535801059 226008.365874589 33401.3319855146 6643.03783763997 47040.2038048382 55648.8117995186 77540.8548643909 147100.581265212 209521.056907197 63083.9870351369 0 54900.0699568971 145140.543342679 0 13193.9090644793 320546.599927931 47595.9614620926 45014.623941296 90293.839684754 28910.9501994722 114843.096242946 11563.1270814887 43042.5171148241 6503.55474284378 298989.943861395 95982.6778611095 82830.4850972076 2242.86250173903 1621.26310604446 5032.98278616531 0 114552.950746553 0 78683.1552396996 185352.575013303 653865.898005538 74355.0418227814 247448.084535058 566397.663422933 64328.5133475223 84990.5526926197 263900.557059852 205319.170329187 78268.7020063002 196135.941581025 52998.9011242291 917928.162507592 45683.2577008764 290100.851060585 54049.0682834382 1551523.73265366 1286552.62557385 0 811112.612102001 827640.283862664 2682391.60506936 1777246.77136033 97291.0435646129 263900.930841438 109474.280583573 1591.64552323012 121238.360579811 7467.46958720792 2171173.24351302 2970320.68801915 32562.0672127806 115359.461142772 358200.72498081 0 1341.9494718288 48071.1314365365 117192.675036598 11858.2774672885 79936.7617696237 574.504739823524 7108.87790670162 3046.44385873562 29645.4652977935 220857.187497953 0 65799.9971448874 10383.6469491505 2280.2464285082 239504.455812753 2541.29442169085 1346.35711508412 1050944.01605535 93946.5314696565 76244.7830142929 3172.80107686747 334875.496171737 13416.2349284695 43972.6973533124 73410.6576854065 426990.880014147 8478.99372342314 189624.652977054 127472.335539279 149451.282752306 63216.82284179 71243.1331453461 66888.6502319616 1306029.72758464 649075.665746513 20531.8970634503 530587.988176673 329.377083023469 898543.608659328 679195.562661949 294280.052033396 731768.098673251 139637.308899289 456335.410683819 301664.450291681 4201.48037047801 163140.857177015 14809.8638071618 55941.1187609174 4075.33862678125 7899.53022916734 7199.11095348907 3948.33735436824 19888.4913658663 255802.040783089 9898.23487742702 157597.558238199 3275.60481397428 86857.0492991976 128152.062475385 48655.843716784 91809.1682037022 392984.437315554 12374.2873282533 137199.690568468 168493.658782342 189697.82002177 74731.6151042346 61108.9226292458 42926.8463518503 10009.5514518017 119135.351692094 116140.820842266 3295.36614752014 42329.0498930309 13995.0954353824 8034.01281003789 67016.916685624 616.857604417546 413366.025770984 27491.2027143979 71348.8004601856 9707.28277193315 66760.9996274669 158066.496743387 2609.54115878191 46519.0122483878 101117.708866844 1837.12911446464 776.674294209047 41113.2723700551 129125.439810861 36631.5859409871 2038.11006947372 16935.8920552013 103870.645076943 8920.55073991683 65337.1917576453 119944.923261461 112101.473738026 104862.947001083 40411.0914011754 11290.41679648 48069.2229900643 40611.7545197799 27100.1567419769 10157.7530815725 3081.2021363215 3399.89154192273 346403.135346783 104335.004685353 190865.707998951 240815.282821947 NA 143934.153035194 88066.0704810572 87991.7864997219 60087.4384100332 300866.661019804 68908.8463670805 79677.5060589603 60504.0913410791 78460.785427052 5886.35380448148 7477.51489551069 83736.9682714477 58972.0546342807 4944.01237858011 38462.7995727124 182487.272962448 27841.0723562205 65531.6340208117 33727.3278795047 46633.0378860881 783155.700829561 151105.652634677 402648.159084287 57905.1027226296 16212.2264461498 104729.123936915 1171.79376786165 169135.178605363 90555.0468726197 202251.970478148 100115.128242939 64837.267447608 59468.0897728621 427834.443728152 676203.677129935 917.219933738267 253623.294123035 9983.11038313141 1557316.31664979 116648.007323256 46113.5269380175 794.898118031588 7029.30598687298 5017.81672145984 420150.266279833 3292.9432288789 3490.66148451492 95794.5972074127 39964.1376909322 815010.488091511 96600.2225494592 581439.718196739 370221.594062524 780902.311853941 39817.2624756781 70925.0702391221 0 35084.7610059943 809269.283922262 731658.645664371 NA 83540.0246184434 287064.656900628 NA 63215.8918480693 309019.73505565 121964.557444533 1861.2640471469 2756.95500723914 717.64614690215 380401.267554164 237297.571246088 102229.792082774 100690.639914034 116097.717821737 512117.066452682 1506598.48455656 535873.318927777 80778.6406870079 263256.28783482 449045.719367422 519010.27432661 546807.145952997 539.458081778614 166310.659723248 41457.4739635082 97298.9888482095 927745.575738123 0 251904.229219336 181627.712899353 1764175.39700493 737363.023043214 3421.74803026224 190328.013156339 73236.6894422756 85928.2088274104 0 56708.3436323768 37598.1969986576 79525.9671255769 350418.298571696 37951.8862677842 NA 102602.978371272 0 91195.5493395303 837.055095165781 0 0 NA 40946.4110254494 799996.106450326 964733.623854354 1898897.51029403 723368.186888694 30462.7930594028 256526.595151468 318183.360732294 1571487.58421577 881991.725751799 990279.885195443 247685.741175041 196652.101239174 1190396.33798229 816134.429592472 89009.6428399723 1597060.10242788 13231751.0323203 657785.341884775 4872075.060972 358073.270683211 614180.127424809 2610199.80951713 NA 0 891.103823994623 303246.373134908 73327.6401261411 128134.200295353 107448.103574641 34647.7821607397 35733.8851789054 151413.052215079 326.528590213734 698569.589531362 2551.32926576211 1796.18066260746 0 687.293633561548 14097.9851616929 16062.6822148519 0 8054.25603668131 207.286971144971 327891.241814721 665.914602399748 0 0 398.145730532202 4887.59823651453 0 0 780.760042467974 92537.072458859 0 1506.57903352883 21700.8115250515 479.98805950766 1312048.04281694 284789.86904695 3567.32520379669 139954.760709623 590237.647680397 792208.672619767 NA 97690.2922868494 689713.534231764 222915.139435265 488636.921756869 6175928.38316336 1508032.35566136 112163.044891839 3138756.18459441 661876.514757681 1947682.02127476 1153315.13024703 55197.0680028636 294108.879869614 55263.9527473305 0 119343.610141549 65613.2684056135 34875.3184736777 1880386.8754527 4508.18373079201 14068.8076736909 196.815699403846 2339.58475163641 46251.993961642 24107.5814037033 769266.135959107 7113.80488730143 782.224004881736 14656.6756156413 1207.61444829499 224192.936517453 789.004962396 3383.06737789324 43067.0920492396 1066.8261092366 85975.3696975947 151875.434071178 27162.488244074 62300.073958559 30526.5194875524 5161.00569598336 18187.4016359248 2143.08671072534 22323.6930261309 49717.4385977946 29223.6653325938 122358.692600244 61317.2649166302 0 77687.8672702415 241882.327694659 391856.818114167 537.449106172353 138688.378978828 97119.5083259968 42140.0627392336 4641.09675967281 10527.9059324978 43801.8317458252 82086.9970757899 63908.6107800196 113155.82575231 47053.2215778693 115401.563602014 45734.7515858658 39265.7718074247 34950.8097174194 40798.6750340427 0 NA 46331.3687134283 2749.15079698313 2898.41697265126 13425.856870883 51711.0817489704 342.368702584136 7519.15721294498 1870.69107506372 23201.3765346873 35929.8245345825 127539.483954977 82879.0240349281 62618.8841965247 100946.356509027 207788.430747018 36263.3414005574 49811.3348863231 745460.552688338 270679.470572285 87323.5720093667 50264.8399725042 56947.7154258593 NA 0 37302.8232375861 84099.5867212553 46741.8411560686 271314.246318946 190150.264838569 146584.641178137 61315.4738605662 314178.899059451 300299.030792489 528.213280486287 5666.78189621852 134468.779916381 450134.742800027 176751.268834319 82710.7898973937 4193.07685399177 25410.8054343472 12776.1115912597 15458.168139494 188173.74961785 57245.6976028971 64071.2661079007 38426.135521592 41772.8361780511 12656.2298624835 7181.43711209687 300188.73699878 93167.7890558609 39024.3230808184 41199.798417023 5769.96677117718 31678.8534773883 17817.2353994398 19905.2909093181 0 45469.5094097257 2782.96025657293 111763.625722414 1459516.09264176 588370.356097928 162855.634534017 332275.225072713 188217.352724976 54031.2368633964 2342.17888146288 336287.752561917 183264.149849273 153878.695197358 3248.99821400678 2974.16290444046 10985.8627864571 7297.10462630709 328467.243173457 149623.029727159 43674.9236297749 122247.901495636 66718.6174146171 33652.1248145121 432919.562898938 7976.45206459079 23233.8470243525 245369.472095175 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1030487.36142173 691994.952433222 0 +APO27_31 sample positive 31 B1 APO 6833766.0905763 1989570.20110661 2378971.42601844 253305.832964036 306837.600774697 583657.311346792 137320.826658694 182129.144611322 105565.981921176 5985.73129043858 645712.491251686 454789.5789558 72055.3451446313 37631.8088635958 89892.2931357503 6539927.40326814 10002937.1824117 208056.26330262 826078.745113216 103024.687582718 59263.0382716406 268671.541377235 306928.479160871 264306.773402813 98604.1004135362 185504.354727491 159197.521682241 670205.297883015 185618.45676219 37221.7571697248 2237.81090369368 1571.0257598466 201295.434397065 4261.30790817546 8781.26337865505 1539520.6174114 409047.358672717 592275.446339758 64701.2856016814 108285.902601008 176145.031909654 254461.546324294 80524.4009690317 43052.2754419 41726.9205341399 316745.815550743 149403.531474604 272107.371977014 138481.552866598 54265.2824136855 16447172.3089782 7907742.29478184 8100141.50442002 5297696.70882946 1754184.48073356 4131529.22817138 6412792.1005425 7446260.36272038 6387038.90140628 129549.509035634 3533103.02557556 4576151.58889297 789505.851930663 441037.837683796 2790879.22105125 79412.0149499005 288220.984127806 101440.29786569 84121.8031649281 246393.651600245 993374.249443449 280670.751943205 74342.5925966054 119280.169558504 152262.428426796 5968.08396922327 11325.2120277451 51724.8913740408 161718.426622424 57566.8886386513 254205.127474227 73381.77582799 5708.95178467929 0 1052.11356436838 4378.62803667234 122177.510592011 95835.3057939442 67228.4775887386 141975.284886182 6215.1024801613 1324.88061639473 10187.9316074403 8299.54236005402 326675.809558292 152064.536731259 159991.945844142 41407.156496897 1092199.80829877 2801.85663686351 18534.8268861023 20878.5236524969 51563.6725460794 127974.115220725 91762.0591960822 321120.167260322 8817.80429992498 38085.8672672665 152926.701172142 1139383.40722902 181391.507914597 257709.709449759 67706.4689330799 606045.305666132 2403.15683001502 87769.0722462177 100660.413749583 193597.32355131 1659474.14137503 85160.9039665277 28710.7925977806 151570.297499686 184096.263240684 44127.3561333376 913126.668934778 39140.7673862644 1863258.90981047 953206.835218222 3606.04788364143 74381.3429734653 328735.66849904 60518.2955456871 306546.172088342 272799.098125962 36219.6847515472 50707.637251964 7330.06439828834 412285.284104371 18940.9494524324 4480.52702011488 22037.3164299734 684084.083930783 29178.2691110168 35238.3652543514 191412.184560977 1731449.7362659 879255.691307936 60403.9134728594 37318.5321594476 965779.874589627 244060.434922246 72687.5945306511 49691.1900612776 91485.880456831 136550.806968458 1855545.39424667 85898.5386474221 111406.029422422 768909.723980773 41689.5948936442 160376.512586177 11513.0154750141 64142.7723370305 131602.721062476 885794.151111337 6140340.68253254 280197.147948487 63865.6727073427 109238.802624454 944301.795550653 871666.852387006 59618.5197533037 127397.63870616 395999.654928056 66509.6748178921 50941.0542998965 387657.361945067 6877468.62717851 3545701.07551069 3035233.92061515 1524291.92721356 124346.683306779 164834.965689647 135044.816551686 122181.419740214 139159.948339931 437202.597604849 57393.577536993 96929.3095738131 62531.3130412188 383733.989114262 498725.440768676 11629.3805268632 36787.3195869478 159541.099784315 169580.958200984 2146009.86917378 NA 85726.7799516239 2163.04335842138 138867.156744365 378314.32090486 77511.9803999165 330047.766097235 325030.23097087 74757.4268772685 346807.267673364 6520755.96467825 123738.353927159 293338.995586867 96784.8412485322 38444.7576309206 41324.7286785953 66558.6385561709 11062.4850978234 2557029.88999382 227409.650710621 499283.633103396 1542065.10798546 77888.1780630013 113872.730498143 35726.6131841492 89087.8912831734 213141.039912864 46297.4846081055 394519.627813814 10083.1726408514 168129.327784963 20082.8904967245 1206216.91960407 139908.884481059 962810.461135245 133547.448695444 312480.79282191 75335.0186777178 57250.0991023723 28412.8064236718 337295.309487466 268803.795126015 93528.2787611964 137485.48103244 68026.0001087101 8660974.67808071 3874865.33768236 1835654.52230005 849886.868881626 1417525.11089201 2722164.83614124 14087855.1565846 621613.397975173 204467.287535953 194022.817635206 26562.8985410571 391935.36277251 80990.1280438175 87893.6747071192 58555.7670565532 80607.2218553903 138879.033268111 NA 49891.9311618525 77300.0700744918 144626.087087205 389029.379818049 348360.374001449 49374.8534694643 271441.609082166 40939.8752100509 60419.455626743 8915.82074117209 12521517.9596108 6498527.78049586 607541.098083233 12350730.1653318 374722.484247021 125784.039886319 848865.194179471 153448.226153292 143642.358715834 69473.662847848 131253.731598051 81947.4835408213 208923.646813773 318943.279773152 163419.570831682 640583.387858215 81048.6545241264 110818.183843381 119742.295403786 2044911.61833532 58496.5956875592 170106.260944344 420603.076738312 686898.718839189 683683.293560926 332416.693961458 297651.081397601 228229.739803845 250110.774568878 70878.3681896961 144008.312513211 199054.290366442 51827.9022973797 41061.8980862137 119271.559798416 17423.2550405779 657994.219032411 411923.110413193 12499.051536149 159704.316802192 132867.758012543 121475.287944784 11240645.0688209 485694.196912001 250031.106037267 85349.2572697736 85204.6663938206 78707.1893069379 97933.3133701639 96785.7044537673 1186845.28493296 13278.3879069446 44019.1174799903 106857.447485791 291723.7309094 101540.344537056 34709.1699646683 17049.0215089042 99669.8787885068 289757.99328501 62903.3011792339 27874.0942724312 53407.9034041639 431316.390729672 756020.868621924 124526.697063167 44604.383407016 70506.0486665828 954399.59863588 770860.568461911 1338320.84147489 2471729.8780016 707221.364787462 64265.1754637586 101324.377166899 89759.8791373001 90803.2795905358 84893.7872695997 1282238.94279378 137622.579227388 1111006.92863491 214505.386968513 1428021.71570098 36347.3398813268 60183.6491871295 104845.440953847 147301.262433059 57122.8000574847 175401.98516632 187372.482888667 147813.626587935 137144.804216329 12033.3168992731 179153.589898131 487334.389990457 170776.129221708 630071.887534038 1106910.16670371 620209.733063459 457395.109141711 1010199.18740161 244083.733964826 351878.027466716 212880.155645264 31631.7060161916 37540.7675763486 8245.89308226317 99603.6480011521 26094.604248547 19539.8777495145 2827044.8291329 95998.3514074565 116375.490464574 239166.428280423 6805880.79339355 343416.270503044 149518.155643709 256830.574181952 253354.372552362 1272423.12691519 252727.174812432 319235.212050815 46151.5484891093 412317.121852221 970976.160123567 679875.696630033 1989761.75491467 830248.385016817 593029.955078175 673811.144486366 1103210.02538049 8254.51312688334 83187.8576860793 7947441.35009375 4182022.93151442 2815779.81569069 3914120.74843349 3753571.0600177 4460401.75161803 88013.2424516848 30462.1545800833 70909.1218294979 861064.865764478 1544682.1555461 17699.6790996851 90294.2119078249 57886.4746846464 129217.593632603 93246.9752992155 37414.9457121736 704.382560341027 172230.524801962 281166.207686907 599468.581817514 24917.4468020039 329018.376304856 89967.507930893 45369.5522502463 1415.25539475431 365742.802609588 1479842.82750983 338398.286509785 45625.6470348029 35094.4604286054 97702.5155554369 216455.16260765 178842.865701653 72782.4743425384 67298.1978651367 14724.0306893028 519312.224247473 410754.076025725 189561.022276026 489727.39409088 1712.95852204884 57785.8047770772 37807.3524090036 371618.040879222 9860.57217286914 3413707.80013458 87463.0705445676 1792435.54804362 100284.560574002 43600.5690456765 653934.938171446 89014.9107589927 424613.283692978 332743.720527741 2864946.14155731 460977.775883476 545399.813733907 1070131.75236923 488583.316619326 1835745.74895027 36640.059197781 242127.97250622 66471.2251875014 94925.3292429337 58592.8631428244 35512.16228075 616600.560593369 360289.816627705 218811.007250958 262261.516675868 130981.812959016 247872.478217113 401988.287523694 627570.687521551 64163.4635979538 22862.9259110259 12212.4280651479 6778.31822108703 3259762.75499324 225683.643062404 328632.715845744 19452091.3350935 1059135.05381115 567377.508747351 597166.441081359 377617.978000988 27603.0278572302 101469.769240301 68824.8598948703 226970.492692917 1085545.14876802 57578.1384553653 41210.4903053652 168014.021159251 29899.5965635317 84782.5863355325 5370.75339829558 173607.413408497 40461.1060048184 1427010.78993659 225544.637234343 880316.104945744 59272.8317300954 172306.285140399 406906.585991477 47838.1383022364 28430.7871909171 203071.000805866 41926.4584485188 279200.72169113 NA 10489.2308231131 1373344.90736308 1669839.28343012 2819524.72235988 1334637.96807391 4426596.52460028 1011821.69333348 481835.575975029 171817.025917718 1708217.6121787 119944.194065073 205124.33952601 8502.73690444316 337.669460716868 108544.326926559 153214.089187781 157951.087241769 76077.8513640268 1819.74739134607 4661.58933249027 382754.078437521 170684.114340637 255754.540207943 7605.63126211857 427.599004327683 338103.51443587 306862.207044157 239742.945413674 39957.9532175549 239191.12742406 137230.005486181 115368.206941322 81601.9875024985 94515.0889078366 53983.6615836425 25298.3954233174 251587.23360941 79685.0811460931 537.891664691042 833.551482873972 172351.583133484 11765.5771261235 1692163.24789195 1029833.23554131 590729.822033094 1240326.70427681 1702649.11038263 2030446.83129275 22515.7090660352 44920.0354942136 4920.81109761875 116152.976322957 416782.901685623 678623.839629149 307762.199847029 319968.795660312 62324.8027255474 52767.9775682991 515295.27087419 96812.175057193 41855.8508574809 1853257.73449343 10616.3583930365 52084.8026951618 162942.842635881 5188345.46581436 1403362.250318 302257.682490571 1084028.33022322 42174.5005352607 124998.05473261 365640.771512243 145378.422075039 76569.6810610489 618612.049072543 25944.997127625 135146.00747241 33159.6717655988 55975.9849485433 276814.805218378 10458.8560855884 4903.00324396559 120963.474810243 124564.888034835 27455.356716938 107165.544400235 52426.5863192185 817037.756516849 1815.77100190182 82167.6571237063 55564.6014189227 215366.362575934 58824.4246708131 45794.6480677975 251332.181420078 934209.435943705 133022.11458076 51659.6232877978 79090.1078987103 23793.2677669329 405658.305720096 6838.59731572996 193328.957139759 40546.4048572578 NA 152963.442048023 52652.8042137851 28127.7445974815 60202.871807861 260600.853477457 140706.67552958 5097278.75169489 653000.864523637 838614.861479756 1367428.2922567 300923.80192284 49763.1735746174 4073736.85929821 120441.56686086 1479709.41456204 362492.843679968 1483477.33075599 410156.665482713 465103.852713168 134056.843685767 122024.24326981 544745.044703613 50507.6473530166 128220.892764273 101370.008513873 91437.9190884246 56320.8770524148 65294.7998634938 50336.7314842283 24095.8527970674 512084.404457583 178510.541105625 11006.4380731508 83046.9335771368 77768.8871605323 8838.83749414617 10824.450433399 55490.0920092157 956374.159347502 5454.25277106024 45702.9205831106 85324.6291983772 699794.799089768 39457.7385925015 11840.4519399453 124717.450802096 64917.2634491932 482587.426433071 79586.9032514434 18102.4203929076 4058.02177891788 2490.02149947891 NA 55603.2747549156 152684.682597752 64897.0249418546 209097.651932943 43280.9372961752 72781.2392440661 150308.371656923 197041.787170606 3236011.30241376 624405.085457916 65092.9684732831 11503.8175385047 80837.2661087368 30423.6903138453 97728.5657155871 64490.9569839484 398546.293805992 65188.7638928838 678005.450501026 74580.6725304575 47601.7979626663 109460.962178172 69780.9366251864 74887.7016837407 316543.164606133 68707.3677612786 199096.168313162 253329.246023413 7683.28276764348 87517.9416558895 95343.6245460923 212.292152278935 256.78990709163 54155.2510703641 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164355.027438023 97424.7415411848 73211.7442952196 46565.489865963 92224.0722912138 533016.574339733 82980.3253359526 278078.254530735 1308537.058395 235060.6479345 164436.273775609 89633.2438124041 31194.0840538806 383014.849089378 78130.8344823864 34460.9828049102 5980.62164279402 50599.9282240666 11242.0040918297 108926.023122269 3903.62273176635 15602.9837271991 21290.7251536769 153977.32372594 6468.62291066253 42653.3807887145 0 384795.405945701 3577.76907877378 49083.3532724088 38583.2347825693 1236441.93437307 49419.676747802 210317.500314062 16896.7421971164 62503.4396717862 96865.6705831435 148371.875353346 165009.555954031 3809.05938011157 42336.3620343527 131364.314670221 117089.25542177 45499.3280649216 209360.683596984 256963.223054463 16333.6895681442 479.917657071855 61735.0380043311 39255.0318380757 11223.5558944002 1565159.34947708 103482.612875183 464528.2770719 52350.7106284315 422977.248200945 8634.19299481332 241037.013862961 39447.3396001155 65792.4934610342 274428.469498035 128685.859909698 912360.085507863 11875.4954018277 36150.6292953856 317471.367528371 68171.6594760771 384452.869947717 405488.656257577 20659.5867012836 67142.1013493491 128971.268398369 170512.902960432 55147.0929322467 144634.272684418 8330.25642151247 357127.079311162 6990.54462811707 5354.00978819653 83861.1087560347 NA 445070.31208515 91277.8764936644 112079.267258705 97790.086208183 60655.3626915499 18923.5083404805 3406.9357403742 9214.03077030041 223069.896894244 23575.9596389557 22329.4423170092 27813.5034361402 98751.5121339819 38777.5264340691 4777.20165410497 75243.3490618782 69605.225689816 2501.33250203011 94349.4957694339 15400.9060948884 8844.94975405873 NA 48039.9612814606 97926.1878663187 8209.85386599031 55362.1246273023 171136.032482647 104663.966423321 30519.3182941695 6171.41200614523 249670.285070624 6690.02778113094 209617.156945255 182552.64760043 147660.75594723 507869.039614109 255714.474676123 558812.653263793 37677.7227562325 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198805.65293887 87574.3274049122 95069.3503235314 57753.877917086 8232.27435493785 78411.0253515041 252044.257630011 139558.500611517 189741.72778836 496639.260911636 15384.5130295213 9147.23305703961 222285.755670043 56180.0880980752 102192.04274132 87854.9619302752 14873.1457209542 2511.74575736374 1769360.98461509 3622.76213082342 23092.3832749395 45535.1221423405 956820.968798212 221226.064343928 16035.0125009446 358600.113633308 3069.26620251807 5490.1166602204 4116.9333021567 3462.59706140167 26260.537369838 68519.7585090812 44716.0353479995 53716.6841384238 157360.574751803 60309.2676917284 9479.65259642373 293828.432473017 3393.86665433375 128180.189036291 148515.575226983 131147.21137659 106844.104564325 1862.39466511232 67560.2240744127 62107.0458317363 48077.5629924773 64579.4181210169 0 73377.937031634 65821.1418208227 54747.0320374107 96444.4390246908 7983.03695143388 544183.959547106 6078.3414368316 4089.47865054249 148488.27957709 186760.352314467 62203.147697181 144192.587003606 92050.2388351752 233630.494040199 3344035.68933467 43146.1184301781 86488.0831270526 5240.49980414116 98183.3049883113 6253.62622408316 86263.389403009 995.319747060928 68771.4801737743 91819.7597051799 961.024537533696 9434.61007049378 22099.5920895264 NA 17373.5305517381 13985.8810987541 49295.5040680088 38558.8897285137 789979.627404176 11968.6766612354 25211.6080756534 25126.5184646598 840.256086534976 24170.9607032232 11696.0967575137 110381.081124665 121746.580837061 3838.70364636245 8739.76459097611 5184.75434826738 19336.7438392718 20794.7053862023 NA 55618.6650275853 29638.072742692 22995.7527413906 10273.587262246 7810.0018317413 53635.5560832012 25042.7659434601 15554.9579514402 8315.39150305746 229983.823113084 6595.71632547 2904.35842204027 47786.9438306389 70136.720077773 32100.5763814655 4111499.62261564 28816.1318840716 31568.0649199929 4758.33468989004 22362.8008820094 20388.8118942349 4639.17998527659 118737.554533299 726341.711126817 8727.5715301304 839231.22641413 4849.28880292111 149950.173532182 538633.120928763 40767.2675244015 3165.44960811743 149521.725337733 25597.1641032229 57303.0315847201 95177.6209502726 347451.669762831 6371.35047462988 100524.160855916 7934.22594097399 7634.65070869101 51580.223339709 124572.543952683 2516.25065149741 2313.15512425225 43973.9289618969 42561.1307911348 42627.8323886787 5800.24073916119 6932.19087434803 1583018.85825024 6035.71931343701 33602.045513078 14725.4883569235 10092.6339286872 9963.5033929993 183144.112678892 28825.9341094345 375024.832865661 11099.3968680441 7859.7288236125 59043.7586960276 671567.556318234 80853.2967969947 9939.31847945627 15036.5098519473 30388.7907075447 7320.89645431217 12835.6981741208 42799.5991733819 137804.032759848 1495.44525338734 972.716379924314 7536.83904738369 58479.7662229565 78388.3513065127 42530.3907201569 223888.575506065 3853.7990322956 885766.004250191 7456401.04137147 96746.500680965 116471.022200125 164542.623289108 856779.598394925 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7396.50615522496 45578.0025316574 6303.41798720105 2196.85450593472 21717.7783797525 91926.8384527168 6978047.27111024 2548.44866298459 246917.861950624 85876.893628971 41594.1113895488 NA 1424761.39981011 37377.4946635741 54755.6299316653 34786.9531202124 528407.019772474 272209.537105612 919853.16676508 20127.4416772936 99778.5888882652 7844.47704215004 207342.971746919 142302.045597786 53957.2049611883 6774.0648099837 43966.9246392919 40351.5988202873 37736.0613986529 73570.7948565507 9283.51818210062 129704.340871736 12920.2464862538 3093.33285227204 7749.21223403976 11763.4145066475 273384.376730562 12264.3422744565 5700.67220845406 86269.4322457057 266298.373148078 124996.243486678 32881.7692691624 4656518.31512199 547497.198431013 387298.42835788 NA 40230.1887276922 134194.060824133 176551.403179515 123878.292695358 49747.2411069298 32750.5394071133 12081.7267105419 1053361.67599293 55658.9287171572 128097.125852803 2084.83040704429 2528.32870524063 46118.225910657 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88639.648779397 27524.8788018272 163770.270410368 186928.322484822 45971.5928449617 690759.36702087 39042.9274419526 2124638.46869012 529340.973907642 4490.75264435269 80114.2108139894 359359.260162951 35396.4978301157 315811.355162798 299046.289627233 36920.5517906776 56500.6979968093 8529.39062974088 125782.720857281 5883.15496878408 4056.26608718149 20532.9011402522 5003552.6084103 40046.6495153214 33137.0960734861 188310.2102121 1591821.58229355 1116602.6287657 67914.2075023657 37878.1224034097 1070446.68020125 296402.222960104 35709.4891225111 47569.3369658782 94305.2493169628 154408.165069351 2081997.89523664 65626.8910212843 89087.3567391176 900430.2388352 41560.3981218395 210433.263352123 8766.39999679921 34439.1554016525 164255.587461327 369868.018507991 3388262.1213224 131715.88851191 124135.589698965 108255.449413367 864563.338918997 341323.684536103 145265.343789067 99258.8166273255 204268.454957993 25003.8095337593 25663.5921716262 389629.316705356 12007702.4830992 3349827.67328081 8498663.9186849 1369886.60841633 163883.560144191 477543.959197651 127531.041416128 199057.889841786 192874.851145901 1814732.06160324 570157.815993233 201990.7308064 87003.1322982219 545820.191192947 887192.327433746 8996.85514750132 85813.1605219694 117712.884405361 196980.620979856 2396653.02189869 4602.18060685205 95430.0703133182 2309.22816995919 635816.276023413 408860.683159575 209187.346012806 182186.537141957 345642.919423287 81158.8296894117 332325.002479354 6493357.66774559 116903.303184253 294650.582174971 87571.8613937625 37758.4211276056 41086.427820263 54797.1693742885 13518.111345338 3432611.29686793 272174.148631075 476986.494968279 1274753.48089417 51660.8560368606 120636.561891418 38954.8127833753 100023.685747505 205075.626377218 35528.2922503574 402392.565433947 9942.97165431104 164537.892746796 17080.2183049449 918280.088318506 132433.394736824 1997098.82480201 88692.4056708017 137296.557663566 59870.7173461664 54658.0768912715 31232.957299399 439970.917777115 1015673.1670741 59944.1260719306 81746.5016774455 36604.5018469604 8669911.23075074 4842157.6894509 1423238.4676823 2143251.50436525 1765778.04950901 2583079.14641217 1291723.86512945 402918.922654038 295683.166952485 270916.966985554 18463.6345082587 1012196.63930427 952226.627943374 113913.249462841 51700.2633353439 105278.754096482 117468.501180171 211999.34299553 281223.753247716 135054.204645542 182851.772386842 374348.527190194 400160.730142942 204952.69564344 197816.933218058 41042.7397803824 55161.3113836504 6040.41730436073 18972736.1402039 14679609.5442988 1740972.28424162 2948518.14711506 455047.59741475 212581.780345817 3249681.45393473 649601.144123645 220253.563317126 98244.9546608066 160512.60301676 54298.2907011526 96643.5225934091 4215114.65094173 229648.171679299 689962.711897776 NA 120593.633123496 125752.926368567 1656091.91508626 50886.5668640628 235821.873976409 341243.828756603 652243.33598709 625810.00618043 385420.33102448 608313.568832681 0 254966.915523564 65512.549897509 115247.729769391 198459.435258577 43122.1164589767 38531.267058416 107227.61107268 15366.6547201352 766899.155564249 361485.927797068 13410.6879701415 90963.5201707102 141231.977160746 78277.2314884486 13010815.4698707 625841.568911456 215467.324253936 137399.575649907 96165.130509858 98335.0805482226 108543.504293758 74434.2525573273 1312799.79876839 11768.6456995294 50471.5303586502 118572.151643945 219910.746099393 105341.266588088 21442.0810765215 16040.9872694278 99942.4840623851 268458.989408585 86666.8576442007 32134.1209237419 51235.4917881915 963420.916913478 0 238331.809403425 63129.4643048873 66345.4870876712 846847.97989242 692261.68709424 1099906.07234344 1724231.70407445 799814.804501921 55271.8315085148 107871.045443 105191.594350382 37576.9310004819 55228.4206246148 1128648.49904841 118726.234928285 1095814.50776685 1523059.96492828 1320398.08043267 57763.4270018119 64420.3914190369 222052.901001363 137924.122068829 34939.2024665286 169338.433833886 173311.350455038 70601.1716209245 91469.861214807 10624.0129529713 130323.975837129 110286.697677122 226142.792870328 738348.557463787 2162450.01751836 1116005.06362741 596034.005974878 286464.193232138 618121.374404112 283087.634044988 673979.313278421 25416.015753208 35101.4952977551 8429.10738482059 125247.166396256 41775.2208323552 12547.5587928035 2432459.14012292 88640.6193762589 110704.32550946 239696.062935533 7684351.9341544 384488.497280325 138729.771632314 99375.1331016217 763294.1605837 1486532.81777086 228705.716165906 185495.064284494 51112.7289962771 1478678.77496559 1006088.08242422 1364769.47139905 1047245.42328786 513814.406044603 334455.06175213 973737.388053582 1239510.40408483 7469.94900854151 68984.555559575 8666783.63476255 3910711.32321053 3661460.01362578 4062368.17594266 3741230.21592993 8880474.09485362 108251.015233831 29405.6092653012 190176.347048172 8167339.7974007 2262189.20369313 17009.2299784432 92434.4349327501 27390.7601178217 124577.571002865 113371.733895066 25530.6656871784 636.273626767377 165600.198418718 297918.779705831 416007.649389245 29968.1319774166 300231.169640012 54444.783712719 45230.6463337077 535.165980508521 366559.086522533 1621908.5627447 137669.68857044 44090.1106121232 66603.9295079825 88747.2842453539 204004.149991758 170229.717959789 53123.7277774131 45620.4951385813 11576.4737358521 544476.279857758 313648.701360245 195209.377649364 986347.28547367 1384.92795966698 51127.2793808934 34651.9230239114 327559.684126102 9360.5416118692 4607013.47420932 107347.690868027 1781960.38439213 58670.6402000385 1907607.08374108 2736983.60341147 270302.080788455 328195.69785346 245007.649279787 1630524.19149754 2547953.30012125 525863.241960892 711101.774725823 619310.20794803 2540466.31586399 47959.1579080699 267041.670976311 224593.697962981 429977.815218554 53117.1308416817 25870.9557354032 569499.598316549 561232.185519927 201574.883064958 213483.612555776 63595.1257904109 306642.325512689 348413.399511037 589890.742891135 55848.8113217699 22162.035040983 13728.1426167071 6246.24500454498 3040191.08692531 9546046.94261093 398730.799830033 11983039.0388927 269580.979087527 461091.705859235 582533.696633486 282032.413058484 39515.6056555285 85842.2120519811 64838.1556694462 208616.000949063 2127417.11765979 43940.8858270064 40954.7148458432 638508.901231021 28962.1817361086 82432.4029350452 0 1150446.36222385 35705.8706959722 1587352.80545471 223825.355620249 844009.428740047 76825.6654178005 213336.84840728 470584.289417709 51159.5385115638 28428.2989528192 249908.509290512 108722.1135006 311963.896168655 2512.79631267413 8654.4980828564 579777.137218299 1443666.80965642 1420497.36933962 852417.535195137 3598283.45064112 593081.402299907 436540.947058944 112882.048038879 1171501.71519717 123005.367704711 151964.349018115 7675.94092389265 963.557280183752 102395.672812896 134803.025094524 117501.639688532 64864.0421776859 2635.7259052799 3520.89222945302 204697.513312355 86417.5959708971 284045.666749016 7235.95744674459 741.791979064416 251608.349480185 215836.817808981 334481.650580985 55469.5080078412 344677.945326636 246912.638774004 134117.306795344 NA 141453.958937312 52846.9885363707 24002.1683288905 273045.382534734 78606.1284817953 171.49829694209 1488.99537584172 218453.982112607 11374.9959797093 2580029.34199848 2027238.50790795 533358.145996734 650514.640911593 3113995.5527316 2081876.93073218 17796.5280332468 83217.6770034434 4652.06578555883 117552.654939011 605318.907920274 1062235.44446625 115738.64115623 280603.697999283 59905.7115267723 30833.5997964382 416827.295666853 129138.508944138 54719.1916157556 2481961.3854065 19714.6871293125 39862.3196561463 211345.771107445 5604994.27837716 4210189.59570477 329146.246401256 1175900.94952708 44349.8170245446 219644.674321108 761772.461106898 298130.036574138 85891.11959855 307180.293979475 17581.4214454445 391179.079536869 71957.1325806687 74385.0007037163 249668.554944788 12827.3905495392 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9277.27814718999 8722.74682210172 53860.0488476907 790533.135004682 5448.42948893795 54368.1064224972 89617.5923151501 647756.113547549 34798.7172159986 10678.1511957623 122008.560840912 55201.1709503279 552724.903111122 23413.5800988383 11546.0129359137 1787.22291924875 2532.33992725312 0 55177.9698681324 170910.500235871 52662.1478743589 169943.109577302 38188.7683945143 76275.2018263226 170900.41296387 187468.903259538 3081707.58060094 292688.415850825 65906.2420006127 11626.6414655983 79406.982804749 38256.8283063799 64720.0922604524 25649.5398897502 390624.058324749 41961.6452445813 4376668.91828415 94932.7718143087 39430.6925928301 50205.8278833147 67769.1576132629 77257.9966786414 857696.150111328 23158.550263006 408048.312038332 480251.769717116 13892.0786112368 135987.353940176 50922.1523900011 0 150.799146198636 66485.8221252881 18896.0127730893 72302.4458939806 59078.9244655999 112142.663246933 129576.264927927 42228.8657151258 3387.62385154299 78503.9095090392 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310096.971003396 6015.94964840943 1362204.05580636 29285.1329478011 18258.265382917 4834.4814917543 491831.47500839 976.650312742628 44500.4680066005 222904.55232572 203387.684768874 198604.85930406 57779.1974773794 8794.37440542474 35443.1696251001 17459.1946523647 32442.4431302395 70019.1346302469 136123.805923917 496386.831707802 351948.770655891 378396.428346961 436963.343784917 2099.69908442847 516977.774583158 699695.076756852 217885.994188864 96145.5633876532 367928.345525514 12274.5696477168 91693.9039967445 39335.5300841612 66924.0098995218 47213.6351572538 33573.4185063414 18830.7807524116 NA 114865.487244585 62461.3682315022 78560.0975375252 1421318.86750617 90721.504690553 179789.014608359 42417.3500117252 169375.693723946 555457.379059324 54996.2478925142 249850.64700468 44246.1344086032 100794.911730866 58551.182342995 41053.4880354529 2168.12637023923 244445.246061196 86491.4349710676 177309.302261189 367120.373474992 207.279279076062 7674.82463708746 64563.5042612103 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5991.62265920304 101717.836662676 883.82599919799 31253.1457998392 97640.9075925949 852.396645114228 8794.73076486552 22540.7544528221 NA 18601.3738856407 15826.7692407783 97011.2340860098 24256.683791942 859548.360794217 9259.42867682691 22749.8480077909 26818.7421274793 0 26947.1198574568 12469.0198422447 50450.8324465064 137809.260660326 3774.98324711748 7831.52080039681 6949.06539274756 62577.1396517196 21777.9735277997 1179.69694377722 17649.5292741921 29536.4391913553 29095.2637472994 9943.61320679599 8310.86855119044 70178.432716465 20021.7912639522 16230.3091993899 7399.10363118459 241486.293353966 6970.32845215176 3816.17297296574 54959.0369801481 92129.3569073287 28793.1029203215 6152482.35261879 45376.3851717922 31389.245404939 4230.66715585592 21381.2095381394 19202.9449370682 5854.07916603461 204852.236928242 471354.493766582 7158.72637206095 1258591.47415338 4144.11529583209 89442.9851767123 1140455.49854551 39896.6971155216 0 225539.239618841 12685.9137830655 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392503.789395882 145042.632929641 70570.6908873014 0 2052919.69788483 37748.0086081096 77476.9219966757 81332.7314498539 1000847.65938683 386423.778905295 374532.356800595 7707.39449719205 188760.18188972 6707.01027617229 103658.4281598 169755.331992615 97884.950853623 5405.94656556542 37664.9603138032 20759.9708071021 15608.0856005328 53934.2729025019 5337.2287884044 97548.8600431997 9105.02337026478 7019.67281636575 5556.30299275427 7663.94477392186 449187.68294797 8292.79802234002 6116.87362976247 99639.8342162971 303263.867133107 150800.617926994 46077.5380737694 4811091.62184898 587410.989458667 261878.258120068 6718.65173932093 45162.7220683429 103145.949669374 178045.642179642 118883.815612787 43985.2870877122 29079.0211003548 8824.69091257138 618419.141368209 62453.1170486902 141758.523483722 2498.02097671631 1904.18660503664 46660.3371007339 32271.9603363912 1114407.79590773 13631.1377239 63900.8212143781 6823.66945697941 25750.4524728179 28779.9947410778 35311.6884648535 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204534.166836024 62623.5087924842 6705384.50258304 283070.590221693 118923.576103524 59682.9293823978 31197.4871161576 52092.0208691311 NA 1954283.41935546 15517.9719629465 94885.8733151612 621866.902560208 86601.1191856034 71000.4175498257 375207.357980992 4694754.16845182 179246.690124359 67721.6796548874 37603.7381878599 220119.370109852 23851.9519637386 721709.700172464 60206.0387122689 60195.710988538 439700.777378562 8102.48502530573 252763.582565429 389931.692999797 4466.73541078433 109305.592414746 2159.58316609325 54546.8424037176 672.276179628258 24545.4600798594 133008.550365793 203615.52808639 266409.798703438 63826.485915382 52081.0676297542 3382.09704286876 6365.289307953 61262.5294840345 7636.39908609403 40268.632777077 63220.6939889797 107005.322512507 84514.5305191633 47825.0759807068 39500.1027132363 33809.1194897538 5457.66186253896 66673.178362793 191160.608044421 61641.020823572 102586.120514066 39591.8168676592 6282.28468624547 380245.090392606 39171.1911281923 27142.3301090737 8498.86392094943 154086.441513288 64731.1173879135 75258.3541145075 237030.242582866 155784.394425723 200.076296021773 61505.446012479 2445941.56941249 1054192.47264513 104644.690600869 2263850.41655641 954631.135215619 5773.24591662254 290376.983267344 82720.4383707445 3559.56456682121 NA 1138773.74378465 53568.2005293725 12760.083231205 512.65770808098 10108.9144877561 60155.4520720997 315493.718971808 20730.9012640004 1443.11057489157 63172.4131750284 4307795.96246055 156200.241529035 56163.3286036025 3201.50892534481 2084.69608894444 1051069.95260441 43295.5327589279 788022.401052581 2235906.17118142 123842.500444254 53369.3085097113 66909.7710087774 31120.0162419374 712834.50858315 45513.1651133261 30018.7444345998 189982.099507381 176121.597725391 2166.45427617383 281516.626179337 26783.4296630142 68512.0808068525 89727.9573429191 10907.715611202 4209.69949799793 2494.6376614345 593.663489801356 376575.760124159 7810.98711845358 2777.95725217314 1781.02804088743 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72140.6402844364 119634.040015941 387710.599014872 4626.67009196936 225256.06087219 29658.7060568907 33764.7285598892 94768.910717315 92110.2330819122 39905.8382433112 25619.0933081758 122617.998396945 148489.321459733 0 33423.9991463481 3618537.11789684 516217.630035322 51719.313506754 1766918.53936942 385536.69373506 57430.7055818597 99987.6155479707 100049.238812809 2642.7877250772 0 1158190.19425892 39778.6951417963 8399.37266852861 0 9342.923605711 66008.2640218516 322866.153464024 15123.6566827297 3226.17736441668 66267.86514207 4629189.5544588 168585.409862833 64456.8324968784 3310.07569614494 6871.94532520605 1066386.01991668 55872.47604422 714974.080973202 2209960.29882163 136155.574272303 59453.5857109121 70439.8865050523 36012.4873490591 700338.868651066 43114.9561973017 18755.5045462761 202614.914618796 197248.647209102 3390.16958895058 356840.834537798 31254.3334556149 76864.4719781958 115124.028213083 12812.8366321249 4486.00782451829 3356.66061196489 288.437693316803 435182.759591565 7711.24504425649 3328.61916539076 1770.59211895475 73317.2979859935 25795.7757843647 139680.651299868 1367.66486520109 27575.0036201096 3995.54029934694 181199.227523664 3649.89971433135 55549.0568401722 23505.4855677502 114970.336278662 85616.634859689 161204.66554023 5554.09607310257 5884.48292967608 67600.3615842728 32937.5256598579 1001.50688801334 205442.54324032 51456.0447655849 56276.2934988759 114648.564084646 44204.1566151188 42558.7735420792 8993.68754015584 148074.329393612 1324.54350608624 38981.8210223805 486796.081716299 43977.8060695144 222267.887155102 26439.8473597939 23595.7031348882 4895.39230223478 30791.583057809 NA 7989.93541135965 8106.16705069949 18590.4603264671 23544.6527073989 1827.8195316798 8269.91130150954 10094.9909528905 88144.4149844658 54066.1726816917 62441.3088907988 2678.27891541619 16291.9581968505 2841.72633567205 8074.92902782104 60229.2375240258 22204.2355659495 1922.46123213713 7555.42115925863 21105.9225802215 0 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79980.5439710237 28845.6394037255 97483.3151384156 11877.1368531373 43713.5936094057 4822.87777934717 180240.629114246 57948.3785022688 93621.9225020155 439.485838688777 2249.88725287507 4049.6192881289 0 163290.704589815 NA 63918.9602011622 150928.705026641 518708.563298314 85416.9072892077 186865.646230276 406101.691227574 70105.8997231767 156366.919335528 219859.694465488 161291.612014946 63644.5351042958 142751.02085855 47881.4801789083 731105.615299985 34012.3692054127 231297.64737915 43947.3171097039 3114984.86502666 2164246.71360334 855264.914859701 1630682.23545938 342623.839376113 1059307.29133321 1933112.90389786 100215.797861428 340452.178565625 103111.776631476 1301.43511543978 264210.112318657 7243.08658800625 2771819.0101252 543723.08106625 73777.5258384493 116107.959069136 1153671.47718242 549333.231315596 0 40730.1543883915 78034.3305747836 11862.9256061787 1379368.77331981 1319.93145285161 21119.7060206131 3135.86742194056 204323.484240203 132337.117275154 NA 39899.3741050375 5536.00170004995 2464.48474810778 211314.909112122 1786.91054868544 946.641078520815 695675.083250068 79695.3644601339 65166.3549366092 1985.05641664027 207605.437377325 12209.0229750226 32389.5329358776 49703.4239634066 268347.249575337 7119.61013341226 198345.076426136 80027.9596017271 81568.7149397773 56923.0373456016 60000.9916418435 125873.118825736 1455894.75281262 1272061.31760022 NA 627996.149418678 NA 695008.796201205 1309664.73285395 91566.1834077165 1025120.82301792 498527.872839287 587360.037811118 324125.60949221 7963.84846008801 120317.879820251 20104.5783244292 42808.6145483736 5011.50511605888 21459.4637303247 41284.1327281786 4826.45411499498 21020.248797243 0 8823.26468775712 194535.491115527 3024.70553408967 20664.9157213316 NA 47074.0855754968 56104.7662728247 259190.309280367 9565.13833701952 79636.4173095238 106393.617006205 457485.630736097 163610.812224637 56060.3162783727 55190.9721805104 8122.60153409587 145858.030558389 101373.147227226 1377.95545841628 38421.5595146727 12443.4355834812 5920.59119533669 66949.291922083 426.54174585384 430825.808004339 25712.8301960161 72628.6671062674 9225.94625292878 33578.9049227085 126766.568054226 3273.78864701473 49289.9619487515 102096.049709508 1649.85024850978 958.045470288333 46128.5063200488 86665.327842281 35076.0642296619 603.115434989559 13961.0980896809 83875.4203014496 6972.04519698961 72101.3226370979 125288.474350189 123332.88621038 79175.990545842 29127.3521569832 17306.8040343989 59762.5000862385 32796.7124500577 NA 12210.477648357 5980.69717305416 6608.08644969557 140754.030252739 48747.1517144274 76512.1078120328 220266.861513062 985.724598420368 111448.314549878 69662.2294017341 0 39055.5782952111 246791.324135143 58630.3927772726 66369.5525000271 102917.160473553 67961.8967867537 5206.43714844114 7494.41867190615 82663.9407498416 66498.7253060523 4652.63435960679 40425.2178267083 138518.29398652 27140.1216124619 54244.4158864335 22980.1121525094 38921.774504291 897076.327383006 104123.270910857 441983.979639148 36463.6543830942 10763.6443897675 86937.942249112 448.603905256891 157835.422199329 43535.5712579882 272192.989232553 69327.3076096621 59947.4791314848 22838.605729454 161402.937363451 704107.481343297 5583.88540290856 393882.468070477 11801.5994901005 519880.843182219 106515.12595316 42374.8075944716 587.572646088875 6817.48472389147 4542.74879693783 211506.147304512 13040.1533870836 2920.52056521617 41234.7827550344 61729.0513799309 762133.780597502 161263.076910068 819417.257498298 460255.127946544 790407.571011019 27849.4606319735 199148.510295575 6400.35249186737 57122.865857348 149364.572706938 669471.233059479 0 72911.8115027221 258463.322986059 0 70101.6393552819 291064.848674181 107007.58650491 1850.9741360794 2057.75748945596 1587.95806108556 875171.311169431 1019921.68538215 1344891.12495914 420697.30141081 295980.654197986 151567.11710324 522497.695979994 168418.49975638 93461.2444260835 43905.7301473879 122301.863767543 633589.189203486 1116231.47928442 1455.91327152827 226159.266691436 35503.4376610034 80390.528128644 778373.292941925 403.785494270826 76303.7185508342 57853.7923263557 568090.611172286 1876020.1826072 2712.60335670786 203450.281921705 36163.4068221044 73009.6500850643 0 51063.4900241935 27855.5963941701 95617.0876033642 499233.972863132 37484.9641625945 599.380249673186 156377.649312058 17970.5027125713 101434.288765763 558.531161687758 8427.2605896623 0 75973.2799756403 42182.5489317686 1239289.38571389 1014356.7006567 2264036.02531684 738330.992403624 84114.6844737485 468809.113649479 352930.404787373 524063.824061385 252639.052222408 513283.168687488 67832.5454327797 124476.802759837 144053.834212632 1086215.91837182 134597.015259795 2132504.52317316 17443064.4702185 672040.703306467 8555505.97600902 520356.671581107 987809.35845339 17252589.1658151 0 1948.77022898768 630.159181255688 222725.224148918 82222.4702030435 93790.2602627761 102384.713717027 29972.2052311839 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1434073.39102856 1155996.29452434 3283432.35708249 17559.5439102042 +CONT12_15 sample positive 15 B1 CONT 3655061.95808389 2379011.98168995 305509.065328471 165625.455055564 220979.309786581 224969.924392196 81555.4179799857 93566.9641071855 115558.55365577 1608.29891111063 1012563.80996305 595688.399681943 77703.6146621271 36785.289862834 73960.1458240244 28791898.0075639 21985087.0568482 4403474.16280303 903969.38426434 96814.3610182646 72745.4092156932 640756.988440287 1543366.47074283 363583.087986182 55449.833865834 561265.356104181 57091.1013478887 336976.418652342 238759.567167486 25277.8883679822 761.340616344866 2080.13540965876 209629.142406314 4183.74516670759 0 190639.87049646 74681.993372009 654693.197706242 37073.9352785732 251912.728769889 136417.723658974 303951.830071022 77410.1562492063 87097.22251649 34191.9662605578 73039.601837418 192057.528280054 226088.063691485 137444.295928471 26424.2614432491 25938039.1694794 8743902.15662863 7938971.39272058 2285469.8504076 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139876.183941176 557944.217112064 0 8351.44354299056 108463.113769613 1093561.33335401 1963517.18168627 1197747.8632483 554482.588415877 259808.819371259 16793.0117898295 148423.168953891 1008112.55164032 639619.52927464 421645.878953632 430870.177037966 102099.480328745 178282.160169918 29603.5776985493 53632.6550318264 86601.3624171329 213321.048006226 179658.105481507 2606.66756026567 59729.343551417 33626.8198422209 228737.064459165 98488.2329329792 17352.2056754637 8140.30003732624 189524.045490988 98494.2281560203 135634.031450997 6151.94127778944 12455.5773209474 15596.7558675722 63740.5655435072 105534.540203771 257236.456533002 57716.245013517 143247.410661397 9708.82260229506 46714.8420288976 42933.4394932193 547949.233989861 442917.548469534 1468577.20964465 115068.380889049 2903.11089653479 93991.9449636523 60754.937876976 17424.0323626547 179192.418011626 12499.6400749224 312.889931960579 315499.538118535 2859.76050897776 27380.8259798554 89437.6244828838 334891.040673851 141003.743329813 83673.4316949614 62322.2888579993 5411.14264603808 9696.05555746986 8522.37773153206 35434.8136904373 470363.281138061 181068.737367366 133136.558009056 678100.690622848 57135.6976016956 84448.7244983889 14993.8061354437 172529.326721904 53502.4261462525 102353.247027982 4149.18906674364 35918.127806356 71210.9651991144 62348.8707189828 81495.3785117517 135593.17850087 133920.552979376 165661.235981348 27528.5519928556 117515.993996369 14091.3122489966 56860.9485966387 71234.4054394084 80685.6101391148 34191.864500408 14133.3174505818 97328.89144783 46424.7147080518 4023.46262520368 6902.04428541304 14264.0243129159 7956.70834735551 186168.414872087 14435.6725924147 32311.3596463027 190458.081066723 556976.988418166 50376.6509912609 34348.148703456 17602.4637740302 39895.3668795275 127276.327444199 157163.726721542 49467.3798058669 2594.17471277453 15540.8937175772 113633.323482041 1445122.31776696 911102.279208265 244292.032673278 121411.45645555 67179.386039155 1660.59742304637 58160.5531277583 163351.205509158 102998.258689321 757987.930491242 313954.675524756 17450.8494651304 14263.3934710872 215648.409933763 4495.30068008014 60983.2114795292 102560.943964695 15468.3681438337 3199.30196970643 1952371.18337798 3341.13582715522 26243.7538813518 66067.6166389148 842191.828712079 884466.340963513 15915.5109906318 331705.304157493 2838.42734561569 5767.68773487141 3954.80033595845 4201.120378756 17792.0332150677 50069.2461174264 68841.1754743666 8717.00454606939 116956.0466887 57001.8842288529 8878.26714921231 275321.160786326 1084.77853842911 69308.9911145647 206526.38124265 50976.1340673069 95520.0073332382 753.151768519201 61921.3481890565 62609.4833853811 54378.9243915487 55426.6039852333 349.317845802482 121074.357652003 91178.9280856953 62137.0553939005 146696.359862337 8003.91199313274 1002544.46711668 8179.85739420459 4748.10668932037 323923.414968933 126425.143583637 49727.1701737084 275790.746657538 204117.742731214 241617.124069502 2901156.45584389 38057.9864903896 147720.108209954 5457.53387030464 105363.152601333 8295.8638437485 71409.1621213788 1138.2055174123 61484.3415279294 75376.5510532733 1121.63643047706 12841.1624798219 18884.6970147996 NA 13461.3687976723 11278.7020026824 4575.15313319185 59761.5545652552 688197.631526993 12594.1512624755 27150.2340098648 22334.5029196043 0 21030.7790103952 8743.93736961363 207897.583868331 104721.255528081 4569.22886535771 8564.82296434089 5424.78819362172 50755.4172695224 17705.1509564235 1336.09757339741 113600.131662628 42612.0544517111 32099.5104985215 11776.7009018778 8780.66798081659 46068.7247075418 23195.2145057475 20018.6596757462 7995.07208143344 216474.385354963 7552.07808368004 4081.96117326075 45568.4888234272 29374.9703197855 40829.9599203142 2610145.48973937 50319.9710552351 29185.8520837337 6123.15367164399 19557.7012645042 20295.1981833174 4596.46223752438 62114.6432092982 780454.444824614 10686.2255926222 528091.37841081 4633.13578812691 144225.607028613 170853.001950015 26230.0348902542 4440.88720290154 93393.8119277565 23812.5814838717 51828.1002869896 25848.045894477 287426.675367565 1558.14188977526 164665.840007795 8505.94321611775 14173.0088299476 70176.9417439182 113271.905432234 3077.9458955722 2821.89048469677 40089.431150424 28469.2463350312 46341.6870966734 6099.25061489826 6674.57754999584 1362369.87011693 6837.86378363985 29074.32646368 12264.9646865789 7499.65757200087 7301.06249338377 89707.9924691168 32926.8079909683 326530.340951102 9220.96620320638 5497.51658372873 48612.6084685688 1327285.33016505 130074.636758127 15802.3219121995 25370.8413161679 34549.2437034038 8042.18024835569 11308.4878465508 20292.0425702423 266280.59110437 3503.13862178455 761.324164357908 9200.30274784522 57873.2153051382 130821.535978014 102335.149137698 317390.712781244 4451.72284754521 786477.56748809 7480204.98184299 88616.7955423553 163505.055467171 188108.259615622 942408.034451921 357898.324556148 40655.1655971015 1595.25646864354 10249.8435501717 1575.32078887642 1409.1145871765 32531.6031704262 238476.864479037 8333.6816267972 8590.5618493046 5965.60432415179 77190.4167179567 7182.94653691308 90260.3901359725 28496.5809208018 43300.8972822004 2089.61379791668 22379.0403045584 27955.6475128195 82463.9229798256 6486.76534303777 1774570.14484076 221821.680939101 39217.8694214798 160531.258857747 42679.0113933854 24694.0163490721 67459.1824649665 56317.5396577127 2216.73739061501 49934.1572688148 28048.4277005336 4218.53141465839 5980.62697601061 53071.3971063009 267089.196239809 19958.8759387219 33136.9784748048 31247.2539976175 4332.1858773328 11100.9005137779 5109.12530858106 16373.5825054471 21075.5975010086 38329.1258099332 55384.4754437025 108144.652445601 3649.59807356133 3109.49614228521 108893.536770094 44167.6393779161 61582.0064863655 46831.859332284 5217.89742088818 21941.7780671873 4919.37743274179 4489.50539303196 1099.65184873789 24617.0355319727 3702.7321009786 12118.7111640242 6771.7616580943 2835.71543907689 17834.6670520067 54022.0627870111 4711916.20798709 2062.61354269036 143481.914933956 41017.6043537561 26700.5435627559 85.4194019368232 931945.77047276 33848.8420140098 32415.083846699 7007.77096944334 188947.109792594 183054.780734947 1283545.12317411 37827.5738016772 33768.1119896127 8559.53491801354 273038.318778955 80422.1642346571 7684.03341014075 6649.78564310714 46813.423509025 42974.4452399057 48523.9750656585 60998.0715027707 10802.0158047425 218089.282631727 15081.7255097423 6276.22159487522 9753.28272968388 7750.78759765043 284037.300007986 8012.96249900852 5058.71435264363 61716.3481360764 237189.346579049 91374.744408848 21470.4384702867 4274932.15334854 625525.16750909 420937.7094148 17407.7408397861 56293.473513908 154085.328925889 265177.064972816 123210.483733334 51622.145576844 34431.0540723092 12138.3986808665 NA 52273.7281391787 116102.100588367 3047.34229976618 2888.30481552823 27536.3665199421 28368.2706790811 1095540.36349098 15645.9260094004 102949.5031585 9286.12510733341 35352.7295537856 32688.3484699851 26196.2927116163 125990.978481853 7437.50025303017 8374.959803019 129335.289024535 34432.9930333964 266872.203558385 446346.174499783 50366.0679418302 11166.7050014767 18322.4460328071 5424.5087083515 17598.4418266061 14412.7224063282 11488.3745859617 14762.0341716643 80602.817728754 3992.88298119228 103866.071158869 1459.56337254103 3340.34436288423 60355.8556756733 65759.6599946636 199866.188451108 354.833647156716 8206.8549588803 6040.91255307223 4534.93240805416 34867.8975465647 3780.90989981765 18810.2413256487 37247.2255772324 114584.641006732 3989.53305747495 13496.8755840823 1794.32554028673 5565.03387297867 174365.853968166 4427.87150650276 1387.21239733504 5249.68208794262 16407.4299475135 770793.207004204 632962.066524324 1892378.9809012 592860.395564349 1787171.34273745 719946.81217277 82600.6972471679 8124.93040703263 44365.1128603581 8989.96476017688 57861.1729538136 203377.739457674 143396.506137 40148.4065517322 39176.7520801867 77406.5209648079 2274905.36568951 15194.816490964 108218.654135743 44137.3231551135 746417.639154685 28017.6126747842 136283.917182469 70886.6079342466 2930.45737456625 139321.761915178 400787.485523719 21593.1840174453 5879.29601834425 23299.8319251419 5126.40765749791 5141.03882350623 8490.08148140594 5986.5958759693 102959.663204115 1531.92205724883 84688.8285860989 6790.07069246949 25990.1249263907 76582.6961819172 1741.95548342318 58013.4560578695 5022.95985185252 10822.606638479 29748.8891112514 47870.336728427 208140.573043791 37579.4877074472 7972.6907837193 31264.8636859669 3711.38593867278 676874.359252847 0 45196.5022070779 5508.13939007775 88986.9676182566 217427.538261667 11679.5800233055 221910.55147785 812007.352205251 30350.0211989458 20499.0968488656 2798.7362840846 40049.4563478193 52091.4167028604 37950.9048502006 98383.1121450742 227588.385686092 2497.05761714762 10898.6871349996 12716.8125909536 74215.6092456272 31819.8957385656 3266.7391338264 1041.2068324475 31028.3974675406 4034.58057745346 47269.7147237249 59183.932826515 71569.0702465205 64526.0553749788 146610.768251624 96730.5033429772 88546.872049378 631574.180681825 27649.9260748699 137181.387477479 139408.22172573 64606.1037145417 6199.06749889474 120122.923327016 21504.4834626211 4590.75438260823 18997.929285156 1770949.78618746 45912.7975290609 119138.009334796 116563.909140128 6450.28467275593 43449.1239792687 17406.7582544249 3063.88609705837 398328.864855542 5098.52781265664 15529.1589728513 64921.3460339576 330606.584445093 80632.0277463802 7605.88806706719 73872.7270481541 1316.82703975796 907984.2407847 10600.4839919411 57469.7191145091 208589.176072726 74782.461782797 246922.210376307 111658.269876514 48328.5074012462 43458.0110113196 113676.945353986 69173.3805578654 117489.543900337 19064.1337520792 5352.21760702497 15107.8236041962 55684.937383563 83651.3225963942 30613.4997968514 10884.8238075556 2576.01129336649 241145.182872776 270579.418845473 25834.6941252769 10787.1908638723 526712.641832128 101634.699015736 185124.512065818 34813.8006000167 76129.5587042606 1245746.2737126 28523.2849368863 12875.4625042688 221162.440384693 72030.7510295113 63840.0789688169 142824.549171093 1543.40000468091 110753.622064902 347676.414259635 26540.0504711376 129771.6988155 81724.5386867572 11413.8945791959 52161.4174439838 59491.7333654697 298559.824886817 9196.47978199664 58350.930440617 33546.6354365584 27688.253918127 10537.6827857377 72658.0068621851 6526.3998856987 153750.045770043 27079.6760577629 10302.4609153311 1956.53583825711 28999.2926738336 412164.750510717 7215.91226751308 11165.3729675702 81494.766898102 6143.02918940659 108738.319050538 2734.72783797335 966.051271315621 64090.7554078197 57376.946875496 113985.975391852 103614.423848065 1732.24778268263 5530.58452013715 21048.4276557601 28035.1812748136 625.671159007679 941713.917629361 9440.93865552736 2661.36470974168 210492.299505666 5541.20501346593 215625.329393429 1276075.1732252 15977.5873923865 597119.848951217 313016.106185085 74983.9707081111 NA 147708.592047545 66072.4693190696 61032.0052898259 4843843.7277754 184608.533895823 72164.800260405 31288.5963400314 27465.6139575362 31740.5369596664 1233767.28835733 50593.7800102809 217489.405056476 2137538.44899618 57726.9849071349 11456.4460287694 5487.02966992986 4047.88803118659 6174.68054485917 32341.9757887591 541780.298489443 102105.933583736 1077339.00141923 69632.7193363529 1451.36241404421 2154.92400960926 263218.986830189 12339.4581922168 1802.70317851109 54951.6700447408 11021.6180807305 1190.50344453022 3722.46967666933 943.118469964766 0 2314.74808552053 0 NA 17023.1101092364 63418.3922497248 9283.49623638154 576.353310733825 26095.4080724385 3234.12268611683 46724.087736301 20383.7774914466 96077.616215107 0 877.591509121717 636316.57681563 202133.313862179 178142.580913302 17283.2990382521 29226.2685502897 47072.364590321 12196.531496059 5138.17998402187 108933.262459795 23197.2294253266 152271.630968295 165018.52400919 39768.8923148192 5389.17308234433 4387.04041957132 3335.47067559081 5685.7779791593 236310.375770105 105343.630449587 63577.6927628153 36887.3790082137 52279.2436469085 11326.0868918918 71647.8130072293 21112.1418291813 8525.51358675873 14960.5503026547 1416576.76592981 110451.31162709 1871.99771124772 10777.5518563241 1789.34222310418 2322.58704154991 14152.4758359593 367610.104388912 259360.403079441 5581.65360862361 163532.611768915 73655.7197381226 325535.587493122 44181.6184713504 118558.219634033 732.876863662712 67142.5532319713 55425.35286064 80080.3559218192 9580.88655073219 644670.810137 84289.0558074693 241370.21281695 152573.732648668 58142.3621139636 27555.7808989634 2423216.63593466 78631.9670024467 15997.489958287 154238.065779186 612510.51359018 98648.6200039097 1329290.41540997 283326.30411347 19138.7718689963 6549.14170533305 24125.0560651355 658.515641574681 329503.374777052 1857.92611884034 92724.5206331955 47254.293591401 41636.3367264494 1440283.62489681 1523.96985796332 287.991262049254 14304.4910720054 1781.82571582087 358927.068134997 4613.45124888738 4025.61158156858 51621.594606034 11519.6870063583 1022431.64551329 23575.0993750047 9357.12202500903 6441.79347660198 1502345.5072561 289267.838872126 76850.8069018539 9138.84570248795 646731.131668549 245236.392413879 230753.067969162 59497.1876649972 99547.0292529117 443876.752302485 663.878009716219 NA 4037.07490873274 112779.091118768 24039.1017853375 141025.208451422 27231.0355787677 3840.67006770325 1454.08215517374 133364.116759189 104295.156527963 60983.6957093674 1714694.85529991 461775.612009486 22210.3697800308 245005.33966691 12457.0118745253 39939.9104343174 242277.992719244 56556.3619626816 46419.0645712774 1302031.53357842 97219.71558577 61534.4772907024 74576.8367241513 429011.079717124 59909.0811538334 56308.4500075802 857611.722813043 398708.801382769 86402.491870112 3834.61922307966 178014.539764298 0 44718.5017230163 105763.909224387 228285.892344925 58513.8378102329 174748.991449984 55670.359422486 6743640.75172591 285346.020929243 103014.622902379 64060.1499085538 69145.5260794071 45048.5949092086 NA 1971683.90847938 78945.5739438272 94960.6705997241 549120.344264565 53497.7498687542 92381.0268537224 369335.273965962 5038381.84798775 190687.359607076 73319.7621476188 40893.1546270714 147429.169883332 36593.9955247131 689131.976205413 63729.7771088363 53797.2574376902 479720.71967368 11128.0268174585 266256.43566521 402541.592576924 2203.01815327525 100482.449958897 1240.95944808693 59521.4432028258 940.610433971127 30555.6030248474 392512.803436555 225003.75982586 273958.227846128 24862.2918291455 43518.5495420804 4873.69487752126 28477.8028134585 96313.5151747985 9764.64739051365 38405.627140893 29315.2111284909 61757.9422750822 85281.8316310273 93266.2192565621 46693.5949529076 50145.0982083827 13145.3718169941 70774.6605376232 302249.41878587 95793.8131895127 125611.721822892 482454.491297756 4116.59752158899 201537.394785565 29419.0341337466 46842.9821410775 135123.887855502 81228.3549365788 36931.2537788576 9832.86641684643 118181.52451675 145738.474746539 571.036767540914 34132.8354574606 43043.4278587254 413592.027181397 40225.9590285254 44193.2423762754 512431.889217702 149563.733371581 168327.566265172 110892.837885693 3533.93201248817 0 1136348.82179317 169822.560541287 27033.2143507759 797.140263492416 9346.51275510054 72529.2194461487 319290.440594907 60477.4044520444 2534.16438395649 68305.1303007205 4807245.67352402 179334.98899922 70578.6272748891 3258.08137550222 12397.6499167283 1081338.93156244 57132.1808423172 740751.012096722 2491730.66007857 146910.245044718 62808.0493359929 119573.056908994 45274.684558143 793507.430793828 50418.8633187574 12608.7165477684 220633.530404167 341446.369655695 3921.95742566356 452735.169329234 36267.4806300859 84078.0239854983 142964.823882266 18699.704154462 5168.00329972346 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585508.908451411 449103.394849267 506696.528489579 1302407.91811228 552182.385188723 220148.126421488 41029.7643633839 116378.081665838 167943.835397482 46246.3620053672 37103.6230504938 121496.786588184 16943.418121248 719972.037914535 631902.819208207 14402.7150364289 186804.492118016 149375.692125544 189314.291182597 19856221.8530072 1095971.30564122 412045.968369822 200798.186326807 181975.722362529 194469.570353948 111494.349547519 124614.625279421 2132466.47173358 13312.5226280055 87196.4005468029 194064.045918327 301703.515894411 95017.199091006 33243.9931021082 16911.9613292919 129277.769600632 256684.113582885 75106.3853131991 45249.1491017278 40566.7492071634 862130.196448986 268884.19439602 167936.93618727 65503.4925217146 69191.6782817621 931852.799916579 644169.333301385 1928078.9874434 5403536.96307191 654597.77737264 55086.5501531976 86761.3477347727 102820.259899537 102761.655303998 110681.694010372 1212638.21689494 94249.3475140232 794055.265250888 145093.255194265 1513740.13632845 47276.0682425662 46016.4250890249 362838.146815347 151607.640070419 53211.3175244217 217937.948342676 225489.362131635 93978.7007113405 95230.6432419414 12877.4644843649 346960.784638822 127728.756115241 183734.694378551 622297.741706989 1221107.44108017 754286.270093278 438201.596495074 580473.690297742 276619.640761177 279402.864587907 433342.536420315 32379.3115848191 28332.2604209201 11488.9931093685 83869.2660999093 28648.4862347767 21269.4530408271 4320559.05113727 190754.483892794 102367.064345563 435898.149037366 7437820.36985589 387855.965474967 159673.395800932 201828.906929309 155381.154925099 1399040.17735261 241443.502780573 196297.458696001 41064.6293567441 979404.276247185 1051922.61556765 1200087.30381421 1318985.3340608 581383.133524111 320172.526157247 1137060.89596553 1202726.11977132 8152.61905250959 85789.9586034218 1186417.67605922 4502748.06335263 3400552.97349119 3937399.63543823 3530383.20489091 8535114.45700767 100074.294520594 29097.6137787054 107915.99584972 14076666.1433409 4053260.11927215 17803.9875616151 89378.7460436126 28165.8229391415 128599.054367127 101085.494008438 35761.4572402385 797.942229268669 190800.389738944 467893.568299863 1099926.66982536 18053.6483750193 344367.899368563 129309.885872423 48640.4474458482 1638.94391647692 878911.576664523 802692.266438744 304877.838780067 21907.5179113487 40019.1743411607 88730.040025791 148870.709113435 298204.27125057 76417.2103419062 86853.4016853781 21939.7319185719 926002.006915268 467706.509790985 247755.816507786 824347.143305025 2686.95703089526 63441.7419665148 38535.2200589533 289964.136518406 9957.8086161489 3761875.60583784 88876.1714196115 3123641.43805071 80778.4376087095 218334.319169344 2676343.37167439 169266.524779151 333710.966866392 151579.20579252 1046831.77792676 244352.82069354 493084.37450965 1096654.98259896 502467.99657754 2656739.0305444 44753.5848499596 299650.45179952 172988.107711993 172025.776979388 67055.7167911332 43520.0920975229 879325.534293909 1306838.46354506 173595.318498435 230427.410294704 107936.746422278 475442.350724404 740101.71147119 637443.726067328 91421.7731738218 20877.7209029718 13795.5561884336 6879.13731444136 462056.275638826 2921330.14374118 317357.954546162 38530498.819619 559895.195179751 485027.592770845 1235693.00626071 153516.097610138 12115.6463238996 50849.3671427065 79190.72014787 217281.751166077 333717.123038922 48361.4864073042 27705.0594686365 61522.6763103325 37656.7532445808 86998.2399039216 0 1015651.04678585 35194.0187913714 1580050.80536914 242435.73349372 745340.192573697 55345.8217022305 185274.44167296 931840.728498872 68600.9003467019 42076.946814706 95425.0789057673 59435.135737169 301023.911533709 714.419232147444 10596.8973900638 1306539.20224177 1433884.05026339 1315700.45061403 998473.298116098 3096466.46118069 837623.425775442 400028.605004701 229207.696377105 2878182.04558848 116631.746894695 338485.296924976 9271.65387128527 179.265315944591 121307.326082159 169005.251802183 130815.118975815 164395.880844465 2905.39832105581 5850.20284925849 145763.455191581 133006.956667292 372060.022535657 7983.3003189705 601.133884907064 226005.892561972 192374.346604458 233625.117903402 36923.1650344385 331044.748418402 335692.004926952 66683.417200016 NA 91616.4586217322 48017.4821193609 26542.81800707 243190.877216989 74126.5136018426 1376.90520349799 1183.6366747224 131096.778797705 15310.2694201061 2861671.21386738 1973553.85381405 555630.524552917 741776.562914721 2818636.39569768 1813122.7972447 20023.6983335799 82761.9214499188 5827.52657582462 84977.7202513324 533086.324939463 1345347.01651388 405686.680730931 329517.666146898 50106.7311699186 32898.8243312292 492088.276025648 119852.811536895 54709.4635196698 2337182.11471146 11467.880962964 68229.7309882445 156879.456101557 8113877.7428648 1810424.87320728 235108.187561246 852592.954538501 56236.322424531 86705.1332645139 316554.317272546 294038.813112309 66239.5559843526 494889.729971453 20546.7670513108 85227.3014579976 20960.7244597411 53365.7716773421 294161.282657708 11325.6506912942 4155.42599083314 217767.860957237 252771.811473309 26898.4366180349 121575.646922387 44144.1492987474 865015.377043548 3555.01927166099 100699.95735079 252608.733716832 269574.109769727 125599.728035158 50132.0767456769 246874.659085027 947442.754305291 204225.667491118 26906.9370737893 76376.7415247372 40784.5393465091 512046.682951998 8445.13400875716 299199.57445529 46891.283851826 NA 210099.329640075 56552.896870841 36535.7293125895 52679.6523715898 399895.747707619 195202.551761458 4487248.08530378 1051295.18961078 1500815.29135036 1815901.70775293 1106858.52186963 72517.8168564127 5361454.67607555 165539.742727114 1206402.83080617 258803.780407828 1575872.7164541 1164454.22578971 439040.703206428 86306.992085481 556474.340206841 722489.790042389 155378.396654664 68778.0749922013 138790.46367063 48885.1465807899 70810.3054502028 87911.7692520466 47007.9886250973 26078.7953974708 347387.247628222 153960.149138424 12024.4429353674 77855.2098535146 68194.9757945919 8772.08597646824 11317.3066608754 57179.1576275757 633095.183899631 5391.13511587891 40162.0938101937 74648.1692496286 554730.534118911 56720.8155600106 12647.5002677688 105014.364689428 73972.8170888968 581289.572715039 46071.6250678368 23833.6771152604 1078.20666909785 1545.54804339919 NA 71751.0012382338 181225.046085836 43733.6715344828 310594.710085097 46260.2325086728 77005.9003148406 181372.427992983 216378.699543011 3368887.02492706 554745.035605323 88001.4246176419 14644.3863704255 85936.81350867 35862.7855747011 55398.9138177303 57817.7936419052 419070.068364715 48464.7309470142 12982861.693302 113193.148662957 55756.6269264656 123341.49496176 125571.053483982 68783.7761423217 607398.690117707 52833.4173991107 155631.564237411 312335.904204425 2684.59868438869 128421.188701698 104191.856795525 570.96993562856 0 49802.1090049849 19205.4416050796 76693.7755750522 51480.8808487108 258801.251489341 85242.4358115486 32112.739264524 4733.57898931511 109555.047208167 56996.2081962001 1058890.59980235 32601.9287118288 100805.872323453 7455.30295435378 24540.2525147823 130650.830188915 3503.82769744468 27627.4799716664 6800.09824538159 336073.304178909 32624.0287935423 4623.35492338995 200522.238088996 37535.9257004541 277779.382803851 30858.482588422 4744.55508117663 5756.20474679249 28323.1646506842 207007.706394095 212366.521160867 1234249.53497856 897551.832244972 200823.664338406 661.884846427612 935124.944520817 751072.657392722 11855.4497735062 59454.0567753885 37015.7180227726 32324.8720672857 48451.3536949817 41882.6476698463 415989.873483332 124682.181393666 389264.879253577 260474.896823187 56351.149522218 0 66057.587637438 104971.595363407 52633.5045323959 234926.724763534 159010.126781673 233308.921195909 2113035.49050845 66936.5691774941 336144.679351308 369041.181266121 6776283.1965742 938420.166747963 4017.43382241876 166136.602955428 327339.865864288 191315.342984906 58991.22057967 588741.050151818 185982.979640058 316210.880314245 67275.9498825203 13394.2560391655 15357.605315819 631322.574457323 924283.227582403 2673.62920990698 51944.3741341428 148089.173425924 73838.3669601876 140755.434472967 50450.1088662869 82897.5519686937 258028.055927391 92081.6955233852 10680.127423012 33484.3978038007 1046162.11340851 103202.363706422 44270.2963521391 76098.3921922508 95094.6020796948 314327.259921525 257270.071588466 60136.1726744918 776524.062987313 32048.3308435645 20958.8844533678 8553.58386517932 90285.3792107621 15141.8994823469 2056.09926243621 4552.50240074057 50809.9827624439 5514.37962690413 3782.28688009442 334346.217503216 76868.9595752315 25597019.4266195 4334.07222172922 1215.1666156687 3295.37254661371 17152.9187481697 1428738.82073977 386204.958912726 581719.916503113 636621.00215529 293357.170088701 300834.020347026 192016.782814889 287657.219258517 180542.204877449 2093430.72240433 6397966.79723287 2218680.55949133 4842131.18978751 4082032.88024039 9085447.20347708 414622.589034001 646096.151961346 92877.0641229633 414189.682690721 3550484.35450108 208954.005949826 12007.6841023816 43782.9783578379 47057.0089357206 171938.803763707 38083.5523725533 45085.7607084476 209873.106208583 69817.9403732193 192861.732589132 385341.987089529 46514.1942494342 423128.653117754 100608.613370471 72285.8018696297 47511.1029306901 76697.3940871155 42651.4166008684 120526.122752666 33348.9657106938 2318.47352627704 226487.364874097 41093.9459040259 394801.01237613 1583893.0833253 157047.14463388 31171.477927811 0 91120.8141905387 71638.6882459308 255220.648391234 14419.4085109783 235589.597033141 565367.599050972 323751.682234487 2908302.25136711 265299.884853977 131297.348534382 111020.146850861 109993.259184564 7102.94853915137 27985.5808480672 10463.7384744197 67793.8303564113 42130.6752955881 403586.68997412 284071.425674219 141598.427083676 52610.6525051646 258560.578971928 134013.482611408 207606.279878052 32268.9533700419 18167.4310990214 2722.14328512197 239417.370836065 181418.431951149 3305.00081365615 2192237.87268606 66453.7969241931 150213.289081412 173763.870020007 225993.342968766 962311.558183426 52597.5686090659 74136.0622979444 466389.000264275 24827.0498023969 213890.854622847 135117.557906521 23987.1889065911 99961.4580829256 275680.224086439 34468.8191944826 701836.135866205 61323.3380305103 324904.2191449 237371.42797582 81146.1561795734 1526172.53837492 657182.866189014 65278.6569939458 3016.78643481109 9574.3547057708 94393.7109768475 78597.9739279775 290650.424656563 127344.45231551 128446.237570665 12511.3674593196 108678.730021601 39211.0999319977 116350.375986459 226371.322958097 11933.7391836228 12358.1836489463 58388.6481129356 995658.879370386 97230.5767034557 194701.432894872 461275.446404818 5827.75260810617 119651.13631778 42417.6691875364 76802.9371460238 21349.972438313 10214.2334294752 106735.285258938 53253.0807397194 165970.05647504 46626.1926421893 1770607.08033832 706642.197434126 40534.0912547929 38999.4304350371 156282.884728904 52897.2478252447 25851.1899549901 182504.075022063 53869.3911373453 347942.124892481 525000.604477777 5302752.08187263 1334746.43268547 359674.313017941 28937.024852138 49201.3024850833 76299.3667615063 7177.2226155274 173692.727744886 92114.3845271818 50041.0642929874 51012.6457797881 36153.9375806812 39896.6704822996 963988.033262011 409105.199908966 81517.0772825113 112524.372838224 769328.952230263 80058.0352502926 116705.712088951 3061.971882344 406368.29555851 209622.470015385 101008.329387777 9155.77595696655 40793.1668004216 135550.034849002 258962.69394009 9598.50562624051 1696932.49931924 44507.4524716745 12804.633524795 646226.581344977 79296.6204189251 1895604.05424279 143655.265308525 923284.107751776 143612.607167026 1390598.19154268 112257.413297526 885723.799774571 31527.7255762163 103945.057369625 161139.913417731 387788.717028162 66320.6659852867 47423.3601577764 108323.893479909 132517.218642844 98648.7149455043 495307.989876282 2245769.43274853 219462.415654729 154512.10110905 58584.5028500917 31502.7466577163 173766.065969613 75022.2770653164 36792.793591552 4880.33754575853 51518.125742017 12397.1561704428 75190.9816042753 3234.98665333008 16006.6893977608 20499.8356275248 85062.6040562296 6591.94438432685 31742.1318233217 0 380217.475952699 3321.11925541474 104899.876296178 40759.1123987412 1856276.00328614 85459.3273949222 317787.392989744 12715.2599125545 65809.2439089854 95135.5185686177 210137.809089571 171567.548812536 2653.74508312506 26875.541011462 167412.168595868 131356.729091235 50061.4360181161 229258.164075158 433366.032587093 16563.3115184752 417.254964494619 114369.002528818 45036.1079854842 21322.3694509548 2087248.62658398 48277.4270567016 575430.693588609 51218.7570212654 703697.669703284 10722.8322799094 311569.339369972 35177.4289151058 78334.87154322 813221.491841348 209265.989635926 1319685.08034808 11652.286088286 43814.1727044498 89173.2489776307 128514.087228465 370200.631214021 429884.339653179 19265.4146795606 32685.0186174881 137605.442145896 69681.4489447852 73381.0042471647 104714.493855025 8041.29074011393 584107.161571868 6413.99165747103 5697.9612196417 52036.1169639389 0 606101.302130932 68077.8334349823 135434.510313887 130950.874668619 93517.6488283589 17083.4460382197 3868.18927840387 10673.6968964968 261573.082396123 16673.3654634216 11663.8364942117 6352.2548030717 83567.8815605175 27218.9831485645 4298.21655290038 73893.2046869316 69623.0163824819 NA 99232.7642896726 41375.8909120659 9274.17955690686 309.011657750087 48709.1696581314 92153.0107543094 10013.4663397391 54328.2914476447 95539.1912686945 167782.288233826 30941.7135404846 6459.75374824921 152021.544500253 6441.55038937315 230826.959542385 182551.376878921 148587.06041672 600093.215558124 401107.529859221 337947.957693768 78155.4743422958 104530.986133097 96003.0770856645 1796374.08380416 63440.2028680793 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2467.97248291269 334054.94881275 389219.362618654 120944.375425831 13024.7416413026 646652.917472492 96173.3176061946 117677.823303958 103592.064676601 94595.0639255863 1927303.0693861 54730.9230946955 23232.8907311157 430181.070288525 101924.613480426 84639.6437085211 177806.911152682 1761.64631177185 194336.996971033 535739.015724492 38591.3272027654 168181.660881973 116298.352581587 11630.7033491162 52157.839584719 88227.2277081748 182459.904477022 5075.78049941948 94252.0188329895 52514.1795491667 56913.4674684936 14639.1279139818 44434.5330059111 7008.09233471385 162012.989060693 43077.4811209264 13814.8114084294 2611.33940173801 41053.505935774 750238.733414834 7470.3164394462 10504.6706076399 126298.466747588 5367.33974412975 183347.085594151 4195.95394938191 1924.67982976649 98291.0380131641 49037.5640083879 109918.348774617 166452.499424325 1916.33708155294 4731.77106155389 27635.9880853098 30032.5157968962 0 1207328.4296994 11864.4338471772 1289.04506920051 272696.884340972 6129.03941104181 295805.481794058 1906230.60408257 19116.6927486143 2967912.73033436 473152.856420161 80149.3961355817 NA 720811.676474375 112675.599017147 89564.5793730458 6259582.40284444 261066.678161178 89450.8429236516 32935.7923588436 145569.662460076 46096.5184685816 1612181.08631086 54168.6929318517 291366.421513583 2812562.20141422 86168.6408140855 12469.1268154011 8220.80131433023 5480.24495315332 15591.5992616235 45689.2099432917 715258.602457311 125148.746813716 1945060.64861113 152137.259535592 484.856995813451 1630.51357565508 508551.99718027 27334.6142996444 2731.26301134121 88580.9773511215 20089.6676418021 1578.45992571302 3574.69778021071 1641.82535073401 0 26643.0928121753 0 NA 28241.8777088087 81742.476595933 10193.6675211776 3431.31852684315 32783.6026521017 6454.19141024281 80657.8565940493 39046.2327959061 150671.826450825 0 1566.90736560456 1093111.9198133 196151.708790004 233097.01581346 12091.1106495587 18060.1233120727 42414.8939841465 11654.8486998177 4260.21646531323 119063.933536322 22284.864972724 252794.181640482 148483.961908213 59772.7705942696 3520.4047208894 3768.509537784 3319.05430784904 5207.90864726437 412378.557336795 233807.733295892 155138.155977602 26371.09965258 62472.6885205654 15131.70303836 136960.881966863 20185.0820818823 10049.5796632922 6025.80743611492 2384539.07808123 185260.998646785 392.576144653328 7267.4110149562 12467.6379300849 2169.24953439886 34231.6521541811 620453.640784539 273803.808333285 13676.8515045522 173773.586395025 127065.444904453 580421.723021994 40115.5055009238 33342.3082289723 0 69931.8730862041 68134.9110012811 148510.845434229 9071.60932489738 900555.080621496 111478.284347325 1337030.01500691 223889.645858613 317908.124849678 38651.0916040262 2965392.98391416 80343.0904820285 18998.6301283277 173664.652897468 751112.530208338 105794.803183663 1678649.79659218 449120.251553514 16962.983868233 8602.25396784101 38713.6999182832 296.070318515155 419548.692310384 2426.89806390709 91548.6313968787 62751.0448793179 84192.3315787795 2559566.79902139 1941.1128399173 1116.86925812888 12530.3798467614 1548.86971020788 692149.057246174 4318.5629992567 4232.9383042395 79581.6251016436 16468.5843730858 1451448.80369226 32433.5445051423 20032.9488501097 8819.34614887208 520331.532533676 436799.113688969 133983.665652204 16755.396043013 230755.544500388 303464.036514835 84420.7560885017 80857.511386225 99894.3630965054 487001.740793572 4047.37368763683 NA 4776.15265273368 134717.504801282 45296.6775259912 34997.6472474992 33575.9828038114 3888.1954137205 2812.97997280722 233784.904049843 229654.880611547 168256.308155695 1676221.06145259 393749.847956367 110628.550179742 288993.849958618 18151.5360312645 64216.9473885504 234471.486604279 48758.9891938807 43520.2876521041 2628531.7925671 102064.264074502 57323.4404743133 92363.3869895439 605164.96235505 87631.6679563194 108359.862921167 1808455.13013101 697234.502131218 78598.0380492082 4365.18794503365 199870.09467079 882.336008563038 64729.1291242436 182768.391353207 490929.767648495 59771.7857540909 215176.2470643 115895.519487355 10610103.2829685 491040.00560852 195078.098005358 108836.12102743 113134.120302728 56873.0570906129 NA 3135411.76148792 127039.68464456 170586.649945396 536998.296327359 122332.354984496 121960.074492409 530635.499081836 7778200.67893142 329217.987413063 130711.499785215 72086.1775219848 129387.659378983 40201.0466098661 1459103.95539412 110892.635952447 53433.5781203825 647571.222406594 12056.1780530037 428881.308824775 415967.6403354 5643.06626372149 116718.320004969 1952.49006843172 47145.0111686752 1348.7527330894 31530.088049877 1031405.84817243 241719.362246744 204821.902344902 47287.9308876012 51003.6752616008 5368.60825231325 36561.4593501713 132939.508988947 10578.4610452937 29584.0716804852 45351.7957745455 72547.4496987124 94512.8188985335 74046.5471724393 108911.508316545 64109.7641657693 18378.0071286617 53722.4402413133 262208.696140125 86400.2113302505 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787.883312012686 936294.6014981 19360.1259929863 8000.21832129716 6616.79219796807 98129.4457759442 58561.1576045416 282442.714091346 2583.47100092635 50351.9360138849 4880.91707653235 257733.591033824 10383.5772024901 61483.2986530895 53349.4942862119 175989.306017884 51387.5041263409 324703.265283692 5804.46994587943 4979.20625074149 158565.990685707 78723.5250769225 753.035903558816 272853.152666595 36981.7572419895 135953.341780856 195921.806101458 44022.587564744 44592.1482503963 88003.3472549346 164401.706932317 2862.69520753122 60163.5815405243 348604.980989726 49945.8409703137 469354.852320324 35737.6450554615 54628.1173469736 642.299261819 40096.765926147 NA 14511.9913377985 25560.5397982287 30367.5623688843 63461.0058373966 2904.64197161057 17943.0373121699 19246.5964630288 126699.8993009 25362.1572186296 49789.8147544221 2964.11137033399 19024.4609553726 3658.59904648601 8863.67767614296 106463.589666185 7699.16796353079 2519.02758589878 14012.2633809163 9823.4706600329 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2010057.81702766 427702.597150392 1474430.33014507 62314.4032387287 106074.117500873 343116.709028602 154575.942784584 78238.1053192285 134183.143282821 204175.792782738 150209.140927893 201306.038084043 11853.7509032087 169456.505180007 164080.008431824 277304.957520925 489273.083667686 2782927.85004454 1281135.54692073 367661.925782521 2509396.97836805 442366.856022182 252120.986092262 668579.324380004 32059.4290662689 65780.2981796024 9358.27696978308 111261.312350961 46962.5354866908 7901.21268456281 1631670.32527274 49499.6973635253 254915.931676975 169065.902246284 6818721.32993303 347500.484789657 140738.949938125 189270.069559088 184295.424489444 1276773.32734018 232716.389569453 195441.299356402 98563.2104556876 1935213.95725337 1097951.55727671 1282622.0261759 888296.396580876 372121.542380818 468734.241617966 1037200.32559173 1094223.24319799 5800.62196157444 80537.6377615385 8413192.67068962 3921190.82487901 2325709.76613534 3912967.72793836 3486164.78308158 8431363.75905513 59441.8567892068 23399.9521180425 150876.236951407 18551088.5876388 1886237.74905242 14621.592393714 84762.3519900841 0 125413.661230187 116651.792403491 28441.0066942256 0 178227.002989858 166356.441592809 531627.689697408 31574.7610475447 305247.309713228 118944.797139889 35144.1147681533 691.146917861806 324475.631710992 2329378.19424118 465217.685226026 83401.8058955961 83868.3678273867 174276.750847827 190770.323951877 236219.293860332 88723.8650330085 72438.0734292847 8610.68807421057 378030.680898641 254568.369363501 135574.342629212 173607.735292046 508.578303199117 73048.7786009501 37469.0648237972 296460.543048318 10196.6076927804 1378718.91759827 38337.2317249899 2973862.64007379 93376.1029586582 2658561.86538162 2719472.20016164 395458.909417959 602039.392698892 860202.307852479 1244481.87417646 285819.147635058 485398.578804951 1370744.41314997 536509.54221667 212428.443507867 45186.9527939726 418451.791993419 279458.495153477 425923.260989067 109471.084686402 17930.8962537083 384648.602759056 286868.855560606 211415.97029469 226096.808087742 167203.969537388 433464.667417621 677104.611224138 641965.497702484 39950.9557858721 23006.9044770832 14413.5113535872 6314.92113788984 1907881.88714721 8521699.44885592 258421.324387842 13542804.7056743 489005.688009124 348920.346303678 706918.690183489 617635.293533969 30879.1393089972 161648.256240163 84944.0987229872 202604.225604904 1114647.29361033 64516.6602577938 72283.0446685168 134618.075570179 25988.9972314089 69521.4875546474 9618.84917918389 992270.652323353 53862.3984473447 1430807.59497989 229763.660971276 957289.084071417 86322.4222427625 183159.868631789 300264.395492502 52290.6251567936 29508.8520663432 974033.179753242 111485.200098389 287972.366581626 1898.99405833018 11214.5098724476 607755.200510686 1517863.27014507 1075421.4947768 685574.408521004 2996639.88647831 1518385.20002481 407325.17334273 192916.32370891 2084597.19857847 118184.153417343 254862.495389803 6220.73866802825 1649.25771175384 103564.507418308 87938.1226739164 78433.3444636752 29871.4548289755 2218.89335282396 2694.73419805098 267387.156158619 169835.343483282 285043.290745628 7923.66977631062 365.431889440511 422621.431370006 388754.554713008 364665.037925126 64371.6204240288 100282.446246611 268125.235388809 133850.676059737 NA 100373.194397932 42090.849758001 23909.0169604563 246811.581038923 87606.1718788819 209.954697842983 980.164036128532 302378.301768364 7569.77565280486 2914433.47576989 2112381.14170228 368105.088129263 550567.665950231 2217750.8778088 2495207.61287954 25696.5961046428 81513.6693591552 3465.45478103905 218018.559718097 555910.182835791 427149.691279297 141394.752868269 546465.959774379 55069.6982330645 85133.5039897782 921130.188408821 64982.9575307108 36146.9758263483 860513.46977914 21289.3264468681 41170.4325825787 150979.907033583 22452601.6599081 3230722.6663385 257417.288901125 1755694.58670641 11480.9749714166 357721.289610325 1799577.66426013 637064.203629263 124718.808014296 298276.297134602 20698.9320945629 106067.475164343 181208.216621663 128167.270378824 380968.202366471 10735.0567343698 4305.274455276 91297.2083028341 338370.584049276 20723.8292227253 145136.58111308 71753.2576197018 845040.136658618 2426.81264967908 93142.704596148 237668.867805972 209949.582192386 50026.0898552903 39395.9615725125 246861.81519472 1552237.96096426 148097.75687875 48316.0862000468 121908.433239268 75729.7488280411 709986.33876881 14987.0828790871 447355.539799826 59260.6335039976 NA 172843.933175512 66259.3918334921 61150.4961137763 53193.3359362703 594776.545688355 255252.641390488 1783865.17101396 1126486.30754712 1727546.9585032 880954.069481653 1072414.67962889 58646.2040662354 2795049.2909935 73077.2587733223 1093169.95653805 155187.687076628 1552113.90953439 1229989.23721093 474932.54514515 201113.378813328 235070.275198388 377761.216050803 148587.471936644 306294.618871415 223652.118120018 120026.573461118 68364.1296952488 40300.0897599102 68569.4392974157 25425.2278624446 870209.784951776 205046.535418348 10788.5169822284 79149.2746155886 105701.501691912 7223.11206470479 10215.0700809431 50577.6339914091 475905.929498749 5108.4539038226 34409.2186096876 51000.9638517192 831461.186708623 71611.7876245036 12115.7903406508 149527.020106536 35040.0814122491 478227.420854402 60020.4997392306 18450.5917074435 3307.87486728107 3580.80481457399 NA 38053.600411553 148417.369659585 60589.1435024559 177427.418718398 47316.7024568133 86474.5821106501 147155.009868538 327690.801643732 3325986.37225098 304195.751521648 92993.9293665911 12639.0582824278 90094.6272143529 22814.171519907 100954.629495731 30163.7507784815 417544.845910587 99241.4925581571 6736957.81740562 139011.826193257 37676.4088135705 107631.723794264 60124.8986265779 113892.77822312 965593.854735782 65629.4114549152 566517.921332808 577803.944488704 15805.9779758248 136726.366735416 187286.490321053 1082.31437638826 157.39825193514 44043.7552394926 20028.1714575441 82348.9380148169 66573.7701108941 213866.229764075 216206.5346685 56580.8590266756 3172.87043954098 70730.8431811037 38547.6428362516 3033361.0683757 34866.8742695229 90980.6255831721 6781.72157865984 93417.6548434457 360765.759940088 2973.72801540068 26379.0296715866 5780.54118704536 418461.115040528 35550.7533933908 5523.47021328235 430286.341281692 44747.0256750637 85605.1957859652 31547.4571533374 5214.30550457218 5827.28702794232 25851.8277291868 125897.862378221 178584.708373773 2183117.89471852 860123.661753629 157955.736019048 1240.59153055526 6631910.40643706 2339016.54827768 8161.54882295289 59627.5767340445 260943.404326818 30061.2588927981 302749.343223734 27482.9333367049 159772.498347261 180723.482479363 75114.1340147846 74443.7449617974 46794.9665246375 0 162837.989848197 91592.5685564986 35623.1772493811 512567.230114163 200970.268190497 239666.534612916 1307719.33707807 61615.8668564783 216962.31266474 193024.378887016 6482320.42495531 1022545.57086983 3097.08945500319 62517.6941056633 204025.352994534 70364.2809927793 44077.1565976416 410214.182875579 270958.86434151 32901.9948392009 84437.5136041681 24216.0422863107 14231.9073383397 1104662.94514369 1492514.88590927 3382.65582178076 84373.5863149463 198036.320002397 84253.1089157445 232168.920122209 63091.4810706576 78664.9804997202 370758.386602211 99327.1737568072 10534.0776302807 35885.3432569763 842250.417412484 69145.7763112421 38411.9818020118 99801.2935201116 100312.368054964 316343.440914506 291223.806801624 61087.3342114101 337024.016965988 32812.4586335025 18272.3052500596 9244.17186428283 88463.9673412507 15972.3336700026 4033.87974487437 3696.62311251491 70327.3213330146 5314.53567732472 3779.61105790017 266349.328187591 29324.5025027501 19172251.4558498 4005.81393396257 1822.39290080032 3336.61872174992 16291.2263411356 1036773.8711654 225450.341498077 430160.209596637 404947.74372307 204071.725913212 207581.796909351 209752.27848751 114441.713268928 109279.268279778 1755660.02213631 5074109.11583596 2776116.59541426 4276543.1075439 4091051.60820603 8853255.38047263 457480.124447877 673861.877088198 151285.524371465 327224.290833393 2586903.66626121 168688.47341603 11733.457874808 65601.4565301011 42889.4895451964 152959.381954258 36036.2955640994 39535.0159389885 143408.606889754 50208.16456599 169222.04226642 440405.845163729 43029.9682173173 317225.449211758 58692.4839379871 81109.8821193189 102407.58059314 42338.91147228 35222.6307558304 116199.687664924 29954.351423298 2001.38579143935 175547.623334983 113268.575046223 258560.716772515 1407778.51655748 125237.617107876 47480.1125079469 2393.29089047149 43566.9265038553 39317.1157925041 234781.263167875 11747.8012947495 900479.913330006 468790.994126152 349208.763413238 4306988.24214577 111793.594613431 72270.0198090891 55411.7066794141 174149.957603695 7690.01975992149 89869.1160971259 9119.54180599168 108121.922985969 19483.317839321 181635.930000357 173740.798544484 145582.364920046 98446.6619459203 71445.1388302231 106506.109587234 62914.8744297735 34811.3103582814 18387.4043694258 3571.44531120336 42395.1504471526 367108.777081217 3737.00377060736 2262230.1125222 390079.534558735 242090.223835865 31436.3927544023 279663.888932875 2382156.03579019 43593.3658083948 470262.1023007 375228.030403504 45060.0709747087 193598.307142908 67764.3009365655 24828.4631694166 171079.683051891 326504.787941906 23080.1453488905 254731.128008978 64030.1182385745 386722.987975888 238629.326602089 87520.4509360059 7227046.21163063 1284975.59142983 63730.0178539802 3232.72919059966 10526.6504895877 176963.841023808 17559.871364624 438286.850844969 39069.9284662901 348989.074209727 12387.4133497567 63477.5155879427 72756.8921806939 117604.05126837 110680.850625472 10898.6112451717 11082.8924615276 74336.7490544754 570818.665968 103194.626468856 206910.50522755 382724.320282818 7613.24084521765 64937.3761408922 27983.5457979215 39314.7514778763 21463.1834840835 10752.4246814301 93659.2854637905 41521.4634542596 144363.128009311 29227.8365266699 1994993.03866992 443753.354054462 116593.380135523 62901.936516031 126577.874409877 52027.2854261044 27743.9564711613 181060.823006415 59450.7346609052 287442.815587694 858523.212736595 3709673.11414172 897802.497624001 326464.861812377 128644.709611452 79569.6237710367 41632.7417606749 7449.07087303323 160018.042640262 55129.3703062242 46498.2017515313 46804.8593800935 42302.1139742178 39639.1197022184 781360.256693064 1392201.91165303 166308.224946068 167325.176014105 991581.095672844 291975.693887628 73125.830972424 2481.97416146975 364279.148528731 488557.069570195 130331.003321266 8095.44733967684 38612.7305602627 94688.0158175799 32364.2458572308 9841.61096971202 796120.714629336 133690.142555428 15132.9201590613 580383.243841632 31870.6756860259 948341.951378898 92528.3945730811 723009.597377782 121131.271417895 1421030.23176275 101536.090282094 1091441.53167524 29819.2844363948 89681.819571391 226443.218322702 405422.59447513 61376.3368124265 49153.1220957831 163830.272979462 681516.046984355 27988.0950009257 261883.698723454 1083946.13506189 305471.233107174 265393.797644034 158405.160495056 35795.8210211658 256958.381979982 80849.464195236 34064.4892066858 5222.25373218477 50225.5639366258 11280.6929261372 136836.726529872 3716.31199325648 15371.827465711 21080.9778260882 113796.81471421 5613.31926110595 35090.1701923343 389.374323069885 445103.841235185 9542.85707487232 95333.4741870043 39719.0027382489 1333964.65565925 40085.2312657892 218148.472161532 10356.2569984081 59574.8182813101 95657.7522913594 61557.508606565 162969.095513251 4261.7250301854 30638.6648571491 188569.811192027 82361.6842750573 40650.6060543013 153591.539580756 122228.565175703 15820.050631934 799.001028166881 28406.6359248258 60043.9547457514 10985.6018917246 1389858.05266075 230398.967464764 45328.6204939153 62847.878212101 177305.676870115 9261.67336636353 206763.079678782 47126.960108686 41909.1202901868 171846.865498534 138070.828451841 669403.824679554 12088.2131977811 50803.1843123382 346994.885308564 48856.2578405457 167095.840434919 383678.682512632 24210.4265446292 178550.967167148 78809.0579776965 88826.4941891244 60426.4213814868 418330.249609146 9386.01377168737 243263.641487321 5836.86220461974 4589.61551110187 43176.8157955738 0 987418.768936906 457420.036490881 127506.615551671 87811.9993215815 59586.7931568052 18185.4797010958 2173.20518431163 9091.20357739653 273761.544478382 20482.6411510882 37220.418300978 12868.9383730612 109292.931962672 59396.9007255484 4829.52902326243 58060.1069598794 37119.0081994595 NA 90231.0587695759 35559.462423865 9562.03142704931 928.834505755232 42762.1750892575 69704.1051873928 7305.23383940037 62879.479303272 118711.381602995 57927.85594484 30729.2414402266 5828.40805090061 613766.066156874 7932.96407584972 225875.952295907 178095.035268383 144577.510292469 249826.162800028 219688.642653556 135691.459906195 75224.9338418546 430724.557310289 36604.8631516155 1973411.46762615 44531.4788543239 379597.617221648 225783.581297541 276684.126338457 76445.7820039008 216333.294287704 360784.528783456 20239.9254420749 1658859.83238817 35527.1096149703 23096.8761932413 5801.38905035106 977223.120813747 612.503938221604 39202.8988437652 246809.970095684 300734.820353149 182348.837277506 204222.637252414 9424.49499527448 39250.7770041164 16685.6550810146 31190.3881917195 78589.5153543782 81161.8202084024 534184.374231768 298212.323335555 390442.158922989 656030.709133153 4130.95040820704 670094.511608029 1507901.93031945 122648.63610635 196107.765368733 357334.050127817 13465.1306986788 112195.055181295 68040.1043417691 121981.342097998 43921.1771993971 27896.4087845522 25508.2313052297 447548.65330287 68735.4566775574 27337.5319256475 97778.6257360337 2898767.24290432 68670.8351736351 362411.153244728 51296.52494056 60705.4844879585 421293.766351648 69470.3646953083 237469.784915476 78698.1386200191 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3742.00684463042 594345.274042341 2382.89121985727 28187.3798660508 161983.618257252 314074.504517671 136166.643381348 187571.741549378 97169.137203038 4081.79537436648 9672.25748281233 8340.71061508414 34518.2726655076 660241.942061198 204304.829757454 117510.845782333 573212.895852801 63552.0011124333 85198.8633912499 13613.7161226257 230363.482533727 1042502.32682421 81680.0706737476 3742.74512309838 40308.2800566049 71535.7794255353 98373.7558378043 63994.3151633879 118587.039144248 134431.38740741 179324.65942586 324993.332026154 109295.291470463 151016.863587817 74691.9555268688 159871.738596724 44781.0869880219 34669.0761513329 195808.669469451 89018.2564119884 65977.7352036697 4212.47114970952 4645.63275384867 16484.2023408162 6127.82520154688 75570.8975546351 20720.6611306464 30061.9606932209 187278.93815403 647667.887896463 25606.9958821589 29793.4906818378 10840.0569742461 42652.0658340659 144064.458130349 185973.855059493 44059.803298469 1968.39427827543 17771.951494066 58053.3810149639 595164.355622475 370755.221788052 106517.639076099 135571.070616728 358809.254095362 19629.0973258827 53540.4154814881 197053.512081478 102487.237257326 355926.699244806 342698.211996585 21785.7234535918 8584.81657554657 165769.822765479 115758.153027565 69792.9463097888 76850.4251453392 15833.3348997341 1144.94336103373 1899122.10933922 3747.41055732964 20051.936711157 29447.8795586824 1199077.13963884 374149.782048085 16538.3109182214 407097.21789033 2820.30383629707 4814.24036410316 4227.80806012573 3476.42807962825 28608.8157629752 76522.8526854664 30457.3951350095 108368.469430722 168621.830370629 40822.7248630845 10676.6058547991 368026.19196799 4054.56622968142 155977.980550746 139796.979581813 108582.338751094 123900.736598612 1652.34799072901 66283.7833856488 117880.352792704 54868.8240726605 72287.0721649239 0 67143.1095710317 105882.217437303 59255.5212284749 121747.475583891 8403.24581251246 737643.366644269 5141.99481272262 3680.75641774508 241138.547886274 132822.204853644 41539.256650277 192794.551004134 132109.243694797 266212.716928997 3865542.22869291 37245.4566622265 78628.3519833059 4266.76199716257 104548.08167609 5270.86539952871 109329.983449827 704.529942522336 80728.6774344173 110936.0760049 693.885869820891 14746.9444147867 25763.9089407557 NA 21158.4978915288 17285.7740548383 129666.945249754 43878.2617715322 911208.79483148 11928.6982190642 27617.4757943309 29822.1008753468 NA 28443.4826386744 12945.457268957 194302.540770731 152746.415648164 4411.63781600197 7022.7087060541 8303.04227551647 37091.5696576268 23460.0702422157 300.047397662645 76360.0092547692 25513.1131345863 20818.3625718789 9144.83082414555 6488.89362076899 61600.7381461487 27449.3995390087 13649.8946338216 8637.49442368798 238508.576998386 6532.59044071158 2254.44884545604 51030.9669713059 132024.978047521 26784.7104651294 2829075.66425741 49372.458210313 49328.1759903284 3681.67058769505 21551.7759485476 20351.2954896568 4599.92375795243 66903.0657052391 748451.774806689 6762.52629886797 573536.147370511 5032.86154717816 135542.020876381 185875.28577419 46648.3484693228 3033.84624701706 97044.6802151744 27299.7413410056 64138.1605361191 33879.766501309 481308.188865641 13271.6737120806 186589.260306643 8333.76459450734 6575.56480998116 55318.6052005887 70594.3700745152 2975.06561795276 3153.59564149698 38860.1392864198 78223.3892738261 68361.4182642312 5603.38391287835 6467.61327100841 1849241.14342582 6074.94023993131 39919.6660938381 17809.8604117267 12447.1348310426 12187.6332011199 402676.993438526 22806.5070555718 442237.017941882 12872.0218171888 10008.5122154623 74320.8463570643 1289241.62589091 106952.629433475 9022.8267689258 13813.9330001759 31395.7901901043 8485.25190678896 13950.2646295849 73638.9007958625 258453.367193331 1309.78478784695 1237.4528435381 7692.02576693366 37701.9887808578 84869.0155323278 68913.282898132 198616.589064038 3863.647489512 476978.995754907 8262301.5941362 105357.825018566 167142.040125208 181162.88772956 1051439.91946661 355487.969950319 37032.5972905143 2784.32191731418 3946.62194848763 2002.51579061732 2086.52904691304 28989.7858764286 306698.668945208 8355.427492034 7203.87663594205 3671.52431366141 103131.104555363 7024.21620564615 114878.799771113 46313.3617427645 50793.884842224 2506.30739247184 49950.9969775349 33053.4601917953 368104.253571587 8209.4985775501 1946669.57149333 262090.1222631 37582.6221181094 82017.7459541957 31955.9863058916 26299.1646205395 76280.2526461223 69715.0751201934 4255.85025950522 64047.1873522795 34341.9849896358 5057.71581207905 6239.30965337241 83855.839390408 318809.157423916 14553.7585842605 21254.960550592 28432.729529371 5572.23603369823 10678.7576773336 4155.10151397914 16037.2943345933 23309.7420285947 28562.6693475869 189212.624464335 159506.053254049 3413.70850598556 2258.91502125594 102842.837822054 1692898.99853308 557106.568489759 85407.6477204439 5101.8836090668 24229.7517818309 4354.34655508569 3366.56028057032 1019.09103739237 22793.1848579856 20675.7555379249 190737.187916903 6999.88931622833 3647.25954054513 24852.1599868632 163827.878899158 5084132.39492521 3328.89868015545 159569.781208059 54141.1627607939 30551.6080708343 0 1026807.19008221 40878.6500024801 27440.910072807 105651.349499992 207342.682062007 196933.295648561 1020847.48612928 31192.4687577183 43144.1111681584 7867.75540480836 250922.118518265 228695.79146475 94724.287363023 5998.55299644173 51473.5004227979 49159.8910233288 40847.2733725154 84768.2165433443 13332.4471964137 170686.824755344 11608.7997185348 4120.36657419583 8573.63044355416 8904.46621808548 286588.144362418 11044.7283683963 5288.63503449281 63746.8236024495 435360.025971469 226253.59606008 34304.1481852806 4999472.73009093 633454.700031256 241528.468000526 14844.8675489486 76549.6224212176 147823.800022846 193188.898125845 128596.997112242 42333.1002832305 31476.9446609657 13768.9475907635 1163134.32822218 91503.149862512 147420.095614184 2879.26072668282 2201.95823529769 51231.7063135493 30174.6682561115 1166929.57665305 13077.7954373776 57847.0990286736 7126.79792288492 24406.2030959181 32853.4898013337 41570.7415985257 125336.007544341 7234.51021273997 7809.52807058493 131162.038003768 37203.2550507642 256784.510136004 523825.397646982 25980.7510614814 10045.9567233369 16648.6379523192 4606.15847781849 17991.5476083502 8669.91037553872 628.082526258873 16175.0028863796 106201.051270683 4215.15695474873 259860.676478418 3338.67728763595 1947.15925926906 50403.2486538502 62378.3445834941 209506.171033252 594.028148226149 7443.29754970966 12234.0971188963 4730.52094738911 44659.024982603 2653.36062391261 38714.3631401099 28516.1417089436 83142.8876181238 4229.67020140317 19216.7459896658 3607.15110825288 5698.0844299625 239603.869399459 4924.40999853585 1357.67759733429 5368.63202003237 22962.7788700944 387894.806632061 1448996.81882359 2364588.79910156 569948.178992317 1654617.39137126 773004.163806705 404071.623272863 8316.8094737049 65538.7078619564 8181.51320663169 63426.3585830449 307689.12598125 156089.768862274 41542.7520742988 44591.9462268831 75243.2537406281 2729534.82189634 12541.2147387127 140874.376120188 54390.4800840534 834080.419321327 26842.9207683263 99569.0626652558 103214.534566014 11197.4281504417 164412.098617282 346533.031317343 34626.4636643344 6055.74863797321 24990.0407161768 4193.73221195509 2872.74950018465 6872.67155189344 7248.48195480552 124552.686641871 1416.47286507666 77932.6672334942 8187.25728598509 32364.2576384224 82572.8851191369 492.472999657732 80866.2611095774 5084.58591879616 13055.3607691325 30845.7447596862 635388.601833343 666704.818173409 40322.6467622627 5370.71693995856 102643.073875266 4114.21174230105 648737.997530564 2998.79951722898 42524.24367814 3446.13655503354 81477.0841150502 210176.294661671 68156.7960215618 231487.926024715 895982.527385449 22741.4038040867 18227.3175656474 2578.06278418214 30743.9737116465 51022.7754784692 82339.9377024104 170889.653369927 267897.776584943 4911.28908045026 11392.733394048 12763.1786341278 75547.3627918296 72308.1312204377 2582.45402087488 1054.1209861432 39535.7269075609 3867.94748357377 38008.0360623704 56643.8064055657 67085.8558393866 89863.8907047907 139185.111125475 102770.331207071 85798.8189372496 616204.985618056 28678.4108754821 138285.412492853 235334.990788861 51452.361798384 6517.9210974987 180189.462326443 26602.530812499 5634.67936226977 18253.652698947 2679473.55469493 85323.8516932434 106852.11471612 188895.043824872 11686.4848166707 52939.0834352937 16533.2122821419 4723.03446204397 620522.233474263 4432.49310901171 14901.3683076282 103481.722671132 364746.203502844 77542.5124649453 8025.89914876922 82331.4493299179 1244.61031601204 1053482.28735672 14134.1772953653 55563.3394569167 238570.793392171 81863.2861316261 227491.798618726 160614.699275174 69372.3041969507 65186.926397523 131963.625809748 60203.39902665 115714.640617865 22902.7019670012 6740.25448548624 13955.0746740298 89803.8414858078 89465.3747169568 36014.9384747853 6790.54568857263 879.496122361822 266524.564708199 301463.94234701 69978.0188119858 11831.0909344477 536794.249750261 90823.3510716234 205941.592312588 97643.0649896475 79863.6577710787 1159684.64023815 32980.0105830155 13393.418249341 62942.8212444548 76146.6395004491 70577.2053018899 142953.317652938 1760.3434315742 143480.027163424 334339.332723621 25730.3236420677 150610.120604899 56159.0765354808 7003.84842953623 37155.8345753721 53044.4504919659 287201.828042592 2477.52821980319 107075.978700772 62578.9867827254 55773.1249929942 12306.7686400963 68214.7029884733 5747.5395608231 159281.048947988 33117.6084829306 12904.1017539016 2907.41263721319 46290.3451182426 359727.909257382 6939.8612248778 10161.2177763869 96874.5336332382 5755.27949447643 80817.7204980706 3054.7937059088 927.438346391375 106703.400865658 55305.4650332172 107262.691315854 118108.323722167 1799.20546620727 3607.74576280912 26157.5279225527 28109.664487563 0 1326301.73003756 11369.7224263192 0 305990.126397993 6327.44854849113 235743.633769288 2152176.28942645 19623.7431121638 1093061.76770785 536642.995027475 73510.9630994172 59943.1410593049 261748.479614572 94157.363070383 102636.402193448 6497004.70602249 273836.707648114 94780.2071554672 45767.0929239397 53002.9313536253 32069.1703809528 1675056.61038827 79495.7074710287 299175.803601071 2878820.1913715 141048.006416021 7284.93069616619 5402.19388156099 4846.93044123489 14362.4467186341 41458.9255008418 736663.394928892 127498.403192159 1081165.49815601 93740.6333482321 1102.57335639541 2645.85784091077 249081.786512744 208396.080634329 2660.3349162761 59466.6767657868 13801.4318751076 888.864894111578 1105.44223487851 254.957169357394 0 263985.431617738 1218.54416104375 NA 18276.5128258546 83028.9829544151 9025.10015214321 1240.24116643902 32232.2302706611 4707.20049320788 91399.1757230893 36599.9014583874 55017.2395433321 537.231971047203 1477.16998576967 490041.298436314 136535.806386081 224559.219193258 9870.78562748997 15151.9738060256 36562.6020981024 12285.9037116478 4622.79310700869 99823.807530377 19742.0515194488 122309.221107379 171114.677342842 60870.0424374797 2785.87827779744 3130.00201438663 2426.17262328095 4529.97848032002 474127.393466464 254628.103005148 160547.684366858 264125.764914003 35249.2810029928 13566.1392664973 153492.422279987 17020.4143812745 9928.54299666914 44421.6631010891 2665789.70881534 108220.541350044 13573.1371782889 9277.56894247509 6487.80256628037 0 30167.5291709351 701922.654113617 300799.958825685 13973.0644618267 141970.422235826 139452.172531924 473073.623169725 434594.091639603 114910.229816434 0 38499.0077858648 73934.0083485927 120276.564612033 83364.4476447707 1032857.49591676 91917.0634757967 450030.291516048 251546.858105502 108156.661643392 41293.3600511465 3014579.67416181 75679.2701798746 18039.2608624334 154426.905376724 761271.706316652 123770.886609094 1699417.48211015 265139.059721584 41066.49131416 8031.76519844283 32718.4001094817 0 420288.206427391 1008.61114582047 91974.45088302 57844.578209118 63610.4997518117 1313441.51625239 2288.85654509939 800.694684334501 5565.53362679809 1461.38788180371 323868.269496375 4469.0189368146 4706.1894926021 72975.7146702155 14391.2567053705 985682.63931203 22548.6387144135 10822.1057098886 6753.72029182986 527641.695634926 287583.444033984 133000.738764141 3837.79607363163 235163.469784992 201845.87851025 81241.9851478288 38652.420910332 84638.093452958 539807.246128547 2039.20241513071 339276.927400511 2639.74734316876 153563.545112752 47175.0567583315 17616.9671218932 33078.8034940269 3993.83911967014 2326.46752287749 268658.266856821 260406.488037183 219936.880310423 1744721.01866201 483117.933344962 41403.5857160442 262310.786952721 17919.2427245424 72356.3903041591 229073.596061915 48454.2228505451 44087.3978797506 2469878.76647643 100745.460123979 59992.8796018084 87359.7472379711 611218.247849094 54104.6778640712 54998.6196097123 1895430.68285351 500016.681493459 70533.8303624836 3730.74796902359 189293.294502926 2749.22450288208 43853.7740299805 126082.746498675 515608.698296264 58822.0374069775 241095.875748632 131356.307896142 11180541.4692795 524645.585862089 203970.653497952 116298.162830935 60360.439616552 60079.1317658628 NA 3299660.06549189 35978.4559399277 185980.508633975 650364.964743423 122498.131258598 114137.646135341 610759.519789832 7948989.26327221 340376.979580751 63355.2548215704 68655.5221699002 128420.93036464 33143.8539423964 1355803.87383687 121691.543310872 49391.9945836618 526096.65668211 9734.13785897267 445225.828451681 379810.961852586 3722.67557523954 115604.452814909 2189.01324154004 49524.161649144 744.876055010494 32268.8008933146 374050.738299923 225225.881221173 423625.451969884 64233.0561767678 47048.6673260551 4844.93670516591 19602.7346070696 118036.427108608 10208.8096478302 40420.2613407279 74173.404931823 83054.1869606379 88603.1048643681 74675.6673418725 79080.4845621359 90816.4773297703 10778.1356153691 59761.2348846739 225044.638895533 70746.4625885785 166376.946009271 547285.582673667 4858.07528511732 424216.399612872 32562.7659188093 52585.3230061418 162455.866853001 174084.779206083 73576.6649606661 61815.2292717208 136145.133709497 139549.309604634 493.094960084079 35013.8112278819 1767376.91993097 1130051.14656254 70471.3086241385 1168599.04397332 853842.044632674 29155.599480915 251396.878987734 132885.767883736 4546.09096323288 892.022455496419 2130397.73116968 38702.1106930925 21873.1453851868 0 5834.64586415592 108671.401885218 603646.013779896 19069.833003226 1166.1622285343 123055.849761972 6470293.63606538 260785.358010106 93479.3560971766 2747.83385624187 13398.2735762003 1749303.1393009 84486.9127680972 1157300.48247877 4110192.9739641 245327.39753661 107510.208446432 87462.2885187407 54882.4101492048 1318021.14061846 77704.038475297 40683.2336428715 323911.766573938 287706.856686499 4424.0638938465 318630.975783836 46970.2802867293 92275.438357456 104736.226619862 16389.710946851 2950.96655146041 2567.96831229329 1342.21947830659 672795.772682144 13753.43570915 6149.30664979296 5174.9178675872 72287.5334237362 64437.7050974397 190883.616967126 3468.75237204328 39568.9033421877 4898.54331288203 247880.451871835 7550.53538641875 66018.7915088981 31144.7134442584 173537.772648451 174691.53671551 150305.592916424 2361.22678776692 2075.15482966715 176692.069505042 32987.7096128247 273.81806181756 261570.197543064 21622.267447052 65764.1410174769 173442.659158128 44827.9221782642 26497.294649385 20676.6248261612 143951.375459171 3538.7280330879 52412.4265254998 167406.38573232 44800.1343926607 234274.302259452 26898.1004149008 24088.1617088882 1133.80562637461 35380.345919776 NA 9016.34702967027 23699.8795086911 35939.0170908905 59624.3997311622 2269.88910860294 7360.23143489333 27398.5691531833 20514.3241005959 475930.294392696 55333.2094082343 3562.87749608952 18027.0696719483 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9501.02407282645 80389.7474833285 9455194.00855782 3833178.75248767 3849810.98057587 2421286.31117162 3544517.04548479 8534120.16789782 78485.1465153201 31599.9776091683 136352.970157751 2792924.10558118 1481231.48201207 19671.1232969748 85834.0819406179 199128.167179119 119238.389154422 106394.221697418 35371.8790433079 537.637329122388 176218.722031053 372211.358196434 887546.567162236 16915.0797247127 376517.444009132 105109.483443726 49141.7659541191 1397.37949772015 903205.782570982 818815.078046808 283909.288553478 24272.2482734598 31625.3197922008 65419.1429953092 85745.1656775543 284368.179430471 76896.9332324595 85570.9153472112 20073.6010531494 633163.41284949 438509.746026634 224927.725335106 505530.290750691 2819.00556562646 68916.7209659322 36169.7624196243 58717.3529097024 9402.71697873209 4383074.13945262 98013.3506830447 2604998.62917695 89830.0495707974 837523.843949265 2709076.6096564 62411.0819681782 264497.601918983 225489.476876049 5129918.20508507 2622774.39351332 700954.765666632 1260416.95854384 548011.354832481 2946924.17386255 43710.5267170217 312601.632089347 275079.326222771 475547.769070003 48839.0446727705 46832.6903034532 695499.792012243 1003820.46759172 294533.883095771 250916.654444247 115712.244066897 205610.246611447 391616.842657584 595074.086297409 71613.0417507931 21942.6699072134 13610.0694456217 5893.16939550361 1986311.51777745 503403.301570572 588097.3125934 2803592.84045531 2172368.86629731 581800.669804766 101440.431105936 99903.0750180443 11789.7315430224 66957.9889872309 74080.9643575418 231939.822233497 1631681.68230648 49020.5339232057 38307.8128521524 32857.6131061663 43036.8362771263 79392.3576829498 7087.86668877198 1142901.91859197 15012.2806980682 1477967.94706245 225347.301764458 951768.437624547 35330.8911752715 133643.684658961 765610.714299757 52620.3032627648 28152.9230976105 70946.6067495902 25528.6615940766 291184.305946477 374.058598867826 9081.3926003445 1055344.07236884 1364878.95866197 2715333.02529508 1129466.02876236 514209.103447526 940213.750362745 423826.501621032 132806.060774096 2155076.40188975 128851.730368802 269871.98659721 9120.34112952832 437.122051115094 121316.788144767 144512.797802989 100504.398544235 135166.288996006 2422.10543808926 7151.62905883793 298661.58061188 158376.994714255 354601.448913029 7493.52409662192 937.620101762783 199021.788073741 106411.694754668 165678.654616513 25916.4989318576 308054.780633808 512117.135920308 118651.248416999 NA 77288.7950147963 57268.0970899671 25378.6542261837 271986.418401766 77606.840325589 622.396939050073 2243.83282726532 104286.279575747 18630.3670164033 2584022.85276317 1997221.54420201 729854.872823082 921189.975422076 3202239.16300346 1245553.43804352 21013.7879837186 87689.1703662267 6292.32694965988 84381.6028311218 908625.1857147 432679.430135108 220142.07732954 164501.709296059 53976.0843611063 51060.9665532198 316591.940094276 75020.1943042552 48639.1496124801 2354460.1951767 5581.34363631086 46657.7572480811 194618.054563248 1114359.98783476 457329.692535127 308879.53381169 868228.403068892 65970.2330280478 47331.8536728753 80051.2841298574 95156.9104289482 63874.3948401743 848821.593830936 17990.0633466383 34891.9569635413 10396.4756324557 47861.4609490354 311140.995556769 11418.6958066467 2957.31780327264 115155.684188377 54810.6050906289 31950.0615796816 97813.4531302487 51506.1145078753 794177.386697165 2290.28018629905 83768.9831495219 239728.791495297 213448.328633911 95029.6844410967 40282.7041684539 254424.699815024 498819.76624796 129393.915189701 43480.951772356 40497.0854494455 12783.9616405429 264484.829360866 3007.98327233124 355126.474456342 37313.987660897 1721.31522458071 199873.781196809 31387.2950240428 45064.8805551358 55747.6313122321 284949.848094834 146393.476534862 10597353.4211676 1617808.33039148 1714160.44141849 1757313.03452702 1786534.36344537 49100.7387067428 4182411.48458657 121960.468203193 1004720.57849462 335888.967294096 1584761.50197541 420729.381184383 458850.717814557 100738.972715548 240716.624507626 566556.277882234 265892.038216367 58945.4858657415 84216.3558962913 58640.8385739531 46328.0662914536 68590.0088992574 69600.6612350173 24571.8088971147 268176.224454716 161385.252937926 11861.6755706566 79876.4395626701 107909.639388825 5873.82959185368 10018.1961724524 53194.0546063583 599434.741981638 5044.80375574369 55741.9952241176 67804.2343029632 645521.591233097 42471.2187908755 11698.1692429389 115866.526075396 131185.666858428 479705.515574622 71760.781900462 10504.7304318334 4225.53547991968 2024.64663782519 0 84392.1965891713 152141.861077492 60213.6386356564 310364.286872913 38719.2016113393 76357.8925787777 150579.256759687 207660.842031014 3187460.64556077 828089.610909643 73909.7539704052 12820.6850323871 76609.5978444542 27864.7086859958 68776.5165771498 83447.3273940698 402283.311723225 39444.4762106633 2244637.45235269 157133.54306954 41991.0710311742 83194.2029027454 59394.581743261 36377.941661099 139971.8301488 47175.1413094216 140889.119561354 147018.749742291 2564.32901826006 48663.4404841217 125868.539915544 727.150816233943 0 34202.9768886927 20517.2991546178 77493.7824020464 42922.2442148632 374077.4012558 87022.4719337889 33188.2971796991 4820.50317067953 81671.1051580148 42343.7630528528 1988431.00444458 35885.7722295276 92719.2346703626 6957.50788274519 55683.8152978377 248229.240495896 3412.7873425 28610.4469499374 5116.2392737874 328268.039231042 33874.6412339779 5931.36016941413 205721.158593503 44220.8115724825 182831.533793416 27705.9540236626 5884.56009809369 5289.80960009286 28623.998107298 221560.974205921 183760.503960223 739638.360756903 803582.06376332 189478.654080449 874.032381684797 328883.872276716 71750.0032924879 7088.88258250022 58840.3694885769 23047.9966160319 29506.0120816522 26957.3547512013 46811.5379481528 418535.916297225 120860.634082365 361374.577482493 184459.880541044 38160.7412098669 0 60033.2474594203 79799.0309493368 42601.6724972294 207426.12083382 98991.0596916129 224096.700842614 1762177.75756601 58801.9211629579 248306.983539253 269635.489506796 7082365.12823983 959161.586009966 3642.2936275955 136794.074755929 272208.720161245 122904.481253963 44431.2745652618 740102.211783918 187499.958081242 81359.4408975633 73373.0285828089 7551.34668243257 13958.9926076168 456899.388122308 168453.590135023 630.323577463595 88087.9867543763 159504.462294379 77801.2092306604 93986.7920835562 39792.9567801716 57885.1783731925 338309.618779194 75664.2448335187 8803.26682664011 26642.6622104056 842802.0643766 110024.463254868 28299.9269473019 126782.34361851 96971.2825013064 309052.233569341 0 63096.5797692153 1235106.12917388 30967.1009582229 19909.5574850105 8902.73097202995 78531.5744192207 13854.4858621943 2456.91307210096 4637.01923152337 46920.0669296674 5379.50885747735 3392.98531410513 270295.491501559 124277.397999088 23903402.5899896 3531.30363472617 1956.85950953567 2830.23542417124 13274.8814119779 1316418.80869918 317074.256677288 600713.38458883 523891.302459536 268274.524557497 271257.74978116 169131.354222792 147269.700190414 152050.348830781 2553138.07608636 5180427.23503472 3306046.0301713 4451536.36109681 4361261.98416545 8874900.46721714 434899.459492287 674595.313875858 45126.2653996063 452530.865741565 3254041.43023587 176102.40555028 10333.3213131717 85335.9389159311 49054.9079176364 125617.857511678 35902.1064605864 40992.0175376883 191369.538680361 64116.1424565771 130296.3217261 318304.333343386 56443.6002875113 407450.834430055 104651.803436552 66886.7967094105 34461.2380620087 75339.0681939043 35676.7490739973 105535.593821397 28155.6970207856 2165.09058310511 178509.590680668 65806.8884977878 323875.1604581 1014757.42820023 113645.83167718 35292.6317430189 0 108279.672347744 47081.6794941378 164579.310689757 12643.7760108983 205119.70154475 354209.44024664 359025.510781013 588093.706184227 196244.69106639 97892.3547237715 116031.593229144 123068.780451639 6188.99239167948 34269.9870768316 10060.0112473322 37851.1865955644 26996.8661039414 482912.552357698 223504.968829947 128529.698260757 37641.2416927977 183231.746570432 103832.766394602 125594.022034499 35179.6069652181 14824.9395583374 3478.12104442747 198986.777810161 199464.935981472 2571.4262836486 2132582.01336585 76241.5732113144 134334.524931213 725498.01688369 328001.363370116 828529.114762177 44379.7210443412 61545.6946288479 275808.817031944 27522.8670377794 199167.736580225 124243.174440656 22392.8773398597 85515.7466716035 143227.686783142 31080.6282877178 451762.475781607 49612.4759384587 326492.908540461 217695.506717656 111076.130926343 661892.786039814 651277.505041963 59180.0792761891 3020.15852882758 9395.11691419432 92023.8089003266 46148.5239656584 342875.817776629 103004.487181107 104217.768114886 11679.902746802 87138.6173724425 60977.2310475125 128684.355897783 310658.954877763 12083.4383564014 8874.02174571118 47540.3309403017 846916.222579387 164663.093734306 174039.916140807 378884.196791317 4355.71660709463 103864.622587235 58783.0958758729 57148.910843572 22378.0333251171 9030.53233431786 108909.46023396 92945.713665835 142733.682376941 32182.6620590717 2018689.2755378 658759.681031195 31458.3204886352 67577.3671500616 132172.39190883 38409.6741981161 22125.9448682203 179388.46922142 58889.3470465126 378882.818710205 275216.381448741 4219628.37549811 1116507.71917888 197829.109240096 27818.7232567897 31882.1595451636 39879.6146517334 7475.2116700068 143515.53884115 103110.774321933 46709.5883946303 58150.6842060499 43810.4443009249 37808.4768718979 800718.479433919 617281.060525775 73135.9886011241 59274.5195500851 488044.455031335 110644.994015359 49248.7609907244 3429.29875150422 376755.756746818 285176.512067527 65363.1853152338 6938.17039322297 38052.8300349251 94507.7073037272 38655.4561166082 8763.22090463469 1335303.5984827 36398.258431462 12226.7933272141 419319.530277512 73213.0214139427 1022246.58873755 72300.9588706239 664766.067199821 120093.353847391 1402579.46802546 148794.544256581 500376.796696291 31324.3646739122 61566.1651891414 151665.153157864 327023.634045547 61759.7680238924 44254.149404777 99441.151039417 47772.4333637746 157850.386472437 190315.764905943 2455093.72256668 200214.336264347 185883.181912394 53744.5827689362 30001.9227552827 372062.380497025 85467.0735083533 35841.8323174587 5717.17887534697 49899.5383981896 10542.0461354881 150876.623309713 3293.6395138167 15017.2056686132 21043.7466879753 79483.5549412802 5901.34178249141 26851.2299345386 109.513659929739 345867.446468297 2440.52282660745 70401.5029656871 39617.3214974571 729416.47606691 70165.7525787243 126535.275957064 16092.5968143621 56625.4982180558 100353.896247938 129079.486219303 141061.409509422 4070.04681614386 21049.6654340703 100210.032825119 119084.94432441 45102.7237626009 271393.063007133 254393.277640159 12956.3149271275 711.698930785178 64881.8559149449 55173.5600185451 11675.6701694443 1450031.31542436 23444.0328578743 418889.256671208 52621.8140502633 562807.736176474 9368.92495405721 204168.751478206 32468.0820131463 76532.9594538188 257209.892966084 134377.073326041 842516.063540634 11919.6359995458 28458.4397570862 293886.289699259 88876.1033303284 275344.067180306 320183.667520804 20936.6880010991 18505.8059875473 173353.392235566 114999.478216302 49984.7646699692 43493.6805986421 8384.69027611197 383376.766267108 5463.50718485532 3882.90442030462 71940.5685239179 0 72432.3485852376 91300.9807241791 110373.917445618 128398.905061757 59346.6709710047 18060.0247672574 2887.07395816126 9389.30239835365 254631.348286179 20840.6816367885 18512.174063604 42969.203531905 108093.417233883 22413.2355032682 2804.70288585813 82144.645051464 83560.3797969978 NA 98940.3738678848 24373.552010142 6895.47720491024 733.898500930246 52325.1041522217 70196.3122639505 5839.40962776711 46929.2997336647 118500.319843843 163082.906369553 29172.861511544 5999.19872585848 66328.5005904684 7155.82074024047 196425.526968682 170950.587945113 142762.704112796 417211.826100084 152358.120818147 360019.478780436 132375.419736797 48938.4867374822 61465.4134337263 2869973.74711997 87438.3306890959 248553.846301726 477679.912799523 29481.6375717192 73255.4352818255 111088.104998844 223616.678592267 5081.52600938833 2050101.87552838 38155.0466137789 22012.2434907147 6178.19588209879 69001.7319905058 1720.48614042647 33214.9860893551 301072.428656139 58975.9085871523 188268.3785328 149256.583647549 9681.38417615058 35513.3878080002 19284.4077725057 46938.7272018232 54085.7877810852 105805.906873379 335261.612906419 287100.789505836 380056.50765142 0 4213.52981229977 548815.6880554 45732.3760970332 228552.865330625 71222.2467442261 515291.125556911 12541.2980219602 82724.7050666855 65429.3627926695 16029.5322011359 46156.7956165005 34329.6994881516 15078.052630041 32796.5734677014 43738.0142206252 125274.191740618 71185.7118703207 761395.242160309 94726.3292178692 90906.0550153309 46920.800674497 307648.385484395 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84810.614276473 88890.0294042152 77692.4383815996 140822.526698689 123667.876804028 593500.268748189 22332.9009299129 130881.14370186 122032.217532849 60023.2427833491 4402.07459607889 155887.474550663 27504.5716259137 4684.06475533864 22834.5851901207 1986116.0879016 54441.0438545883 183369.229012313 153966.227817593 5083.41804841906 44423.4840975365 12959.5394816956 4048.50081569803 451897.275538884 4837.86261143017 16342.001150428 76217.8061239743 327539.157271217 104716.712231223 8699.80467374881 73541.4842574965 1585.15653848975 1323967.02608336 5915.92590318874 45530.2535722963 319583.434191316 67596.1775779691 104110.853939618 158610.515245256 68730.7198769081 172214.703634598 111010.628291944 31802.3867356249 64866.8067743954 21420.2163064764 6544.23796826778 5985.52850044328 75536.2972686858 142654.579358952 109117.712687952 7682.06752199396 1983.79659701028 251374.234259686 300214.793670118 32386.5350936686 12232.3984895953 545990.770203745 81284.1217538958 114276.407649338 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477210.294885949 51919.6360010077 70646.0631193133 5589379.31359215 223801.868098677 79514.769637556 42526.9064308489 94885.1577046914 17895.7671807276 1429643.34129994 61028.6981712725 260303.035678922 2380424.819911 65562.8282782077 4861.08466728527 5277.44038318436 4570.07858916936 6006.94019115077 34985.0169860931 597362.755663936 109399.782363385 725948.228614052 79477.4042174385 1200.84155645451 2599.82606260956 189800.204783801 204343.274740849 1739.32547982601 38078.2221386632 14481.1733879706 738.942045384071 2988.1648735311 384.80661019169 187.93745243616 167796.325577304 0 0 8912.64342079609 77165.3523343506 8500.90558847305 953.597005107714 30708.2843653403 4860.89469736141 44099.2437425788 44601.3695876899 41475.9324564834 2321.76451811122 350.432349783774 620535.799972019 75897.2339565973 223555.555179328 9911.66409881228 11502.0026321537 33008.3094657942 10423.1995534256 3869.71431736736 93557.195437973 18555.1300855513 156829.414708062 126452.132685625 58857.9559160239 2568.90693411984 2338.71908972853 1991.56735727062 4618.98511926124 485092.017147049 116291.399400637 60473.8142178738 232895.333937937 50411.5702701645 14112.555035584 113361.19106366 16051.3689892365 7805.96587267392 105327.504195381 1398423.23683845 189059.415625076 14680.9969169182 4840.45771241815 4468.41160841823 0 15029.8164976914 359800.728051014 259263.219934107 7971.35157093402 129927.382039483 75749.5360725493 303036.251063889 434497.163958055 107556.556307814 1264.02449809718 19723.2798938939 56863.5400339312 79803.182160282 62205.5695980786 746505.740140057 76249.8423059837 864565.436847526 181719.862392913 206817.617681812 33763.3440835464 2677766.92571115 87439.3937236058 17347.0418168252 122080.77626433 674091.346931804 113303.141613379 1451974.41487597 147870.578447611 39798.7252171642 9498.62633276826 26722.3175669263 0 364059.768970915 1352.09838419459 52356.8289758167 50503.5966377971 39972.588531118 885500.568984103 1741.67835478328 0 3233.35032161882 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130254.894088438 54483.3110770326 44250.6188468889 209179.422525533 149010.859464074 0 57610.4072936397 3669422.7646879 963136.018619021 82336.6235412498 2593967.47752598 720002.440743714 6450.08907441938 245862.416734365 115240.000105354 1746.59858799785 0 1090422.95804021 50337.6354995648 25668.8867234328 787.579552490478 8145.56167941534 65936.1099397162 296048.132282896 26570.9015365997 4897.99562932855 59894.6855615624 4518036.472964 161056.121849635 94512.5331794677 3458.73688836862 4330.60152656856 976524.032307957 61229.1594669236 649796.530711203 1993866.99465452 130565.863104042 62269.8463680445 100827.727383698 32127.876571366 627032.427905457 46110.0469814877 42998.2199371854 189221.201622597 162347.055500212 3417.03096112376 335657.826766951 34927.8800895113 61622.9480037562 105637.492448132 9846.43193781282 2798.11323410641 2972.77416510981 294.382345922684 376341.315646083 6030.72341782111 2865.03704423364 1056.48114656151 81167.0888317941 24738.9971391821 108386.637065965 1944.29390366952 22487.4307009016 4364.66224717559 132695.878404262 3447.78586361331 47889.1533244425 32761.1438105529 109444.21811194 115353.45233809 333861.722016318 4148.0656836639 3867.94369950408 39670.6019245972 87287.5315717271 1376.95094738658 195673.871927822 17912.2576628411 53766.7752921679 101919.527951039 38411.0665615559 47587.1200933663 4177.41393986007 175642.152171824 851.086385304967 35644.0258316863 124662.33889579 53492.7594574319 80806.6005508174 35386.4798585871 15099.3774825068 1747.18776508234 26575.0453211397 NA 3663.65199684825 19333.4317856649 28426.6317811992 55281.7785913746 2282.41645862767 12774.2084539976 15317.7632769987 82901.6090677081 655497.346999555 80933.6936519294 3137.97317836786 17242.6848370105 2644.24801424721 7596.45344912722 97071.8908854886 145828.205517966 2953.560974945 6119.58913187489 30796.0139436481 0 3767.23415860064 54699.8009466076 6232.82231415793 90711.2127994765 93329.5973562172 27268.3757798894 69262.6949877804 555.514697205116 3163.13436774817 419.622864948857 41380.6557347419 3492.01403351487 220695.09858884 27438.3299328186 52290.5897490856 7628.87502754324 27947.4827832574 141245.971107387 518.409918439373 185402.034332839 49083.9856383571 8520.32156317288 26752.1119632284 26380.0815178253 257407.132391057 3178.54365735041 2237.40359275821 32706.849532872 100729.032759211 1499.35434563342 1213747.01231482 19782.842077201 166212.211807999 203725.628164105 4217.38077761167 56788.7686519547 9484.90927152109 378.097548404634 213897.661348968 73841.4112025985 56749.9205908741 26527.4776353973 2651.89881838484 176812.489017516 37278.2743021471 4206.51873333655 40150.3040421531 41782.967804717 62996.2240808525 155093.072002187 230448.454814423 47296.8831857132 0 42448.4510275497 147553.575453176 292.326671509278 7934.72437480586 150555.792825204 65620.8504987833 49312.869939095 43908.690591368 22530.5098008263 49150.8599601843 9243.24123984566 35886.3386335413 4531.81636011498 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31623.205846575 219911.361369907 51077.9376210262 525611.445195567 417355.710001165 5404974.84322017 1529755.54243817 347491.167556653 30091.4130897012 43089.6495309792 61894.1737898433 8298.56661566633 123182.547705625 85976.6249343573 52412.9890600344 41403.2121059742 37918.2215939594 34852.6440269247 1062597.29462217 739581.116925764 75078.3722010824 109501.258711801 544504.662703565 129282.823683059 90084.4186357196 4308.01214235364 357823.418444324 180498.959120718 65304.1537343395 7213.18161481128 37903.760188549 170789.922196487 34187.8434677385 9673.68374320333 2227472.36670336 36488.9500220585 13203.3592617063 400814.860661111 82988.2515066013 2399749.27591819 159631.904001884 1380364.4460623 133957.05023483 1489657.26858057 115678.561602381 0 30636.3252932465 59651.7133653381 144314.550600783 613108.966481998 66162.0544806607 54504.1883297552 57372.7545150348 69706.1593922788 221566.849704609 258655.119675234 2070921.80640629 282233.843431902 391058.249854957 45222.6652638516 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127703.171513182 59432.5045741978 67157.9962888485 8365.27964023439 493054.544178143 5248.59351437217 4021.62350174276 81694.9898849843 NA 140256.742122956 133224.272977375 205773.946273251 148589.159332691 76925.4856376212 21499.2798229896 3243.45803367185 8737.78643068751 270252.858484136 25427.531171921 7549.09865197535 35302.1884665547 96184.3873949717 29958.3673439889 1215.5112238332 63888.6947905293 78233.0997979719 0 97863.2460379125 142243.954826246 8770.72302318286 492.752713735305 45959.599199267 83635.1726719991 10743.7564204954 58940.5286306176 155459.404547372 144921.383905664 28759.3567286528 7512.7321769711 104911.262909336 6030.52983986163 205225.789451587 181165.470029633 148241.022003019 620148.947469604 352054.376625847 349404.996397895 62728.4215356922 105903.197824803 98763.4429932419 3117913.25455948 85711.9948639204 501493.711069339 303282.860624459 33100.2583941451 84312.4373185696 184650.601606272 502346.974953253 15020.0729054548 3082071.29656417 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172669.897290316 125839.721128325 592158.916967939 83078.4449406171 94030.2710741637 14645.456409535 266241.657713044 144056.533777384 83389.4682612815 3867.43677370663 50827.2810474803 139619.859905025 110318.262553395 68770.6048236854 151293.200015167 138027.801021795 291392.674567054 75611.4116151607 92228.871610231 22374.6214729292 42037.4226806049 346305.044620335 69973.1926203241 38697.7883313849 33764.1789039272 104299.003713313 48415.0607090064 3357.76300808195 5524.41563120957 16227.505149501 6978.73128703687 171774.933667547 14783.1115833984 25545.746323794 223370.689300805 354966.774431325 41466.7582960525 33166.3457140384 12729.3514446329 47894.0339180683 81230.9886746387 84199.6606466452 40100.4531189195 2589.05135432763 6596.68821672406 87770.9474990673 251615.573796377 384692.819318804 77154.2927287572 144949.835326959 35258.4884773158 3298.26839471155 76754.3770294846 190623.297191722 151230.92408438 179730.677067128 585770.538918927 15356.6049365704 7858.77308270466 209324.641430112 28623.5804365784 115331.049743302 78695.509821614 16727.3004258095 2934.19421305441 1792198.19031477 3402.32521618222 20942.9659096669 61072.8756353184 1115087.51561925 342087.329600368 17081.0215945961 319521.82188068 2706.31053406466 4305.89230987417 4447.14759038713 3973.62322604845 24665.1431004528 87524.9760265006 63896.3396368395 43253.8087269043 152376.303069959 55257.1575029896 10406.8273696716 288651.00846366 2960.11634394897 133070.983150702 161066.820905862 252118.542216034 96226.6939355034 1703.01495500119 126962.800548362 95330.8266846916 49411.1068964631 66231.5217723288 NA 77204.6490146648 83387.8059366153 51742.6372492248 140340.918520014 8199.4049305297 736703.030576193 5789.19520035297 3722.05977716322 236033.273775956 131540.38943959 73152.4017247885 260673.179786148 154161.708360343 219339.364850487 2948490.3438084 30199.1135600807 142905.471507035 5505.12896074316 106286.465602815 7171.73808445525 77264.9712545365 691.737686730233 74983.6696235593 77243.7083253831 725.40682278931 13265.8068010357 18988.7607511092 NA 15477.8164116124 12854.4418392749 36086.6826574808 49374.0210212341 692900.926112327 8508.82681438557 27964.7355328591 22323.8877651924 0 21017.7567578387 10475.1352952354 140467.0789598 112374.939674023 3645.79779479115 8642.6969599181 6074.70920419527 78143.5575455885 18287.3880107672 935.040070575566 101894.144340637 26078.7265021342 21197.9468233432 9036.3170022597 6882.40788151015 54897.8374278135 25681.5073791807 14576.2238419895 8081.37773264692 245622.120224438 8258.19131349265 3311.59572385569 50325.858610018 49925.9578160106 28915.5496717095 4894292.70344503 73541.7036503194 57662.7068327478 3875.21885271734 23528.1767058325 22328.1158646854 5372.58222051718 148035.932377101 764503.237440631 7003.57267969446 991389.271060836 4788.46899222458 161744.893426294 781517.417968965 48783.508355563 3233.00834393786 181823.926191763 25594.4600837697 50680.4336305606 188564.359553046 118273.033352514 2263.79948257438 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33339.4896102149 61619.8099280947 8587.91579983306 927784.834713152 316260.733594308 844610.518027848 15459.6624036884 132136.146750355 9147.75467722966 211334.743298487 43694.6172411717 36793.9919027715 6533.1914440912 46844.8505154982 41572.7607039446 33538.2523257471 78937.2831195433 10957.7191025863 168735.941995548 10677.4302120126 1987.59521610334 4900.00937551682 8552.63751540825 438630.539066969 7907.62052414838 6016.44276931896 99039.4848104729 368945.745860823 185702.643915005 41935.0641036881 4383662.06247902 570080.274823058 434327.323044394 125.527714088453 61587.2945376505 113181.803547621 184458.898371297 137591.993396858 49212.6535824204 34240.2648259795 12770.6001411468 796710.368617816 75111.9861598008 115987.704254138 2707.51878535821 2752.36343299036 37485.8532187575 28879.4476785004 1035478.316953 16509.356236043 102414.973535326 7331.99110118634 25320.5517899232 35598.7529042844 41772.8872432563 115967.393246739 7418.18347526233 8469.92312995605 182949.037369129 34933.688883208 258932.770679988 457615.205100266 47277.4205522414 11823.686945419 14914.1339854576 4783.42949869711 18269.5270204851 8202.99016284373 5967.03998094531 14812.7466794817 84345.7427252704 2935.96864533879 336047.234158343 3302.80725541532 2412.21120385683 58791.0537837874 65227.5357305449 110748.574635764 828.714522792177 6704.19774106447 9137.73633839082 4515.84098304416 68490.2623398459 2424.37241192388 24582.7899594382 31665.2101997249 104673.15589887 4835.70665664921 19198.2364700993 3861.13660472988 5317.44033510488 186386.377222342 3689.23721667574 779.053437030549 6224.41568541687 15780.580961022 322599.530422394 2094915.41045726 2417053.30744856 588805.563578432 1723251.58380956 1085529.61013874 202744.52998648 8318.97698616305 51111.724221012 8501.17714013043 67002.534848472 284439.602855794 211478.45889371 33589.247815763 216650.122686117 93466.0221605463 3606752.2882258 13955.1981842011 174775.142779578 73160.8684071129 1044453.28265452 34191.4897896519 104183.553982924 32077.7190738349 4411.54464532805 206841.447468272 611069.286592072 113878.846905488 4163.58914651686 25423.2097467422 4402.39076545811 4446.8945738134 6153.54799620232 6382.17013492182 101093.336398162 1782.39102210325 129323.528560847 7766.22040511598 26571.261012009 60856.7507908412 1913.31637598695 133793.927841002 4838.20151192091 12222.1433851562 22415.3716939569 81685.964938221 188271.149858545 38988.7902507493 5686.26228183638 27053.8829133515 4423.43412532167 670812.970284971 381.939787449006 45215.4458018189 4966.94832357557 51201.6768346858 230808.18635132 9731.13984687678 344639.836152122 784855.06065236 34664.704190431 15045.6835406316 3186.18655464908 36818.2993406096 77543.8523399618 78232.5620510541 139602.746902357 223465.456873465 3063.33669145559 13175.7078119541 12634.5133799215 78056.4138879434 48490.5931451537 3290.07098922256 2121.62059782006 36828.675566394 4163.62117624309 52693.910649125 47955.6603665801 94113.9950033291 57283.0798379227 196150.239166421 138260.533518098 196101.031626407 546638.482440598 25126.2106131483 124940.066840074 375557.222507094 63001.1926719405 5838.9812575066 104017.894475694 28812.3337924932 6382.74743607235 23099.4457131916 2395424.6212622 69226.1869786884 112468.482646393 79742.2930463119 4586.91723370774 41651.862761448 18699.7508720165 4753.76214273998 542767.150773767 5246.0229318896 14527.1195372081 88561.6778499248 417975.550073668 102413.603565906 7721.81695615506 96664.9416701067 814.217865239405 1292507.99220824 10717.003853768 47438.0173252324 294218.662086423 99626.2478420825 212858.714241324 48894.5103192521 60181.922949987 199950.756754933 167775.235458134 60822.5928535161 119457.512007278 20816.7595453071 5325.26510638466 13977.9794242583 24616.0440827505 138493.04657094 91356.2862818005 7946.20974647176 2305.45180741478 271293.065991399 320561.383921341 54012.2617604385 12845.9094297162 362277.586041807 90175.9237033596 141782.038751849 53518.481254783 89023.3329768464 1071806.15754653 26356.3516582155 11294.4327083695 341560.72553207 79068.4965696625 64282.0911977286 101961.82508945 1389.06638381132 207310.890431264 288010.616954393 23333.1555475373 109223.02983576 84040.7504240658 7016.30553903131 43232.3598118939 50115.2503230383 265467.210198214 542.628762468728 94381.3664128853 54789.6348662704 51907.9500399158 9727.74944544022 59496.821283775 7018.13290487144 159168.352111398 34427.6624374413 14699.440566852 2525.06200445161 35711.2916330508 573137.639351349 7208.49272563077 10392.7889375674 127245.439225221 5455.66188646718 150858.395105589 2922.06092683737 965.969811151132 100313.21481854 60614.4577542139 111948.263098252 148890.449484188 3071.86334395361 3912.47476844984 25751.1140023854 26747.2964972031 0 1247502.63289397 10180.1649681799 2632.88862560074 284348.156266494 5856.62388586551 276067.58616034 1833621.52565442 15858.1485146794 1789489.89483205 445004.070838689 71492.7802925111 32328.9291381945 433277.497955265 126633.625073044 89460.5727060455 6100425.80364298 243732.237467924 88884.3416670117 34255.7221793636 88583.4951216016 29679.7377489968 1568634.02791997 68489.7237979429 279259.45173805 2770169.50471907 88506.9468076169 7074.68421582775 6759.24548946812 5446.98453966172 7859.00063964487 39617.0287175845 699827.133249972 125436.071994082 1200795.19514152 150354.937072683 420.991239367607 2563.2736736194 314316.278327048 15481.0923538633 2105.6422454169 83685.571721079 11160.4213977758 1088.99845497147 1543.05569505858 0 179.64948023207 20539.9091571045 0 0 16952.2047093238 65861.0025921132 9658.39010047328 718.03815227298 27363.4336469038 5844.29201290814 78905.6277852558 42777.3866420521 188002.971883013 0 644.812277676733 787373.534774266 184335.11938941 177926.280475832 15222.1917528138 28779.2153238224 52714.7253242828 12316.3257487813 3262.96588825395 111072.906322686 23756.4735577137 150755.321599264 164339.73069851 41303.9128182228 5221.62990617792 4969.7409796577 3587.31416202128 6195.07741047862 410461.030295505 158799.451461779 115275.260999274 16178.4643762931 58368.2380020065 10933.9351784933 101723.140755674 16909.0927231433 5651.54386212893 3580.85226385595 2153347.72073734 175001.057845516 659.341605546273 4712.16068510992 6197.77103079991 1263.31869187368 24339.2350144452 560398.31179272 320557.99004347 7714.09718613269 170954.76035385 109467.836119054 414000.854065304 17940.5856495705 58925.5191530774 0 72725.4185060579 69207.0742058227 105643.539309229 5173.85783217712 894204.706326503 106098.031829581 778187.744153624 212123.369431531 187671.337601853 41154.194158886 2953059.65940029 97313.5194567321 14620.3434726713 172274.72170337 737833.285064401 106097.333054608 1672965.50879209 268068.856911338 14005.6511870702 6743.95037231901 25200.4934915395 396.936781258273 411650.536414678 1786.0778825676 87593.7673533051 60358.4712089266 60067.3839178661 1521764.76785599 2587.04125417218 760.905279023604 6637.08178441151 2482.06426608391 380794.962499456 5411.5808386627 5068.91790478433 71803.1958161572 10802.1199762828 942924.678613125 17794.9836563778 8261.85679499126 6367.10938147347 984101.679872848 260482.715152592 110103.941146691 5103.63650430452 435599.55803418 225206.445434065 152449.888544523 58637.3477920912 102906.037903732 420617.699202058 0 116877.74146417 4591.3340805073 112435.52179005 29828.5150890266 77754.7225208283 29224.7940643163 4227.81947476728 2152.76224865656 252959.724858858 162224.412944756 145136.464427869 861874.034326319 972771.952511142 67403.5744405943 266676.732900358 14559.0354451797 62040.7208924792 250809.91687208 50135.4349340272 46979.3748399542 2159155.17827161 99846.7949888869 61189.7744735659 88246.7063028921 568082.658045696 54676.3626874401 99416.5300138722 1528519.74035222 488291.042131165 71096.6784420304 3585.12110610562 177909.617661116 873.445953011139 58014.2251183739 131070.327528986 421818.866052592 54875.1286381441 223321.239055268 96680.977458622 9456099.2712852 427940.93369423 171651.419283978 96956.6181329895 145507.342037346 59811.5942452013 0 2784745.29651716 26961.403304554 150495.226627969 732135.437177986 86514.5680388229 75164.464385908 510466.048914706 6720485.43001542 274189.564949859 107467.402036209 61003.5336456715 170265.527837443 34771.1872642896 1141304.05037205 94981.4155593251 54405.8089335181 598644.267761777 10707.587515377 334499.426484755 440642.419913228 4824.65446023032 106719.598335024 2059.85875613485 56128.3608989759 1152.99908938774 32722.2964089794 299429.247505446 244899.068235784 211990.428527074 40692.6464350563 55763.3658196442 2485.32667094776 14334.3720462929 81846.7585867743 9495.9042931382 40663.6744954957 43528.25433896 70055.1281268874 89064.4579771391 100430.518804167 44720.1316683437 82913.6484169758 11346.341856527 79045.9591509049 282642.529779538 88270.1734568046 160088.410711431 460083.078862057 4740.56054884155 250810.761961252 32085.6382824023 52085.9456401203 130459.060544282 104616.479992706 44824.4193460624 55826.0889736872 203919.602879629 150971.577865522 702.898265594138 50842.8394244115 4751349.52308298 1162653.37899723 67558.1137281848 2293768.63643848 955171.082148307 40410.5973183436 257083.066959796 118027.638503208 4607.64550858378 0 1878544.60118913 61612.3296370558 24969.5358333149 782.753085266947 8102.52779760052 59256.6074459798 543630.360950216 25380.2571052174 1241.32921201304 106248.85248749 5994041.87824129 239934.116783758 79910.9341668155 2566.86552568067 7889.10372679461 1485616.63454606 72891.8136674522 1070047.11735538 3757408.46089193 200161.338718829 79131.7905746875 114709.325231974 48808.2832358325 1205963.3024531 80418.1693968118 12257.6707319102 284722.077085728 314443.514908747 3447.90147361201 389610.022269395 36865.9076246008 81332.011204664 124234.643237251 17479.2818046573 5029.89913039235 2741.90170657182 0 657898.744773806 14079.6511545814 6159.71702353676 4579.4153921743 147183.106571612 27420.534524045 203120.343843233 3892.1649248033 36246.1099740915 3804.72003825014 211171.675298424 4915.35218516472 69336.9977337856 37947.2636798839 147078.127539228 21339.0129348157 303939.536550936 5344.72388990043 5170.78800668565 55768.7285645331 80169.8292844134 676.3824801671 247932.230662537 59950.6329884137 72147.3321675543 154445.568825088 37207.6015054214 33260.2822284308 13884.1965505755 185439.060251433 1656.45957475015 50345.0791715821 188906.092916083 58185.313438769 623669.308041229 26045.7548414283 26350.403112351 2058.63317368307 36556.9902400031 NA 9685.62697673928 24138.1214693376 40045.5191130689 65663.214584085 2886.94427662976 8579.8515178275 30300.4910334425 91935.1000326904 12007.3894474298 54373.6728586539 2646.55377648686 14716.840514298 3485.20170273775 8228.5434900743 102136.35132205 4029.13092140436 2695.95105590264 8779.18384932386 8350.1688887561 0 1819.09330299803 39386.0140377017 7182.48862322866 102362.634350705 9934.19290310192 52040.7287863955 159257.403984237 1212.03815914564 7577.11415987244 2602.06838495138 40743.9663021641 4493.76213812024 196864.952602991 97762.4848651288 42684.723700179 0 95909.1125771066 233457.901143452 2117.67270351027 180535.934498674 83954.6421667873 21068.0950984285 19411.1964754929 20950.5310079047 442905.082601539 6636.32090235124 3427.58654709896 38413.762605523 144236.092620607 2553.08418387422 1264460.57150569 33543.4330846178 185429.65154471 285948.476214341 8156.09928204138 83098.9002880219 8428.4852094004 686.653781450339 283781.398542549 77096.9160433073 89298.6031073717 558.562285228265 3391.14812302339 213578.4645436 29862.8203347592 8651.27035353859 46507.8089173773 61014.2105839271 91714.5112503136 227590.931417599 225618.970090524 61936.413071563 313.886129445734 88987.384792049 152396.564482695 324.32743883734 18741.550964919 162555.064537111 47372.5255281198 50398.4241017461 40928.4405594099 33234.2907315814 54293.9959948535 14841.4863597687 47436.4579892882 6803.95451150728 365903.946306375 106435.147189546 70257.6672872739 4564.79434272329 2257.34051702345 5452.53955371347 NA 234492.150932857 NA 90064.0439060024 173866.417606469 691708.113132549 75850.2693701188 243808.773408426 316837.130346438 74555.2778233991 106170.037024402 267347.550542404 216916.082537703 76992.2139475802 170918.507902013 50830.9408977414 926142.14927842 41156.1988236005 293569.117289865 50361.8851216712 1620056.47640824 1501488.35079983 3492647.71193547 1289599.23265409 762704.464664384 394778.897765748 1822859.60017595 85264.3168032289 331121.475775669 55765.0298990866 1637.15238326744 106095.773205767 11344.7489801274 2494452.07218689 421082.347685917 31903.3438269711 145889.36036851 1016808.53424683 0 1214.62009892515 56256.3358777079 155425.552702247 14912.4864166296 101283.063422261 709.877529049988 8217.15047045585 3609.27756222149 33194.7084048217 284102.952836701 0 96863.8636744034 10323.452775615 3169.35864180695 281172.007209751 2584.96636103696 2410.07926701737 1408062.06376787 94408.713107481 97597.7803133796 5486.62329775699 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63817.8484477214 73123.0158152485 157420.623688487 7642.17489829708 382734.770991755 5947.84787757339 5222.87169089145 59509.1914367171 NA 1425660.36891071 292182.8302914 179131.861062487 147895.060489857 62871.3345803561 20313.4895575923 2943.91859873776 9996.38466894021 251246.662446753 21479.7371307917 18804.5291897929 8014.76069546913 138828.874620673 41262.7084592401 4173.01201333809 87075.0502127562 37151.0603427163 4090.940104914 100491.363381802 53272.9428900506 12317.8839927054 0 51478.9761853301 46106.7963522615 9730.37249179357 45970.5519018014 129403.937872164 100142.927118333 30214.5193416383 6469.48580512125 267631.024130801 7307.5392008792 130822.398508378 186359.322692481 133929.826218625 406966.367518982 395815.515468261 294730.124324055 64766.8853494301 230296.369723961 65913.5441092056 1676110.69275755 78616.8064450868 587821.64257284 285494.812900017 185912.845502116 66436.5598199883 227748.420985471 316414.645265215 19296.2272107619 2186893.3035257 40534.8316784586 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212072.912371263 17791.6423315448 155742.597690763 744078.140706225 394448.602129218 245773.303369484 303615.399050469 71926.3914020917 97951.2405956301 40240.5920615188 84634.446930298 50986.2605540107 125227.003540113 136263.345938762 3517.04767246366 53873.9026461557 52343.7990798573 173873.355608933 94229.2021069704 120874.337149121 27816.4010815567 197906.469623205 36118.9087023801 243649.489267474 5172.54274457029 13759.8201737666 13973.9554907223 49446.3350914843 48480.9464996528 165040.64512839 86668.6111109402 71837.4274115359 10527.715569068 47334.7877844926 47779.1138055415 774353.05187933 420022.019685903 1489019.51419222 118522.376998425 13893.5746732947 125817.278431678 60438.7109117523 12236.9619232479 163740.652889024 164774.340523867 784.483665661734 607172.264667302 2860.13840253611 38315.1180280068 164387.251765691 303893.729182773 137004.793341355 199853.504943679 74522.7698764658 4381.35797143838 9717.60196674221 7564.00047980659 48526.8640702873 733438.218010629 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92849.8262351145 1661.19547959642 9382.02547104728 22228.6537763844 NA 17997.4326519018 14986.7513680896 72979.3345609048 37300.6909319607 810569.1712907 17175.3287584975 27307.0745299812 25835.9484292018 0 24178.666834797 11225.5567508995 125579.555402682 125766.385162348 6022.70811768001 9068.27626670462 5201.712344878 73737.4084377325 20686.3418961221 1221.96722950802 50668.6401153433 29015.2936091102 22616.3188236532 10135.7772957048 7561.27306083424 55934.1411067879 24468.0656484774 15902.5244101733 8347.62990844872 212024.9682836 6790.77300093085 3395.46297048112 47338.4949045251 73191.9722064468 29261.4389885779 4648021.24615885 79279.9138875361 33983.1514579823 5344.04767141974 21137.5127135359 21962.8892143659 5168.99501201854 138932.485401823 785267.287400669 6855.53606133321 949345.181210167 5104.6296960088 126205.340465339 895537.952233877 49241.8141703546 2061.23507403903 170670.39567125 26523.1492813021 42847.5510198948 132855.928520561 223499.236843597 4146.08635843394 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2346.47766027547 40324.4745688142 4547.64975977441 331601.272611692 1015.60462988693 54666.4389046252 43371.0419097622 144367.29676988 43353.3886753647 289421.061610533 6066.72227801991 5536.79784364973 34185.8701925625 71663.0946572245 647.807487027524 253128.600382379 40620.6888033873 86680.2642849119 170302.858012596 41324.673288653 49043.9699723659 27678.72724112 173884.070152205 2328.08577176486 40266.6638028481 312170.573370336 52643.4578204656 362868.133465196 26750.638515809 41675.2702108808 1659.18710177478 36132.3075890133 NA 10700.06617351 15331.0191890918 34195.6443707065 51062.2624355003 2139.75341683108 0 24948.7928235671 119546.552481174 100226.803467908 53955.9560241071 3266.48087513235 17271.9363605621 3323.24086526512 8690.58114670834 98527.4701830233 26388.0396949627 2472.93130771517 14111.7204201534 10554.5905849802 0 1735.22086062682 43089.372053986 5083.12965396783 108325.655533614 40759.743402956 51526.9989741833 181089.479832624 1413.39593381175 9550.66169603701 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5593.51236997497 2152.75674042108 7312.1926761684 NA 202492.169179024 NA 72973.0841517665 160033.656540148 650339.718314757 82610.9417728534 257874.238807869 568055.059412041 69325.3429407238 123903.535919715 255737.78171941 243801.424076772 85612.4842353477 169014.87327583 47476.8379499283 913531.848922852 39966.4608664847 289882.323548372 54984.0694853294 7139569.69540362 2617259.81823009 2855964.55582639 817134.567483329 864222.651908271 736846.524034828 1602518.81796144 653549.915854629 395643.879559707 48847.8648973295 622.71317161494 296600.011875863 12115.1336498172 2492459.76168952 2731036.50978544 81662.7839476501 154149.632978096 1019052.89294442 933195.045740388 1788.55036871693 46345.257137139 114116.1464959 16879.8491037454 126610.57249667 562.810367375369 26389.2704354131 5206.97458975824 44298.6167876809 223554.529231066 74.5149234638258 59621.5057476393 8651.07100482401 1813.7863579026 294464.918462557 3877.10162711776 1690.98228047919 1155228.45654459 85396.0032675281 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105026.664218742 0 177061.928603844 142173.219422001 244695.238282801 93971.831946255 62266.9737580401 73841.7094279931 262878.000967676 3401952.31337729 17505.1381361022 1909389.86432196 15181.9827664142 1367237.92552012 122590.596203524 48714.3021449846 537.441165363712 7010.22090459978 4987.03145056761 619401.539414878 13593.537976847 2348.25132695023 89248.3039523632 32378.6139278098 534020.428181991 27687.4763245499 577309.539740361 171434.31397066 43696.5211251388 3536.08070831629 100113.347511057 0 41885.4140691781 580742.805214682 695533.582799939 NA 73499.6323934849 272611.139059382 NA 75904.4499053486 299332.288537105 113469.376614845 1897.41422566263 2317.46143409941 677.868909243712 649521.845901055 479445.524841856 2979900.22063956 1475758.1500767 141103.190415259 314285.541883663 1326189.21579081 1675247.36347359 71815.4858951491 200204.932539764 316091.334515702 172973.021113275 348609.610005666 0 208232.375403967 37965.4173124565 32821.291101595 435620.740962428 0 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3847.97332474949 34264.0644012848 2561.53631378757 42540.247710129 33268.9450083099 28670.3811611671 98424.4369218034 32958.0527500611 437.406802619352 110159.118400633 230426.401130655 400820.224412895 1087.21774986778 166999.72474402 98710.6812878886 50803.8551916638 8461.74959505366 10170.6359400513 50418.1943995447 83578.3190443558 51060.9231078343 99599.1511236159 44082.0955712189 132084.371053522 44487.0637395102 56271.3525572274 43392.5939075019 25482.1011751691 NA NA 58450.7003088344 1414.63092797379 7529.6932450014 14826.1544623367 42404.5568486441 711.184431223486 11176.7627566419 1224.76208252679 34368.0377100953 77838.9855765656 58439.7183661476 40156.8483522591 33642.552470043 62481.836487126 61364.6909581694 22388.5654444504 45951.7720435297 761635.513475188 343577.88350123 100619.943528605 51120.9907310214 55817.3932088947 NA 0 27292.5612625214 64893.4833418006 42062.4018812627 82582.1968267561 330940.037175507 29874.1601690181 95616.3411547414 124101.362194911 559211.178336069 1826.49298440716 5598.21563250992 62546.3444789372 317049.003790644 142916.45885028 84314.0696235934 5646.64455659693 36232.3647271367 20486.8379220106 21507.4398895555 235232.058513888 68499.4546884579 79075.9668255347 39346.0389862466 48128.3747690278 15720.8026995901 10098.3231761864 346022.10265889 94772.5514119485 35837.60819722 37499.7106987998 7998.27319220013 17562.7023102214 11364.8796282317 20637.0080407401 26518.7639905505 43214.4878661037 12836.8847401762 118712.443978049 1239476.59495782 655619.074956047 183871.240497474 435245.951770709 263546.626303782 44654.4155367731 3060.04797566944 401528.735850242 203344.439340138 203843.803115773 2317.70315076208 4432.44383856716 13366.7492795682 7134.71079607452 298246.047739223 162567.615273406 48006.3728526484 161997.488607956 77155.9467096141 37966.7940616726 453508.901802567 6848.68202836842 22759.2306951893 250726.607568798 4171.15826942957 13953.862236712 369343.384083516 205096.164474026 59416.0379425457 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3451609.13656413 2408605.9260517 2384798.04264559 218396.217754861 269537.911995064 NA 128115.95843919 382896.883773303 117768.943952194 4893.15549622741 1101110.13938496 580470.718567866 75922.4743515243 36466.1827835746 84686.4037082369 8538323.79040237 21666467.0981027 3239609.11998181 899234.610523921 92484.736378095 81225.4042099104 355729.960195157 331603.84719566 248227.283092477 73626.2737108926 519324.341255607 171878.109742299 530478.009522281 220021.031627054 26444.9595373568 907.975201561603 1182.62088039669 221656.625665051 4510.47046382731 5598.34560291735 1587033.49113738 406459.276952097 713538.58995972 54402.9274834056 112743.544958887 157009.713918241 269953.370782519 79615.2272960043 60093.376663684 37845.9324250256 470537.911788828 184671.087116025 201982.753859902 146396.092762255 53640.6016760047 14955517.1496241 10049417.6558987 8771270.4444144 5577461.12998677 1642620.53519905 4158804.23821544 14505973.290592 7306602.8877128 8080671.23166201 101128.264311352 2178999.11142575 6831809.05185055 1023683.32099102 1036012.1810651 3721191.47601792 62552.2121803797 1313542.76819735 702002.137502394 80338.1529075918 218931.425358537 654153.625022138 288213.690811322 32608.3159323876 146788.823078502 162075.224739474 5448.30300900829 11946.6434607734 58389.4321666793 215511.721483921 58449.9772630153 317671.508987604 88791.3823824419 3948.80348993301 209.91877702155 1248.72569803814 4400.23596007827 178620.961902595 96159.3220405002 77679.8092067166 154383.808362469 4369.46689094507 1613.12539905704 9532.76932101265 6011.51552397676 250670.874338871 197691.118285418 242988.121663286 42043.9788419732 1790919.63161476 1615.74880242782 17664.9312121546 20240.1774289667 84110.5300323068 161465.764787803 111579.178757418 465309.647916174 8726.72958909582 38986.622558773 332296.49426477 1191733.4648867 105198.912353673 302080.751985843 67048.8674196071 781768.209760387 1640.96309110949 103479.925066962 145822.756084949 221386.5472662 2362639.1034512 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15085.1104803649 85374.6885386374 47348.9638529317 126698.792014451 106624.642568349 36244.0601384233 633.538047701539 184450.160883787 363133.231563698 828322.209924252 20166.2064007211 349450.760519877 107723.741356386 44227.8729559133 1249.3007235021 551713.347327509 1666915.85186602 474494.063144518 36336.9793330353 49663.1036595318 77530.2845930921 165123.726380406 318485.294689877 112193.671574582 88801.6999521343 13992.9935419947 621859.676188279 477062.097324148 210378.419020778 423407.356290689 1583.95722016434 82299.9202203191 37479.7511856598 232834.068977842 9506.05775246918 4185697.48001787 115895.083262017 4219852.20592913 127418.879277507 1525043.56872446 2758901.21472097 313249.469357637 435706.434383635 624392.708044971 5339013.44733667 NA 601092.309194949 1174912.49907939 279904.654593216 1970162.66723901 44272.52523388 507483.986787866 283913.215360776 373430.486761915 46924.3052165084 37033.2511070793 618266.80602276 702892.095206558 232825.812745378 231732.398879854 221457.494153485 403930.769635173 253061.91892603 629429.518829764 63432.402601393 22134.0975636682 12917.7822577203 6565.05208697174 1334653.90780691 3559694.86873224 450104.122466643 1752167.57262483 6886816.88691927 434805.148734678 68381.0107277246 205868.066119129 32396.3100467103 132423.096302188 70452.5766503387 162301.440088366 NA 48121.6925742058 52979.8424062527 245369.189808861 36386.5074704206 75272.4324637052 4233.33095354791 1055746.54602621 61815.1637951969 1449845.6287721 190069.184719706 1241516.598421 63076.3585622982 120825.937939298 593098.2939151 62247.3661677323 30980.9993698902 67484.2760463325 40644.126344338 278891.112416609 768.049537805467 10778.5281735112 1973681.13466228 1268056.05355393 1592669.35845036 911219.452037373 2172899.37359681 1447931.80753141 386885.569106283 162884.178143745 2288338.33708395 117812.568364496 276926.750739051 9854.42564039157 455.482929272538 105864.245554364 134658.580982095 122835.380826023 106290.692734507 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2349256.59370293 334222.541618649 326877.397766448 75981.9787257986 45838.4249988167 483013.453503583 81190.6466180242 32038.7725443377 5460.90797470891 50467.1821693499 10548.8551525657 193219.679067419 3157.8118902692 12950.7930551056 21958.9342941716 88951.4016126718 5841.19189412286 33952.200038282 101.146272450554 401061.036575912 1126.79774376967 219306.430402816 41806.7208169075 1074209.19824677 74157.3835724543 180881.596153384 14116.8604676296 55769.1364323469 89737.5036177177 112723.230281415 168048.834056929 3989.631564412 22294.3688736878 149513.642756155 106276.822497008 52023.4533190341 237915.284069792 238797.728463477 20827.1863607604 283.272842963094 60528.5132413258 71273.371048817 8773.95712700608 1214636.73297001 86460.3311175959 26603.3465668402 52175.659644402 359385.222774516 7639.83911377804 177202.203922733 35180.6468476154 67267.9478695981 548544.291000071 119381.740076761 620035.391573901 12755.2273347398 42076.7085028134 253556.861330281 80487.7105875728 228603.416490151 355302.621263952 24809.0944583023 37478.3019626795 191198.093677364 149968.501647747 55622.071640611 57461.7821250052 7779.74576322514 352561.682539547 5723.37848467267 4099.41765238855 66459.1080042213 251.407930407983 189852.865329284 290440.333490826 133250.021142926 157086.638351147 63898.9004157341 14504.1184529479 3239.25891945804 8953.16026924675 238747.23630062 18925.1265945736 28678.912125802 15580.1161799756 92481.5379575146 34046.0517129647 4617.42103405924 71026.6284206569 71770.0429642827 2087.5830580344 98631.8853324339 79458.7412450517 9155.14497545593 417.55423641373 46843.9085549876 74777.769668868 7404.57436894911 46489.2366917676 171684.207517659 105990.570597018 27954.9080940686 6947.08048767826 83627.9194009704 6490.9508930522 158419.141912904 169010.386302457 142465.897693995 424062.786652624 253585.132398423 284924.479136239 39221.0403928968 74450.0125298119 65711.170124846 1894347.56256985 92681.4168391619 324024.944487573 376272.238519117 38502.7047519246 65591.2625773169 260395.426745974 391787.809611538 11753.7399185246 2343519.41789286 27236.7605063481 19359.2831139402 5833.76372557489 155058.243714284 1316.17173207543 37744.4459575033 343281.967077775 NA 253440.678253646 234025.177372283 9511.87297368719 15712.8611924098 17056.668634869 35091.2975552666 78197.3699934505 128245.821260959 346631.902382618 355780.533614079 345490.566398935 321042.522699429 5531.30110235277 76626.7452191274 130237.235653825 262697.480361557 108886.917267015 508555.677418784 11600.4715999472 113539.739138005 3408.55144116109 17383.5477941851 45579.0097887005 35886.0905894493 17723.80763553 193292.41175179 84701.554823349 103001.880761935 107137.363999123 1291098.23752092 62798.0065891411 154598.851230385 36313.8144323322 205953.080840892 670101.248939273 47916.5357717276 68645.4608062947 47138.6842831103 235636.884800783 39294.4342322002 22087.6973761186 2776.97058498739 419752.083652804 79679.9977114695 65294.5435362718 439200.454834207 0 6725.10137053916 74070.0932803145 733815.104047541 2057918.17684579 2870036.76013217 611012.795494101 203545.526532746 16297.0901105438 182056.10787869 1061596.48463127 718062.767406735 426379.360181746 225403.714318526 119529.090789816 166493.289140026 38752.9970449047 59170.0695965208 80534.2334299678 201497.197700483 199139.690087984 1599.03878208426 59660.2747201389 33125.7822099735 256308.360792479 31147.5749253642 65487.376490773 26789.7337253276 167954.617138147 70326.3853090645 198202.729447078 6131.16422380194 12479.9983523665 11819.8633737024 46382.6722447183 68829.9246375079 251116.059570085 57308.2332146629 97585.4422940929 9747.36730048052 39082.5172131698 43800.989981081 661798.916640862 490660.145924312 1334348.69061163 121921.883580791 3820.54820158128 112778.395731697 69352.2473694819 8545.42707656924 150125.025134346 30333.981918995 1784.80604390142 508733.018454466 2444.02338441708 34372.1745323442 137452.601180277 320936.955413936 53991.2089576999 132457.386612671 69536.2862724882 3783.16912921795 9907.15758038013 4771.49716668146 39170.9869112326 599334.309104879 159304.464932318 119549.573896375 764128.291630452 82641.0351181246 80445.6809975366 12304.7865122657 198696.752721889 237127.617774655 97200.9089626055 3803.74405224278 32863.3801468766 77635.8617319776 85844.6593986493 85549.6749681079 176075.797314677 138252.147220047 188994.289470428 76554.7008639113 92621.4000227511 41252.4116798741 57299.8093108847 169773.480662932 72734.5001456928 33703.4360347626 107623.080300587 110019.901023922 60759.8079842394 3983.22906843368 4413.61798977642 13033.1863680273 5656.15387521583 145330.032043762 17882.6990999594 20798.2917688817 203203.235553886 505351.977626567 52825.5434721862 28954.1564170767 13057.3711025123 39879.1759201436 118002.452350599 175396.158179988 39981.8171027 2582.53877259334 12567.3761138583 103885.239011607 256273.642450305 560464.353452952 58243.3536836987 101938.597694779 83308.0509730698 3834.14985849889 93393.2387673134 263696.473769471 154043.467110337 488121.782026779 439324.238498297 13042.0260147404 7235.44851717838 182986.225918133 18296.0796651107 86454.7347774222 53595.8004795164 14008.6563569604 3840.19456826498 2251999.17859227 3082.8523485631 13277.2452761549 51525.6140428584 1144415.98256826 517189.893839202 15807.6023838295 413285.338419584 2973.60008395447 3090.00710054734 3798.69209248138 3943.54677607944 26110.3610157577 65196.6538169271 52928.6517010888 29031.396143374 159486.887588556 79507.2534499012 8023.53086585677 318100.818581452 3316.24784256366 159801.439551454 126318.290622456 231016.955890258 116762.750243558 2105.5126681184 89591.0541054244 125941.719251528 51929.1775829846 NA 211.759098301998 86008.6314663448 106575.645590971 49492.2410034635 164946.691382219 6870.44778636064 890230.955292535 4749.79410450547 2630.79514792294 285670.806623823 123903.60119658 66254.2378647146 271396.769050952 169433.19613175 270781.842023098 3502830.36578121 44675.5284803333 119279.640292302 5689.33042254786 92318.5468235529 6887.57277548718 97772.6192402439 1222.00508049697 43581.9717326286 98744.3833861653 1131.72437184581 15416.0374434617 22112.6242713783 NA 16313.4688914444 12731.4296973943 19437.0721099216 46114.8254983536 831017.63806781 12119.7038398206 25007.2752285156 29083.3518613314 201.314647152133 25882.8677335279 12081.3995348739 199958.822702473 131216.118774136 4133.09965487143 7975.69093448825 7155.93350027722 58663.69991003 21464.692776941 1185.88139218721 93929.598949307 20580.2714472831 15844.8691484421 7321.15175110913 6121.68328104207 78815.1716517745 22859.0036166659 12720.0440754172 8040.8137824999 214314.864837069 5629.70353102101 1510.48919401831 46240.635299054 39269.4959121885 21197.4934847148 3697285.46817665 55668.1868605116 42092.7036978447 5084.46037138394 19299.0280901798 18948.629774063 4730.53329273857 100734.28430078 889942.705499949 4274.12601671394 750924.426742155 4249.23901037651 176284.610903228 465022.489790109 44644.1641287009 1573.43199643401 136061.887573602 18149.3549330798 69219.5937678623 87225.8710497024 331499.476061575 3621.33524374659 105320.270939587 7637.29181653462 7069.38193513434 45385.6286693652 124328.680733382 2606.47026938898 1616.08025311726 49808.6773851203 40478.8561253112 69410.0331601977 5466.52623914654 6656.42871942584 1647728.76147694 6106.97337473863 34149.7584616903 15542.3096840816 10416.7292633264 10172.4176668825 134167.511690282 27360.6973088415 392159.219358175 12663.3172550097 8167.97758981121 63948.638371826 1212857.38026353 149078.541611522 6511.05373441137 9789.05177340753 26768.1968236035 8210.92040076082 12578.5205281945 25382.6427479167 241659.817749602 1073.19090502822 388.3044553403 5628.70737489215 49116.3195802922 118672.029174764 88869.2357362605 208544.345931178 2449.42934202151 572636.499684334 7558995.761989 83712.2133483083 154727.639495236 175570.613794883 1040485.09046481 354121.749008187 36740.6241522165 3441.21061187958 8122.44889261988 2063.47531727121 1341.71010332153 30002.179521481 268608.875115562 8381.90088078436 8924.92825378939 4341.88018717485 92101.0609293499 7107.70703534551 102375.196190389 29685.7813545515 46865.6716167214 2198.78555572369 35865.0115105397 31036.8048041333 299874.072467339 8270.19424020328 1781089.21764811 253266.419752544 38784.4662964783 155490.935980464 31161.2611391901 25990.9034626675 77255.4868814249 60547.4552840688 3351.4885888485 55136.1032090132 28535.7753848532 1573.37887330652 6156.2345747856 164456.168170622 292508.029346479 16960.9537390129 27182.571176276 29760.4202438899 5520.16388887804 10813.6262061466 4741.56396614549 16220.3465309906 21135.1395340971 38624.8146537914 55843.5934097843 200393.497754185 2943.59449317022 0 67461.206178714 55264.9931836007 281386.10148799 53033.2756266514 4999.51198245812 23917.6418780502 3898.20434667568 3635.8857642143 1147.76769384675 15715.4134131116 4615.84558312783 12468.8410374571 6907.78536550786 3010.34917907833 21526.3395582289 85616.2781683685 6386956.40330694 2900.0541482153 220306.860024514 70856.9590028725 36786.2101643205 NA 1284287.73724645 36066.5042553779 45312.7495524133 3704.32898362502 476383.776338292 248078.58846623 597048.88283975 10831.9451017034 92017.7324531052 7559.0034899098 144624.804662914 128560.862884908 36315.8482544453 6089.08938939679 53157.7797945851 32034.5527210078 23865.5921498744 69192.6361070077 8550.70719954711 192235.912492554 9477.65862965723 5128.76922905612 8151.52626433152 8056.43925103046 373172.674986334 9650.8814237474 4780.32989087662 83639.7901264704 327607.664486786 155322.207632486 26794.8204866765 4801782.0480208 655007.012793977 350198.870609846 31809.0622981065 41825.781336566 137882.647751242 191783.108249065 86108.6845924569 42043.174505996 27404.5482784156 15067.2356298011 702646.501140996 68768.0314366777 138196.355347594 2876.22609741142 2468.32665113303 45983.5950793676 32087.6903497436 1130010.42050757 13680.0342098411 84878.9272897452 6636.45611479644 30206.3578006892 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3333747.32556583 5756.26843314891 176333.352918563 63391.0850096918 1008483.73260058 38089.3157917838 168184.450434178 33058.6661551986 5705.00017801262 206664.98490593 638718.87663513 71082.2957983305 3445.69391371329 24316.8045688053 3489.71397785465 4223.37722445538 6372.93453035377 6774.54744000216 111660.393035822 542.395588161612 138770.397874846 7859.40796608257 25538.5854669336 82521.2679231241 1437.9580662252 86691.8077136468 5242.79779433663 14786.8297366715 19198.6956107234 82704.9418384519 330985.240635202 32288.0712046301 4354.28135069284 50100.1434908134 3722.84028728106 564899.663493262 1567.08533448087 101343.059119121 3821.99038845016 61707.72652157 211153.83466348 14842.2220771759 286609.623231706 948632.645807412 28312.7814404448 19038.980664008 2566.8530435541 32538.9292401178 62789.4758248868 62670.7379540716 130561.447732381 261446.469776934 449.288421984976 10810.6840645954 10952.3737526707 74123.3509979373 98933.5943521216 3208.84430117871 1720.40784938337 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55086.8233975082 57469.4387727548 1213440.60587514 1521.29783210705 312.615549212675 8047.30569330487 2918.5625033719 309116.912173363 NA 3756.56831872137 78597.7284864188 12398.1566130492 702031.641886121 12118.5780100032 6428.62580244175 4513.03680711208 1054743.57969013 200745.895304905 100334.210490889 4724.78056485468 460533.269303738 358759.852891975 159184.74925698 35071.2290337933 92162.9822708319 30879.9411896679 898.311502191758 98674.6779874425 3871.45279849136 135.326566900728 38007.2657625417 73609.9462625724 29027.770765005 4054.76783170977 1303.74919421442 190591.359712804 188667.808546698 133863.187821236 1436945.88159924 792368.45903714 52653.3041636617 261146.273177835 14878.9616992196 43137.9236873138 269147.175932202 53633.9193942433 43771.4227019057 1633961.76717203 96566.9319100451 62541.5432662782 84068.7631385009 385632.338802779 53432.4112911652 72964.4248995212 1445665.35527885 432839.964411233 108683.573407273 4322.33719086627 187554.991564426 0 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4781.40971087889 25028.6010712568 2168.4463675329 13300.1621007837 9824.24234269333 29040.7770008563 161852.301648984 102669.81720961 0 111652.382235974 288301.734056344 463427.361444075 476.419690467818 191460.929938734 121908.285851512 54611.0966553138 5005.25847816016 9336.82530929184 69245.3178603363 131986.769226075 107341.115637295 131528.443647973 47057.933843652 181375.998176499 44258.7016804467 79534.230549812 61285.613269795 38252.4290308905 178.577328441981 42.8033918793494 60542.8761396431 2212.61775041214 5541.69558798553 12772.2121594266 38691.1382612828 478.393866578622 8472.19802771946 0 28280.832806649 18860.6681765242 4401.97226852071 1368.29548020024 3683.39276317547 285280.266975712 NA 205468.18365634 56354.9226165105 892941.5054107 395521.307245202 123028.539626786 48218.0651266955 56188.2175428945 1070.43128845381 0 105048.316705829 335.062951034108 454.143043071148 2831.54936173842 1820.47163253595 3742.84132296064 12940.127315638 298890.094653296 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227757.62667181 190510.415486454 240725.74966836 43568.3081463475 328503.639515414 258920.846635623 115022.636456414 NA 93831.4200152497 51757.8993078528 27678.2646559064 269827.674755025 77629.9654637153 827.06917923363 2013.31138777949 163933.237957949 18284.5387461508 1769956.95757595 2096784.38595084 548737.888971583 1013810.03707324 3230860.92385719 1915454.28244494 20749.6247216101 79698.1434154064 4497.26560148102 90618.3640761133 1081924.55917339 418288.264012059 279199.26579101 469022.249562436 41266.4907122592 38079.5596725466 341448.694953424 144250.433481475 66042.0453497581 2516060.62711886 3811.00906121687 49620.5205586695 184162.245935984 6076450.15540165 616097.481156486 267269.275274124 823607.799220457 45608.5192312829 67732.6350686933 225077.560520625 106561.2919535 66672.2872922069 1114990.86822529 20145.5268479232 78052.9411200223 17728.1126569974 67445.9401415264 251432.576650085 11070.2397095468 3924.95060873655 302219.246810981 53989.7818031687 32695.6653556904 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545589.614313519 1008.47335510839 209050.502039281 78893.321824656 132810.290196549 103783.663614153 33286.6093116313 65887.9889876017 344586.794532941 87539.5564645053 10164.474177761 31289.1334549319 1265306.2082555 197299.523168236 32967.5068420605 78850.9677807853 103223.890559711 331810.132631233 955167.596366527 73567.028965444 1376190.66809774 35109.3068832897 18589.7511999599 9762.84402489818 85404.0226531381 14638.8465553783 2594.43910036361 3522.80081829669 44520.2962197474 5089.71866829368 3956.33493221022 409925.926914986 135506.652364273 36211593.1773544 3608.92664712563 1955.33424257454 2812.73359990441 16545.4638129233 2087129.28363385 349743.180016525 1533124.70284466 121878.055625159 450800.676326017 457179.415649125 412268.871320946 317914.811776775 265821.62498206 2055792.50221915 4233702.34167084 1857026.90293785 2076937.51558505 5302294.73042686 9048543.35059891 350690.877984357 588536.847053473 100611.073128986 697252.81323648 5154738.42200465 143857.516213671 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5383.4475175566 523610.302413832 159008.761070692 73028.5252082438 3043.42993813189 674.732280424535 3547.15601965019 NA 292652.860489941 0 87223.6854347242 238500.804014188 860965.52482002 63213.1176727078 377252.23795393 801532.384846596 116846.703177542 85541.9755770186 307539.864567799 280254.468504857 119055.33826593 274798.248231873 61320.1958868454 1087871.14612066 66258.0832802604 325028.173458835 68388.8964830395 3792194.20661834 1045493.03094426 4486966.83529926 895987.840795635 1059609.99495883 654998.961213014 564401.266124863 412561.634723775 313591.323516411 104231.786874434 867.144863144772 89164.4978883026 7348.92348078269 3020196.48455744 3054538.73980831 24481.494041309 115592.94936067 1063912.07215839 741353.600879066 0 38202.6215097058 207915.17547318 11781.3754118277 59707.740069779 0 9275.32069371507 2303.1936301187 19878.2044127934 427864.418229545 NA 128258.446046515 11395.8657067092 3124.64919304341 224683.327101456 1672.41941704165 768.767352144506 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21462.1486552796 225996.848603805 NA 72653.4780659447 8673.07028534869 2704.98966037109 211282.946747641 4028.44752967602 1243.23121591191 1144164.55485719 69935.6270507546 69477.3762410203 3140.05789606844 357797.329638404 18152.4924768276 47584.3841248233 80855.2946491464 437145.201310213 20632.1067314613 181091.50928631 138762.146573468 165628.003932519 43683.5069506351 74905.0273370423 75347.0606910345 680737.021592782 262697.918172677 14895.5985006644 285413.938434273 0 612565.890488944 1105355.30300161 394160.308429815 746772.85788813 467793.98095704 207566.3471842 320804.402094988 11733.646123202 128287.139447326 12273.3820144034 44129.416972541 5079.23559258329 17180.0449831607 103110.054859967 5670.64858275383 18361.0851217079 215936.180487334 9998.14143950498 169566.879958656 2048.65776373802 96819.3745509663 53987.5005570622 43263.7948427632 87107.7460801069 407168.644426415 23615.1598588734 124127.884366698 159279.539778481 130329.665714101 42936.9514142731 36053.4264128852 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408260.167020522 20008.6042444131 214102.674277964 0 146703.665699122 36824.6875819357 189799.929393774 1615724.28109911 0 540315.541079883 1212795.99165453 3794387.69574125 826874.113291942 2998.60007760238 95981.8229882129 51589.6243781329 112457.435182851 104.139573497662 61372.0903341121 44457.4635900609 96547.1869892977 114606.929255656 37359.0368630714 775.629847592848 32795.4542577271 14511.1837590807 105835.866593419 500.562609784295 5194.17531736134 199.323882268868 8799.17137738239 37080.16989539 41133.4029979123 0 291103.950381785 352802.854389192 10653.2528422132 93990.8569255268 46371.5245435763 4689410.7121231 2971892.60084076 3444937.38922065 959438.75870773 1923129.56565425 1323538.27030017 235696.332737234 67150.8943232287 411511.830305755 1648298.16579736 106237.888183874 473666.909247781 55509.2229735101 92254.6990986044 98213.117895798 158926.299531899 178548.852042638 0 268693.845979994 84995.603433404 107228.069154013 106307.364251285 30360.6931896899 46736.8005169716 130620.762308077 0 709420.058571941 1588.81112990202 2215.32202963037 229.33934168837 388.074695234421 11563.9417305932 12171.9659405722 1830.49650773946 7144.636327522 0 336977.91625821 383.562551147823 146.718693691791 259.010312722611 416.3272491866 4495.18920087155 5855.78041995197 1463.29433813458 315.632584189733 94042.7549348486 141.092021874684 1177.70768204968 22225.8661976858 213.656824292169 989235.676822352 236233.214585876 4824.87892558863 116407.820769196 486656.771672373 77723.8612566093 39487.9061911849 89573.4039527727 1919743.72913955 1046159.47089756 501226.432783815 743007.058079481 176490.260654313 77710.0632398259 167273.220468582 105439.559192967 279455.350200697 700217.007900082 34776.4227199754 263855.384094905 49068.1055769687 7503.37198423902 107041.586593382 90429.8479310363 29055.613411144 1710922.4179372 6432.3563531332 15026.9358116319 0 1093.67346601029 35417.7255862192 28360.8527937462 689224.239518748 7509.77578410673 1063.30246123844 30019.1437256838 33181.0708270675 202905.649134855 645.544084085014 3376.9363510637 31787.8742957732 1540.25137144789 76808.246400084 119905.857721422 34434.1459713367 50529.0097635167 17110.6197318611 5183.51701327754 8132.74050709251 2768.07742618477 33358.8409008693 22097.3073424949 25544.6240206012 59328.1867748377 177350.386355799 233.703902033549 70727.1563423484 204679.712737339 377486.44974565 1359.04708531402 156857.168839191 86220.7304154203 47452.0566271558 5353.36833100754 4535.28830046436 41577.6162155993 85761.1265742362 63368.2837448736 106683.487049838 41725.326028169 112665.133857546 38496.8964323576 35393.0825075812 33738.9966599099 32309.9414818203 185.311597546691 0 60525.3125336188 1432.3360708497 0 20534.3423249003 54455.7388138478 181.062981409187 9872.18715908301 15887.7378455484 23188.3388413729 0 4489.73688304821 1256.52082302804 1009.73085239483 164547.893154336 NA 320455.629307098 43280.6574865842 585626.795271142 259524.038632039 77335.9170162595 63120.4468715835 57714.8375998534 0 169.569938673737 16989.0432391984 116461.871558483 66210.7075195097 34994.0793874742 72135.2478525088 9467.06382985057 19555.4270173719 15344.234828509 95140.7159139494 5848.99020197926 6447.85134027218 25480.7199846922 302456.125670062 170773.735542457 67953.2734663901 6868.43443401617 26192.3512368893 15257.6507050754 10715.7338091687 138909.744211745 50293.9232465217 65544.5506386507 31269.4163033789 51265.5127859517 14175.0326856098 0 234918.223132663 65701.3589229651 37543.4889186543 58734.132374587 14082.9378984735 1218.7649631123 2956.4357506609 32373.6337201548 0 34442.3476521637 0 89297.4702514451 1282471.91370607 704479.47522841 198273.36191194 245821.284322458 100054.71641444 48908.4330045717 2920.24953249326 306306.78687796 155514.05521262 111096.315971318 6145.78778854039 5064.9131140582 10176.0598625243 5858.50086841261 210407.560640775 127544.445701577 43818.6586613078 91290.9871781679 49961.8477951509 38885.5907042963 367447.820779842 6878.42140577017 20343.4194935781 185884.524146369 4693.99056127561 14019.1672320914 202157.338613098 108242.495354514 56814.6195017799 8807.41694719345 1386596.12086793 741661.330795573 56252.6661862883 824812.599800922 535541.043470015 1228454.50741708 718968.794968467 221231.156256941 672969.163492481 400210.224487309 124201.11038521 125595.4866531 84836.9919551243 110351.561258624 591224.254989399 66436.8550180598 112651.144370218 17749.1993724396 72329.4823556293 32301.7413429144 55343.4576516497 53154.1704842803 41044.7539203861 21449.1597077075 98297.9423873763 59325.2377556534 101309.379624371 57780.6750060166 144572.546479556 92256.0168564307 0 153431.709416127 80763.0040524169 44552.6903181039 37956.2138812019 82925.2765291845 72531.5480146073 410967.659940528 0 189534.093125447 172706.530443237 0 338954.321883591 101818.524227579 349103.488670088 93173.8560669574 501958.561014727 0 0 410.216462651311 0 1480.68421386983 6747.81041923935 159196.182673167 NA 24193.3913779241
--- a/build.xml Sun Oct 09 09:54:00 2016 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -<project name="batchcorrection" default="all"> - - <property name="tool.xml" value="batch_correction.xml"/> - <property name="conda.dir" value="${user.home}/w4m-conda"/> - - <!--~~~ - ~ ALL ~ - ~~~~~--> - - <target name="all"/> - - <!--~~~~ - ~ TEST ~ - ~~~~~--> - - <target name="test" depends="planemo.lint,planemo.test"/> - - <!--~~~~~~~~~~~~ - ~ PLANEMO LINT ~ - ~~~~~~~~~~~~~--> - - <target name="planemo.lint"> - <exec executable="planemo" failonerror="true"> - <arg value="lint"/> - <arg value="${tool.xml}"/> - </exec> - </target> - - <!--~~~~~~~~~~~~ - ~ PLANEMO TEST ~ - ~~~~~~~~~~~~~--> - - <target name="planemo.test" depends="planemo.conda.install"> - <exec executable="planemo" failonerror="true"> - <arg value="test"/> - <arg value="--conda_prefix"/> - <arg value="${conda.dir}"/> - <arg value="--galaxy_branch"/> - <arg value="release_16.07"/> - <arg value="--conda_dependency_resolution"/> - <arg value="${tool.xml}"/> - </exec> - </target> - - <!--~~~~~~~~~~~~~~~~~~~~~ - ~ PLANEMO CONDA INSTALL ~ - ~~~~~~~~~~~~~~~~~~~~~~--> - - <target name="planemo.conda.install" depends="planemo.conda.init"> - <exec executable="planemo" failonerror="true"> - <arg value="conda_install"/> - <arg value="--conda_prefix"/> - <arg value="${conda.dir}"/> - <arg value="${tool.xml}"/> - </exec> - </target> - - <!--~~~~~~~~~~~~~~~~~~ - ~ PLANEMO CONDA INIT ~ - ~~~~~~~~~~~~~~~~~~~--> - - <target name="planemo.conda.init"> - <exec executable="planemo" failonerror="true"> - <arg value="conda_init"/> - <arg value="--conda_prefix"/> - <arg value="${conda.dir}"/> - </exec> - </target> - - <!--~~~~~ - ~ CLEAN ~ - ~~~~~~--> - - <target name="clean"> - <delete dir="${conda.dir}"/> - </target> - -</project>
--- a/determine_bc.xml Sun Oct 09 09:54:00 2016 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,283 +0,0 @@ -<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">bioconductor-pcamethods</requirement> - </requirements> - - <stdio> - <exit_code range="1:" level="fatal" /> - </stdio> - - <command><![CDATA[ - Rscript $__tool_directory__/batch_correction_wrapper.R - analyse "determine_bc" - sampleMetadata "$sampleMetadata" - dataMatrix "$dataMatrix" - ref_factor "$ref_factor" - #if str($advance.option ) == 'show': - span $advance.span - #else: - span "none" - #end if - out_graph_pdf "$out_graph_pdf" - out_preNormSummary "$out_preNormSummary" - ]]></command> - - <inputs> - <param name="dataMatrix" type="data" label="Data Matrix file " help="" format="tabular" /> - <param name="sampleMetadata" type="data" label="Sample metadata file " help="must contain at least the three following columns: 'batch' + 'injectionOrder' + 'sampleType'" format="tabular" /> - <param name="ref_factor" type="text" label="Factor of interest " help="column name of the factor of interest (often a biological factor); if none, leave 'batch'" value="batch" /> - <conditional name="advance"> - <param name="option" type="select" label="Advanced options" help="should only be put at 'show' if you have good understanding of the span parameter and are willing to adjust it"> - <option value="show">show</option> - <option value="hide" selected="true">hide</option> - </param> - <when value="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>
--- a/easyrlibrary-lib/RcheckLibrary.R Sun Oct 09 09:54:00 2016 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,124 +0,0 @@ -###################################################### -# R check library -# Coded by: M.Petera, -# - - -# R functions to use in R scripts -# (management of various generic subroutines) -# - - -# V0: script structure + first functions -# V1: More detailed error messages in match functions -###################################################### - - -# Generic function to return an error if problems have been encountered - - - - - -check.err <- function(err.stock){ - - # err.stock = vector of results returned by check functions - - if(length(err.stock)!=0){ stop("\n- - - - - - - - -\n",err.stock,"\n- - - - - - - - -\n") } - -} - - - - -# Table match check functions - - - - - - - - - - - - - - - - - - - - - - - - - - -# To check if dataMatrix and (variable or sample)Metadata match regarding identifiers -match2 <- function(dataMatrix, Metadata, Mtype){ - - # dataMatrix = data.frame containing dataMatrix - # Metadata = data.frame containing sampleMetadata or variableMetadata - # Mtype = "sample" or "variable" depending on Metadata content - - err.stock <- NULL # error vector - - id2 <- Metadata[,1] - if(Mtype=="sample"){ id1 <- colnames(dataMatrix)[-1] } - if(Mtype=="variable"){ id1 <- dataMatrix[,1] } - - if( length(which(id1%in%id2))!=length(id1) || length(which(id2%in%id1))!=length(id2) ){ - err.stock <- c("\nData matrix and ",Mtype," metadata do not match regarding ",Mtype," identifiers.") - if(length(which(id1%in%id2))!=length(id1)){ - if(length(which(!(id1%in%id2)))<4){ err.stock <- c(err.stock,"\n The ") - }else{ err.stock <- c(err.stock,"\n For example, the ") } - err.stock <- c(err.stock,"following identifiers found in the data matrix\n", - " do not appear in the ",Mtype," metadata file:\n") - identif <- id1[which(!(id1%in%id2))][1:min(3,length(which(!(id1%in%id2))))] - err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") - } - if(length(which(id2%in%id1))!=length(id2)){ - if(length(which(!(id2%in%id1)))<4){ err.stock <- c(err.stock,"\n The ") - }else{ err.stock <- c(err.stock,"\n For example, the ") } - err.stock <- c(err.stock,"following identifiers found in the ",Mtype," metadata file\n", - " do not appear in the data matrix:\n") - identif <- id2[which(!(id2%in%id1))][1:min(3,length(which(!(id2%in%id1))))] - err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") - } - err.stock <- c(err.stock,"\nPlease check your data.\n") - } - - return(err.stock) - -} - -# To check if the 3 standard tables match regarding identifiers -match3 <- function(dataMatrix, sampleMetadata, variableMetadata){ - - # dataMatrix = data.frame containing dataMatrix - # sampleMetadata = data.frame containing sampleMetadata - # variableMetadata = data.frame containing variableMetadata - - err.stock <- NULL # error vector - - id1 <- colnames(dataMatrix)[-1] - id2 <- sampleMetadata[,1] - id3 <- dataMatrix[,1] - id4 <- variableMetadata[,1] - - if( length(which(id1%in%id2))!=length(id1) || length(which(id2%in%id1))!=length(id2) ){ - err.stock <- c(err.stock,"\nData matrix and sample metadata do not match regarding sample identifiers.") - if(length(which(id1%in%id2))!=length(id1)){ - if(length(which(!(id1%in%id2)))<4){ err.stock <- c(err.stock,"\n The ") - }else{ err.stock <- c(err.stock,"\n For example, the ") } - err.stock <- c(err.stock,"following identifiers found in the data matrix\n", - " do not appear in the sample metadata file:\n") - identif <- id1[which(!(id1%in%id2))][1:min(3,length(which(!(id1%in%id2))))] - err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") - } - if(length(which(id2%in%id1))!=length(id2)){ - if(length(which(!(id2%in%id1)))<4){ err.stock <- c(err.stock,"\n The ") - }else{ err.stock <- c(err.stock,"\n For example, the ") } - err.stock <- c(err.stock,"following identifiers found in the sample metadata file\n", - " do not appear in the data matrix:\n") - identif <- id2[which(!(id2%in%id1))][1:min(3,length(which(!(id2%in%id1))))] - err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") - } - } - - if( length(which(id3%in%id4))!=length(id3) || length(which(id4%in%id3))!=length(id4) ){ - err.stock <- c(err.stock,"\nData matrix and variable metadata do not match regarding variable identifiers.") - if(length(which(id3%in%id4))!=length(id3)){ - if(length(which(!(id3%in%id4)))<4){ err.stock <- c(err.stock,"\n The ") - }else{ err.stock <- c(err.stock,"\n For example, the ") } - err.stock <- c(err.stock,"following identifiers found in the data matrix\n", - " do not appear in the variable metadata file:\n") - identif <- id3[which(!(id3%in%id4))][1:min(3,length(which(!(id3%in%id4))))] - err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") - } - if(length(which(id4%in%id3))!=length(id4)){ - if(length(which(!(id4%in%id3)))<4){ err.stock <- c(err.stock,"\n The ") - }else{ err.stock <- c(err.stock,"\n For example, the ") } - err.stock <- c(err.stock,"following identifiers found in the variable metadata file\n", - " do not appear in the data matrix:\n") - identif <- id4[which(!(id4%in%id3))][1:min(3,length(which(!(id4%in%id3))))] - err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") - } - } - - if(length(err.stock)!=0){ err.stock <- c(err.stock,"\nPlease check your data.\n") } - - return(err.stock) - -} \ No newline at end of file
--- a/easyrlibrary-lib/miniTools.R Sun Oct 09 09:54:00 2016 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,133 +0,0 @@ -##################################################### -# Mini tools for Galaxy scripting -# Coded by: M.Petera, -# - - -# R functions to use in R scripts and wrappers -# to make things easier (lightening code, reducing verbose...) -# - - -# V0: script structure + first functions -# V1: addition of functions to handle special characters in identifiers -##################################################### - - -# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -# Function to call packages without printing all the verbose -# (only getting the essentials, like warning messages for example) - -shyLib <- function(...){ - for(i in 1:length(list(...))){ - suppressPackageStartupMessages(library(list(...)[[i]],character.only=TRUE)) - } -} - -#example: shyLib("xcms","pcaMethods") - - - -# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -# Fonction pour sourcer les scripts R requis -# /!\ ATTENTION : actuellement la fonction n'est pas chargee au lancement du script, -# il faut donc la copier-coller dans le wrapper R pour pouvoir l'utiliser. - -if(FALSE){ -source_local <- function(...){ - argv <- commandArgs(trailingOnly = FALSE) - base_dir <- dirname(substring(argv[grep("--file=", argv)], 8)) - for(i in 1:length(list(...))){ - source(paste(base_dir, list(...)[[i]], sep="/")) - } -} -} - -#example: source_local("filter_script.R","RcheckLibrary.R") - - - -# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -# Functions to stock identifiers before applying make.names() and -# to reinject it into final matrices -# Note: it reproduces the original order of datasets' identifiers -# - - - -# stockID: stocks original identifiers and original order -# -> needs checked data regarding table match -# reproduceID: reinjects original identifiers and original order into final tables -# -> function to be used at the very end, when exporting tables - -stockID <- function(dataMatrix, Metadata, Mtype){ - # dataMatrix = data.frame containing dataMatrix - # Metadata = data.frame containing sampleMetadata or variableMetadata - # Mtype = "sample" or "variable" depending on Metadata content - cname <- colnames(dataMatrix)[1] - # dataMatrix temporary-stock + transfo - - - - - if(Mtype=="sample"){ - id.ori <- colnames(dataMatrix)[-1] - colnames(dataMatrix) <- make.names(colnames(dataMatrix)) - } - if(Mtype=="variable"){ - id.ori <- dataMatrix[,1] - dataMatrix[,1] <- make.names(dataMatrix[,1]) - } - # global stock - - - - - - - - - - - - - - - - - id.new <- data.frame(order.ori=c(1:length(Metadata[,1])),Metadata[,1], - id.new=make.names(Metadata[,1]),id.ori, - id.new.DM=make.names(id.ori),stringsAsFactors=FALSE) - colnames(id.new)[c(2,4)] <- c(colnames(Metadata)[1],cname) - # Metadata transfo + returning data - - - - - - Metadata[,1] <- make.names(Metadata[,1]) - return(list(id.match=id.new, dataMatrix=dataMatrix, Metadata=Metadata)) -} -#example: A<-stockID(myDM,mysM,"sample") ; myDM<-A$dataMatrix ; mysM<-A$Metadata ; A<-A$id.match - -reproduceID <- function(dataMatrix, Metadata, Mtype, id.match){ - # dataMatrix = data.frame containing dataMatrix - # Metadata = data.frame containing sampleMetadata or variableMetadata - # Mtype = "sample" or "variable" depending on Metadata content - # id.match = 'id.match' element produced by stockID - #Metadada - - - - - - - - - - - - - - - temp.table <- id.match[,c(1,2,3)] - ## Removing deleted rows - for(i in 1:(dim(id.match)[1])){ - if(!(temp.table[i,3]%in%Metadata[,1])){temp.table[i,1] <- 0} - } - if(length(which(temp.table[,1]==0))!=0){ - temp.table <- temp.table[-c(which(temp.table[,1]==0)),] - } - ## Restoring original identifiers and order - temp.table <- merge(x=temp.table,y=Metadata,by.x=3,by.y=1) - temp.table <- temp.table[order(temp.table$order.ori),] - Metadata <- temp.table[,-c(1,2)] - rownames(Metadata) <- NULL - #dataMatrix - - - - - - - - - - - - - - rownames(dataMatrix)<-dataMatrix[,1] - if(Mtype=="sample"){ - dataMatrix <- t(dataMatrix[,-1]) - } - temp.table <- id.match[,c(1,4,5)] - ## Removing deleted rows - for(i in 1:(dim(id.match)[1])){ - if(!(temp.table[i,3]%in%rownames(dataMatrix))){temp.table[i,1] <- 0} - } - if(length(which(temp.table[,1]==0))!=0){ - temp.table <- temp.table[-c(which(temp.table[,1]==0)),] - } - ## Restoring original identifiers and order - temp.table <- merge(x=temp.table,y=dataMatrix,by.x=3,by.y=0) - temp.table <- temp.table[order(temp.table$order.ori),] - if(Mtype=="variable"){ - dataMatrix <- temp.table[,-c(1,2,4)] - colnames(dataMatrix)[1] <- colnames(id.match)[4] - } else { - rownames(temp.table) <- temp.table[,3] - temp.table <- t(temp.table[,-c(1,2,3)]) - dataMatrix <- data.frame(rownames(temp.table),temp.table) - colnames(dataMatrix)[1] <- colnames(id.match)[4] - } - rownames(dataMatrix) <- NULL - # return datasets - - - - - - - - - - - - return(list(dataMatrix=dataMatrix, Metadata=Metadata)) -} -#example: B<-reproduceID(myDM,mysM,"sample",A) ; myDM<-B$dataMatrix ; mysM<-B$Metadata - - - -# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
--- a/runit/batchcorrection_runtests.R Sun Oct 09 09:54:00 2016 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,131 +0,0 @@ -#!/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) -
--- a/runit/batchcorrection_tests.R Sun Oct 09 09:54:00 2016 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,109 +0,0 @@ -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) - - -}
--- a/runit/example1/dataMatrix.tsv Sun Oct 09 09:54:00 2016 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,2823 +0,0 @@ -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 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75260138 36891690 17466250 74160059 32122101 5238560 30163448 10216046 31450577 17301601 11549910 12734389 54057483 3488082 24301846 2046492 23004592 9579482 30075694 7571631 5257922 60032654 15725469 42794552 12202672 10427301 17332850 2558158 66102394 29666404 34174908 36717068 24271602 36414651 37145056 20074559 1865267 5837544 27608715 38999155 21669105 14372963 36030678 24509866 1906953 15589584 18219005 25991397 25068509 21518123 17608775 6613249 4124652 30008362 7839717 16104411 36946332 23198059 6151472 23334545 18392766 27331396 30774819 18461787 42246522 20479189 28817403 27674313 21703591 17170407 13809778 11188751 14478896 8256694 2771227 47261207 21462355 24438964 19424590 379608 17107855 14512991 31446516 24437179 18499953 16786178 1370420 23336305 18279598 9162668 29590881 24605602 13020657 30919250 16843645 42298126 15320951 -met_002 25505104 13027974 32763597 34730095 33371485 1895066 27495574 59974 13416309 7415642 23483152 56144021 29010226 13269573 61487618 21195395 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21581115 391810 4323746 3412789 1672193 4095309 3737559 1781359 1792450 291267 2119319 26261958 5040629 529740 362314 1887159 3808365 115792 12919439 1980086 743883 5533137 1538355 380500 2777958 -met_011 785442 60478 60202 224880 55462 100060 42986 NA 130475 NA 675924 4903004 396065 380956 NA 392119 9854 106252 99264 637406 312148 33714 690355 247213 216205 67547 36430 21057 131148 574095 544490 99843 NA NA NA 144958 565976 53797 139064 306347 686592 404783 NA 79308 147421 66507 NA 73762 198084 525400 482320 402890 NA 308122 3847455 106160 64832 716412 494328 417494 174319 88831 4044643 71642 1122075 NA 71395 131196 433963 92619 3073860 1131592 55550 132765 57931 786643 264705 171375 55880 465617 43560 33298 293164 NA 38935 117848 274209 144362 251705 396383 1976437 155386 71656 62054 273108 159751 179756 64850 94359 366996 126976 47026 142714 138801 72099 37766 102870 334806 -met_012 966828 422417 214842 1194887 421456 1901281 258409 NA 839552 1106235 878410 491735 4269851 283059 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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 1506395 747420 860522 1784675 269957 1034751 2756790 2327842 1403518 NA 226200 1520585 583978 1399246 741899 865840 118051 1041124 1160379 1246515 3709009 1297454 2801529 4143776 1740145 877177 1951698 723309 205685 2724339 483101 1223618 232499 811131 1998752 479220 2297602 901182 195086 857346 -met_015 650957 607290 344037 1227529 1072694 576358 501563 NA 502469 591694 628810 843246 499456 685211 2294708 25129 NA 396924 1183224 585823 1211863 95856 1144957 787735 689605 479871 NA 73159 21384 617342 1458756 347990 445231 1570717 1136540 395902 148198 309567 739570 265275 566263 220112 529228 346333 620592 381877 266345 NA NA 557575 279088 1668394 414413 NA 82640 96029 371246 387503 604542 487548 313124 271980 77109 NA 327966 684942 1063651 397266 470555 381094 163296 311328 170466 373177 511493 294494 457952 53349 184101 455759 235010 231678 234265 877479 85416 91934 643917 413352 960793 418237 1018189 344346 53396 309733 1051458 800181 29708 436994 409034 451321 28816 378301 2906 145014 594244 406030 416940 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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 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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 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0 1305.8153658586 0 0 12198.9175700778 4033.05588518951 5563.31298292953 10252.6717734315 9006.20625464274 4393.70210640498 0 10938.1589642391 0 6995.14472938548 0 0 0 2795.56950834933 0 0 6453.85924033309 3769.59029600916 0 0 3948.77174969479 0 6872.2008449651 10662.815500164 1430.52218731967 0 6628.52477286425 6109.84270038378 0 0 0 0 6864.31528229662 0 11482.1388929745 12764.6593425743 16644.919410871 0 0 48017.7167269393 0 0 NA NA 6924.18711009832 0 0 14187.3204532684 0 13586.348983009 0 0 0 9269.72807242392 0 0 12532.2353098584 0 0 0 0 7450.37683579171 0 0 28312.9289651925 32920.4519412756 0 0 0 60097.4399421925 0 0 92350.3419541241 0 0 NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA 0 0 205719.903080552 81931.5147433721 0 0 75446.1919531793 71806.6973200351 96891.2605469779 0 0 21958.7115351948 0 0 0 17970.6660585164 0 52921.1801879622 20285.3838321717 39648.2753696965 0 0 0 0 0 12105.7976443698 0 13116.611445248 0 0 0 0 29111.9843879581 0 0 18774.7460616189 0 16057.8759211401 0 0 0 7859.53123526753 0 2306.33224635393 0 0 0 3000.49940768142 2763.60425899446 0 0 3872.20348463165 2515.66755783652 3710.72689500818 4646.60009105324 0 0 6797.64248978523 0 4904.85992721011 -M65T379 0 0 0 0 19319.784477314 0 2358.91451043098 0 0 6146.07821441386 0 0 0 0 0 1796.47735198171 7125.33879092052 2635.27150058506 5182.89231545897 2227.07955856423 14915.0599008699 0 0 36884.2824796481 7971.93053414221 21546.7130945337 1106.78816682253 0 12209.900287666 7069.20612554734 0 18788.451584342 9150.4104910484 0 11225.9296972091 0 9575.81479249076 25385.3644103777 11947.3457132044 11457.7990816385 4758.98691288765 11662.7155322396 0 8254.41204449586 0 0 0 0 0 30254.4402564108 0 0 2218.81233907726 0 0 0 0 45224.8877985745 0 0 0 0 17162.4177720751 33814.6038957995 0 0 13062.7324556288 40942.8220567403 14674.108351702 0 18638.3283559686 0 9622.84024273207 3623.57431535713 0 0 3340.47633445213 0 0 4841.96871041119 0 0 45466.1114161014 0 0 0 16671.9055698337 13461.2220470744 0 25855.4996925191 0 4228.85166891446 7306.3522965035 0 0 0 18214.4700333264 0 31956.49979747 0 0 16336.8074340521 0 21004.7862449397 32082.1261984759 0 0 0 3903.74436334081 5940.99143467867 0 9650.23052524917 5692.11542577102 0 0 0 0 7673.01694151431 14358.8121247852 4482.60692633307 4626.86002305355 0 0 0 0 7278.0062930656 0 10411.9211438194 0 0 4540.9140770715 8190.12009366662 3557.87322079825 3296.84451085836 0 0 4825.34857042043 0 0 4087.32859261343 22512.9294636802 0 4533.77551008407 4309.91095787936 6211.33485416505 5137.47693452919 24590.0374650008 54242.8122107214 0 9904.31119626018 9036.42851637183 4543.39927970651 9361.25095387635 23135.7456592626 0 0 12678.1780185843 17294.4661916624 0 0 0 37785.8757986175 29269.6121043192 12931.5996710815 11112.3473991272 5840.53283889335 0 17841.7734691827 0 0 9660.12888206858 0 12711.8371141284 6448.48348402996 7216.45400679199 17002.9576437415 0 3521.7797273502 7473.87193907181 0 8505.68747645502 10676.3525005773 5305.7851485662 5552.44282073779 0 14435.7438130564 8536.20088102446 0 0 7721.53659611395 8354.49158261139 8292.42381975183 4668.32413096465 0 0 8871.71663682864 17070.0052819867 13664.9374535562 16100.2332819966 10942.8220740789 0 37144.442508253 9081.1220238305 16819.8701047487 11907.2110344546 0 0 12848.1184120016 32186.631711067 42112.8736432409 19067.8374396085 123052.057113716 69742.8385855293 0 194579.902698815 0
--- a/runit/output/preNormSummary.txt Sun Oct 09 09:54:00 2016 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,11 +0,0 @@ -labion batch.1.linear batch.1.loess batch.1.lowess batch.2.linear batch.2.loess batch.2.lowess -M53T345 0 0 0 0 0 0 -M58T69 0 0 0 0 0 0 -M59T246 0 0 0 5 0 0 -M59T62 0 0 0 3 3 3 -M59T270 0 0 0 0 0 0 -M62T56 0 0 0 0 0 0 -M64T348 0 0 0 0 0 0 -M64T379 0 0 0 0 0 0 -M65T347 5 0 0 5 0 0 -M65T379 0 0 0 0 0 0
--- a/runit/output/variableMetadata.tsv Sun Oct 09 09:54:00 2016 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,11 +0,0 @@ -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
--- a/runit/output/variable_for_simca.tsv Sun Oct 09 09:54:00 2016 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,217 +0,0 @@ -names sampleType injectionOrder batch M53T345 M58T69 M59T246 M59T62 M59T270 M62T56 M64T348 M64T379 M65T347 M65T379 -QC1_001 pool 14 ne1 22916.8503183278 414335.514903694 31597.2963818844 10396.7469524831 5545.85336555007 6357771.36568666 15280.9335261441 15209.3350889908 NA 0 -HU_neg_017 sample 17 ne1 7902.36628611891 114393.000721447 0 0 0 2566772.45126903 22883.7849648464 0 NA 0 -HU_neg_018 sample 18 ne1 14186.1927260197 126621.285371012 73263.1745467661 48807.7004751479 45499.2532566739 7918786.43270129 29412.2985860409 6028.453373865 NA 0 -HU_neg_020 sample 19 ne1 10015.9019240688 143110.676434993 0 0 0 2711781.00431142 23567.9721870871 4435.36159361631 NA 0 -HU_neg_021 sample 20 ne1 26094.828028276 209940.624575068 44029.1138677143 11743.5608955695 45259.1527113759 5549057.18386628 0 25447.569115331 NA 19319.784477314 -HU_neg_027 sample 22 ne1 0 30490.3229152273 0 6182.11173521795 0 3117104.41608518 14820.0715202055 4312.86095485588 NA 0 -HU_neg_028 sample 23 ne1 38332.1570293848 120354.978068946 65544.3440435328 12959.6928185789 0 5011009.07575411 22143.6001774649 11706.2740758898 NA 2358.91451043098 -HU_neg_032 sample 25 ne1 8393.52483632099 228452.378845564 0 0 2815.48976935071 4074773.95643709 16541.7006989418 3313.44127061182 NA 0 -HU_neg_034 sample 26 ne1 6785.85486172605 821961.331895979 0 13214.928374308 0 5772294.1134195 9669.77585057873 9061.05119485424 0 0 -QC1_002 pool 27 ne1 64557.5696044546 387436.306124251 25926.9014019498 9441.21811649049 10949.7954145854 5721367.6809163 23271.2867953649 16782.2052996299 0 6146.07821441386 -HU_neg_037 sample 32 ne1 15085.3806578423 572790.502672348 0 21024.2387239496 0 5145680.08148254 2990.68873644705 0 0 0 -HU_neg_041 sample 34 ne1 0 23106.4532699009 3917.11331480479 9484.81294657684 0 2157188.76930328 8903.43600544316 5667.26299585238 0 0 -HU_neg_043 sample 36 ne1 55618.4950303317 344733.839950306 12239.4899545428 28922.8830888333 0 3126857.9926602 6121.28093859868 12991.2688341502 0 0 -HU_neg_044 sample 37 ne1 0 105149.982589545 0 5798.88774680255 0 1628726.03424121 11176.880956293 2595.2250512392 17577.7523599669 0 -HU_neg_047 sample 38 ne1 0 38849.1835427455 5580.71066540823 0 0 3766792.65982601 7784.81015421122 14366.127214807 12716.9483154491 0 -HU_neg_048 sample 39 ne1 74378.564916877 84923.317737559 16812.3761849151 12768.8471292001 8265.6376628611 5120638.25871586 10214.4243042097 16545.9894306663 0 1796.47735198171 -QC1_003 pool 40 ne1 69385.6823681573 438883.454352924 33894.9796613836 12163.389542402 17809.4825112921 5202475.82491676 13658.6556594957 11684.8398790874 0 7125.33879092052 -HU_neg_049 sample 43 ne1 89437.9795664756 94512.4350719824 2679.72010679899 7796.78504801455 22617.8849477442 11022459.6272805 0 3107.76471330431 0 2635.27150058506 -HU_neg_050 sample 44 ne1 48320.6149305083 348585.770923454 73672.8889432879 20905.687737515 14643.2808429715 4684921.30148651 38058.8378477906 11722.0952725287 0 5182.89231545897 -HU_neg_051 sample 45 ne1 0 43074.9404587368 0 0 0 2839212.71131481 2878.48790076907 5275.55429263035 0 2227.07955856423 -HU_neg_052 sample 46 ne1 27549.0211475775 315206.69942588 3400.83259108738 11215.9678046422 3281.79638334132 2890474.78696583 39018.9545882897 14250.7522230372 0 14915.0599008699 -HU_neg_055 sample 48 ne1 17372.8580621263 35781.896819856 2420.80657839847 5647.13737920437 0 3713953.83059064 4719.68500893146 4803.06049170028 0 0 -HU_neg_059 sample 50 ne1 49331.7569391658 207110.900173121 40672.2254646222 15725.7960558992 6054.7183419183 4275004.45650596 15263.0277711816 7338.81247207245 0 0 -HU_neg_060 sample 51 ne1 52762.8909562027 216905.390687518 24724.1611707945 18537.3756077814 31230.8721808582 4126998.73211027 48443.7738973598 26264.8489779139 9227.52812225522 36884.2824796481 -HU_neg_061 sample 52 ne1 14701.2645921527 116178.215101415 11933.6736580781 13625.2211326419 2618.38617028143 2932237.04913505 6608.04171261367 11464.6541557274 0 7971.93053414221 -QC1_004 pool 53 ne1 45264.5638569828 429134.11045188 19748.6639719327 11844.8698031647 0 6026891.12836632 8855.6720199861 17754.8661729327 0 21546.7130945337 -HU_neg_064 sample 57 ne1 0 0 0 2589.06675311486 0 1767239.44841883 0 5181.7017101266 0 1106.78816682253 -HU_neg_065 sample 58 ne1 22800.9849561408 131023.276690185 48648.2098794486 23129.6650677017 48795.9182036854 2988963.52443317 0 3887.73796894503 0 0 -HU_neg_066 sample 59 ne1 44174.1106217275 156256.066651197 52322.6700965553 16507.2519246308 38225.6483850807 4674015.99279948 27923.2807544619 6418.51832176945 0 12209.900287666 -HU_neg_068 sample 60 ne1 21020.4732296622 164375.368988916 45242.337045846 6648.33209083934 12608.732784406 6341741.16408753 29904.8276172377 29575.6734089746 8655.72495167114 7069.20612554734 -HU_neg_071 sample 61 ne1 0 568101.451633198 0 3574.75623155882 0 3266333.40839362 9974.6512046819 1184.41137031542 2785.89360160062 0 -HU_neg_072 sample 62 ne1 38080.7304204211 198731.697795653 71949.6768747915 10305.7822851788 31842.2457257804 4405504.9603768 44186.5428420282 18458.6056051155 0 18788.451584342 -HU_neg_077 sample 64 ne1 32382.6256336037 298050.506407476 40570.8458974365 11197.1973462941 0 2970410.92216402 20314.7802627659 8830.84076082416 0 9150.4104910484 -HU_neg_078 sample 65 ne1 27785.3736965079 136930.964505147 31600.6190047159 7721.0461576125 14716.1938530442 8374745.87828684 41207.4962202505 2580.9033770104 0 0 -QC1_005 pool 66 ne1 37328.4752249551 392412.228285672 37626.3003148445 10772.9058284113 6820.07789513299 6496428.01892771 11342.2417570869 9606.67196061874 7665.56274089389 11225.9296972091 -HU_neg_079 sample 69 ne1 19541.5803787906 108146.715065651 0 3216.35770651402 2949.98963843552 3940160.05597989 14953.9471780585 8886.23658280706 0 0 -HU_neg_083 sample 70 ne1 34889.5607768396 281541.321073282 42124.1914626181 10736.7673841458 7350.63216437937 6933396.10279874 37863.3669545055 7540.91371992259 24411.9035717586 9575.81479249076 -HU_neg_086 sample 72 ne1 164054.478223313 2503990.66370475 186629.873044516 19769.4924994816 109740.656039014 9179249.98108291 50679.4515924968 22027.1098652443 26673.3764224817 25385.3644103777 -HU_neg_088 sample 73 ne1 68963.9935434008 1046891.78691666 52272.0704566892 9830.83072491475 9926.81988604011 3793087.17057564 7980.94570435319 4173.52997922991 0 11947.3457132044 -HU_neg_089 sample 74 ne1 39557.2309303527 22030.2904221314 25007.3740929468 4064.65515349104 5517.08856957629 5361817.08961307 21940.225340335 22515.1438328719 0 11457.7990816385 -HU_neg_090 sample 75 ne1 29623.8667089724 196290.024894991 15735.947539715 19985.4316193388 0 5129910.64352617 16478.1130889576 7484.65805996855 4957.78878335087 4758.98691288765 -HU_neg_091 sample 76 ne1 53765.4492117118 1271993.0470932 43080.1304057701 11471.5681973938 0 4751034.25724396 40124.3656589483 4192.5839098119 5893.35173627485 11662.7155322396 -HU_neg_093 sample 77 ne1 9298.12832080944 65081.3019654239 2830.03268828135 8896.33358877441 0 3413867.95940863 12199.8449687757 4227.5275188946 0 0 -HU_neg_094 sample 78 ne1 1950.95686964544 228316.57346643 4932.74999244552 15202.3181840652 6244.40414370355 6995421.9839718 7111.60342794417 2181.08538212577 9232.20647814967 8254.41204449586 -QC1_006 pool 79 ne1 77308.9014034962 419787.921850727 33589.7089385292 7391.1313889837 14649.4518517808 6149016.9472868 14861.9811354758 16412.7639575342 5897.51053646421 0 -HU_neg_099 sample 83 ne1 11959.2640840444 403161.333465968 71225.3233180603 12069.0339460942 27766.6512215668 8420249.95621669 46021.4825057457 3998.42916859386 0 0 -HU_neg_100 sample 84 ne1 42652.1227840538 1469412.45106199 38497.5200311626 4757.4773289626 24989.3098015974 2688347.93616584 33090.8128992258 4600.15552268383 0 0 -HU_neg_101 sample 85 ne1 0 0 0 0 2423.68127933349 3187032.23884324 5363.34304947525 1792.65076073558 0 0 -HU_neg_105 sample 86 ne1 24286.3336183775 100811.103655327 10972.9958269913 14135.018297577 0 2495250.71825359 21551.409966003 12112.0223224141 10595.9640451461 0 -HU_neg_107 sample 87 ne1 75811.0410858136 2226770.57247037 25495.0364344114 8989.03239871163 10808.217683755 6674237.71856102 15791.0152136653 13548.3819148826 0 30254.4402564108 -HU_neg_108 sample 88 ne1 0 17438.9173232947 1655.86700614556 0 0 3004409.28711121 3109.1211607004 0 0 0 -HU_neg_109 sample 89 ne1 0 94158.1062389883 0 0 0 2852822.37482317 21057.7420730699 8928.15228064209 0 0 -HU_neg_110 sample 90 ne1 9464.23645760711 131644.774637768 0 0 0 5001369.74895985 26844.4324929761 9309.02622284797 0 2218.81233907726 -HU_neg_111 sample 91 ne1 174377.136304784 482126.550003249 38418.3731330933 9914.97068348542 0 3784389.59036083 29075.0010619562 7433.58405892605 0 0 -QC1_007 pool 92 ne1 48086.7360433165 490614.9243975 25711.1801748317 19413.1840839478 6775.97414246821 6190217.06835335 24352.7500950215 9073.3679260025 3600.02698782932 0 -HU_neg_116 sample 96 ne1 14925.1880942963 145561.482607826 4562.86423931666 3547.98128132745 0 3224439.77490986 20885.6361154184 10290.4812255774 0 0 -HU_neg_118 sample 98 ne1 15358.803016403 80286.3084800447 6997.61498102535 4480.28569895142 2657.68931528205 3805032.87823944 26060.7834583563 2696.79595988922 0 0 -HU_neg_123 sample 100 ne1 181689.711577104 30498.4605862925 60489.2375351237 2974.35702783867 7593.98315581766 2065424.5818813 0 23927.5991562851 0 45224.8877985745 -HU_neg_125 sample 102 ne1 42975.0756929933 105105.470114663 39788.9965770183 7606.67981996307 11328.6097300683 5674431.85987776 0 11198.2294486914 0 0 -HU_neg_126 sample 103 ne1 47882.0867588327 119843.74820098 65845.9732136427 11244.9677062497 11379.1554085269 8140870.25563597 39478.4722934955 10278.9632698606 3104.13752275366 0 -HU_neg_127 sample 104 ne1 147474.219553644 506286.279915761 68831.5530827202 6487.65368527879 27569.7582839353 5167093.57345435 0 10741.2288087011 0 0 -QC1_008 pool 105 ne1 20423.1003315362 350604.857527433 27366.8914569094 3024.29145379431 7428.02001203955 5769566.84922557 32018.323220037 27832.3645465165 1305.8153658586 0 -HU_neg_130 sample 109 ne1 96186.6084956545 619199.988300594 27135.8050980642 12439.1649595755 6641.32270882145 4152313.68767174 33097.9052807645 0 0 17162.4177720751 -HU_neg_131 sample 110 ne1 81450.8051605474 1760798.57342623 41357.3432758536 10764.3730629656 2956.60485972174 3114239.45714307 28371.7248936393 7276.56393049523 0 33814.6038957995 -HU_neg_132 sample 111 ne1 75984.6073191648 53763.8317864568 23657.2221271394 2429.09752126488 935.394404030643 18202719.1051491 18093.329394396 9463.47969885533 12198.9175700778 0 -HU_neg_133 sample 112 ne1 0 97096.5608443561 35779.8553236394 14308.7321658597 5510.42690171216 5152357.80306311 21564.3569385912 32575.2603337857 4033.05588518951 0 -HU_neg_134 sample 113 ne1 0 244297.058997274 66616.9419431012 14960.8690726911 0 8362241.1619532 48641.7061965878 10411.2077495531 5563.31298292953 13062.7324556288 -HU_neg_138 sample 117 ne1 37916.9838544697 263936.877246144 11355.7004415321 13468.1724542111 33501.4435058795 5337075.87691031 69884.3419415625 5313.16188990932 10252.6717734315 40942.8220567403 -QC1_009 pool 118 ne1 59635.0709072874 362770.294294666 32002.762901088 9804.91408962381 9281.37609240323 5962233.4534375 0 14855.2114804007 9006.20625464274 14674.108351702 -HU_neg_144 sample 124 ne1 88591.7909778961 3195128.96444413 57007.5731049828 15812.9513345338 13570.9951919584 2538640.46803649 27436.6337671127 8727.97358018961 4393.70210640498 0 -HU_neg_148 sample 128 ne1 107351.343538686 1777671.55939428 35172.0113752315 30145.1750424079 7640.42826460261 2212862.97670197 0 4714.33664267984 0 18638.3283559686 -HU_neg_149 sample 129 ne1 214900.490026095 232764.037556937 11463.2937963457 15684.6044113964 12151.269621298 2865887.43302811 27247.1831787583 30272.0755969856 10938.1589642391 0 -HU_neg_150 sample 130 ne1 0 1526516.11570124 3447.37597580365 16072.7509028793 0 1901577.12581579 13350.6365099103 2679.24265927983 0 9622.84024273207 -QC1_010 pool 131 ne1 0 317475.08185774 27234.0503959423 13390.950816415 8175.23933416165 4360292.44553956 11739.9780311352 4978.05115897795 6995.14472938548 3623.57431535713 -HU_neg_152 sample 134 ne1 101860.62950402 193189.678359562 22936.8640224887 15705.882088563 26928.6898232215 6512439.64733954 24449.9777092724 14895.7461454869 0 0 -HU_neg_154 sample 135 ne1 0 0 15163.0459664311 19379.4801245987 1536.18639415163 1663938.83429038 33779.0846980348 8028.47517783481 0 0 -HU_neg_156 sample 136 ne1 0 0 3615.69835108468 0 0 3399351.12851914 45866.8459742294 1899.82699038239 0 3340.47633445213 -HU_neg_157 sample 137 ne1 75878.6360109469 291961.736379955 5518.37212764485 6716.36912928364 12704.6989121258 2885215.42543787 14800.6788693642 10908.1371239346 2795.56950834933 0 -HU_neg_158 sample 138 ne1 0 17951.5221275421 4976.95064784861 8221.75108848423 1008.57192216061 7257425.83828004 29491.4519920625 5444.99826276113 0 0 -HU_neg_163 sample 140 ne1 218702.585453886 49127.5794695733 61299.2921655349 14576.8740422892 0 2235408.68880443 21578.9319209789 6955.866526729 0 4841.96871041119 -HU_neg_170 sample 142 ne1 118194.313858912 110207.359064036 18483.6266159778 16474.6482672675 0 4333867.18523661 17858.8189090214 28394.619751578 6453.85924033309 0 -HU_neg_171 sample 143 ne1 55775.259094532 131649.323109918 49353.1264422393 5572.54892321671 1682.60449866456 5513347.47944551 6331.74542431618 1933.47192215332 3769.59029600916 0 -QC1_011 pool 144 ne1 38006.6711995647 481706.224774127 27088.62489425 11965.7531265319 10862.698602712 6109685.64334607 11545.2011788953 20102.3004588393 0 45466.1114161014 -HU_neg_172 sample 147 ne1 181840.596518769 903198.907837287 11406.2119171491 17564.5350103915 2209.43846115838 5327484.14422927 19257.8644041602 41206.4053170932 0 0 -HU_neg_173 sample 148 ne1 11686.9719830616 19809.3024382009 0 4213.13752103987 0 3960926.21728685 8939.41644126173 5777.06994764825 3948.77174969479 0 -HU_neg_174 sample 149 ne1 127721.148955206 70251.5757502271 7003.69372629978 4705.37078653018 7305.21462904971 8154632.70357252 19483.7749430747 5274.77989804407 0 0 -HU_neg_175 sample 150 ne1 182860.420341732 170755.688265405 19815.5498331374 11514.9873629302 18963.9160352013 2157730.10778145 16902.2456820927 15413.0418090513 6872.2008449651 16671.9055698337 -HU_neg_178 sample 152 ne1 0 1319094.88879067 7472.56405000602 18813.8186677279 0 3753929.6415279 19879.0388158839 0 10662.815500164 13461.2220470744 -HU_neg_179 sample 153 ne1 23775.5437795508 1470872.18189197 57176.0564052597 14863.2047199537 31413.3435549589 2644880.51836638 9372.2555306246 7224.138693264 1430.52218731967 0 -HU_neg_180 sample 154 ne1 20023.7275839261 226448.990915098 19906.7180665963 15256.99864013 1946.50808276432 1584440.64327214 7906.69096450665 16559.8574548588 0 25855.4996925191 -HU_neg_181 sample 155 ne1 0 0 0 1885.39120984272 0 2805221.36779558 0 2205.05139446613 6628.52477286425 0 -HU_neg_182 sample 156 ne1 0 402310.829574368 4788.19074701759 12307.7920613392 0 3383982.62657629 26524.6984119483 10210.91730817 6109.84270038378 4228.85166891446 -QC1_012 pool 157 ne1 48093.0771338209 549806.900830134 26877.3786413252 6831.92829152916 13138.7159081464 7060713.65199077 13190.8746895267 0 0 7306.3522965035 -HU_neg_184 sample 160 ne1 68516.0666418151 1483409.93365581 50052.1516981416 10084.8101748545 1644.51589697071 1998356.23660822 9300.0097587278 0 0 0 -HU_neg_185 sample 161 ne1 23791.3343168634 242870.480465104 0 2243.09570131544 0 3659227.51857524 15783.8406087616 6714.30242299182 0 0 -HU_neg_186 sample 162 ne1 0 0 1383.08886226973 9169.09762081759 0 7126090.26395701 0 10460.8330959652 0 0 -HU_neg_189 sample 164 ne1 23783.3223321733 132348.264544426 90785.725920312 7946.11421922485 23257.8465913494 7273451.29030425 0 16017.8272158293 6864.31528229662 18214.4700333264 -HU_neg_192 sample 165 ne1 174248.120946074 664867.968870555 95209.7212666913 9636.26899062907 1311.50054275732 4638971.23013327 21674.9347390276 31921.9826044246 0 0 -HU_neg_196 sample 167 ne1 379162.107513736 116473.916519171 24305.1963451778 3335.28930309082 50127.0411749163 9039748.89080324 32217.7556806084 82792.902113044 11482.1388929745 31956.49979747 -QC1_013 pool 171 ne1 99317.5330551209 587008.259821931 31212.3137802106 17942.5834375991 7762.74393890696 5518302.74746079 18414.1441506613 7180.79057323575 12764.6593425743 0 -HU_neg_200 sample 174 ne1 57907.5338769939 679917.84894503 13183.3356358597 9144.1388179293 15705.2565426736 6428712.97233335 8900.16471854121 33563.7945675486 16644.919410871 0 -HU_neg_201 sample 175 ne1 47350.9527537698 0 23702.5686119933 6433.16120079394 34385.7533997382 3041250.87985818 6892.1208549816 50926.0007617845 0 16336.8074340521 -HU_neg_202 sample 176 ne1 70875.1997614108 194884.61962177 44736.1558845631 10965.921442893 24102.6845804353 3685213.19138468 13617.2559865816 18447.7837126427 0 0 -HU_neg_204 sample 177 ne1 68493.8100351508 4068466.82101133 9607.49609917829 7806.34107895023 42001.1912923679 8241163.13814027 8059.22049489294 138289.116823063 48017.7167269393 21004.7862449397 -HU_neg_207 sample 179 ne1 6995.91754420187 0 10367.3013189862 17015.3919728297 2481.23591943449 8226435.76607604 17997.546763398 33507.810637549 0 32082.1261984759 -HU_neg_208 sample 180 ne1 0 0 2177.31351625977 2092.23916658657 897.563896482877 9481749.18584593 1433.05062858286 51715.3849371823 0 0 -HU_neg_209 sample 181 ne1 10089.6393190743 38738.1571389422 37862.1350484498 13454.4886622461 18767.0991367937 9247779.0306631 16252.5575705618 NA NA 0 -QC1_014 pool 185 ne1 25762.7718787945 255121.528219817 31027.8830342303 6658.39848805352 5729.22245248511 5952310.63360275 19017.911494579 NA NA 0 -QC1_001_b2 pool 14 ne2 40495.950484769 364431.617106397 11412.9288281618 17387.671370371 0 5935472.84198558 14954.6540579822 NA 6924.18711009832 3903.74436334081 -HU_neg_022_b2 sample 17 ne2 0 206515.135800924 0 10941.0117859356 63982.4501291644 4337197.94383507 21166.7592891747 NA 0 5940.99143467867 -HU_neg_076_b2 sample 18 ne2 115609.62552561 114454.513112488 69998.3437564776 12130.7123599409 0 9022859.27945263 54611.1824054315 NA 0 0 -HU_neg_166_b2 sample 19 ne2 269883.491689927 113580.093580934 63831.0577705582 0 72694.239989673 4226338.24745418 15583.1303836611 NA 14187.3204532684 9650.23052524917 -HU_neg_114_b2 sample 20 ne2 533473.730400262 210120.578656329 113161.569874015 28328.1954768525 23648.0862979051 5472025.26038508 14580.7528030109 0 0 5692.11542577102 -HU_neg_190_b2 sample 21 ne2 159887.426428087 1963038.94094258 1031896.06258789 35681.5887862296 104220.076580755 4481365.26064481 10485.1455617269 0 13586.348983009 0 -HU_neg_139_b2 sample 23 ne2 89996.9122152663 397321.41042959 188615.799890877 6623.23141842094 149777.094598894 6488032.41869287 9671.52199699982 0 0 0 -HU_neg_096_b2 sample 24 ne2 21816.0222612218 272304.749415363 72114.6685503046 15719.2486033974 16033.1810071824 2047899.48093663 10746.9358481075 259710.565850266 0 0 -HU_neg_058_b2 sample 25 ne2 293336.814697949 265545.688242421 55755.4490155035 4214.32908507053 0 16032757.312473 0 52816.866426781 0 0 -HU_neg_031_b2 sample 26 ne2 76632.756441603 983543.529423011 122717.810586127 59334.4933949792 105965.021381024 8150335.63259588 10841.7482403059 0 9269.72807242392 7673.01694151431 -QC1_002_b2 pool 27 ne2 27593.8103237999 462644.971914682 47321.74039165 4562.74942449414 0 5845372.99726032 9921.87555637041 0 0 14358.8121247852 -HU_neg_039_b2 sample 30 ne2 0 261226.530556634 35215.2437964493 35582.7017482972 11157.5694108295 3910597.78403003 46423.2926845216 108051.874816854 0 4482.60692633307 -HU_neg_087_b2 sample 32 ne2 98002.9517120476 299568.868810999 15555.7878295207 14828.8152607129 0 5071243.50552252 57866.1983326181 29254.1526417077 12532.2353098584 4626.86002305355 -HU_neg_143_b2 sample 33 ne2 55494.634556421 44588.4435397454 0 12795.8892246855 5310.03851348356 3887554.80160439 33670.4973406821 30244.7631866192 0 0 -HU_neg_162_b2 sample 34 ne2 0 1516964.69055518 63806.6636718727 36085.6942864954 6247.27572988972 4966442.99858921 23810.9032847761 0 0 0 -HU_neg_102_b2 sample 35 ne2 404468.244928135 281647.680272931 41905.7837070513 15293.4786412088 7322.41078194444 6798626.80020052 0 0 0 0 -HU_neg_188_b2 sample 37 ne2 33314.944808846 183566.718126221 0 6259.82882300983 3725.72394884975 3678940.11497038 8375.38283888613 10906.2594014371 0 0 -HU_neg_095_b2 sample 38 ne2 47528.6059700578 128844.199308062 139813.455324378 19151.3613854523 25930.7015153398 4220605.24875177 8239.03370555924 37296.1799672044 7450.37683579171 7278.0062930656 -HU_neg_062_b2 sample 39 ne2 13657.2803182137 294085.410854187 53767.2032359012 17131.4983911855 0 12812252.9359169 0 48385.7660920893 0 0 -QC1_003_b2 pool 40 ne2 96956.5957513125 449435.674786594 31618.3925933619 3902.83524852951 21682.0835606582 6111518.99344107 28080.8714317608 18320.1163493539 0 10411.9211438194 -HU_neg_063_b2 sample 43 ne2 176053.070998133 265547.877107559 94785.4000770922 6287.08321967023 23879.0840002186 4250914.48167118 53968.4049346482 40550.1827286384 28312.9289651925 0 -HU_neg_011_b2 sample 44 ne2 120632.417721988 39135.9821967938 12881.8131079279 7397.67348022454 0 9575531.43390648 28398.3008323122 21296.8966404689 32920.4519412756 0 -HU_neg_074_b2 sample 45 ne2 56831.1824351098 285285.158374408 17159.4461703392 19419.7780931259 7250.09136651983 5442110.57555745 17441.0040118128 47979.7667415768 0 4540.9140770715 -HU_neg_122_b2 sample 46 ne2 79507.9335299172 277486.099682416 49274.1319225436 27732.5256512596 18576.0980163882 5462640.91646899 10442.9873299357 29407.3229490333 0 8190.12009366662 -HU_neg_142_b2 sample 47 ne2 126549.647861018 1157768.20197981 27616.3700150151 22285.9301877964 41128.3804356554 3868920.4712698 20348.7457821339 0 0 3557.87322079825 -HU_neg_030_b2 sample 48 ne2 98680.5835491305 913375.879084988 5431.78713810865 25985.6083462462 0 9518661.49820935 7727.37699156705 15647.1826887771 60097.4399421925 3296.84451085836 -HU_neg_187_b2 sample 50 ne2 91372.407949295 51972.7695434205 0 0 0 6338357.7565229 5837.18266690716 4463.63600009066 0 0 -HU_neg_167_b2 sample 51 ne2 33407.8381345849 99266.8636634783 0 5464.28144753593 0 6486645.29707934 6522.10336591595 6867.12109745928 0 0 -HU_neg_113_b2 sample 52 ne2 0 182991.388260527 78501.5561986214 19241.8120761317 0 3257605.45173639 0 16696.5729237654 92350.3419541241 4825.34857042043 -QC1_004_b2 pool 53 ne2 41161.6369830302 408289.116832267 20706.6680855159 12064.4334662941 2930.41721411036 5957055.55137109 15698.565041747 11779.122843753 0 0 -HU_neg_081_b2 sample 56 ne2 29347.9526465379 272965.978721608 12862.1971211753 14969.0239808156 18304.779873208 3536705.06288103 21637.9094232476 0 0 0 -HU_neg_014_b2 sample 57 ne2 33420.2819280883 35190.7651416068 10492.5139828759 5625.63278400024 0 6472254.01707256 0 6227.07585818503 NA 4087.32859261343 -HU_neg_206_b2 sample 58 ne2 29416.0115336423 855486.497558241 41617.7106511454 28509.2589845843 28037.4370225758 5821754.98477478 16411.6784681115 7962.98574595804 NA 22512.9294636802 -HU_neg_119_b2 sample 59 ne2 277653.26431386 257571.130903976 5354.600221848 30976.2725699143 0 31157829.6067835 8151.37388998154 27530.4698207067 NA 0 -HU_neg_033_b2 sample 60 ne2 0 164677.080768135 83281.1312847051 43522.2927713284 3921.60013901057 6392745.95768966 19629.8909440594 54137.3488721593 NA 4533.77551008407 -HU_neg_067_b2 sample 61 ne2 141382.267942658 189359.06325266 36710.1373710033 15313.9860614036 0 6243538.74143606 0 7872.28417561912 NA 4309.91095787936 -HU_neg_140_b2 sample 62 ne2 74958.853019393 874327.426915659 19910.6907228712 4433.47563325165 41076.3489966972 5226768.05045085 6823.36987997079 22007.8651912444 NA 6211.33485416505 -HU_neg_164_b2 sample 63 ne2 102483.132169159 192081.163839607 14799.9811736034 12633.6538173611 2383.06154259148 3679733.52338438 37617.3975530057 28853.2535664278 NA 5137.47693452919 -HU_neg_193_b2 sample 64 ne2 172603.458322612 119638.676281592 31473.6062475217 10553.403690719 0 4553202.14700889 5813.89156665101 24577.3431734197 NA 24590.0374650008 -HU_neg_112_b2 sample 65 ne2 98485.314669602 582041.106442394 73654.8164931493 21436.4009253846 0 5095462.43338287 6220.68938434284 0 NA 54242.8122107214 -QC1_005_b2 pool 66 ne2 0 434689.009125799 29870.4941893777 14718.3487560467 7302.52431898542 6034145.40442262 7554.03047647795 8622.04898213134 NA 0 -HU_neg_097_b2 sample 69 ne2 0 1131611.99292298 40385.0745174673 25074.5081452152 0 5347279.45050044 12472.4830565944 6472.46883779735 NA 9904.31119626018 -HU_neg_056_b2 sample 70 ne2 88683.1202776078 38863.887538975 12174.2447007815 30061.8948243528 10683.2891878334 5067183.69523518 8568.05490227138 14550.0302494019 NA 9036.42851637183 -HU_neg_195_b2 sample 71 ne2 0 91414.3427171331 8088.19523535536 4303.16195016402 0 11052341.6095399 12180.8306639319 5129.52222994276 NA 4543.39927970651 -HU_neg_135_b2 sample 72 ne2 201018.838840406 858329.379394708 114103.121269777 18737.5887731187 21385.1158086135 5350878.72665917 24465.7846325188 16720.9994248099 NA 9361.25095387635 -HU_neg_159_b2 sample 73 ne2 54366.2381805297 141011.071763004 8674.10875195124 25376.2915476712 6013.11193212169 3238785.38800788 5809.88698505056 25010.1181659655 NA 23135.7456592626 -HU_neg_070_b2 sample 76 ne2 59884.0471080122 284981.750395322 35308.578685993 9698.73116726458 2781.50548110455 4425705.33921873 5707.00066964965 37567.8078262496 NA 0 -HU_neg_038_b2 sample 77 ne2 11732.8817059067 15635.7100149882 0 0 0 7075736.71094162 4932.67507525967 3899.30224664678 NA 0 -HU_neg_026_b2 sample 78 ne2 52478.4243520517 127739.253864887 0 7475.18030368868 0 2189999.68899751 7162.23022154423 7220.3405167093 0 12678.1780185843 -QC1_006_b2 pool 79 ne2 40974.3987460266 409187.099619854 44664.6634213272 11364.4035305285 21844.3553720901 5770295.80742356 18164.1670298526 33819.4923077347 0 17294.4661916624 -HU_neg_098_b2 sample 82 ne2 0 151526.70618959 36180.540262435 36794.7030793449 0 1634038.57596362 35407.4360623033 22891.1582249401 205719.903080552 0 -HU_neg_115_b2 sample 83 ne2 8529.0502438562 161344.470674834 2942.80621967219 15322.9422875146 29663.0496846084 3293129.57261074 11327.622932759 18916.5392453187 81931.5147433721 0 -HU_neg_137_b2 sample 85 ne2 157879.278797971 664518.767566506 130440.103875558 17626.4285803995 15700.6176711727 8452267.39347817 12581.2981605925 16150.3084238067 0 0 -HU_neg_019_b2 sample 86 ne2 96387.9834515478 234812.62988466 14662.4452778844 8601.8722626254 0 4700703.26839144 9505.74268613545 0 0 37785.8757986175 -HU_neg_073_b2 sample 87 ne2 47201.2620316706 2640672.06448667 120255.773135133 9707.9530808842 2603.46290367583 5853815.93368433 13764.3623904254 17663.4118168558 75446.1919531793 29269.6121043192 -HU_neg_168_b2 sample 88 ne2 61120.5395695007 77497.9128777463 0 6824.61521980439 0 3443482.34359653 5363.98882825227 14493.1771371348 71806.6973200351 12931.5996710815 -HU_neg_191_b2 sample 89 ne2 42051.1842851738 158419.064078966 31955.9987113243 7383.11148153721 19025.4941491032 4593977.99989214 20572.0354732348 14672.1747514635 96891.2605469779 11112.3473991272 -HU_neg_040_b2 sample 90 ne2 0 281524.400734101 10328.9287884018 27074.2660860586 0 3859438.05588075 9990.04901447317 5434.61580382133 0 5840.53283889335 -HU_neg_046_b2 sample 91 ne2 0 368588.414190162 34411.523639727 10496.5846779147 37229.5799483272 4176651.55824724 6915.84926328126 42078.7038227838 0 0 -QC1_007_b2 pool 92 ne2 152016.333256555 363316.941521563 14616.6482197519 10222.5918191464 0 5895050.6156705 31032.293994684 0 21958.7115351948 17841.7734691827 -HU_neg_103_b2 sample 95 ne2 140801.32650685 1497666.55978009 20986.2195526415 18502.7960232567 36194.8027764547 2709776.72125633 12952.1740124813 0 0 0 -HU_neg_015_b2 sample 96 ne2 38241.7294069804 602743.114587249 36554.4076728354 16983.4918105334 2770.12042014566 3640259.80201659 4228.38518722656 4923.64418287329 0 0 -HU_neg_053_b2 sample 97 ne2 83004.3248898002 200791.068523608 19010.3009825067 11666.8542154643 0 5427969.9129751 0 0 0 9660.12888206858 -HU_neg_121_b2 sample 99 ne2 0 152456.04931097 3588.58859271206 0 0 2102167.1199406 7902.63436529736 5026.25000839312 17970.6660585164 0 -HU_neg_183_b2 sample 101 ne2 40720.1614014255 162008.789941087 8837.29028933274 18643.9387781606 0 5519411.64485102 0 19923.0287915125 0 12711.8371141284 -HU_neg_199_b2 sample 102 ne2 57957.9125733204 195654.763142721 57849.520666784 4088.20716487154 3795.45359542152 5975790.26583585 0 4625.57508787572 52921.1801879622 6448.48348402996 -HU_neg_042_b2 sample 103 ne2 15954.8784347693 200612.83926394 15281.8589415551 17460.6956022842 12923.6993650666 4973610.83259585 7768.65987204193 0 20285.3838321717 7216.45400679199 -HU_neg_075_b2 sample 104 ne2 0 202252.591513804 42242.9939760066 9510.31905063707 13818.8371925968 7866735.28811771 25594.9369605041 4934.35002223997 39648.2753696965 17002.9576437415 -QC1_008_b2 pool 105 ne2 0 400151.511471333 31919.9198825681 6013.12184194339 0 6116621.59538594 0 16874.1686871483 0 0 -HU_neg_203_b2 sample 108 ne2 0 28536.5633959558 25941.3571865901 2517.53952371584 18327.4191438988 3573713.96338078 12690.1011719463 22600.9252123115 0 3521.7797273502 -HU_neg_024_b2 sample 109 ne2 0 17724.6789850018 38285.2370269376 10658.8345721735 2681.40218810917 5319711.3406235 27650.8259377332 6863.39927655575 0 7473.87193907181 -HU_neg_082_b2 sample 110 ne2 53282.2416262225 1394576.36638232 65306.0288493455 12494.5144162879 0 5509660.93377366 5396.03803610135 5263.05800136228 0 0 -HU_neg_169_b2 sample 111 ne2 35655.4594767173 347323.754133126 0 0 0 3309150.11652338 3754.02213640324 4091.70035009045 0 8505.68747645502 -HU_neg_129_b2 sample 112 ne2 0 112686.447681247 30447.8226276348 13443.6620378515 35823.8576048105 3455353.86559963 31062.8237061648 5600.46412995583 12105.7976443698 10676.3525005773 -HU_neg_057_b2 sample 113 ne2 151724.537983198 273202.604078422 51752.8286658928 3197.91019474537 5140.66814791567 3241007.97367279 23445.7937705691 16463.8209259278 0 5305.7851485662 -HU_neg_035_b2 sample 114 ne2 57834.4743400806 227816.314833889 33130.2246524291 12416.82701548 70003.2501071371 13675989.0933397 12006.1399071692 8189.31334016426 13116.611445248 5552.44282073779 -HU_neg_194_b2 sample 115 ne2 146397.914849139 246090.352071376 36101.754309363 23878.7424354604 29615.8958434729 6699966.50023128 0 17232.0689125502 0 0 -HU_neg_145_b2 sample 116 ne2 52238.8958383921 22627.6983014332 0 30734.4033449453 111489.499055621 4979184.5503568 4662.2621623625 52619.414898691 0 14435.7438130564 -HU_neg_104_b2 sample 117 ne2 0 112316.461509841 2617.00707236334 3020.12626264775 6626.54649009259 2128150.88349774 7665.66778583472 24545.6343837925 0 8536.20088102446 -QC1_009_b2 pool 118 ne2 0 451000.786033997 32548.202469301 13899.3374775539 13688.6327645543 5958927.05907295 21929.5522872744 12358.3151778539 0 0 -HU_neg_177_b2 sample 121 ne2 145368.252734858 102300.404191409 43408.9964191216 9466.68484498427 3043.94275860952 4507126.01511039 30596.1601063133 12852.7398461381 29111.9843879581 0 -HU_neg_025_b2 sample 123 ne2 159598.919187764 168728.596184085 16784.8410440502 5625.26203978936 36154.3307456033 8504790.27360678 9459.76009363011 5306.94180963769 0 7721.53659611395 -HU_neg_080_b2 sample 124 ne2 143530.13476003 124615.435092482 143596.814099394 10058.3676538915 3355.05567649306 4777939.66536038 0 6412.13710656293 0 8354.49158261139 -HU_neg_117_b2 sample 125 ne2 60793.0897877049 75363.3250042826 101343.09358005 32221.9340663091 39613.2136005448 3119327.30289553 0 6459.97940041128 18774.7460616189 8292.42381975183 -HU_neg_136_b2 sample 126 ne2 0 12625.4607972028 0 9123.78479481339 0 2159758.96408848 15268.7957647657 6377.63173137508 0 4668.32413096465 -HU_neg_197_b2 sample 127 ne2 25635.5732408133 200853.508576854 122774.220223768 8554.28345655055 61695.7266716568 3910793.6058202 17800.3809827898 15278.2092214688 16057.8759211401 0 -HU_neg_036_b2 sample 128 ne2 0 1780603.51587091 48513.4997472712 60778.1725865781 0 4599797.2222596 6516.07113392464 13644.2927034882 0 0 -HU_neg_054_b2 sample 129 ne2 126871.672949796 149332.199059522 51826.7880173299 7591.22868164988 56583.6094352797 10464578.6475196 23885.9647447575 24833.1495196631 0 8871.71663682864 -HU_neg_085_b2 sample 130 ne2 93070.0624662882 169686.415380358 125584.46377227 8362.63631797827 47720.1567812388 4530348.62131862 40169.6853738626 9836.75922960136 0 17070.0052819867 -QC1_010_b2 pool 131 ne2 0 423607.260828555 25936.6154518318 8046.35281614121 3479.79080283346 5620735.2624169 19194.4449708521 0 7859.53123526753 13664.9374535562 -HU_neg_160_b2 sample 134 ne2 52891.1218192687 317645.486666445 8211.32571538391 24605.0265500288 0 3627639.8055793 22150.2163731973 21960.5625241016 0 16100.2332819966 -HU_neg_092_b2 sample 136 ne2 72408.9537744018 1460924.19676066 49928.4507491627 16763.2610498386 3990.17984237917 2805850.59575042 13454.8128885898 7752.6279548032 2306.33224635393 10942.8220740789 -HU_neg_023_b2 sample 137 ne2 152604.332831428 201672.631748578 14913.8106037919 0 1755.94815016581 3052497.75920036 5630.2519036096 0 0 0 -HU_neg_124_b2 sample 138 ne2 587864.895817316 2279481.97503921 55618.1262392793 45260.1417438861 57744.5588804476 4538313.54264357 4038.05660936366 42394.5289452647 0 37144.442508253 -HU_neg_147_b2 sample 139 ne2 410998.858671201 397469.497502822 25100.9972538257 50293.9859189137 3098.70833505369 3773052.03940999 33109.031770493 0 0 9081.1220238305 -HU_neg_205_b2 sample 140 ne2 0 258673.421594387 63429.8329903911 35573.9595964222 58320.6029517851 3768136.85500143 23286.4890689731 16885.164729337 3000.49940768142 16819.8701047487 -HU_neg_084_b2 sample 141 ne2 43270.7055185618 242841.35237843 23919.6694291931 61463.3139336184 0 1649574.79278349 0 9419.17763024988 2763.60425899446 11907.2110344546 -HU_neg_120_b2 sample 142 ne2 407021.031572177 134561.255169041 9340.29265177823 14808.1767672651 0 3529988.2629453 26510.6812034667 0 0 0 -HU_neg_198_b2 sample 143 ne2 444111.471880968 2017033.56336578 20361.5550262026 20903.6663706153 21250.9636204492 8488543.40652706 66087.3955004915 15775.1973748943 0 0 -QC1_011_b2 pool 144 ne2 187425.394100892 469588.273011053 18710.2646154161 14761.3548219776 16685.3057969668 6350090.32962661 8713.66043440489 22213.6493909447 3872.20348463165 12848.1184120016 -HU_neg_045_b2 sample 148 ne2 0 988435.757475126 0 11745.1367553337 5389.27375880758 4681162.74519829 62696.920237698 0 2515.66755783652 32186.631711067 -HU_neg_029_b2 sample 149 ne2 5071704.61214239 1260602.91215149 79824.3594572156 54703.6107854852 5385.21616225194 14383354.0590852 53307.8837226276 37351.8646384021 3710.72689500818 42112.8736432409 -HU_neg_069_b2 sample 150 ne2 163991.025876611 5203884.95109952 41764.6862312955 23527.6914295009 50719.4780336792 8579540.46155677 68908.6249137131 275946.902583094 4646.60009105324 19067.8374396085 -HU_neg_155_b2 sample 151 ne2 5363609.55468826 22932097.9437264 8063.14414678053 26069.2792049545 0 7071584.63633001 0 220205.4204303 0 123052.057113716 -HU_neg_106_b2 sample 154 ne2 NA 1520831.1518585 23691.063008973 73493.5514855902 0 12723314.3521273 49360.5458922014 0 0 69742.8385855293 -HU_neg_146_b2 sample 155 ne2 NA 6088802.82900919 62498.5132553181 23812.4585556634 78192.8428380911 9107633.71464821 65709.086176117 240321.418146108 6797.64248978523 0 -HU_neg_128_b2 sample 156 ne2 NA 5460519.61610762 19461.012748901 50958.3471344108 0 15437723.3325578 108516.297876654 404666.199982779 0 194579.902698815 -QC1_012_b2 pool 157 ne2 NA 316208.032086306 39604.0051243116 8030.36632130052 5714.42230295629 5767931.8110389 23064.3082325567 35549.9141799903 4904.85992721011 0
--- a/runit/sacurine/dataMatrix.tsv Sun Oct 09 09:54:00 2016 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,11 +0,0 @@ -"" "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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sample 154 ne2 -HU_neg_146_b2 sample 155 ne2 -HU_neg_128_b2 sample 156 ne2 -QC1_012_b2 pool 157 ne2
--- a/runit/sacurine/variableMetadata.tsv Sun Oct 09 09:54:00 2016 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,11 +0,0 @@ -"" "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
--- a/runit/sacurineNegFull/dataMatrix.tsv Sun Oct 09 09:54:00 2016 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,3765 +0,0 @@ -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 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1506395 747420 860522 1784675 269957 1034751 2756790 2327842 1403518 NA 226200 1520585 583978 1399246 741899 865840 118051 1041124 1160379 1246515 3709009 1297454 2801529 4143776 1740145 877177 1951698 723309 205685 2724339 483101 1223618 232499 811131 1998752 479220 2297602 901182 195086 857346 -met_015 650957 607290 344037 1227529 1072694 576358 501563 NA 502469 591694 628810 843246 499456 685211 2294708 25129 NA 396924 1183224 585823 1211863 95856 1144957 787735 689605 479871 NA 73159 21384 617342 1458756 347990 445231 1570717 1136540 395902 148198 309567 739570 265275 566263 220112 529228 346333 620592 381877 266345 NA NA 557575 279088 1668394 414413 NA 82640 96029 371246 387503 604542 487548 313124 271980 77109 NA 327966 684942 1063651 397266 470555 381094 163296 311328 170466 373177 511493 294494 457952 53349 184101 455759 235010 231678 234265 877479 85416 91934 643917 413352 960793 418237 1018189 344346 53396 309733 1051458 800181 29708 436994 409034 451321 28816 378301 2906 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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 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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 -met_081 363718 238212 611408 31266 59183 61095 14164 NA 20849 7024 335213 159283 160484 NA 621525 201237 4824 143682 227481 348490 179899 263642 763309 300935 76163 5161 31455 215319 30299 331603 506860 19304 45878 704229 555467 1773440 1538909 1476666 1111630 177931 334512 162784 97662 137423 29084 306890 149573 5963 104831 294770 2119342 45254 19447 229546 119869 15090 8913 691366 114161 393970 12965 112510 20523 53598 87713 5231 5979 20872 243634 2317563 23779 6306 41791 153393 209189 403763 8230 96941 6251 228240 1273279 48989 591243 135792 12609 965062 24553 56916 1972189 246003 55570 69335 503553 84848 32512 80480 299758 103157 28131 219389 232449 61782 30591 434172 63276 108181 6159 157553 -met_082 335820 38185 143437 676162 889040 971358 770773 NA 562169 527857 325434 67565 105855 314576 269507 629427 234820 611221 994602 298716 993592 331307 819151 1125036 849481 625426 177300 NA 971682 279127 865103 228315 742011 NA 243990 153883 526853 432373 207985 520444 239544 92204 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 88782 3400 115048 214755 89218 159212 142856 72996 38529 173922 63866 155292 145517 153302 229408 48761 101431 129207 71628 43620 32368 135363 43641 83110 126428 35612 169792 96252 56012 146398 44448 104416 206400 75640 79674 358589 114323 100188 41560 88889 48511 16988 67372 95669 139697 85866 -met_088 1427887 918898 320132 3089785 978373 633018 1898492 NA 325731 1491274 1324420 911036 595688 2514552 896934 824964 429458 1560644 3701164 1357700 2003915 2363049 2552505 1434317 1062788 1371740 474563 251949 2683294 1267838 1220570 351716 511324 1106952 1274986 358935 144549 269063 1109084 1712070 1173978 282380 3076253 2258533 1805571 1250645 2253690 240629 964511 1222896 1251900 156411 1406852 707056 248497 86607 348784 243779 379817 1089802 648685 1302631 232205 674037 323019 2740032 1628929 1390948 1049858 778657 1677508 601476 277747 16219 512333 4120442 490284 1183966 365661 979587 859175 964518 1201132 1788472 229046 4241709 1155635 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--- a/test-data/input-batchcorrection-sampleMetadata.tsv Sun Oct 09 09:54:00 2016 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,109 +0,0 @@ - injectionOrder sampleType batch -QC1_001 1 pool b1 -HU_022 2 sample b1 -HU_076 3 sample b1 -HU_166 4 sample b1 -HU_114 5 sample b1 -HU_190 6 sample b1 -HU_139 7 sample b1 -HU_096 8 sample b1 -HU_058 9 sample b1 -HU_031 10 sample b1 -QC1_002 11 pool b1 -HU_039 12 sample b1 -HU_087 13 sample b1 -HU_143 14 sample b1 -HU_162 15 sample b1 -HU_102 16 sample b1 -HU_188 17 sample b1 -HU_095 18 sample b1 -HU_062 19 sample b1 -QC1_003 20 pool b1 -HU_063 21 sample b1 -HU_011 22 sample b1 -HU_074 23 sample b1 -HU_122 24 sample b1 -HU_142 25 sample b1 -HU_030 26 sample b1 -HU_187 27 sample b1 -HU_167 28 sample b1 -HU_113 29 sample b1 -QC1_004 30 pool b1 -HU_081 31 sample b1 -HU_014 32 sample b1 -HU_206 33 sample b1 -HU_119 34 sample b1 -HU_033 35 sample b1 -HU_067 36 sample b1 -HU_140 37 sample b1 -HU_164 38 sample b1 -HU_193 39 sample b1 -HU_112 40 sample b1 -QC1_005 41 pool b1 -HU_097 42 sample b1 -HU_056 43 sample b1 -HU_195 44 sample b1 -HU_135 45 sample b1 -HU_159 46 sample b1 -HU_070 47 sample b1 -HU_038 48 sample b1 -HU_026 49 sample b1 -QC1_006 50 pool b1 -HU_098 51 sample b1 -HU_115 52 sample b1 -HU_137 53 sample b1 -HU_019 54 sample b1 -HU_073 55 sample b1 -HU_168 56 sample b1 -HU_191 57 sample b1 -HU_040 58 sample b1 -HU_046 59 sample b1 -QC1_007 60 pool b1 -HU_103 61 sample b1 -HU_015 62 sample b1 -HU_053 63 sample b1 -HU_121 64 sample b1 -HU_183 65 sample b1 -HU_199 66 sample b1 -HU_042 67 sample b1 -HU_075 68 sample b1 -QC1_008 69 pool b1 -HU_203 70 sample b1 -HU_024 71 sample b1 -HU_082 72 sample b1 -HU_169 73 sample b1 -HU_129 74 sample b1 -HU_057 75 sample b1 -HU_035 76 sample b1 -HU_194 77 sample b1 -HU_145 78 sample b1 -HU_104 79 sample b1 -QC1_009 80 pool b1 -HU_177 81 sample b1 -HU_025 82 sample b1 -HU_080 83 sample b1 -HU_117 84 sample b1 -HU_136 85 sample b1 -HU_197 86 sample b1 -HU_036 87 sample b1 -HU_054 88 sample b1 -HU_085 89 sample b1 -QC1_010 90 pool b1 -HU_160 91 sample b1 -HU_092 92 sample b1 -HU_023 93 sample b1 -HU_124 94 sample b1 -HU_147 95 sample b1 -HU_205 96 sample b1 -HU_084 97 sample b1 -HU_120 98 sample b1 -HU_198 99 sample b1 -QC1_011 100 pool b1 -HU_045 101 sample b1 -HU_029 102 sample b1 -HU_069 103 sample b1 -HU_155 104 sample b1 -HU_106 105 sample b1 -HU_146 106 sample b1 -HU_128 107 sample b1 -QC1_012 108 pool b1
--- a/test-data/input-batchcorrection-variableMetadata.tsv Sun Oct 09 09:54:00 2016 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,114 +0,0 @@ - number MSI_level -met_001 1 1 -met_002 2 1 -met_003 3 1 -met_004 4 1 -met_005 5 2 -met_006 6 1 -met_007 7 1 -met_008 8 1 -met_009 9 1 -met_010 10 1 -met_011 11 2 -met_012 12 1 -met_013 13 1 -met_014 14 1 -met_015 15 1 -met_016 16 1 -met_017 17 2 -met_018 18 1 -met_019 19 1 -met_020 20 1 -met_021 21 1 -met_022 22 2 -met_023 23 1 -met_024 24 2 -met_025 25 2 -met_026 26 1 -met_027 27 1 -met_028 28 1 -met_029 29 1 -met_030 30 2 -met_031 31 1 -met_032 32 2 -met_033 33 1 -met_034 34 1 -met_035 35 2 -met_036 36 1 -met_037 37 2 -met_038 38 2 -met_039 39 2 -met_040 40 2 -met_041 41 1 -met_042 42 1 -met_043 43 2 -met_044 44 2 -met_045 45 1 -met_046 46 1 -met_047 47 2 -met_048 48 1 -met_049 49 1 -met_050 50 1 -met_051 51 2 -met_052 52 2 -met_053 53 1 -met_054 54 2 -met_055 55 2 -met_056 56 2 -met_057 57 2 -met_058 58 1 -met_059 59 2 -met_060 60 2 -met_061 61 2 -met_062 62 2 -met_063 63 2 -met_064 64 1 -met_065 65 1 -met_066 66 2 -met_067 67 2 -met_068 68 2 -met_069 69 1 -met_070 70 2 -met_071 71 2 -met_072 72 2 -met_073 73 1 -met_074 74 1 -met_075 75 1 -met_076 76 2 -met_077 77 2 -met_078 78 2 -met_079 79 2 -met_080 80 2 -met_081 81 2 -met_082 82 1 -met_083 83 1 -met_084 84 1 -met_085 85 1 -met_086 86 1 -met_087 87 1 -met_088 88 2 -met_089 89 2 -met_090 90 1 -met_091 91 1 -met_092 92 1 -met_093 93 2 -met_094 94 2 -met_095 95 2 -met_096 96 1 -met_097 97 1 -met_098 98 2 -met_099 99 2 -met_100 100 2 -met_101 101 1 -met_102 102 1 -met_103 103 1 -met_104 104 1 -met_105 105 2 -met_106 106 1 -met_107 107 2 -met_108 108 2 -met_109 109 2 -met_110 110 1 -met_111 111 2 -met_112 112 2 -met_113 113 1
--- a/test-data/input-determinebc-dataMatrix.tsv Sun Oct 09 09:54:00 2016 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,11 +0,0 @@ -"" "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 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78936.2911380479 0 6590.35853962933 53856.3278695298 49865.3668954824 17282.6925794145 0 263902.010082523 5240.22654410753 63811.8176318364 0 13895.6316613817 112281.328905804 0 -"M58T69" 414188.303527912 112481.704315658 122447.428320937 136080.992058023 196256.719044487 28016.3105692609 108680.133973711 202690.460319037 716395.442581463 331646.73837069 481452.31847953 19066.8478746745 279204.07522793 83568.2486288456 30290.6217525734 64944.9255028752 329120.571444784 69482.5226830536 251170.002428922 30411.8085287109 218000.535626182 24235.510736054 137340.141894861 140781.748918376 73782.6949964638 266590.934762449 0 77810.1504185156 90683.6087299218 93193.1273830079 314538.707936865 107412.903805518 157200.564557304 70447.8606829008 196847.578658888 52872.9574562663 134090.413338047 1161225.56752095 472493.940172214 9671.53590316134 83774.2900646966 527442.854663234 26202.8052198804 89193.1453350853 159002.252018317 147937.77500806 521895.904035937 0 33442.9744334472 712693.231646851 5378.1869344104 27946.4905967637 37562.3613665812 132136.255318076 129106.222791031 36782.4419654638 19479.6168145576 7104.11605467067 23499.4345789655 25709.8217633317 104166.967273008 69144.1471492849 116973.894039062 318402.553693359 9298.88784221919 16049.5904443925 38559.0175357324 39743.7301839685 52066.7944992768 436682.674847757 231129.657003173 28761.8380377371 179086.259996431 35325.5967234156 20367.5834389287 0 0 26024.6196193015 1510.14172192148 3896.7886963087 8235.52373288039 9261.21262404011 31879.7499529743 56204.5304034653 1158.65592498826 3861.59713966593 8821.53775736629 64070.9568303306 67217.4939805033 9747.19485206296 0 15443.3518578367 20005.0502699506 51330.7677092876 8024.35085967904 0 4045.75211585105 19721.2888034459 3374.68871581416 16732.2886457313 19210.1138988101 0 5536.09594639822 117215.336502815 0 0 1213.48061479556 8316.09929514364 1253281.68557448 707058.310888975 390017.928158438 385106.243944705 708684.095790527 6584130.59726651 1324881.61136719 902477.654596683 874475.170901489 3217435.4401875 1502980.15720895 842544.428973134 959008.973659614 141637.487566083 4780129.89656439 880148.502059582 568728.692106099 395650.597898138 894805.857855681 1354571.60295639 792546.654560012 115630.270523329 834161.863464931 802688.871486224 3312207.66492951 2583367.04230499 145277.692915078 274128.613453631 499047.946750782 1099180.36143492 725136.773209571 92206.8261221925 2209908.52696278 655660.516931481 412875.044800355 467353.84153125 2123072.98104506 458614.852761993 280692.95036836 1340956.2809184 982704.791776112 2508318.80909041 84391.8796353896 194282.514665255 1783600.96431818 286181.601510692 564198.802740074 30158.5188940676 239737.445855213 746338.396447567 268364.573639828 277403.474825093 1109931.72423037 381563.834264843 4179922.14728197 119546.736801357 238136.620911979 412351.90101115 525963.653234667 504960.180732421 2026810.55239487 793977.834180901 257358.312996328 190058.461214062 196360.660257407 230461.912019614 229548.978677526 224713.80191172 431505.662138252 29853.4066067383 17980.4799453606 1371175.56287259 330831.547029376 103933.631355525 243875.371594275 196720.492863682 205456.61911482 18255.8377294634 87520.8496154533 339249.083713015 74242.7312610526 118074.797647694 84039.5131157506 48950.8847681025 7893.62375793959 120801.217121391 1029555.70245371 82956.1854096931 90504.6493530678 216783.054333173 155864.114963162 686862.4116298 90785.9243170421 981797.577600001 163675.124043294 101764.655134442 91201.5118713604 48205.5302249751 688726.024265244 152708.406261866 305886.197375391 370943.003067243 1454873.67411094 6086429.5319827 382892.383619604 1453000.93811538 1234173.11302401 67640.2169651418 -"M59T246" 29239.5152981441 0 69081.5905953738 0 42238.639946206 0 63878.9131179201 0 0 25804.2604098376 0 3946.73566903545 12401.7565774522 0 5713.22311000916 17292.1376157808 35014.4074346546 2779.44636090215 76700.9787142959 0 3563.9519959791 2544.11940205931 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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 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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 4109627.64125026 2729135.94836036 1507082.86513224 1519129.73827135 3810937.01605552 717388.937443973 3907022.14564106 3875714.92797184 3496113.11061276 3278083.66058666 2630875.08139341 1877462.10682681 3250583.80260673 2124685.60543689 7119022.66882412 4436705.90568128 5816354.50210551 399415.289827066 4685341.72125829 2035697.96817302 2649298.61578368 4558917.09939268 3033865.5371605 3723159.80045571 2271273.90973341 1315275.3896764 1867975.77477958 1998979.51177184 3834736.62525006 217585.929840466 1745179.95207796 2522061.97095887 3007639.95712717 1164987.18366678 3642048.85520513 3154151.86451505 268993.007429348 1308089.74614091 4815408.23883785 2019810.15494969 3269913.03666126 -met_019 3897653.38971062 1352811.18621835 2067043.08384845 9891292.48483335 5141111.60615796 6854992.31016711 6793826.87266572 NA 1512383.46586351 5893717.70784188 3813047.24735281 1719915.46957391 6461206.50732416 2525303.50222824 1418423.74923515 792687.914362612 874997.448695442 3221627.37437223 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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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6156639.2909771 8446291.87451224 8595109.56142955 13400863.8284971 17067378.8959039 9051692.88780581 15758965.2130753 17109417.1151022 -met_068 6060121.28814889 5634360.58520142 3750934.75677563 3670406.82170009 1456190.13614 6356953.32998837 1145129.28627872 NA 4643187.96209603 7924377.80653328 9825481.78678497 5694952.89670292 7960869.70220365 3765739.44619854 11355379.4752067 3912323.97279971 2024783.03814613 2317509.55362974 3844509.62841904 8854411.12787772 7723427.58440213 5257044.2040677 42248604.7894045 6200298.18152924 2552615.30909932 2386301.7481982 1705281.09583031 1084272.61271022 7029254.0928663 7902732.10426356 6402102.38629862 3255487.03664953 3449949.25682789 12598251.2306716 4328775.82232484 13404117.588437 3940517.86760013 1173102.72100124 3113662.8517912 4941633.56004397 7977410.05359117 6744869.7738825 2986321.50633882 2150458.05884484 7681094.78516346 3556954.81209443 1375956.75476319 1078956.22042496 1856966.26663165 8543980.81964572 4034442.1473632 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13822887.6901112 20229720.6920725 2601331.17219259 12968696.3353165 5217465.01534967 6499690.34985343 20602.7203385056 26016974.8233096 26610080.4931878 20485159.4632374 55890099.4736641 6100477.71141507 5334236.42401622 17998506.0319088 21944551.6712579 6627152.12453434 13751672.7905658 34875832.9949049 21170103.2578641 14601705.1288461 9345511.91121026 21504460.8948974 18773637.5730611 7342832.46760607 9149312.49440403 11625208.8274941 9914198.73572102 4501701.03063051 20959152.8577331 24405468.6393614 31263996.425056 69894156.2031814 23047798.5046071 19781209.6183163 1286456.16836808 35884456.6825201 11905959.2362017 5891567.90693195 9166996.32236556 20859518.4320234 20397121.0598453 17485861.0646397 2604153.54773078 5949617.08027421 10904281.9449436 14592869.5578853 2982620.35489752 5447396.65400249 20826818.5614807 33133707.7135172 14958232.2134021 13142217.1851291 22216741.1193288 7228838.53063269 11183984.7267079 2560978.60638652 20403260.1383875 16249934.4051967 21390776.695069 19646213.628399 3303358.18493865 8025053.54063328 2007434.48703255 3014292.26189775 11514970.6762049 24014810.7655004 11468231.260068 19245670.8242558 3543614.06893769 3077392.05278627 8051689.42414028 2487231.87879886 25922965.6754216 27406805.8154607 10715830.7035202 74406174.435487 6288586.3484825 8190991.86939672 21011900.1467107 11410136.5964482 5594216.00835559 6878819.07675958 24688380.8708228 17024738.4365655 4666242.91377403 26655630.5286959 9060771.57444599 12094613.0671667 20630536.705071 2570739.30229721 19644140.1322185 7168834.23104537 31086707.7947397 21770254.3415869 30261539.5417092 17963183.7559556 11625020.7256043 67294559.1732877 20484595.3500046 4383130.56850842 9500660.91923767 3024016.42925984 28092442.1900322 20720193.4917528 10545359.0065343 11497819.5643908 21130882.9833903 -met_070 341884.228920886 129934.124124946 150421.913072094 20697.9179679639 815183.252056898 1509490.10348583 757038.538592791 16788.5075562237 740226.242761247 391451.281259305 339993.932857346 394591.098994471 138296.832614288 172425.231552374 365548.031110598 1387776.25905475 149419.192503867 811626.930594932 329580.626710947 413963.58844788 758900.081497379 243541.006555105 283450.020162587 399768.629791001 461340.160785599 470695.601558387 97806.1215986311 57853.5175190773 972165.932300716 347486.531767882 547500.423617919 73319.7539313304 603622.251638619 623839.332307146 553876.500603205 392855.977614132 292945.827575819 108894.197323545 353354.979297502 504237.115604566 303062.370018951 176169.709871845 454516.643363968 372322.780748758 2850896.75164142 174443.924437682 462826.775034917 99982.4089120299 197712.109885552 347977.339138133 274529.97439986 240102.194880075 281160.166100008 485178.839628623 558871.129215704 107247.671777479 675589.6390146 373787.602743357 356327.342043703 390368.486819196 355464.438140575 257871.635132489 306061.030325931 200139.863742922 81569.0995639911 747602.914641111 630477.833518225 410062.579333251 367197.943850942 286183.828467991 307562.499712388 511925.560885692 171785.860746995 289818.972848841 204271.428812957 356425.270422947 369305.160352894 340353.238579529 162149.730097749 341651.901744816 778341.175224681 1686045.49455022 204944.087430564 417737.706442435 93817.2303073106 481966.231198181 338685.790597907 396956.208172863 361289.376554186 337453.437316218 264760.166230655 395045.036746038 251298.984298101 360648.933864515 652551.130996254 439722.237944989 187010.392752009 221566.095447787 248126.389607512 372456.877932193 173390.233383955 408745.316751205 212177.903754263 65809.9882159831 262439.106486103 322977.943622304 334475.061467418 346571.142159261 -met_071 255373.859937824 333285.505398558 23943.63493612 58514.3138993329 1014492.54224278 4708019.2356055 864787.557281849 24286.2500083502 230236.979790132 532672.159451498 300867.954886649 235796.880073718 447642.941864951 151248.812223564 198715.637256482 90455.3970293992 80162.2073291523 620952.560247367 476303.246481782 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154474.935037378 202826.38127298 961134.404315289 177855.969191021 141726.254946627 330715.429910035 19714.0215212878 214583.531418191 248167.789607944 19998.7904593243 222689.531157242 213054.431401496 544464.383612027 108167.564162133 206181.904367727 21320.4852352146 489608.082666704 479292.972812626 95945.6426201522 183671.686904313 147914.630351904 264816.475380202 96494.3013356801 307188.915129668 372898.417106129 31918.1675634717 145212.259187843 339089.75084624 724506.952697799 334821.902006325 -met_072 183806.342079217 89648.174621689 129586.088129748 422385.017831793 513516.395907176 767137.306534623 324204.161262438 NA 116012.226687276 645679.625531921 248621.018072642 304265.34803215 403453.455363975 105543.264418666 314314.929472055 315118.008548866 103654.997773676 178621.617990249 395877.383885298 215325.197421846 258087.123763798 81975.9766041141 323769.843506551 311796.876952531 324271.573983145 277941.469844941 32170.6221220612 66854.1295593002 187263.81223851 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320184.268466532 201269.62067175 236478.532278232 466652.721973749 62984.770595431 136167.90828554 478963.648668903 140066.89722957 381094.609073517 91361.6587143136 140791.468862386 188637.813918487 33925.576691111 154509.659839663 35212.2529933417 230117.34968102 351972.78537837 361012.515471932 333722.575782755 314972.591639109 -met_073 4131322.52161361 2724935.70151468 3078019.08985277 5482865.62846659 4025718.701987 7596498.75964651 7335608.677094 NA 4054218.77653801 1820165.37796284 4374702.80842555 4126853.51948032 4975042.57661529 3290767.75253457 3818273.1728171 7093463.93450578 1467921.09614982 6450807.32081785 7750345.33938031 4293838.8319705 4854690.63901766 2171074.44299838 5906076.49074469 7882333.58388036 8651819.20806779 3242728.52402399 1123468.74253133 1299424.83901416 7671364.61344823 4323922.54589973 4877770.09128078 1262892.18677044 5784317.18421445 1232480.70449362 10183344.3898889 4846615.01417282 3394168.58804754 2954632.43392408 5962047.96025414 6050806.2662331 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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 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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 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--- a/test-data/output-determinebc-preNormSummary.txt Sun Oct 09 09:54:00 2016 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,11 +0,0 @@ -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