Mercurial > repos > melpetera > batchcorrection
changeset 3:73892ef177e3 draft
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection-57edfd3943ab/Normalisation_QCpool.r Tue May 02 09:47:22 2017 -0400 @@ -0,0 +1,437 @@ +# Author: jfmartin +# Modified by : mpetera +############################################################################### +# Correction of analytical effects inter and intra batch on intensities using quality control pooled samples (QC-pools) +# according to the algorithm mentioned by Van der Kloet (J Prot Res 2009). +# Parameters : a dataframe of Ions intensities and an other of samples? metadata which must contains at least the three following columns : +# "batch" to identify the batches of analyses ; need at least 3 QC-pools for linear adjustment and 8 for lo(w)ess adjustment +# "injectionOrder" integer defining the injection order of all samples : QC-pools and analysed samples +# "sampleType" indicates if defining a sample with "sample" or a QC-pool with "pool" +# NO MISSING DATA are allowed +# Version 0.91 insertion of ok_norm function to assess correction feasibility +# Version 0.92 insertion of slope test in ok_norm +# Version 0.93 name of log file define as a parameter of the correction function +# Version 0.94 Within a batch, test if all QCpools or samples values = 0. Definition of an error code in ok_norm function (see function for details) +# Version 0.99 include non linear lowess correction. +# Version 1.00 the corrected result matrix is return transposed in Galaxy +# Version 1.01 standard deviation=0 instead of sum of value=0 is used to assess constant data in ok_norm function. Negative values in corrected matrix are converted to 0. +# Version 1.02 plotsituation create a result file with the error code of non execution of correction set by function ok_norm +# Version 1.03 fix bug in plot with "reg" option. suppression of ok_norm=4 condition if ok_norm function +# Version 2.00 Addition of loess function, correction indicator, plots ; modification of returned objects' format, some plots' displays and ok_norm ifelse format +# Version 2.01 Correction for pools negative values earlier in norm_QCpool +# Version 2.10 Script refreshing ; vocabulary adjustment ; span in parameters for lo(w)ess regression ; conditionning for third line ACP display ; order in loess display +# Version 2.11 ok1 and ok2 permutation (ok_norm) ; conditional display of regression (plotsituation) ; grouping of linked lignes + conditioning (normX) ; conditioning for CVplot +# Version 2.20 acplight function added from previous toolBox.R [# Version 1.01 "NA"-coding possibility added in acplight function] +# Version 2.30 addition of suppressWarnings() for known and controlled warnings ; suppression of one useless "cat" message ; change in Rdata names ; 'batch(es)' in cat +# Version 2.90 change in handling of generated negative and Inf values +# Version 2.91 Plot improvement + +ok_norm=function(qcp,qci,spl,spi,method) { + # Function used for one ion within one batch to determine whether or not batch correction is possible + # ok_norm values : + # 0 : no preliminary-condition problem + # 1 : standard deviation of QC-pools or samples = 0 + # 2 : insufficient number of QC-pools within a batch (n=3 for linear, n=8 for lowess or loess) + # 3 : significant difference between QC-pools' and samples' means + # 4 : denominator =0 when on 1 pool per batch <> 0 + # 5 : (linear regression only) the slopes ratio ?QC-pools/samples? is lower than -0.2 + + ok=0 + if (method=="linear") {minQC=3} else {minQC=8} + if (length(qcp)<minQC) { ok=2 + } else { + if (sd(qcp)==0 | sd(spl)==0) { ok=1 + } else { + cvp= sd(qcp)/mean(qcp); cvs=sd(spl)/mean(spl) + rttest=t.test(qcp,y=spl) + reslsfit=lsfit(qci, qcp) + reslsfitSample=lsfit(spl, spi) + ordori=reslsfit$coefficients[1] + penteB=reslsfit$coefficients[2] + penteS=reslsfitSample$coefficients[2] + # Significant difference between samples and pools + if (rttest$p.value < 0.01) { ok=3 + } else { + # to avoid denominator =0 when on 1 pool per batch <> 0 + if (method=="linear" & length(which(((penteB*qci)+ordori)==0))>0 ){ ok=6 + } else { + # different sloop between samples and pools + if (method=="linear" & penteB/penteS < -0.20) { ok=5 } + }}}} + ok_norm=ok +} + +plotsituation <- function (x, nbid,outfic="plot_regression.pdf", outres="PreNormSummary.txt",fact="batch",span="none") { + # Check for all ions in every batch if linear or lo(w)ess correction is possible. + # Use ok_norm function and create a file (PreNormSummary.txt) with the error code. + # Also create a pdf file with plots of linear and lo(w)ess regression lines. + # x: dataframe with ions in columns and samples in rows ; x is the result of concatenation of sample metadata file and ions file + # nbid: number of samples description columns (id and factors) with at least : "batch","injectionOrder","sampleType" + # outfic: name of regression plots pdf file + # fact: factor to be used as categorical variable for plots and PCA. + indfact =which(dimnames(x)[[2]]==fact) + indtypsamp =which(dimnames(x)[[2]]=="sampleType") + indbatch =which(dimnames(x)[[2]]=="batch") + indinject =which(dimnames(x)[[2]]=="injectionOrder") + lastIon=dim(x)[2] + nbi=lastIon-nbid # Number of ions = total number of columns - number of identifying columns + nbb=length(levels(x$batch)) # Number of batch = number of levels of "batch" comlumn (factor) + nbs=length(x$sampleType[x$sampleType=="sample"])# Number of samples = number of rows with "sample" value in sampleType + pdf(outfic,width=27,height=7*ceiling((nbb+2)/3)) + cat(nbi," ions ",nbb," batch(es) \n") + cv=data.frame(matrix(0,nrow=nbi,ncol=2))# initialisation de la dataset qui contiendra les CV + pre_bilan=matrix(0,nrow=nbi,ncol=3*nbb) # dataset of ok_norm function results + for (p in 1:nbi) {# for each ion + par (mfrow=c(ceiling((nbb+2)/3),3),ask=F,cex=1.2) + labion=dimnames(x)[[2]][p+nbid] + indpool=which(x$sampleType=="pool") # QCpools subscripts in x + pools1=x[indpool,p+nbid]; cv[p,1]=sd(pools1)/mean(pools1)# CV before correction + for (b in 1:nbb) {# for each batch... + xb=data.frame(x[(x$batch==levels(x$batch)[b]),c(indtypsamp,indinject,p+nbid)]) + indpb = which(xb$sampleType=="pool")# QCpools subscripts in the current batch + indsp = which(xb$sampleType=="sample")# samples subscripts in the current batch + indbt = which(xb$sampleType=="sample" | xb$sampleType=="pool")# indices de tous les samples d'un batch pools+samples + normLinearTest=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="linear") + normLoessTest=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="loess") + normLowessTest=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="lowess") + #cat(dimnames(x)[[2]][p+nbid]," batch ",b," loess ",normLoessTest," linear ",normLinearTest,"\n") + pre_bilan[ p,3*b-2]=normLinearTest + pre_bilan[ p,3*b-1]=normLoessTest + pre_bilan[ p,3*b]=normLowessTest + if(length(indpb)>1){ + if(span=="none"){span1<-1 ; span2<-2*length(indpool)/nbs}else{span1<-span ; span2<-span} + resloess=loess(xb[indpb,3]~xb[indpb,2],span=span1,degree=2,family="gaussian",iterations=4,surface="direct") + resloessSample=loess(xb[indsp,3]~xb[indsp,2],span=2*length(indpool)/nbs,degree=2,family="gaussian",iterations=4,surface="direct") + reslowess=lowess(xb[indpb,2],xb[indpb,3],f=span2) + reslowessSample=lowess(xb[indsp,2],xb[indsp,3]) + liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3]) + plot(xb[indsp,2],xb[indsp,3],pch=16, main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup)) + points(xb[indpb,2], xb[indpb,3],pch=5) + points(cbind(resloess$x,resloess$fitted)[order(resloess$x),],type="l",col="green3") + points(cbind(resloessSample$x,resloessSample$fitted)[order(resloessSample$x),],type="l",col="green3",lty=2) + points(reslowess,type="l",col="red"); points(reslowessSample,type="l",col="red",lty=2) + abline(lsfit(xb[indpb,2],xb[indpb,3]),col="blue") + abline(lsfit(xb[indsp,2],xb[indsp,3]),lty=2,col="blue") + legend("topleft",c("pools","samples"),lty=c(1,2),bty="n") + legend("topright",c("linear","lowess","loess"),lty=1,col=c("blue","red","green3"),bty="n") + } + } +# series de plot avant et apres correction +minval=min(x[p+nbid]);maxval=max(x[p+nbid]) +plot( x$injectionOrder, x[,p+nbid],col=x$batch,ylim=c(minval,maxval),ylab=labion, + main=paste0("before correction (CV for pools = ",round(cv[p,1],2),")")) +suppressWarnings(plot.design( x[c(indtypsamp,indbatch,indfact,p+nbid)],main="factors effect before correction")) + } +dev.off() +pre_bilan=data.frame(pre_bilan) +labion=dimnames(x)[[2]][nbid+1:nbi] +for (i in 1:nbb) { + dimnames(pre_bilan)[[2]][3*i-2]=paste("batch",i,"linear") + dimnames(pre_bilan)[[2]][3*i-1]=paste("batch",i,"loess") + dimnames(pre_bilan)[[2]][3*i]=paste("batch",i,"lowess") +} +bilan=data.frame(labion,pre_bilan) +write.table(bilan,file=outres,sep="\t",row.names=F,quote=F) +} + + +normlowess=function (xb,detail="no",vref=1,b,span=NULL) { + # Correction function applied to 1 ion in 1 batch. Use a lowess regression computed on QC-pools in order to correct samples intensity values + # xb : dataframe for 1 ion in columns and samples in rows. + # vref : reference value (average of ion) + # b : batch subscript + # nbid: number of samples description columns (id and factors) with at least : "batch","injectionOrder","sampleType" + indpb = which(xb$sampleType=="pool") # pools subscripts of current batch + indsp = which(xb$sampleType=="sample") # samples of current batch subscripts + indbt = which(xb$sampleType=="sample" | xb$sampleType=="pool");# batch subscripts of all samples and QC-pools + labion=dimnames(xb)[[2]][3] + newval=xb[[3]] # initialisation of corrected values = intial values + ind <- 0 # initialisation of correction indicator + normTodo=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="lowess") + #cat("batch:",b," dim xb=",dim(xb)," ok=",normTodo,"\n") + if (normTodo==0) { + if(length(span)==0){span2<-2*length(indpb)/length(indsp)}else{span2<-span} + reslowess=lowess(xb[indpb,2],xb[indpb,3],f=span2) # lowess regression with QC-pools + px=xb[indsp,2]; # vector of injectionOrder values only for samples + for(j in 1:length(indbt)) { + if (xb$sampleType[j]=="pool") { + if (reslowess$y[which(indpb==j)]==0) reslowess$y[which(indpb==j)] <- 1 + newval[j]=(vref*xb[j,3]) / (reslowess$y[which(indpb==j)])} + else { # for samples, the correction value cor correspond to the nearest QCpools + cor= reslowess$y[which(abs(reslowess$x-px[which(indsp==j)])==min(abs(reslowess$x - px[which(indsp==j)])))] + if (length(cor)>1) {cor=cor[1]} + if (cor <= 0) {cor=vref} # no modification of initial value + newval[j]=(vref*xb[j,3]) / cor + } + } + if (detail=="reg") { + liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3]) + plot(xb[indsp,2],xb[indsp,3],pch=16,main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup)) + points(xb[indpb,2], xb[indpb,3],pch=5) + points(reslowess,type="l",col="red") + } + ind <- 1 + } else {# if ok_norm <> 0 , we perform a correction based on batch samples average + moySample=mean(xb[indsp,3]);if (moySample==0) moySample=1 + newval[indsp] = (vref*xb[indsp,3])/moySample + if(length(indpb)>0){ + moypool=mean(xb[indpb,3]) ; if (moypool==0) moypool=1 + newval[indpb] = (vref*xb[indpb,3])/moypool + } + } + newval <- list(norm.ion=newval,norm.ind=ind) + return(newval) +} + +normlinear <- function (xb,detail="no",vref=1,b,valneg=0) { + # Correction function applied to 1 ion in 1 batch. + # Use a linear regression computed on QC-pools in order to correct samples intensity values + # xb: dataframe with ions in columns and samples in rows; x is a result of concatenation of sample metadata file and ion file + # nbid: number of sample description columns (id and factors) with at least "batch", "injectionOrder" and "sampleType" + # b: which batch it is + # valneg: to determine what to do with generated negative and Inf values + indpb = which(xb$sampleType=="pool")# pools subscripts of current batch + indsp = which(xb$sampleType=="sample")# samples of current batch subscripts + indbt = which(xb$sampleType=="sample" | xb$sampleType=="pool") # QCpools and samples of current batch subscripts + labion=dimnames(xb)[[2]][3] + newval=xb[[3]] # initialisation of corrected values = intial values + ind <- 0 # initialisation of correction indicator + normTodo=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="linear") + if (normTodo==0) { + ind <- 1 + reslsfit=lsfit(xb[indpb,2],xb[indpb,3]) # linear regression for QCpools + reslsfitSample=lsfit(xb[indsp,2],xb[indsp,3]) # linear regression for samples + ordori=reslsfit$coefficients[1] + pente=reslsfit$coefficients[2] + if (detail=="reg") { + liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3]) + plot(xb[indsp,2],xb[indsp,3],pch=16, + main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup)) + points(xb[indpb,2], xb[indpb,3],pch=5) + abline(reslsfit) + abline(reslsfitSample,lty=2) + } + # correction with rescaling of ion global intensity (vref) + newval = (vref*xb[indbt,3]) / (pente * (xb[indbt,2]) + ordori) + newval[which((pente * (xb[indbt,2]) + ordori)<1)] <- -1 # to handle cases where 0<denominator<1 + # handling if any negative values (or null denominators) + if(length(which((newval==Inf)|(newval<0)))!=0){ + toajust <- which((newval==Inf)|(newval<0)) + if(valneg=="NA"){ + newval[toajust] <- NA + } else { + newval[toajust] <- vref * (xb[indbt,3][toajust]) / mean(xb[indbt,3]) + ### Other possibility + ## if(pente>0){ # slope orientation + ## newval[toajust]<-(vref*(xb[indbt,3][toajust]))/(pente*ceiling(-ordori/pente+1.00001)+ordori) + ## }else{ + ## newval[toajust]<-(vref*(xb[indbt,3][toajust]))/(pente*floor(-ordori/pente-1.00001)+ordori) + ## } + } + } + } else {# if ok_norm!=0 , we perform a correction based on batch samples average. + moySample=mean(xb[indsp,3]); if (moySample==0) moySample=1 + newval[indsp] = (vref*xb[indsp,3])/moySample + if(length(indpb)>0){ + moypool=mean(xb[indpb,3]) ; if (moypool==0) moypool=1 + newval[indpb] = (vref*xb[indpb,3])/moypool + } + } + newval <- list(norm.ion=newval,norm.ind=ind) + return(newval) +} + + +normloess <- function (xb,detail="no",vref=1,b,span=NULL) { + # Correction function applied to 1 ion in 1 batch. + # Use a loess regression computed on QC-pools in order to correct samples intensity values. + # xb : dataframe for 1 ion in columns and samples in rows. + # detail : level of detail in the outlog file. + # vref : reference value (average of ion) + # b : batch subscript + indpb = which(xb$sampleType=="pool") # pools subscripts of current batch + indsp = which(xb$sampleType=="sample") # samples of current batch subscripts + indbt = which(xb$sampleType=="sample" | xb$sampleType=="pool");# batch subscripts of all samples and QCpools + labion=dimnames(xb)[[2]][3] + newval=xb[[3]] # initialisation of corrected values = intial values + ind <- 0 # initialisation of correction indicator + normTodo=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="loess") + #cat("batch:",b," dim xb=",dim(xb)," ok=",normTodo,"\n") + if (normTodo==0) { + if(length(span)==0){span1<-1}else{span1<-span} + resloess=loess(xb[indpb,3]~xb[indpb,2],span=span1,degree=2,family="gaussian",iterations=4,surface="direct") # loess regression with QCpools + cor=predict(resloess,newdata=xb[,2]) + cor[cor<=1] <- 1 + newval=(vref*xb[,3]) / cor + if(length(which(newval>3*(quantile(newval)[4])))>0){ # in this case no modification of initial value + newval <- xb[,3]} else {ind <- 1} # confirmation of correction + if ((detail=="reg")&(ind==1)) { # plot + liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3]) + plot(xb[indsp,2],xb[indsp,3],pch=16,main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup)) + points(xb[indpb,2], xb[indpb,3],pch=5) + points(cbind(resloess$x,resloess$fitted)[order(resloess$x),],type="l",col="red") + } + } + if (ind==0) {# if ok_norm != 0 or if correction creates outliers, we perform a correction based on batch samples average + moySample=mean(xb[indsp,3]);if (moySample==0) moySample=1 + newval[indsp] = (vref*xb[indsp,3])/moySample + if(length(indpb)>0){ + moypool=mean(xb[indpb,3]) ; if (moypool==0) moypool=1 + newval[indpb] = (vref*xb[indpb,3])/moypool + } + } + newval <- list(norm.ion=newval,norm.ind=ind) + return(newval) +} + + + +norm_QCpool <- function (x, nbid, outlog, fact, metaion, detail="no", NormMoyPool=F, NormInt=F, method="linear",span="none",valNull="0") +{ + ### Correction applying linear or lo(w)ess correction function on all ions for every batch of a dataframe. + # x: dataframe with ions in column and samples' metadata + # nbid: number of sample description columns (id and factors) with at least "batch", "injectionOrder", "sampleType" + # outlog: name of regression plots and PCA pdf file + # fact: factor to be used as categorical variable for plots + # metaion: dataframe of ions' metadata + # detail: level of detail in the outlog file. detail="no" ACP + boxplot of CV before and after correction. + # detail="plot" with plot for all batch before and after correction. + # detail="reg" with added plots with regression lines for all batches. + # NormMoyPool: not used + # NormInt: not used + # method: regression method to be used to correct : "linear" or "lowess" or "loess" + # valNull: to determine what to do with negatively estimated intensities + indfact =which(dimnames(x)[[2]]==fact) + indtypsamp=which(dimnames(x)[[2]]=="sampleType") + indbatch =which(dimnames(x)[[2]]=="batch") + indinject =which(dimnames(x)[[2]]=="injectionOrder") + lastIon=dim(x)[2] + valref=apply(as.matrix(x[,(nbid+1):(lastIon)]),2,mean) # reference value for each ion used to still have the same rought size of values + nbi=lastIon-nbid # number of ions + nbb=length(levels(x$batch)) # Number of batch(es) = number of levels of factor "batch" (can be =1) + nbs=length(x$sampleType[x$sampleType=="sample"])# Number of samples + nbp=length(x$sampleType[x$sampleType=="pool"])# Number of QCpools + Xn=data.frame(x[,c(1:nbid)],matrix(0,nrow=nbp+nbs,ncol=nbi))# initialisation of the corrected dataframe (=initial dataframe) + dimnames(Xn)=dimnames(x) + cv=data.frame(matrix(0,nrow=nbi,ncol=2))# initialisation of dataframe containing CV before and after correction + dimnames(cv)[[2]]=c("avant","apres") + if (detail!="reg" && detail!="plot" && detail!="no") {detail="no"} + pdf(outlog,width=27,height=20) + cat(nbi," ions ",nbb," batch(es) \n") + if (detail=="plot") {if(nbb<6){par(mfrow=c(3,3),ask=F,cex=1.5)}else{par(mfrow=c(4,4),ask=F,cex=1.5)}} + res.ind <- matrix(NA,ncol=nbb,nrow=nbi,dimnames=list(dimnames(x)[[2]][-c(1:nbid)],paste("norm.b",1:nbb,sep=""))) + for (p in 1:nbi) {# for each ion + labion=dimnames(x)[[2]][p+nbid] + if (detail == "reg") {if(nbb<6){par(mfrow=c(3,3),ask=F,cex=1.5)}else{par(mfrow=c(4,4),ask=F,cex=1.5)}} + indpool=which(x$sampleType=="pool")# QCpools subscripts in all batches + pools1=x[indpool,p+nbid]; cv[p,1]=sd(pools1)/mean(pools1)# CV before correction + for (b in 1:nbb) {# for every batch + indpb = which(x$batch==levels(x$batch)[b] & x$sampleType=="pool")# QCpools subscripts of the current batch + indsp = which(x$batch==levels(x$batch)[b] & x$sampleType=="sample")# samples subscripts of the current batch + indbt = which(x$batch==levels(x$batch)[b] & (x$sampleType=="pool" | x$sampleType=="sample")) # subscripts of all samples + # cat(dimnames(x)[[2]][p+nbid]," indsp:",length(indsp)," indpb=",length(indpb)," indbt=",length(indbt)," ") + sub=data.frame(x[(x$batch==levels(x$batch)[b]),c(indtypsamp,indinject,p+nbid)]) + if (method=="linear") { res.norm = normlinear(sub,detail,valref[p],b,valNull) + } else { if (method=="loess"){ res.norm <- normloess(sub,detail,valref[p],b,span) + } else { if (method=="lowess"){ res.norm <- normlowess(sub,detail,valref[p],b,span) + } else {stop("\n--\nNo valid 'method' argument supplied.\nMust be 'linear','loess' or 'lowess'.\n--\n")} + }} + Xn[indbt,p+nbid] = res.norm[[1]] + res.ind[p,b] <- res.norm[[2]] + # CV batch test : if after normaliszation, CV before < CV after initial values are kept +# moypoolRaw=mean(x[indpb,p+nbid]) ; if (moypoolRaw==0) moypoolRaw=1 +# moySampleRaw=mean(x[indsp,p+nbid]); if (moySampleRaw==0) moySampleRaw=1 +# moypool=mean(Xn[indpb,p+nbid]) ; if (moypool==0) moypool=1 +# #moySample=mean(Xn[indsp,p+nbid]); if (moySample==0) moySample=1 +# if (sd( Xn[indpb,p+nbid])/moypool>sd(x[indpb,p+nbid])/moypoolRaw) { +# Xn[indpb,p+nbid] = (valref[p]*x[indpb,p+nbid])/moypoolRaw +# Xn[indsp,p+nbid] = (valref[p]*x[indsp,p+nbid])/moySampleRaw +# } + } + Xn[indpool,p+nbid][Xn[indpool,p+nbid]<0] <- 0 + pools2=Xn[indpool,p+nbid]; cv[p,2]=sd(pools2,na.rm=TRUE)/mean(pools2,na.rm=TRUE)# CV apres correction + if (detail=="reg" || detail=="plot" ) { + # plot before and after correction + minval=min(cbind(x[p+nbid],Xn[p+nbid]),na.rm=TRUE);maxval=max(cbind(x[p+nbid],Xn[p+nbid]),na.rm=TRUE) + plot( x$injectionOrder, x[,p+nbid],col=x$batch,ylab=labion,ylim=c(minval,maxval), + main=paste0("before correction (CV for pools = ",round(cv[p,1],2),")")) + points(x$injectionOrder[indpool],x[indpool,p+nbid],col="maroon",pch=".",cex=2) + plot(Xn$injectionOrder,Xn[,p+nbid],col=x$batch,ylab="",ylim=c(minval,maxval), + main=paste0("after correction (CV for pools = ",round(cv[p,2],2),")")) + points(Xn$injectionOrder[indpool],Xn[indpool,p+nbid],col="maroon",pch=".",cex=2) + suppressWarnings(plot.design( x[c(indtypsamp,indbatch,indfact,p+nbid)],main="factors effect before correction")) + suppressWarnings(plot.design(Xn[c(indtypsamp,indbatch,indfact,p+nbid)],main="factors effect after correction")) + } + } + ### Replacement of post correction negative values by chosen value + Xnn=Xn + for (i in c((nbid+1):dim(Xn)[2])) { + cneg=which(Xn[[i]]<0) + Xnn[[i]]=replace(Xn[[i]],cneg,as.numeric(valNull)) + } + Xn=Xnn + + if (detail=="reg" || detail=="plot" || detail=="no") { + if (nbi > 3) { + par(mfrow=c(3,4),ask=F,cex=1.2) # PCA Plot before/after, normed only and ions plot + acplight(x[,c(indtypsamp,indbatch,indtypsamp,indfact,(nbid+1):lastIon)],"uv",TRUE) + norm.ion <- which(colnames(Xn)%in%(rownames(res.ind)[which(rowSums(res.ind)>=1)])) + acplight(Xn[,c(indtypsamp,indbatch,indtypsamp,indfact,(nbid+1):lastIon)],"uv",TRUE,norm.ion) + if(length(norm.ion)>0){acplight(Xn[,c(indtypsamp,indbatch,indtypsamp,indfact,norm.ion)],"uv",TRUE)} + par(mfrow=c(1,2),ask=F,cex=1.2) # Before/after boxplot + cvplot=cv[!is.na(cv[[1]])&!is.na(cv[[2]]),] + if(nrow(cvplot)>0){ + boxplot(cvplot[[1]],ylim=c(min(cvplot),max(cvplot)),main="CV before correction") + boxplot(cvplot[[2]],ylim=c(min(cvplot),max(cvplot)),main="CV after correction") + } + dev.off() + } + } + if (nbi<=3) {dev.off()} + # transposed matrix is return (format of the initial matrix with ions in rows) + Xr=Xn[,-c(1:nbid)]; dimnames(Xr)[[1]]=Xn[[1]] + Xr=t(Xr) ; Xr <- data.frame(ions=rownames(Xr),Xr) + + res.norm[[1]] <- Xr ; res.norm[[2]] <- data.frame(metaion,res.ind) ; res.norm[[3]] <- x[,c(1:nbid)] + names(res.norm) <- c("dataMatrix","variableMetadata","sampleMetadata") + return(res.norm) +} + + + + + +acplight <- function(ids, scaling="uv", indiv=FALSE,indcol=NULL) { + suppressPackageStartupMessages(library(ade4)) + suppressPackageStartupMessages(library(pcaMethods)) + # Make a PCA and plot scores and loadings. + # First column must contain samples' identifiers. + # Columns 2 to 4 contain factors to colour the plots. + for (i in 1:3) { + idss=ids[which(ids[,i+1]!="NA"),] + idss=data.frame(idss[idss[,i+1]!="",]) + classe=as.factor(idss[[i+1]]) + idsample=as.character(idss[[1]]) + colour=1:length(levels(classe)) + ions=as.matrix(idss[,5:dim(idss)[2]]) + # Removing ions containing NA (not compatible with standard PCA) + ions=t(na.omit(t(ions))) + if(i==1){if(ncol(ions)!=(ncol(idss)-4)){cat("Note:",(ncol(idss)-4)-ncol(ions),"ions were ignored for PCA display due to NA in intensities.\n")}} + # Scaling choice: "uv","none","pareto" + object=suppressWarnings(prep(ions, scale=scaling, center=TRUE)) + if(i==1){if(length(which(apply(ions,2,var)==0))>0){cat("Warning: there are",length(which(apply(ions,2,var)==0)),"constant ions.\n")}} + # ALGO: nipals,svdImpute, Bayesian, svd, probalistic=F + result <- pca(object, center=F, method="svd", nPcs=2) + # ADE4 : to plot samples' ellipsoid for each class + s.class(result@scores, classe, cpoint = 1,xax=1,yax=2,col=colour,sub=sprintf("Scores - PCs %sx%s",1,2), possub="bottomright") + #s.label(result@loadings,label = ions, cpoint = 0, clabel=0.4, xax=1,yax=2,sub="Loadings",possub="bottomright") + if(i==1){resulti <- result} + } + if(indiv) { + colour <- rep("darkblue",length(resulti@loadings)) ; if(!is.null(indcol)) {colour[-c(indcol)] <- "red"} + plot(resulti@loadings,col=colour,main="Loadings",xaxt="n",yaxt="n",pch=20, + xlab=bquote(PC1-R^2==.(resulti@R2[1])),ylab=bquote(PC2 - R^2 == .(resulti@R2[2]))) + abline(h=0,v=0)} +} + +
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection-57edfd3943ab/README.md Tue May 02 09:47:22 2017 -0400 @@ -0,0 +1,93 @@ +Signal drift and batch-effect correction +======================================== + +A Galaxy module from the [Workflow4metabolomics](http://workflow4metabolomics.org) infrastructure + +Status: [](https://travis-ci.org/workflow4metabolomics/batchcorrection). + +### Description + +**Version:** 2.1.2 +**Date:** 2017-04-30 +**Author:** Jean-François Martin (INRA, AXIOM), Mélanie Pétéra (INRA, PFEM), Marion Landi (INRA, PFEM), Franck Giacomoni (INRA, PFEM), and Etienne A. Thévenot (CEA, LIST) +**Email:** [jean-francois.martin(at)toulouse.inra.fr](mailto:jean-francois.martin@toulouse.inra.frr), [melanie.petera(at)clermont.inra.fr](mailto:melanie.petera@clermont.inra.fr), [etienne.thevenot(at)cea.fr](mailto:etienne.thevenot@cea.fr) +**Citation:** +**Licence:** CeCILL +**Reference history:** [W4M00001_Sacurine-statistics; DOI:10.15454/1.4811121736910142E12](http://dx.doi.org/10.15454/1.4811121736910142E12) and [W4M00002_Sacurine-comprehensive; DOI:10.15454/1.481114233733302E12](http://dx.doi.org/10.15454/1.481114233733302E12) +**Funding:** Agence Nationale de la Recherche ([MetaboHUB](http://www.metabohub.fr/index.php?lang=en&Itemid=473) national infrastructure for metabolomics and fluxomics, ANR-11-INBS-0010 grant) + +### Installation + +* Configuration files: + + `batch_correction.xml` (for the "Batch Correction" module) + + `determine_bc.xml` (for the "Determine Batch Correction" module) +* Image files: + + `static/images/batch_correction.png` + + `static/images/determine_batch_correction.png` + + `static/images/pdf_plotsituation.png` + + `static/images/Vdk_pdf1.png` + + `static/images/Vdk_pdf2.png` +* Wrapper files: + + `batch_correction_wrapper.R` + + `batch_correction_all_loess_wrapper.R` +* Script files: + + `Normalisation_QCpool.r` + + `batch_correction_all_loess_script.R` +* R packages + + **batch** from CRAN + + ```r + install.packages("batch", dep=TRUE) + ``` + + + **ade4** from CRAN + + ```r + install.packages("ade4", dep=TRUE) + ``` + + + **pcaMethods** from Bioconductor + + ```r + source("http://www.bioconductor.org/biocLite.R") + biocLite("pcaMethods") + ``` + + + **ropls** from Bioconductor + + ```r + source("http://www.bioconductor.org/biocLite.R") + biocLite("ropls") + ``` + +### Tests + +The code in the batch_correction_wrapper can be tested by running the `runit/batchcorrection_runtests.R` R file + +You will need to install **RUnit** package in order to make it run: +```r +install.packages('RUnit', dependencies = TRUE) +``` + +### Working example + +See the reference histories [W4M00001_Sacurine-statistics; DOI:10.15454/1.4811121736910142E12](http://dx.doi.org/10.15454/1.4811121736910142E12) and [W4M00002_Sacurine-comprehensive; DOI:10.15454/1.481114233733302E12](http://dx.doi.org/10.15454/1.481114233733302E12) + + +### News + +##### CHANGES IN VERSION 2.1.2 + +INTERNAL MODIFICATIONS + + * Minor modifications in config file + +##### CHANGES IN VERSION 2.1.0 + +INTERNAL MODIFICATIONS + + * For PCA figure display only ("all_loess_" options): missing values are set to the minimum value before PCA computation is performed (with svd) + + * Additional running and installation tests added with planemo, conda, and travis + + * Modification of the 'all_loess_wrapper.R' file to handle 'ropls' package versions of 1.3.15 and above (i.e. after switching to S4 classes) \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection-57edfd3943ab/batch_correction.xml Tue May 02 09:47:22 2017 -0400 @@ -0,0 +1,356 @@ +<tool id="Batch_correction" name="Batch_correction" version="2.1.2"> + <description>Corrects intensities for signal drift and batch-effects</description> + + <requirements> + <requirement type="package">r-batch</requirement> + <requirement type="package">r-ade4</requirement> + <requirement type="package">bioconductor-pcamethods</requirement> + <requirement type="package">bioconductor-ropls</requirement> + </requirements> + + <stdio> + <exit_code range="1:" level="fatal" /> + </stdio> + + <command><![CDATA[ + #if str($span_condition.method) == 'all_loess_pool': + Rscript $__tool_directory__/batch_correction_all_loess_wrapper.R + dataMatrix "$dataMatrix" + sampleMetadata "$sampleMetadata" + variableMetadata "$variableMetadata" + method "all_loess_pool" + span "${span_condition.span}" + + #elif str($span_condition.method) == 'all_loess_sample': + Rscript $__tool_directory__/batch_correction_all_loess_wrapper.R + dataMatrix "$dataMatrix" + sampleMetadata "$sampleMetadata" + variableMetadata "$variableMetadata" + method "all_loess_sample" + span "${span_condition.span}" + #else: + Rscript $__tool_directory__/batch_correction_wrapper.R + analyse "batch_correction" + dataMatrix "$dataMatrix" + sampleMetadata "$sampleMetadata" + variableMetadata "$variableMetadata" + method "${span_condition.method}" + #if str($span_condition.method) == 'linear': + span "none" + #else: + span "${span_condition.span}" + #end if + valnull "${span_condition.valnull}" + ref_factor "${span_condition.ref_factor}" + detail "${span_condition.detail}" + #end if + dataMatrix_out "$dataMatrix_out" variableMetadata_out "$variableMetadata_out" + graph_output "$graph_output" rdata_output "$rdata_output" + ]]></command> + + <inputs> + <param name="dataMatrix" label="Data Matrix file " format="tabular" type="data" /> + <param name="sampleMetadata" label="Sample metadata file " format="tabular" type="data" help="must contain at least the three following columns: 'batch' + 'injectionOrder' + 'sampleType'"/> + <param name="variableMetadata" label="Variable metadata file " format="tabular" type="data" /> + + <conditional name="span_condition"> + <param name="method" label="Type of regression model " type="select" help="To select between linear or non-linear (lowess or loess) methods to be used in Van der Kloet algorithm ; when using loess, you can choose to use pools or samples to model batch effect."> + <option value="linear">linear</option> + <option value="lowess">lowess</option> + <option value="loess">loess</option> + <option value="all_loess_pool">all loess pool</option> + <option value="all_loess_sample">all loess sample</option> + </param> + <when value="linear"> + <param name="valnull" label="Null values" type="select" display="radio" help="What to do of generated negative or infinite values"> + <option value="0">consider it as a null intensity</option> + <option value="NA">consider it as a missing value</option> + </param> + <param name="ref_factor" label="Factor of interest " type="text" value="batch" help="column name of factor of interest (often a biological factor); if none, leave 'batch'" /> + <param name="detail" label="Level of details for plots " type="select" help="Amount of plots in the pdf file output. See Help section for more details."> + <option value="no">basic</option> + <option value="plot">standard</option> + <option value="reg">complete</option> + </param> + </when> + <when value="lowess"> + <param name="span" type="float" value="0.85" label="span" help="it is a advanced option. Must be less than or equal to 1"/> + <param name="valnull" label="Null values" type="select" display="radio" help="What to do of generated negative or infinite values"> + <option value="0">consider it as a null intensity</option> + <option value="NA">consider it as a missing value</option> + </param> + <param name="ref_factor" label="Factor of interest " type="text" value="batch" help="column name of factor of interest (often a biological factor); if none, leave 'batch'" /> + <param name="detail" label="Level of details for plots " type="select" help="Amount of plots in the pdf file output. See Help section for more details."> + <option value="no">basic</option> + <option value="plot">standard</option> + <option value="reg">complete</option> + </param> + </when> + <when value="loess"> + <param name="span" type="float" value="1" label="span" help="it is a advanced option. Must be strictly greater than 0"/> + <param name="valnull" label="Null values" type="select" display="radio" help="What to do of generated negative or infinite values"> + <option value="0">consider it as a null intensity</option> + <option value="NA">consider it as a missing value</option> + </param> + <param name="ref_factor" label="Factor of interest " type="text" value="batch" help="column name of factor of interest (often a biological factor); if none, leave 'batch'" /> + <param name="detail" label="Level of details for plots " type="select" help="Amount of plots in the pdf file output. See Help section for more details."> + <option value="no">basic</option> + <option value="plot">standard</option> + <option value="reg">complete</option> + </param> + </when> + <when value="all_loess_pool"> + <param name="span" type="float" value="1" label="span" help="smoothing parameter; must be > 0"/> + </when> + <when value="all_loess_sample"> + <param name="span" type="float" value="1" label="span" help="smoothing parameter; must be > 0"/> + </when> + </conditional> + </inputs> + + <outputs> + <data name="dataMatrix_out" label="${tool.name}_${span_condition.method}_${dataMatrix.name}" format="tabular"/> + <data name="variableMetadata_out" label="${tool.name}_${span_condition.method}_${variableMetadata.name}" format="tabular"/> + <data name="graph_output" label="${tool.name}_${span_condition.method}_graph" format="pdf"/> + <data name="rdata_output" label="${tool.name}_${span_condition.method}_rdata" format="rdata"/> + </outputs> + + <tests> + <test> + <param name="dataMatrix" value="input-batchcorrection-dataMatrix.tsv"/> + <param name="sampleMetadata" value="input-batchcorrection-sampleMetadata.tsv"/> + <param name="variableMetadata" value="input-batchcorrection-variableMetadata.tsv"/> + <param name="method" value="all_loess_pool"/> + <param name="span" value="1"/> + <output name="dataMatrix_out" file="output-batchcorrection-dataMatrix.tsv"/> + </test> + </tests> + + + <help> + +.. class:: infomark + +**Authors** + | Jean-Francois Martin - PF MetaToul-AXIOM ; INRA ; MetaboHUB (for original version of this tool and overall development of the R script) + | Melanie Petera - PFEM ; INRA ; MetaboHUB (for R wrapper and R script improvement) + | Marion Landi - FLAME ; PFEM ; INRA ; MetaboHUB (for xml interface and R wrapper) + | Franck Giacomoni - PFEM ; INRA ; MetaboHUB (for xml interface and R wrapper) + | Etienne Thevenot - LIST/LADIS ; CEA ; MetaboHUB (for R script and wrapper regarding "all loess pool" and "all loess sample" methods) + +--------------------------------------------------- + +.. class:: infomark + +**Please cite** If you use this tool, please cite: + +when using the **linear**, **lowess** or **loess** methods: + | `F.M. Van Der Kloet, I. Bobeldijk, E.R. Verheij, R.H. Jellema. (2009). "Analytical error reduction using single point calibration for accurate and precise metabolomic phenotyping." Journal of Proteome Research p5132-5141 <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). + | + +Null values + | available for regression model *linear*, *lowess* and *loess* + | Controls what is done regarding negative or infinite values that can be generated during regression estimation. + | *consider it as a missing value* will switch concerned intensities to NA; + | this option implies that concerned ions will not be considered in PCA display. + | *consider it as a null intensity* will switch concerned intensities to 0 for lo(w)ess + | or correct them by the batch mean instead of regression estimate for linear. + | + +Factor of interest + | available for regression model *linear*, *lowess* and *loess* + | Name of the factor (column header) in Sample metadata file that will be used as a categorical variable for plots and PCA. + | (often a biological factor ; if none, leave "batch") + | This factor does not affect correction calculation. + | + +Level of details for plots + | available for regression model *linear*, *lowess* and *loess* + | *basic*: PCA + CV boxplot (before and after correction) + | *standard*: 'basic' plots + before/after-correction plots of intensities over injection order, and design effects for each ion + | *complete*: 'standard' plots + QC-pool regression plots per batch with samples' intensities over injection order + | This factor is not used by the *all loess* methods where a unique figure is generated showing the sum of intensities along injection order, and the first 4 PCA scores. + | + + +------------ +Output files +------------ + +Batch_correction_$method_rdata.rdata + | binary data + | Download, open R and use the 'load' function; objects are in the 'res' list + | + +Batch_correction_$method_graph.pdf + | graphical output + | For the *linear* and *lo(w)ess* methods, content depends on level of details chosen + | + +Batch_correction_$method_variableMetadata.tabular + | tsv output + | Identical to the Variable metadata input file, with x more columns (where x is the number of batches) in case of *linear*, *lowess* and *loess* methods + | + +Batch_correction_$method_dataMatrix.tabular + | tsv output (tabulated) + | Same formatting as Data Matrix file; contains corrected intensities + | + + +--------------------------------------------------- + +--------------- +Working example +--------------- + +.. class:: infomark + +Refer to the corresponding "W4M HowTo" page: + | `MS data processing - Filters and normalisation <http://workflow4metabolomics.org/sites/workflow4metabolomics.org/files/files/w4e-2016-data_processing.pdf>`_ + | + | + +See also the reference history: + | `W4M00001_Sacurine-statistics (DOI:10.15454/1.4811121736910142E12) <http://dx.doi.org/10.15454/1.4811121736910142E12>`_ + | + +--------------------------------------------------- + +---- +NEWS +---- + +CHANGES IN VERSION 2.1.2 +======================== + +INTERNAL MODIFICATIONS + +Minor modifications in config file + +CHANGES IN VERSION 2.1.0 +======================== + +INTERNAL MODIFICATIONS + +For PCA figure display only (**all_loess** options): missing values are set to the minimum value before PCA computation is performed (with svd) + +Additional running and installation tests added with planemo, conda, and travis + +BUG FIX + +Variables with NA or 0 values in all reference samples are discarded before applying the **all_loess** normalization + +INTERNAL MODIFICATIONS + +Modifications of the **all_loess_wrapper** file to handle the recent **ropls** package versions (i.e. 1.3.15 and above) which use S4 classes + + </help> + <!-- [RECOMMANDED] All citations associated to this tool (main citation given above and other references). Can be extracted from the history panel --> + <citations> + <!-- [HELP] As DOI or BibTex entry --> + <citation type="doi">10.1021/pr900499r</citation> + <citation type="doi">10.1038/nprot.2011.335</citation> + <citation type="bibtex">@ARTICLE{Cleveland91, + author = {Cleveland et al}, + year = {1991}, + journal = {Statistical Models in S, Chambers JM. and Hastie TJ. Ed., Chapman et Hall: London}, + title = {Local Regression Models}, + pages = {309-376}, + editor = {Chambers JM. and Hastie TJ. Ed.}, + publisher = {Chapman et Hall: London}, + chapter = {8} + }</citation> + <citation type="doi">10.1021/acs.jproteome.5b00354</citation> + </citations> + + +</tool>
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection-57edfd3943ab/batch_correction_all_loess_script.R Tue May 02 09:47:22 2017 -0400 @@ -0,0 +1,294 @@ +loessF <- function(datVn, qcaVi, preVi, spnN) { + + if(length(qcaVi) < 5) { + + return(predict(lm(datVn[qcaVi] ~ qcaVi), + newdata = data.frame(qcaVi = preVi))) + + } else { + + return(predict(loess(datVn[qcaVi] ~ qcaVi, + control = loess.control(surface = "direct"), + span = spnN), + newdata = data.frame(qcaVi = preVi))) + + } + + ## Note: + ## the surface = 'direct' argument allows extrapolation + +} ## loessF + +plotBatchF <- function(datMN, samDF.arg, spnN.arg) { + + maiC <- switch(gsub("MN", "", deparse(substitute(datMN))), + raw = "Raw", + nrm = "Normalized") + + colVc <- c(sample = "green4", + pool = "red", + blank = "black", + other = "yellow") + + par(font = 2, font.axis = 2, font.lab = 2, lwd = 2, pch = 18) + + layout(matrix(c(1, 1, 2, 3), nrow = 2), + widths = c(0.7, 0.3)) + + obsNamVc <- rownames(datMN) + + obsColVc <- sapply(samDF.arg[, "sampleType"], + function(typC) + ifelse(typC %in% names(colVc), colVc[typC], colVc["other"])) + + ## Graphic 1: Sum of intensities for each sample + + par(mar = c(3.6, 3.6, 3.1, 0.6)) + + batTab <- table(samDF.arg[, "batch"]) + + sumVn <- rowSums(datMN, na.rm = TRUE) + + plot(sumVn, + cex = 1.2, + col = obsColVc, + pch = 18, + xaxs = "i", + xlab = "", + ylab = "") + + mtext("Injection order", + line = 2.2, + side = 1) + mtext("Sum of variable intensities", + line = 2.2, + side = 2) + + mtext(maiC, cex = 1.2, line = 1.5, side = 3) + + abline(v = cumsum(batTab) + 0.5, + col = "red") + + mtext(names(batTab), + at = batTab / 2 + c(0, cumsum(batTab[-length(batTab)]))) + + obsColVuc <- obsColVc[sort(unique(names(obsColVc)))] + + text(rep(batTab[1], times = length(obsColVuc)), + par("usr")[3] + (0.97 - length(obsColVuc) * 0.03 + 1:length(obsColVuc) * 0.03) * diff(par("usr")[3:4]), + col = obsColVuc, + font = 2, + labels = names(obsColVuc), + pos = 2) + + for(batC in names(batTab)) { + + batSeqVi <- which(samDF.arg[, "batch"] == batC) + batPooVi <- intersect(batSeqVi, + grep("pool", samDF.arg[, "sampleType"])) + batSamVi <- intersect(batSeqVi, + grep("sample", samDF.arg[, "sampleType"])) + if(length(batPooVi)) + lines(batSeqVi, + loessF(sumVn, batPooVi, batSeqVi, spnN=spnN.arg), + col = colVc["pool"]) + lines(batSeqVi, + loessF(sumVn, batSamVi, batSeqVi, spnN=spnN.arg), + col = colVc["sample"]) + + } + + ## Graphics 2 and 3 (right): PCA score plots of components 1-4 + + radVn <- seq(0, 2 * pi, length.out = 100) + epsN <- .Machine[["double.eps"]] ## [1] 2.22e-16 + + pcaMN <- datMN + + if(any(is.na(pcaMN))) { + minN <- min(pcaMN, na.rm = TRUE) + pcaMN[is.na(pcaMN)] <- minN + } + + pcaLs <- opls(pcaMN, predI = 4, algoC = "svd", printL = FALSE, plotL = FALSE) + tMN <- getScoreMN(pcaLs) + vRelVn <- pcaLs@modelDF[, "R2X"] + + n <- nrow(tMN) + hotN <- 2 * (n - 1) * (n^2 - 1) / (n^2 * (n - 2)) + + hotFisN <- hotN * qf(0.95, 2, n - 2) + + pcsLs <- list(c(1, 2), c(3, 4)) + + par(mar = c(3.6, 3.6, 0.6, 1.1)) + + for(pcsN in 1:length(pcsLs)) { + + pcsVn <- pcsLs[[pcsN]] + + tcsMN <- tMN[, pcsVn] + + micMN <- solve(cov(tcsMN)) + + n <- nrow(tMN) + hotN <- 2 * (n - 1) * (n^2 - 1) / (n^2 * (n - 2)) + + hotFisN <- hotN * qf(0.95, 2, n - 2) + + hotVn <- apply(tcsMN, + 1, + function(x) 1 - pf(1 / hotN * t(as.matrix(x)) %*% micMN %*% as.matrix(x), 2, n - 2)) + + obsHotVi <- which(hotVn < 0.05) + + xLabC <- paste("t", + pcsVn[1], + "(", + round(vRelVn[pcsVn[1]] * 100), + "%)", + sep = "") + + yLabC <- paste("t", + pcsVn[2], + "(", + round(vRelVn[pcsVn[2]] * 100), + "%)", + sep = "") + + xLimVn <- c(-1, 1) * max(sqrt(var(tcsMN[, 1]) * hotFisN), max(abs(tcsMN[, 1]))) + yLimVn <- c(-1, 1) * max(sqrt(var(tcsMN[, 2]) * hotFisN), max(abs(tcsMN[, 2]))) + + plot(tcsMN, + main = "", + type = "n", + xlab = "", + ylab = "", + xlim = xLimVn, + ylim = yLimVn) + + mtext(xLabC, + line = 2.2, + side = 1) + mtext(yLabC, + line = 2.2, + side = 2) + + par(lwd = 1) + + abline(v = axTicks(1), + col = "grey") + + abline(h = axTicks(2), + col = "grey") + + abline(v = 0) + abline(h = 0) + + lines(sqrt(var(tcsMN[, 1]) * hotFisN) * cos(radVn), + sqrt(var(tcsMN[, 2]) * hotFisN) * sin(radVn)) + + points(tcsMN, + col = obsColVc, + pch = 18) + + if(length(obsHotVi)) + text(tcsMN[obsHotVi, 1], + tcsMN[obsHotVi, 2], + col = obsColVc[obsHotVi], + labels = obsNamVc[obsHotVi], + pos = 3) + + } ## for(pcsN in 1:length(pcsLs)) { + + return(invisible(list(sumVn = sumVn, + tcsMN = tcsMN))) + +} ## plotBatchF + +shiftBatchCorrectF <- function(rawMN.arg, + samDF.arg, + refC.arg, + spnN.arg) { + + cat("\nReference observations are: ", refC.arg, "\n") + + ## computing median off all pools (or samples) for each variable + + refMeaVn <- apply(rawMN.arg[samDF.arg[, "sampleType"] == refC.arg, ], + 2, + function(feaRefVn) mean(feaRefVn, na.rm = TRUE)) + + ## splitting data and sample metadata from each batch + + batRawLs <- split(as.data.frame(rawMN.arg), + f = samDF.arg[, "batch"]) + batRawLs <- lapply(batRawLs, function(inpDF) as.matrix(inpDF)) + + batSamLs <- split(as.data.frame(samDF.arg), + f = samDF.arg[, "batch"]) + + ## checking extrapolation: are there pools at the first and last observations of each batch + + if(refC.arg == "pool") { + pooExtML <- matrix(FALSE, nrow = 2, ncol = length(batRawLs), + dimnames = list(c("first", "last"), names(batRawLs))) + for(batC in names(batSamLs)) { + batSamTypVc <- batSamLs[[batC]][, "sampleType"] + pooExtML["first", batC] <- head(batSamTypVc, 1) == "pool" + pooExtML["last", batC] <- tail(batSamTypVc, 1) == "pool" + } + if(!all(c(pooExtML))) { + cat("\nWarning: Pools are missing at the first and/or last position of the following batches:\n") + pooExtBatVi <- which(!apply(pooExtML, 2, all)) + for(i in 1:length(pooExtBatVi)) + cat(names(pooExtBatVi)[i], ": ", + paste(rownames(pooExtML)[!pooExtML[, pooExtBatVi[i]]], collapse = ", "), "\n", sep = "") + cat("Extrapolating loess fits for these batches may result in inaccurate modeling!\n") + } + } + + ## normalizing + + nrmMN <- NULL ## normalized data matrix to be computed + + cat("\nProcessing batch:") + + for(batC in names(batRawLs)) { ## processing each batch individually + + cat("\n", batC) + + batRawMN <- batRawLs[[batC]] + batSamDF <- batSamLs[[batC]] + + batAllVi <- 1:nrow(batRawMN) + + batRefVi <- grep(refC.arg, batSamDF[, "sampleType"]) + + if(length(batRefVi) < 5) + cat("\nWarning: less than 5 '", refC.arg, "'; linear regression will be performed instead of loess regression for this batch\n", sep="") + + ## prediction of the loess fit + + batLoeMN <- apply(batRawMN, + 2, + function(rawVn) loessF(rawVn, batRefVi, batAllVi, spnN=spnN.arg)) + + ## normalization + + batLoeMN[batLoeMN <= 0] <- NA + + batNrmMN <- batRawMN / batLoeMN + + nrmMN <- rbind(nrmMN, + batNrmMN) + + } + + cat("\n") + + nrmMN <- sweep(nrmMN, MARGIN = 2, STATS = refMeaVn, FUN = "*") + + return(nrmMN) + +} ## shiftBatchCorrectF
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection-57edfd3943ab/batch_correction_all_loess_wrapper.R Tue May 02 09:47:22 2017 -0400 @@ -0,0 +1,188 @@ +#!/usr/bin/env Rscript + +library(batch) ## necessary for parseCommandArgs function +args = parseCommandArgs(evaluate=FALSE) #interpretation of arguments given in command line as an R list of objects + +source_local <- function(fname){ + argv <- commandArgs(trailingOnly = FALSE) + base_dir <- dirname(substring(argv[grep("--file=", argv)], 8)) + source(paste(base_dir, fname, sep="/")) +} + +## Import the different functions +source_local("batch_correction_all_loess_script.R") + +argVc <- unlist(args) + +## argVc["method"] is either 'all_loess_pool' or 'all_loess_sample' +## alternative version developped by CEA +## all variables are treated with loess +## the reference observations for loess are either 'pool' +## ('all_loess_pool') or 'sample' ('all_loess_sample') + + +##------------------------------ +## Initializing +##------------------------------ + +## options +##-------- + +strAsFacL <- options()$stringsAsFactors +options(stringsAsFactors = FALSE) + +## libraries +##---------- + +suppressMessages(library(ropls)) + +if(packageVersion("ropls") < "1.4.0") + stop("Please use 'ropls' versions of 1.4.0 and above") + +## constants +##---------- + +modNamC <- "Batch correction" ## module name + +## log file +##--------- + +## sink(argVc["information"]) ## not implemented + +cat("\nStart of the '", modNamC, "' Galaxy module call: ", + format(Sys.time(), "%a %d %b %Y %X"), "\n", sep="") + +## loading +##-------- + +rawMN <- t(as.matrix(read.table(argVc["dataMatrix"], + header = TRUE, + row.names = 1, + sep = "\t"))) + +samDF <- read.table(argVc["sampleMetadata"], + header = TRUE, + row.names = 1, + sep = "\t") + +varDF <- read.table(argVc["variableMetadata"], + check.names = FALSE, + header = TRUE, + row.names = 1, + sep = "\t") ## not used; for compatibility only + +refC <- tolower(gsub("all_loess_", "", argVc["method"])) + +spnN <- as.numeric(argVc["span"]) + +## checking +##--------- + +stopifnot(refC %in% c("pool", "sample")) + +if(refC == "pool" && + !any("pool" %in% samDF[, "sampleType"])) + stop("No 'pool' found in the 'sampleType' column; use the samples as normalization reference instead") + +refMN <- rawMN[samDF[, "sampleType"] == refC, ] +refNasZerVl <- apply(refMN, 2, + function(refVn) + all(sapply(refVn, + function(refN) {is.na(refN) || refN == 0}))) + +if(sum(refNasZerVl)) { + + refNasZerVi <- which(refNasZerVl) + cat("The following variables have 'NA' or 0 values in all reference samples; they will be removed from the data:\n", sep = "") + print(refNasZerVi) + rawMN <- rawMN[, !refNasZerVl, drop = FALSE] + varDF <- varDF[!refNasZerVl, , drop = FALSE] + +} + +##------------------------------ +## Computation +##------------------------------ + + +## ordering (batch and injection order) +##------------------------------------- + +samDF[, "ordIniVi"] <- 1:nrow(rawMN) +ordBatInjVi <- order(samDF[, "batch"], samDF[, "injectionOrder"]) +rawMN <- rawMN[ordBatInjVi, ] +samDF <- samDF[ordBatInjVi, ] + +## signal drift and batch-effect correction +##----------------------------------------- + +nrmMN <- shiftBatchCorrectF(rawMN, + samDF, + refC, + spnN) + +## figure +##------- + +cat("\nPlotting\n") + +pdf(argVc["graph_output"], onefile = TRUE, width = 11, height = 7) +plotBatchF(rawMN, samDF, spnN) +plotBatchF(nrmMN, samDF, spnN) +dev.off() + +## returning to initial order +##--------------------------- + +ordIniVi <- order(samDF[, "ordIniVi"]) +nrmMN <- nrmMN[ordIniVi, ] +samDF <- samDF[ordIniVi, ] +samDF <- samDF[, colnames(samDF) != "ordIniVi", drop=FALSE] + + +##------------------------------ +## Ending +##------------------------------ + + +## saving +##------- + +datMN <- nrmMN + +datDF <- cbind.data.frame(dataMatrix = colnames(datMN), + as.data.frame(t(datMN))) +write.table(datDF, + file = argVc["dataMatrix_out"], + quote = FALSE, + row.names = FALSE, + sep = "\t") + +varDF <- cbind.data.frame(variableMetadata = rownames(varDF), + varDF) ## not modified; for compatibility only +write.table(varDF, + file = argVc["variableMetadata_out"], + quote = FALSE, + row.names = FALSE, + sep = "\t") + + +res <- list(dataMatrix_raw = rawMN, + dataMatrix_normalized = nrmMN, + sampleMetadata = samDF) +save(res, + file = argVc["rdata_output"]) ## for compatibility + +## closing +##-------- + +cat("\nEnd of '", modNamC, "' Galaxy module call: ", + as.character(Sys.time()), "\n", sep = "") + +## sink() + +options(stringsAsFactors = strAsFacL) + + +rm(argVc) +
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection-57edfd3943ab/batch_correction_wrapper.R Tue May 02 09:47:22 2017 -0400 @@ -0,0 +1,131 @@ +#!/usr/bin/Rscript --vanilla --slave --no-site-file + +################################################################################################ +# batch_correction_wrapper # +# # +# Author: Marion LANDI / Jean-Francois MARTIN / Melanie Petera # +# User: Galaxy # +# Original data: -- # +# Starting date: 22-07-2014 # +# Version 1: 22-07-2014 # +# Version 2: 08-12-2014 # +# Version 2.1: 09-01-2015 modification in Error message of sample matching # +# Version 2.2: 16-03-2015 inclusion of miniTools' functions for special characters # +# Version 2.90: 18-08-2015 new parameter valnull # +# Version 2.91: 25-08-2016 error message improvment # +# # +# # +# Input files: dataMatrix.txt ; sampleMetadata.txt ; variableMetadata.txt (for DBC) # +# Output files: graph_output.pdf ; corrected table ; diagnostic table # +# # +################################################################################################ + + +library(batch) #necessary for parseCommandArgs function +args = parseCommandArgs(evaluate=FALSE) #interpretation of arguments given in command line as an R list of objects + +source_local <- function(...){ + argv <- commandArgs(trailingOnly = FALSE) + base_dir <- dirname(substring(argv[grep("--file=", argv)], 8)) + for(i in 1:length(list(...))){source(paste(base_dir, list(...)[[i]], sep="/"))} +} +#Import the different functions +source_local("Normalisation_QCpool.r","easyrlibrary-lib/RcheckLibrary.R","easyrlibrary-lib/miniTools.R") + + +## Reading of input files +idsample=read.table(args$sampleMetadata,header=T,sep='\t',check.names=FALSE) +iddata=read.table(args$dataMatrix,header=T,sep='\t',check.names=FALSE) + +### Table match check +table.check <- match2(iddata,idsample,"sample") +if(length(table.check)>1){check.err(table.check)} + +### StockID +samp.id <- stockID(iddata,idsample,"sample") +iddata<-samp.id$dataMatrix ; idsample<-samp.id$Metadata ; samp.id<-samp.id$id.match + +### Checking mandatory variables +mand.check <- "" +for(mandcol in c("sampleType","injectionOrder","batch")){ + if(!(mandcol%in%colnames(idsample))){ + mand.check <- c(mand.check,"\nError: no '",mandcol,"' column in sample metadata.\n", + "Note: table must include this exact column name (it is case-sensitive).\n") + } +} +if(length(mand.check)>1){ + mand.check <- c(mand.check,"\nFor more information, see the help section or:", + "\n http://workflow4metabolomics.org/sites/", + "workflow4metabolomics.org/files/files/w4e-2016-data_processing.pdf\n") + check.err(mand.check) +} + +### Formating +idsample[[1]]=make.names(idsample[[1]]) +dimnames(iddata)[[1]]=iddata[[1]] + +### Transposition of ions data +idTdata=t(iddata[,2:dim(iddata)[2]]) +idTdata=data.frame(dimnames(idTdata)[[1]],idTdata) + +### Merge of 2 files (ok even if the two dataframe are not sorted on the same key) +id=merge(idsample, idTdata, by.x=1, by.y=1) + +id$batch=as.factor(id$batch) +ids=id[id$sampleType == 'pool' | id$sampleType == 'sample',] +nbid=dim(idsample)[2] + +### Checking the number of sample and pool + +# least 2 samples +if(length(which(ids$sampleType == "sample"))<2){ + table.check <- c(table.check,"\nError: less than 2 samples specified in sample metadata.", + "\nMake sure this is not due to errors in sampleType coding.\n") +} + +# least 2 pools per batch for all batchs +B <- rep(0,length(levels(ids$batch))) +for(nbB in length(levels(ids$batch))){ + B[nbB]<-length(which(ids[which(ids$batch==(levels(ids$batch)[nbB])),]$sampleType == "pool")) +} +if(length(which(B>1))==0){ + table.check <- c(table.check,"\nError: less than 2 pools specified in each batch in sample metadata.", + "\nMake sure this is not due to errors in sampleType coding.\n") +} + +### Factor of interest +factbio=args$ref_factor + + +if(args$analyse == "batch_correction") { + ## Reading of Metadata Ions file + metaion=read.table(args$variableMetadata,header=T,sep='\t',check.names=FALSE) + ## Table match check + table.check <- c(table.check,match2(iddata,metaion,"variable")) + check.err(table.check) + + ## variables + detail=args$detail + method=args$method + + ## outputs + outlog=args$graph_output + + ## Launch + res = norm_QCpool(ids,nbid,outlog,factbio,metaion,detail,F,F,method,args$span,args$valnull) + save(res, file=args$rdata_output) + write.table(reproduceID(res[[1]],res[[3]],"sample",samp.id)$dataMatrix, file=args$dataMatrix_out, sep = '\t', row.names=F, quote=F) + write.table(res[[2]], file=args$variableMetadata_out, sep = '\t', row.names=F, quote=F) +}else{ + ## error check + check.err(table.check) + + ## outputs + out_graph_pdf=args$out_graph_pdf + out_preNormSummary=args$out_preNormSummary + + ## Launch + plotsituation(ids,nbid,out_graph_pdf,out_preNormSummary,factbio,args$span) +} + +rm(args) \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection-57edfd3943ab/build.xml Tue May 02 09:47:22 2017 -0400 @@ -0,0 +1,78 @@ +<project name="batchcorrection" default="all"> + + <property name="tool.xml" value="batch_correction.xml"/> + <property name="conda.dir" value="${user.home}/w4m-conda"/> + + <!--~~~ + ~ ALL ~ + ~~~~~--> + + <target name="all"/> + + <!--~~~~ + ~ TEST ~ + ~~~~~--> + + <target name="test" depends="planemo.lint,planemo.test"/> + + <!--~~~~~~~~~~~~ + ~ PLANEMO LINT ~ + ~~~~~~~~~~~~~--> + + <target name="planemo.lint"> + <exec executable="planemo" failonerror="true"> + <arg value="lint"/> + <arg value="${tool.xml}"/> + </exec> + </target> + + <!--~~~~~~~~~~~~ + ~ PLANEMO TEST ~ + ~~~~~~~~~~~~~--> + + <target name="planemo.test" depends="planemo.conda.install"> + <exec executable="planemo" failonerror="true"> + <arg value="test"/> + <arg value="--conda_prefix"/> + <arg value="${conda.dir}"/> + <arg value="--galaxy_branch"/> + <arg value="release_16.07"/> + <arg value="--conda_dependency_resolution"/> + <arg value="${tool.xml}"/> + </exec> + </target> + + <!--~~~~~~~~~~~~~~~~~~~~~ + ~ PLANEMO CONDA INSTALL ~ + ~~~~~~~~~~~~~~~~~~~~~~--> + + <target name="planemo.conda.install" depends="planemo.conda.init"> + <exec executable="planemo" failonerror="true"> + <arg value="conda_install"/> + <arg value="--conda_prefix"/> + <arg value="${conda.dir}"/> + <arg value="${tool.xml}"/> + </exec> + </target> + + <!--~~~~~~~~~~~~~~~~~~ + ~ PLANEMO CONDA INIT ~ + ~~~~~~~~~~~~~~~~~~~--> + + <target name="planemo.conda.init"> + <exec executable="planemo" failonerror="true"> + <arg value="conda_init"/> + <arg value="--conda_prefix"/> + <arg value="${conda.dir}"/> + </exec> + </target> + + <!--~~~~~ + ~ CLEAN ~ + ~~~~~~--> + + <target name="clean"> + <delete dir="${conda.dir}"/> + </target> + +</project>
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection-57edfd3943ab/determine_bc.xml Tue May 02 09:47:22 2017 -0400 @@ -0,0 +1,284 @@ +<tool id="Determine_BC" name="Determine_batch_correction" version="2.1.2"> + <description>to choose between linear, lowess and loess methods</description> + + <requirements> + <requirement type="package">r-batch</requirement> + <requirement type="package">r-ade4</requirement> + <requirement type="package">bioconductor-pcamethods</requirement> + </requirements> + + <stdio> + <exit_code range="1:" level="fatal" /> + </stdio> + + <command><![CDATA[ + Rscript $__tool_directory__/batch_correction_wrapper.R + analyse "determine_bc" + sampleMetadata "$sampleMetadata" + dataMatrix "$dataMatrix" + ref_factor "$ref_factor" + #if str($advance.option ) == 'show': + span $advance.span + #else: + span "none" + #end if + out_graph_pdf "$out_graph_pdf" + out_preNormSummary "$out_preNormSummary" + ]]></command> + + <inputs> + <param name="dataMatrix" type="data" label="Data Matrix file " help="" format="tabular" /> + <param name="sampleMetadata" type="data" label="Sample metadata file " help="must contain at least the three following columns: 'batch' + 'injectionOrder' + 'sampleType'" format="tabular" /> + <param name="ref_factor" type="text" label="Factor of interest " help="column name of the factor of interest (often a biological factor); if none, leave 'batch'" value="batch" /> + <conditional name="advance"> + <param name="option" type="select" label="Advanced options" help="should only be put at 'show' if you have good understanding of the span parameter and are willing to adjust it"> + <option value="show">show</option> + <option value="hide" selected="true">hide</option> + </param> + <when value="show"> + <param name="span" type="float" value="0.85" label="span" help="applied to lowess and loess regression"/> + </when> + </conditional> + </inputs> + + <outputs> + <data name="out_graph_pdf" label="Determine_BC_graph" format="pdf" ></data> + <data name="out_preNormSummary" label="Determine_BC_preNormSummary" format="tabular" ></data> + </outputs> + + <tests> + <test> + <param name="dataMatrix" value="input-determinebc-dataMatrix.tsv"/> + <param name="sampleMetadata" value="input-determinebc-sampleMetadata.tsv"/> + <param name="ref_factor" value="batch"/> + <param name="option" value="hide"/> + <param name="span" value="none"/> + <output name="out_preNormSummary" file="output-determinebc-preNormSummary.txt"/> + </test> + </tests> + + <help> + +.. class:: infomark + +**Authors** + | Jean-Francois Martin - PF MetaToul-AXIOM ; INRA ; MetaboHUB (for original version of this tool and overall development of the R script) + +.. class:: infomark + +**Contributors** + | Melanie Petera - PFEM ; INRA ; MetaboHUB (for R wrapper and R script improvement) + +.. class:: infomark + +**Wrapping** + | Marion Landi - FLAME ; PFEM ; INRA ; MetaboHUB (for xml interface and R wrapper) + | Franck Giacomoni - PFEM ; INRA ; MetaboHUB (for xml interface and R wrapper) + +--------------------------------------------------- + +.. class:: infomark + +**Please cite** If you use this tool, please cite: + | `F.M. van der Kloet, I. Bobeldijk, E.R. Verheij, R.H. Jellema. (2009). "Analytical error reduction using single point calibration for accurate and precise metabolomic phenotyping." Journal of Proteome Research p5132-5141 <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 - Filters and normalisation <http://workflow4metabolomics.org/sites/workflow4metabolomics.org/files/files/w4e-2016-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>
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection-57edfd3943ab/easyrlibrary-lib/RcheckLibrary.R Tue May 02 09:47:22 2017 -0400 @@ -0,0 +1,124 @@ +###################################################### +# R check library +# Coded by: M.Petera, +# - - +# R functions to use in R scripts +# (management of various generic subroutines) +# - - +# V0: script structure + first functions +# V1: More detailed error messages in match functions +###################################################### + + +# Generic function to return an error if problems have been encountered - - - - + +check.err <- function(err.stock){ + + # err.stock = vector of results returned by check functions + + if(length(err.stock)!=0){ stop("\n- - - - - - - - -\n",err.stock,"\n- - - - - - - - -\n") } + +} + + + + +# Table match check functions - - - - - - - - - - - - - - - - - - - - - - - - - + +# To check if dataMatrix and (variable or sample)Metadata match regarding identifiers +match2 <- function(dataMatrix, Metadata, Mtype){ + + # dataMatrix = data.frame containing dataMatrix + # Metadata = data.frame containing sampleMetadata or variableMetadata + # Mtype = "sample" or "variable" depending on Metadata content + + err.stock <- NULL # error vector + + id2 <- Metadata[,1] + if(Mtype=="sample"){ id1 <- colnames(dataMatrix)[-1] } + if(Mtype=="variable"){ id1 <- dataMatrix[,1] } + + if( length(which(id1%in%id2))!=length(id1) || length(which(id2%in%id1))!=length(id2) ){ + err.stock <- c("\nData matrix and ",Mtype," metadata do not match regarding ",Mtype," identifiers.") + if(length(which(id1%in%id2))!=length(id1)){ + if(length(which(!(id1%in%id2)))<4){ err.stock <- c(err.stock,"\n The ") + }else{ err.stock <- c(err.stock,"\n For example, the ") } + err.stock <- c(err.stock,"following identifiers found in the data matrix\n", + " do not appear in the ",Mtype," metadata file:\n") + identif <- id1[which(!(id1%in%id2))][1:min(3,length(which(!(id1%in%id2))))] + err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") + } + if(length(which(id2%in%id1))!=length(id2)){ + if(length(which(!(id2%in%id1)))<4){ err.stock <- c(err.stock,"\n The ") + }else{ err.stock <- c(err.stock,"\n For example, the ") } + err.stock <- c(err.stock,"following identifiers found in the ",Mtype," metadata file\n", + " do not appear in the data matrix:\n") + identif <- id2[which(!(id2%in%id1))][1:min(3,length(which(!(id2%in%id1))))] + err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") + } + err.stock <- c(err.stock,"\nPlease check your data.\n") + } + + return(err.stock) + +} + +# To check if the 3 standard tables match regarding identifiers +match3 <- function(dataMatrix, sampleMetadata, variableMetadata){ + + # dataMatrix = data.frame containing dataMatrix + # sampleMetadata = data.frame containing sampleMetadata + # variableMetadata = data.frame containing variableMetadata + + err.stock <- NULL # error vector + + id1 <- colnames(dataMatrix)[-1] + id2 <- sampleMetadata[,1] + id3 <- dataMatrix[,1] + id4 <- variableMetadata[,1] + + if( length(which(id1%in%id2))!=length(id1) || length(which(id2%in%id1))!=length(id2) ){ + err.stock <- c(err.stock,"\nData matrix and sample metadata do not match regarding sample identifiers.") + if(length(which(id1%in%id2))!=length(id1)){ + if(length(which(!(id1%in%id2)))<4){ err.stock <- c(err.stock,"\n The ") + }else{ err.stock <- c(err.stock,"\n For example, the ") } + err.stock <- c(err.stock,"following identifiers found in the data matrix\n", + " do not appear in the sample metadata file:\n") + identif <- id1[which(!(id1%in%id2))][1:min(3,length(which(!(id1%in%id2))))] + err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") + } + if(length(which(id2%in%id1))!=length(id2)){ + if(length(which(!(id2%in%id1)))<4){ err.stock <- c(err.stock,"\n The ") + }else{ err.stock <- c(err.stock,"\n For example, the ") } + err.stock <- c(err.stock,"following identifiers found in the sample metadata file\n", + " do not appear in the data matrix:\n") + identif <- id2[which(!(id2%in%id1))][1:min(3,length(which(!(id2%in%id1))))] + err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") + } + } + + if( length(which(id3%in%id4))!=length(id3) || length(which(id4%in%id3))!=length(id4) ){ + err.stock <- c(err.stock,"\nData matrix and variable metadata do not match regarding variable identifiers.") + if(length(which(id3%in%id4))!=length(id3)){ + if(length(which(!(id3%in%id4)))<4){ err.stock <- c(err.stock,"\n The ") + }else{ err.stock <- c(err.stock,"\n For example, the ") } + err.stock <- c(err.stock,"following identifiers found in the data matrix\n", + " do not appear in the variable metadata file:\n") + identif <- id3[which(!(id3%in%id4))][1:min(3,length(which(!(id3%in%id4))))] + err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") + } + if(length(which(id4%in%id3))!=length(id4)){ + if(length(which(!(id4%in%id3)))<4){ err.stock <- c(err.stock,"\n The ") + }else{ err.stock <- c(err.stock,"\n For example, the ") } + err.stock <- c(err.stock,"following identifiers found in the variable metadata file\n", + " do not appear in the data matrix:\n") + identif <- id4[which(!(id4%in%id3))][1:min(3,length(which(!(id4%in%id3))))] + err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") + } + } + + if(length(err.stock)!=0){ err.stock <- c(err.stock,"\nPlease check your data.\n") } + + return(err.stock) + +} \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection-57edfd3943ab/easyrlibrary-lib/miniTools.R Tue May 02 09:47:22 2017 -0400 @@ -0,0 +1,133 @@ +##################################################### +# Mini tools for Galaxy scripting +# Coded by: M.Petera, +# - - +# R functions to use in R scripts and wrappers +# to make things easier (lightening code, reducing verbose...) +# - - +# V0: script structure + first functions +# V1: addition of functions to handle special characters in identifiers +##################################################### + + +# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - +# Function to call packages without printing all the verbose +# (only getting the essentials, like warning messages for example) + +shyLib <- function(...){ + for(i in 1:length(list(...))){ + suppressPackageStartupMessages(library(list(...)[[i]],character.only=TRUE)) + } +} + +#example: shyLib("xcms","pcaMethods") + + + +# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - +# Fonction pour sourcer les scripts R requis +# /!\ ATTENTION : actuellement la fonction n'est pas chargee au lancement du script, +# il faut donc la copier-coller dans le wrapper R pour pouvoir l'utiliser. + +if(FALSE){ +source_local <- function(...){ + argv <- commandArgs(trailingOnly = FALSE) + base_dir <- dirname(substring(argv[grep("--file=", argv)], 8)) + for(i in 1:length(list(...))){ + source(paste(base_dir, list(...)[[i]], sep="/")) + } +} +} + +#example: source_local("filter_script.R","RcheckLibrary.R") + + + +# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - +# Functions to stock identifiers before applying make.names() and +# to reinject it into final matrices +# Note: it reproduces the original order of datasets' identifiers +# - - - +# stockID: stocks original identifiers and original order +# -> needs checked data regarding table match +# reproduceID: reinjects original identifiers and original order into final tables +# -> function to be used at the very end, when exporting tables + +stockID <- function(dataMatrix, Metadata, Mtype){ + # dataMatrix = data.frame containing dataMatrix + # Metadata = data.frame containing sampleMetadata or variableMetadata + # Mtype = "sample" or "variable" depending on Metadata content + cname <- colnames(dataMatrix)[1] + # dataMatrix temporary-stock + transfo - - - - + if(Mtype=="sample"){ + id.ori <- colnames(dataMatrix)[-1] + colnames(dataMatrix) <- make.names(colnames(dataMatrix)) + } + if(Mtype=="variable"){ + id.ori <- dataMatrix[,1] + dataMatrix[,1] <- make.names(dataMatrix[,1]) + } + # global stock - - - - - - - - - - - - - - - - + id.new <- data.frame(order.ori=c(1:length(Metadata[,1])),Metadata[,1], + id.new=make.names(Metadata[,1]),id.ori, + id.new.DM=make.names(id.ori),stringsAsFactors=FALSE) + colnames(id.new)[c(2,4)] <- c(colnames(Metadata)[1],cname) + # Metadata transfo + returning data - - - - - + Metadata[,1] <- make.names(Metadata[,1]) + return(list(id.match=id.new, dataMatrix=dataMatrix, Metadata=Metadata)) +} +#example: A<-stockID(myDM,mysM,"sample") ; myDM<-A$dataMatrix ; mysM<-A$Metadata ; A<-A$id.match + +reproduceID <- function(dataMatrix, Metadata, Mtype, id.match){ + # dataMatrix = data.frame containing dataMatrix + # Metadata = data.frame containing sampleMetadata or variableMetadata + # Mtype = "sample" or "variable" depending on Metadata content + # id.match = 'id.match' element produced by stockID + #Metadada - - - - - - - - - - - - - - + temp.table <- id.match[,c(1,2,3)] + ## Removing deleted rows + for(i in 1:(dim(id.match)[1])){ + if(!(temp.table[i,3]%in%Metadata[,1])){temp.table[i,1] <- 0} + } + if(length(which(temp.table[,1]==0))!=0){ + temp.table <- temp.table[-c(which(temp.table[,1]==0)),] + } + ## Restoring original identifiers and order + temp.table <- merge(x=temp.table,y=Metadata,by.x=3,by.y=1) + temp.table <- temp.table[order(temp.table$order.ori),] + Metadata <- temp.table[,-c(1,2)] + rownames(Metadata) <- NULL + #dataMatrix - - - - - - - - - - - - - + rownames(dataMatrix)<-dataMatrix[,1] + if(Mtype=="sample"){ + dataMatrix <- t(dataMatrix[,-1]) + } + temp.table <- id.match[,c(1,4,5)] + ## Removing deleted rows + for(i in 1:(dim(id.match)[1])){ + if(!(temp.table[i,3]%in%rownames(dataMatrix))){temp.table[i,1] <- 0} + } + if(length(which(temp.table[,1]==0))!=0){ + temp.table <- temp.table[-c(which(temp.table[,1]==0)),] + } + ## Restoring original identifiers and order + temp.table <- merge(x=temp.table,y=dataMatrix,by.x=3,by.y=0) + temp.table <- temp.table[order(temp.table$order.ori),] + if(Mtype=="variable"){ + dataMatrix <- temp.table[,-c(1,2,4)] + colnames(dataMatrix)[1] <- colnames(id.match)[4] + } else { + rownames(temp.table) <- temp.table[,3] + temp.table <- t(temp.table[,-c(1,2,3)]) + dataMatrix <- data.frame(rownames(temp.table),temp.table) + colnames(dataMatrix)[1] <- colnames(id.match)[4] + } + rownames(dataMatrix) <- NULL + # return datasets - - - - - - - - - - - + return(list(dataMatrix=dataMatrix, Metadata=Metadata)) +} +#example: B<-reproduceID(myDM,mysM,"sample",A) ; myDM<-B$dataMatrix ; mysM<-B$Metadata + + + +# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection-57edfd3943ab/runit/batchcorrection_runtests.R Tue May 02 09:47:22 2017 -0400 @@ -0,0 +1,130 @@ +#!/usr/bin/env Rscript + +## Package +##-------- + +library(RUnit) + +## Constants +##---------- + +testOutDirC <- "output" +argVc <- commandArgs(trailingOnly = FALSE) +scriptPathC <- sub("--file=", "", argVc[grep("--file=", argVc)]) + + +## Functions +##----------- + +## Reading tables (matrix or data frame) +readTableF <- function(fileC, typeC = c("matrix", "dataframe")[1]) { + + file.exists(fileC) || stop(paste0("No output file \"", fileC ,"\".")) + + switch(typeC, + matrix = return(t(as.matrix(read.table(file = fileC, + header = TRUE, + row.names = 1, + sep = "\t", + stringsAsFactors = FALSE)))), + dataframe = return(read.table(file = fileC, + header = TRUE, + row.names = 1, + sep = "\t", + stringsAsFactors = FALSE))) + +} + +## Call wrapper +wrapperCallF <- function(paramLs, allLoessL) { + + ## Set program path + wrapperPathC <- file.path(dirname(scriptPathC), "..", + ifelse(allLoessL, + "batch_correction_all_loess_wrapper.R", + "batch_correction_wrapper.R")) + + ## Set arguments + argLs <- NULL + for (parC in names(paramLs)) + argLs <- c(argLs, parC, paramLs[[parC]]) + + ## Call + wrapperCallC <- paste(c(wrapperPathC, argLs), collapse = " ") + + if(.Platform$OS.type == "windows") + wrapperCallC <- paste("Rscript", wrapperCallC) + + + print(wrapperCallC) + + + wrapperCodeN <- system(wrapperCallC) + + if (wrapperCodeN != 0) + stop(paste0("Error when running 'batch_correction_", + ifelse(allLoessL, "all_loess_", ""), + "wrapper.R'")) + + ## Get output + outLs <- list() + if ("dataMatrix_out" %in% names(paramLs)) + outLs[["datMN"]] <- readTableF(paramLs[["dataMatrix_out"]], "matrix") + if ("sampleMetadata_out" %in% names(paramLs)) + outLs[["samDF"]] <- readTableF(paramLs[["sampleMetadata_out"]], "dataframe") + if ("variableMetadata_out" %in% names(paramLs)) + outLs[["varDF"]] <- readTableF(paramLs[["variableMetadata_out"]], "dataframe") + if("information" %in% names(paramLs)) + outLs[["infVc"]] <- readLines(paramLs[["information"]]) + + if("out_preNormSummary" %in% names(paramLs)) + outLs[["sumDF"]] <- readTableF(paramLs[["out_preNormSummary"]], "dataframe") + + return(outLs) + +} + +## Setting default parameters +defaultArgF <- function(testInDirC, determineL) { + + defaultArgLs <- list() + + if(file.exists(file.path(dirname(scriptPathC), testInDirC, "dataMatrix.tsv"))) + defaultArgLs[["dataMatrix"]] <- file.path(dirname(scriptPathC), testInDirC, "dataMatrix.tsv") + if(file.exists(file.path(dirname(scriptPathC), testInDirC, "sampleMetadata.tsv"))) + defaultArgLs[["sampleMetadata"]] <- file.path(dirname(scriptPathC), testInDirC, "sampleMetadata.tsv") + + if(!determineL) + if(file.exists(file.path(dirname(scriptPathC), testInDirC, "variableMetadata.tsv"))) + defaultArgLs[["variableMetadata"]] <- file.path(dirname(scriptPathC), testInDirC, "variableMetadata.tsv") + + if(determineL) { ## determinebc + + defaultArgLs[["out_graph_pdf"]] <- file.path(dirname(scriptPathC), testOutDirC, "out_graph.pdf") + defaultArgLs[["out_preNormSummary"]] <- file.path(dirname(scriptPathC), testOutDirC, "preNormSummary.txt") + + } else { ## batchcorrection + + defaultArgLs[["dataMatrix_out"]] <- file.path(dirname(scriptPathC), testOutDirC, "dataMatrix.tsv") + defaultArgLs[["variableMetadata_out"]] <- file.path(dirname(scriptPathC), testOutDirC, "variableMetadata.tsv") + defaultArgLs[["graph_output"]] <- file.path(dirname(scriptPathC), testOutDirC, "graph_output.pdf") + defaultArgLs[["rdata_output"]] <- file.path(dirname(scriptPathC), testOutDirC, "rdata_output.rdata") + + } + + defaultArgLs + +} + +## Main +##----- + +## Create output folder +file.exists(testOutDirC) || dir.create(testOutDirC) + +## Run tests +test.suite <- defineTestSuite('tests', dirname(scriptPathC), testFileRegexp = paste0('^.*_tests\\.R$'), testFuncRegexp = '^.*$') +isValidTestSuite(test.suite) +test.results <- runTestSuite(test.suite) +print(test.results) +
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection-57edfd3943ab/runit/batchcorrection_tests.R Tue May 02 09:47:22 2017 -0400 @@ -0,0 +1,109 @@ +test_input_allLoessPool <- function() { + + testDirC <- "input" + determineL <- FALSE + allLoessL <- TRUE + argLs <- list(method = "all_loess_pool", + span = "1") + + if(!allLoessL) + argLs[["analyse"]] <- ifelse(determineL, "determine_bc", "batch_correction") + + argLs <- c(defaultArgF(testDirC, determineL = determineL), argLs) + outLs <- wrapperCallF(argLs, allLoessL = allLoessL) + + checkEqualsNumeric(outLs[['datMN']][1, 1], 25803076, tolerance = 1e-3) + +} + +test_input_allLoessSample <- function() { + + testDirC <- "input" + determineL <- FALSE + allLoessL <- TRUE + argLs <- list(method = "all_loess_sample", + span = "1") + + if(!allLoessL) + argLs[["analyse"]] <- ifelse(determineL, "determine_bc", "batch_correction") + + argLs <- c(defaultArgF(testDirC, determineL = determineL), argLs) + outLs <- wrapperCallF(argLs, allLoessL = allLoessL) + + checkEqualsNumeric(outLs[['datMN']][1, 1], 23402048, tolerance = 1e-3) + +} + +test_example1_allLoessSample <- function() { + + testDirC <- "example1" + determineL <- FALSE + allLoessL <- TRUE + argLs <- list(method = "all_loess_sample", + span = "1") + + if(!allLoessL) + argLs[["analyse"]] <- ifelse(determineL, "determine_bc", "batch_correction") + + argLs <- c(defaultArgF(testDirC, determineL = determineL), argLs) + outLs <- wrapperCallF(argLs, allLoessL = allLoessL) + + checkEqualsNumeric(outLs[['datMN']][1, 1], 21732604, tolerance = 1e-3) + +} + +test_example1_allLoessSampleSpan06 <- function() { + + testDirC <- "example1" + determineL <- FALSE + allLoessL <- TRUE + argLs <- list(method = "all_loess_sample", + span = "0.6") + + if(!allLoessL) + argLs[["analyse"]] <- ifelse(determineL, "determine_bc", "batch_correction") + + argLs <- c(defaultArgF(testDirC, determineL = determineL), argLs) + outLs <- wrapperCallF(argLs, allLoessL = allLoessL) + + checkEqualsNumeric(outLs[['datMN']][1, 1], 134619170, tolerance = 1e-3) + +} + +test_sacurine_allLoessPool <- function() { + + testDirC <- "sacurine" + determineL <- FALSE + allLoessL <- TRUE + argLs <- list(method = "all_loess_pool", + span = "1") + + if(!allLoessL) + argLs[["analyse"]] <- ifelse(determineL, "determine_bc", "batch_correction") + + argLs <- c(defaultArgF(testDirC, determineL = determineL), argLs) + outLs <- wrapperCallF(argLs, allLoessL = allLoessL) + + checkEqualsNumeric(outLs[['datMN']]["HU_neg_017", "M53T345"], 7902.366, tolerance = 1e-3) + + +} + +test_sacurine_determinebc <- function() { + + testDirC <- "sacurine" + determineL <- TRUE + allLoessL <- FALSE + argLs <- list(ref_factor = "batch", + span = "none") + + if(!allLoessL) + argLs[["analyse"]] <- ifelse(determineL, "determine_bc", "batch_correction") + + argLs <- c(defaultArgF(testDirC, determineL = determineL), argLs) + outLs <- wrapperCallF(argLs, allLoessL = allLoessL) + + checkEqualsNumeric(outLs[['sumDF']]["M59T62", "batch.2.linear"], 3, tolerance = 1e-3) + + +}
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection-57edfd3943ab/runit/example1/dataMatrix.tsv Tue May 02 09:47:22 2017 -0400 @@ -0,0 +1,2823 @@ +dataMatrix Bl1 Bl2 Bl3 Sa1 Sa2 Sa3 Sa4 Sa5 Sa6 Sa7 Sa8 Sa9 Sa10 Sa11 Sa12 Sa13 Sa14 Sa15 Sa16 Sa17 Sa18 Sa19 Sa20 Sa21 Sa22 Sa23 Sa24 Sa25 Sa26 Sa27 +M81.524T70 17245057.15 17036926.76 14186746.11 4164396.264 5825050.37 457731.4386 13431506.24 4743128.922 4431069.682 11904377.48 618138.4105 8634502.192 5199903.713 2999525.25 2871167.761 3201384.67 6855006.036 2065984.636 12354338.68 2632801.531 6008013.246 1538072.426 1376310.444 4616186.732 12160011.06 7363508.262 7605224.47 2842257.47 3636874.797 7106432.313 +M81.523T36 55675386.24 46887468.27 19824326.82 2206896.237 2440868.374 2009364.908 2407403.606 1978183.429 2143366.471 2656133.68 1426335.105 2135439.5 720638.4583 898892.7064 920198.319 523723.8217 1093497.67 724489.0167 972712.5631 438772.6775 887895.3126 2677695.373 2588015.107 356215.5043 1049454.733 3787646.426 2919221.103 5359484.094 478359.5274 1140528.449 +M81.524T124 3164592.199 5989888.692 1518120.946 1286357.752 3260040.481 719417.0386 7054955.83 6343114.495 4237024.074 4397965.168 534257.2816 1424000.696 4174800.757 2253885.166 304750.9031 3804141.652 6366198.521 1102220.868 12383046.03 2881755.9 4030125.647 1034171.556 403876.6439 4332910.019 5373346.688 2345864.555 6061830.965 591704.7268 1439355.184 5460301.309 +M81.605T62 738234.5386 787394.0411 609336.1721 165239.2505 250720.1499 62050.79635 572778.7761 214128.5387 165783.3638 520178.7999 19210.28881 197410.8184 215250.8345 173276.4954 140765.734 124586.9754 460116.931 100216.0769 599215.8137 119548.1579 249620.4321 56410.08846 45422.8306 212608.4206 504629.5165 372211.6104 664010.2538 179442.8094 169076.104 420632.4458 +M81.633T44 500457.0519 301708.945 234100.7174 392423.4081 481733.7903 112110.4766 76348.84276 400525.6374 386544.2661 623711.8934 182942.4875 364640.4889 303372.5045 234440.2839 181890.7412 173583.9663 481476.5972 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28469408 6392048 3956769 18521915 6448619 58495251 21643123 15824960 24311549 14867509 14415999 39238537 19313537 4269597 14077517 20163043 27340905 24795934 11392689 16957319 8784709 3302430 14801777 21374299 22691590 18798091 10791789 9245374 9321953 3946445 19030931 2851153 7951878 18647008 15091482 4856406 12502732 10638134 17097174 26807402 12496560 23261771 14881802 11744963 13872035 14116064 15472403 6386433 5112117 13146747 7167783 236477 24538222 12591822 14722588 13063460 971573 5200985 16805865 7198114 10515461 10722786 13053078 70163 7465055 11687904 10088325 16368703 10706813 7486089 18535386 10598026 21770139 11077483 +met_005 193306 160570 117718 769008 267248 87972 69464 NA 7616 586103 206378 121127 213298 176754 242462 245818 45143 24490 755359 212954 389071 155435 184599 376084 254437 250988 220902 108105 85318 195162 67546 734516 831034 585004 173521 26533 200539 37004 36565 325985 158874 37276 113890 74761 146784 220431 131561 15431 110818 185203 364047 240219 148084 86018 66224 52249 24283 80448 106180 166432 305441 70418 43991 25483 105589 447093 262598 155739 174455 41989 105672 178424 62375 119866 161191 297693 7959 153233 142085 158356 187841 114849 305398 278998 61269 170611 140724 312751 224186 111426 283256 122690 12793 132190 54212 39050 307170 167079 342338 117560 30651 47048 93554 318603 259085 46862 734298 147634 +met_006 211051 135473 187526 171919 231183 810849 268826 14883 140778 961904 226143 242014 319702 117739 220563 250808 134880 190902 266216 196054 378433 125874 163055 211658 267996 164365 130178 69163 188919 200864 549987 119612 366293 277418 275988 349089 132186 127157 181774 459213 215864 260424 246803 172018 274592 191312 209141 45084 107075 183816 169029 153489 283856 133961 202937 64740 153310 227788 74044 180132 127350 169212 54206 77563 90445 186680 154867 132619 160787 147476 89801 223338 49267 91754 117057 429902 156194 161023 71824 128511 229049 106582 94783 172129 45728 134762 82872 103303 187390 118078 128191 153646 50982 265774 120179 187030 55772 86739 98350 117721 39963 89854 113185 66975 57334 79878 170817 92214 +met_007 818506 163659 149350 42654 19086 40670 16834 NA 83422 14392 917690 187463 132703 60940 142185 36582 300958 105092 47811 1019078 90157 416430 4545917 286788 39925 40803 334919 348959 587342 1056928 70427 277858 29565 77759 300874 558218 86201 171841 155957 231157 961115 461295 79343 199413 567908 183811 27940 290004 598012 904557 69335 39497 102278 460376 619162 157373 92338 43550 225869 991990 155355 1691486 187202 219564 122953 65541 60088 103865 418710 139551 117097 113709 149458 116594 10610459 562050 62310 818129 168435 759613 77860 71197 308475 25127 66760 482726 63049 99118 1510403 254158 177554 67325 8044525 238376 61584 207355 539960 1021892 69544 302540 198680 162514 1869389 414321 143692 69007 38131 251060 +met_008 115231 264286 74049 81590 40554 91022 NA NA 8314 117029 123182 176584 112223 62435 1253934 79918 5194 87966 19155 135564 224648 242477 76601 213640 152349 44170 4600 100077 120950 160307 110075 5148 67076 145278 296041 76923 52954 92403 20685 160750 150374 159163 94619 7721 185397 29210 325518 5027 29938 139840 151394 37141 22918 169812 58483 4970 4800 71212 78834 153726 268147 173775 48985 3938 294626 21894 100149 219771 159618 21203 22559 355926 126593 305741 226602 101954 249392 225758 246743 193691 115110 132081 348624 143535 11300 112369 826089 166256 116212 192909 112650 381004 26447 629000 156376 159434 161587 221871 155021 191730 14293 204085 53770 152941 369783 96341 308860 202972 +met_009 1653183 336731 1586628 623933 511108 2144040 3908910 2612 332173 3718606 750541 1839009 412482 296926 1397136 779507 803159 797478 2253026 673007 1246516 261712 636769 1252614 1872139 1123410 1211241 450421 2269400 674746 1202999 714934 923463 650730 1707553 1380296 447317 551744 1801836 1017392 629148 536723 260636 1240058 1100354 1471142 502127 379856 225008 655259 258475 247050 1387340 760882 360828 835191 1467559 1277554 693606 643990 406054 658403 308357 575599 3355208 3344141 1814947 3033916 2487138 3666036 2208895 3384287 1147554 1431141 1187374 1500354 3213137 456834 429573 1177754 234995 3157451 4225889 2007199 743424 3797450 2860315 888468 2785386 2234912 1866417 1828194 1763480 1349066 1177795 1230768 1347281 387911 2497497 1540837 748978 2118929 448664 880734 2350718 2963789 800316 2223983 +met_010 7081822 4739444 1241927 2568237 2543303 3559207 8818294 3224 4774112 32246592 7263868 2677701 499455 4297787 675103 20655272 2307693 1654236 18080860 6979670 9996765 1007281 919441 13268847 3662733 3447668 109807 590328 1578174 6926178 11960517 1487469 10079986 483011 1634611 644542 229454 493678 2758609 5983950 6445722 483373 5116692 4341054 2652660 3285128 9214051 1725760 380224 5878072 9679727 1935469 3354872 3491777 3903044 3098324 3901596 16486928 7354595 5928774 6276978 1069606 431358 423052 3159131 1092630 1042776 1771261 4726444 1151587 1737898 8026262 1297907 7275379 6723651 6868065 2627565 5745052 859014 5306284 2535047 5307520 269522 21581115 391810 4323746 3412789 1672193 4095309 3737559 1781359 1792450 291267 2119319 26261958 5040629 529740 362314 1887159 3808365 115792 12919439 1980086 743883 5533137 1538355 380500 2777958 +met_011 785442 60478 60202 224880 55462 100060 42986 NA 130475 NA 675924 4903004 396065 380956 NA 392119 9854 106252 99264 637406 312148 33714 690355 247213 216205 67547 36430 21057 131148 574095 544490 99843 NA NA NA 144958 565976 53797 139064 306347 686592 404783 NA 79308 147421 66507 NA 73762 198084 525400 482320 402890 NA 308122 3847455 106160 64832 716412 494328 417494 174319 88831 4044643 71642 1122075 NA 71395 131196 433963 92619 3073860 1131592 55550 132765 57931 786643 264705 171375 55880 465617 43560 33298 293164 NA 38935 117848 274209 144362 251705 396383 1976437 155386 71656 62054 273108 159751 179756 64850 94359 366996 126976 47026 142714 138801 72099 37766 102870 334806 +met_012 966828 422417 214842 1194887 421456 1901281 258409 NA 839552 1106235 878410 491735 4269851 283059 519567 810110 81046 656910 571446 839770 767967 832013 160535 583306 882564 1492712 61676 840394 321103 823730 899697 139924 545929 1294920 1130207 825318 236651 375197 251330 1506027 770762 751443 358250 183505 466680 234995 363012 22319 266856 754857 1427392 226903 284836 209380 1195077 4620106 222481 1374989 411419 729779 435834 640528 260978 242145 1428986 620975 355664 302626 731010 577113 269282 1025669 1939260 299290 550611 613659 640041 414264 218912 656206 624452 300278 471693 705508 736267 605046 661164 776176 307460 629006 2060619 411678 93072 633718 338884 264054 157504 676603 1805777 566963 910158 108224 250755 387572 303497 125823 689546 451727 +met_013 714912 791249 604575 589454 1074418 3070098 2119240 7137 890118 386826 930174 1000597 733434 233617 1360212 1037357 176066 772653 1884339 751699 1209307 255309 525705 1839142 659431 515303 159998 122897 1308292 804084 1176095 311879 1090860 1448865 1490176 473518 1314978 370766 658153 2072868 797182 241909 609394 363945 638321 364544 610599 90246 304093 689520 535665 940965 1084750 563914 300670 250836 847567 963190 994193 618534 541323 428765 214996 219920 308257 480191 443707 227943 328803 214748 175739 395171 87076 356367 663958 835129 406727 1311985 309483 421842 617353 320188 159318 432346 121762 313052 342490 369635 325067 279331 312419 170664 207936 381802 507274 489883 75053 222493 340858 231135 120305 217904 278230 150750 163974 297904 633609 195582 +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 3328218 1802985 1680743 2781704 8525375 3682738 3099285 1746654 788594 7427151 554576 6269287 5357 1140956 3709283 3307003 2315279 5493432 3053170 6192947 1432019 1076046 1464520 4824344 3147257 1994147 4573157 2230984 991725 1315331 4629949 2133538 3895081 2562451 1401708 1399516 3477358 648304 3496616 3434817 3068024 2848307 2263251 1598976 2740585 1773213 5880906 3627568 4706634 319862 3713057 1596358 2055649 3499900 2304312 2797584 1688276 967096 1358564 1437973 2728284 153100 1214379 1735479 2046537 783838 2422950 2074712 174935 841044 3060876 1269234 2031300 +met_019 5358981 1852069 2817716 13425015 6947343 9222617 9099809 NA 2007588 7787991 5015511 2251853 8420137 3275473 1831063 1018399 1118722 4098937 5116422 4752971 7501400 3802804 3861141 4796229 8889990 4018242 1056423 1778148 8605488 4674493 11002636 1309019 3295768 4003774 7986281 3554994 1607508 2115776 4253223 12066534 4281759 1970354 2927447 2831393 6021370 1974441 807466 651417 2493515 4180516 3116490 2176577 4888627 2196961 8476471 2528441 3630897 4682288 2689475 3796573 1696309 2923614 616268 2459265 4009301 7179730 3180600 4284691 3426119 6686427 2717812 4102734 4042429 1710961 1394798 8008701 1179149 3868258 2073126 3241222 5200014 2987295 6798742 3795870 516069 7273064 2569684 4363849 3392370 2862745 2413851 3631103 730630 2997575 2888571 2034137 894761 2900228 1749975 2510749 1092769 1391664 2705004 968069 2659929 1570759 4909668 2120155 +met_020 376727 558206 452456 684769 811993 1237434 2024650 59378 843116 425348 569489 680002 462590 261614 1086047 2150276 170780 587597 1690881 619922 1288773 511404 593075 1177122 476312 519660 101142 138098 693096 681209 1126823 499025 1237860 2135820 828884 454240 997945 166067 1676554 1730833 558241 229712 697829 170024 965976 338241 704863 94190 155578 629936 292129 893964 472098 347876 332458 146373 903792 728107 421968 607762 291200 341419 148894 171930 164280 253783 447534 122062 219240 172104 195005 269045 140185 268742 203012 672259 348201 328573 170828 202060 290122 245991 84278 292948 65677 236954 329675 185635 156592 211279 289833 106413 106902 198000 322821 208822 146461 124009 160929 167014 57739 225505 170062 108220 64332 287259 259570 165915 +met_021 791149 660956 341904 1567870 1327941 712706 674132 NA 617537 655997 727450 935308 541886 864815 2729263 31117 8699 438681 1470543 692208 1477338 85072 1251052 833682 817020 587321 5039 120855 33258 618630 1835142 376618 525836 1682514 1232387 441300 212594 357377 912678 275265 617032 222079 568340 433492 688010 379197 301587 4586 NA 576374 351101 1793570 434035 4703 118688 116337 437463 448917 595367 551755 312709 263131 118862 32997 409710 611048 837015 442475 417624 374604 171133 257577 150829 329983 427291 279155 446230 15583 172201 432252 239956 147483 192023 654753 65681 53180 585086 403571 740845 422602 1639724 294225 37612 273156 546205 770099 72131 378102 349769 349563 27926 378938 NA 15250 260854 288504 289160 252000 +met_022 717661 1074674 1053130 470247 521228 141457 315018 NA 375766 215001 578705 1202624 423604 418645 200320 226647 91793 2799516 350468 563598 850445 873695 711073 535147 292570 277092 120513 522397 495888 530745 719010 176789 202170 612553 567576 326593 62121 398881 424545 332295 500045 545217 983058 4041853 392344 912560 608316 45829 104453 529543 159508 369095 1460098 263150 44633 329668 2241426 377053 213404 457278 300502 527770 37907 77360 1103612 1302545 1060525 288958 528834 593810 295636 85515 535728 257044 347618 354228 914941 3320840 325200 466768 134035 159685 1163397 267130 80379 648474 1027243 192482 1859746 459580 638605 388737 67230 639054 449460 395205 1087405 664116 493277 470489 113896 147651 266705 922588 384589 582386 693787 398914 +met_023 1198343 2990133 3007328 2211039 2275944 1232879 1306785 NA 1340386 1491497 1383251 7626498 561214 1043718 754326 1066984 87553 1332514 6885438 1409603 940022 1097478 341960 4183801 529091 2118345 465776 266454 709026 1290204 453619 125443 1751723 480027 4382126 120404 361744 582154 916286 1646763 1149840 244615 695215 217962 2786697 3178144 154683 23837 1172846 1216139 463226 2119886 333539 2375022 225204 1897492 369852 596586 1172643 909821 1299489 520981 75183 1022220 1243021 2587846 2060262 2138614 1063708 229744 188650 1008907 223690 3329536 455120 486754 1802765 5603827 2281845 976508 1040916 1154191 2696195 474992 224476 429688 1015476 312237 2683955 888410 44435 154754 357451 649277 459104 282643 174424 128223 376053 866228 557089 1101878 1126394 153400 767169 534183 449284 803526 +met_024 16032278 14936988 8033606 12588739 15513840 26462423 27143962 18829 9970907 23846414 16510821 16842315 11790038 7304590 17486391 20755862 4460837 14246803 27477125 16220853 27768410 8554938 17186780 56208841 22324609 14058372 3167035 3015384 21081827 14697234 29010089 6206646 20865107 26003200 22833177 8418608 12391544 7250829 19366320 21105604 13827437 12035630 13395311 8450688 20293343 11361602 15299578 1366191 4289310 13598987 11425397 20310595 19715917 8236349 7852032 4755976 8385880 15186902 11243022 12462786 10369892 6611827 1781915 2988499 4246851 13094738 15792917 12059370 10484953 14363177 5567819 16525838 1939040 10475011 14302713 17962839 14881974 17317964 4920828 10855788 12224283 7722189 13580469 18832254 994413 14438127 9533519 9015535 14704865 8708281 10293424 8708380 3281132 11166962 10104254 9161854 3602659 9122643 8001536 8105192 2534757 6099879 5273866 2462544 10053531 4359819 10044986 6470875 +met_025 4604239 1480158 748805 13999568 6006627 3662509 5207024 3823 1183383 2000660 4202211 3228241 4177390 2958747 1362676 5028201 530152 3454784 4523323 4049546 12046491 1844607 5832995 2597793 7415702 1990117 755147 1571123 6764574 3877167 13468473 1184323 2097410 4014463 8825706 4501006 994023 1260526 2735667 6916403 3784603 1026110 1293773 1872377 3528525 1784286 1211795 343526 1402745 3304306 2841948 2021501 4695037 1505070 4519839 736794 1282724 2990922 2367859 3108800 1628786 1869765 551801 1743444 3792041 6887103 2886252 4054228 3012004 3960451 1379595 2224271 2402140 770706 2745879 6698651 1266929 858261 1122287 2739607 4974371 3178671 6975447 4855873 366738 6848155 1829657 3109782 2509516 2369553 612533 4833219 797057 2821520 3120072 1430257 1446108 2568798 3832649 2213224 324820 517627 1785816 1750448 2640988 1466110 3114520 1824761 +met_026 337451 239138 131693 354044 105480 376839 143451 NA 262542 93041 334301 155344 198194 88103 200856 87315 135981 371674 341599 283841 439703 513935 972532 461574 180250 91705 192104 223480 445509 261418 169971 286471 239314 112895 262893 159132 165484 183936 256519 210371 182599 270423 69419 115027 231044 203461 116551 128766 429241 202459 91145 69469 229878 162068 294390 154594 71607 48019 286453 168071 215128 168717 48520 186837 208748 204031 108586 145761 157936 128718 67016 142263 157301 78271 824554 232236 75552 306409 146464 174743 106881 280654 222574 277808 22251 542255 78048 156431 663504 137845 173891 142710 785999 303568 13250 136592 NA 305324 69648 110489 82416 43667 214303 NA NA 131275 54230 90987 +met_027 2250930 1436433 1622845 2211403 1441333 2930173 1998616 2755 1436602 2767550 2347107 2533061 1314209 699730 1799272 2297696 261782 1215235 5933660 2420406 1803746 1579528 2132469 3230502 3321092 1231513 351935 574052 2021275 2316278 2768553 374876 1515499 2883699 2161680 1682608 775782 564460 1484764 3774954 2086312 1072067 2339610 1130946 1365368 1217005 831862 176919 586477 2048071 1421136 1611255 2320060 1028277 2070417 454712 1089427 2255368 2186969 1996087 1625629 1743307 161619 665745 4803070 3649696 3293603 1075822 1671522 1273018 656881 1389690 349842 747085 2098959 1880866 2093600 3142304 569603 1687392 2614360 569516 1241882 5786230 214950 2937948 1637761 2613417 1757844 1393085 1196456 4459313 347621 3500693 1732461 2402126 451680 632510 1136530 1332439 130507 810754 725144 2205393 2004142 1125066 709144 1029735 +met_028 1342382 1575026 600914 843118 690910 2953079 983830 4774 602174 2102743 867368 814522 454501 313879 2590268 698037 166396 1062771 1680388 959273 1680007 527029 539474 724637 1801413 1179526 186699 225276 1279410 966823 816622 163347 2786798 668231 1066316 1425432 1140647 340711 1304180 738560 850095 978487 502774 631631 1318448 941867 998921 163127 393569 807139 739740 323405 834844 572297 1736714 326550 484590 655641 915836 888105 1154005 859248 165915 261986 3084129 843012 632786 622889 1097986 873904 12361 2060359 621118 541740 578473 822581 1425697 1493448 644370 1236185 612450 418594 761778 481198 420312 854232 1488335 871301 1448584 1088997 986969 1712592 287924 1411822 730300 476579 1401123 535129 1601442 1001731 230782 301998 567850 2341058 922752 617997 789416 924092 +met_029 2459235 349386 1185339 1547977 2538953 3913085 3153081 21023624 1467973 1988163 2940318 828677 1425908 886388 3228751 1010573 481661 1182481 1584697 2612482 1439515 453749 2030668 2184102 2322517 1240900 173214 24251 2344511 2794855 2896677 497484 2462854 1073618 1574076 1231447 1359906 704163 1964494 3603865 2610024 822566 702452 691609 2842043 519092 2950914 9024 569436 2471321 1484598 1147222 1916998 1022784 1434061 443415 782864 1322110 2036596 2361654 1170097 798390 547965 191524 182799 667660 1281233 1154001 1487135 808693 1062577 1638041 278010 1310029 1621043 1676466 1966015 562421 571675 1664817 1236323 604224 973132 941359 149649 1047941 793317 998884 981629 1399842 1183725 611878 675897 732935 963100 983145 57648 549374 844883 1229691 263898 798484 575355 19852 340941 597964 608923 1250969 +met_030 14881664 9585048 3153322 10434662 12859378 27860934 14066253 NA 10532530 6083042 15330338 18300220 10381995 6775200 18338212 12219016 2640179 9095868 17966689 14282244 42601014 12743075 15317688 23633853 38319356 8886700 12719346 15665537 21412050 13613421 19695308 4276699 9905666 21358813 33512214 6821979 6875578 4446798 25877019 16377840 12108796 5968562 4961466 8286116 14420053 7689786 8692657 693185 3256123 12638355 4899039 9557133 10702425 5661755 12468510 1642709 10245501 12530004 9511953 10574173 8369060 4800275 1467152 3708234 4758377 12313787 18069489 12443528 11097380 5100336 2956962 9471982 1493639 4519599 4732329 29610015 15684186 17897401 2539077 10376836 8949448 9663585 18484191 13859039 751423 23232727 14264998 16295947 3887988 9126898 7845474 8238760 3501955 7223657 8624873 7399474 3635483 16621131 8874905 8315877 895109 5538822 9994456 2851607 16905160 6418248 7987640 7221992 +met_031 1693955 1350873 441101 720164 205935 6232540 292240 NA 2042354 5111194 1630747 654773 260235 113852 7998652 558252 56627 567235 440472 1671518 2389553 141667 355907 858457 5155501 6753638 132280 126598 390440 1584203 376822 278355 2702321 4279904 474124 3061113 1149061 833752 596788 300727 1512845 7405588 286513 277951 3431522 275429 1883533 28342 341775 1533530 4371896 177208 173557 159672 4237446 324497 218223 1947969 356170 1408813 5443380 4005638 322129 49382 453013 625480 234390 420681 1184368 808147 160182 3202563 496884 255037 396557 657502 855069 539843 204051 1164728 313711 137639 129363 161389 23776 1161919 3140284 1858027 273246 961528 235786 3356118 309929 2764411 707041 408679 284508 833686 5891318 956502 330301 139520 261747 3233346 152027 84497 84821 444352 +met_032 1687436 1327191 482363 2626653 1737284 632465 1270979 NA 390343 203483 1938259 6647760 2495064 1811611 2650533 4773443 177386 387012 677635 1805860 460232 1169018 420212 2788576 90560 243580 81997 4001147 385458 1693049 1268903 379160 1193294 3057856 2761768 1538023 1670686 646899 424302 6016819 1638922 788163 619121 1812329 1415358 4764833 856753 261700 300022 1593894 3191637 1009268 1449991 492131 257104 73115 225552 4390926 1011450 1382981 1021477 769354 112295 44388 2175061 965745 940518 2208789 1223698 54992 405783 335695 3782355 1159166 630205 575851 2396077 396162 1747538 1153530 2280240 626451 65581 931429 262861 400527 3758150 1419565 455451 1064058 28139 448160 509897 2417119 1647107 573586 1395045 192544 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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 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 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2155701 2157506 947258 1643449 1200173 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 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22901213 16544987 2544399 9375222 16072409 20451005 17981653 20387454 7454357 6338548 916097 4053585 5858357 8430478 14527586 14365282 4813205 3819220 1657599 9653718 25209232 23617369 10813753 12560529 6907040 5826783 10145154 6992931 9158773 11009736 28404061 2038723 10249415 8928648 13013417 12321845 7965524 14635607 20738058 2447664 8330660 9840889 7732335 15196753 9937921 7586473 6890522 1835999 17672299 4943751 4708055 13271317 8958894 117606 9616583 2738562 4736424 6919346 14090850 14539768 3834058 38566011 1103009 +met_046 371881342 385341623 350705982 473152059 357368592 351216377 483751134 12966309 265777877 174191341 385664844 459568077 327845979 298422669 609265171 337730681 150458645 410120736 399062324 377594774 500778424 217549258 678587872 589547778 264787149 223440789 84708390 143748096 579336315 359037755 321002908 233431079 364126476 509148085 449727962 129709332 235036148 289945080 374440820 371254221 330347791 266999416 229990704 101479363 382390098 187242998 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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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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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757238 1723803 1697343 2665291 3477089 2250952 1024960 6533678 2114137 823502 2173571 2670392 2502983 3048591 1280470 1263199 2757198 2446434 1526301 877999 2124941 2082900 2501216 2632226 932956 1905061 2379379 3379632 2383803 1619447 1126595 1538505 2406965 2270708 2242858 1615646 1059774 1888272 1981032 2544954 815277 1084081 2050065 1265062 1250972 1648773 1309405 1133453 480176 1351170 2113117 1380145 2058986 1335497 1731497 1122884 806724 1577665 1893012 1714548 1565901 1800084 1199215 673270 1782902 827930 922991 3698071 1394086 1862637 2630630 960803 1720175 1574497 1349333 1381829 2076052 575536 1514541 5494032 2010867 1473853 1499688 883056 1717235 622519 1770559 1738630 1310437 1183795 724557 1939521 1366756 317612 832840 979118 931704 1326853 853461 961892 1144621 +met_091 3951874 7370628 305105 3672597 288835 410788 384800 66641 77540 NA 4140064 950309 2543407 2803087 367570 1833503 497944 344716 1514237 4200099 6065165 1348016 593194 647065 NA NA 950773 5123257 2332860 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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 4708069 5489880 4935629 2377304 3735178 2925243 4368154 3092317 3422948 2528191 2812225 2099906 2230682 1251892 2220583 2411142 3092066 2534106 2861412 1621879 1543998 3191322 1579265 4733665 3145705 4299823 3433737 +met_095 1168875 32123288 40938838 51612619 83546473 222385482 77264818 2892656 72667817 54391304 932499 184866361 54071955 26068050 77488003 647347411 25967756 48875904 54272861 791619 57113745 116115273 50337623 94685985 56119049 51921804 19945915 27263115 84204810 819308 88643164 36419686 45382916 88101995 102407326 80603081 39089613 43038985 39668478 77958821 725588 35181562 39762658 56060380 45869438 27777770 38504603 13930165 33412537 704050 63462308 48563038 74837727 33578503 46946872 17570699 37171036 43921881 90461793 647547 36485185 36192335 76742787 20340667 21561221 113785361 114838333 50551349 748538 92006065 24977496 86602168 16165667 50090607 34971350 56054491 87603972 76861476 32200042 640515 134445623 73860903 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2039326 1352717 327410 1596725 1084130 850073 1386527 1363891 1305522 1146982 +met_098 2311078 1051627 1246421 1676763 2619549 2652906 3689396 NA 2128547 1234959 2028317 1565589 2016216 1851549 571232 3819067 769267 2405805 2629339 1917257 2858614 1054619 2903775 4099773 2576652 1240156 571427 577787 3688307 1851701 2419554 743074 1442552 1534899 2525999 2853974 1600427 1403024 2746633 2054145 1757757 1123451 900164 1206836 1463149 1087482 1043413 200107 1074698 1604859 1651266 1996780 1713956 1660092 2413404 800906 2495713 2205151 1904245 1523357 1573257 1084557 471654 710869 926741 2735553 2716118 1761945 1526857 1734931 1006664 1414982 612783 1066063 1622604 1687952 1134227 2360256 1150030 1427840 2083943 1950161 3043940 2368661 360302 3248321 968694 2214254 3727344 1354809 1220715 1322237 998044 1285642 806999 2392710 586429 950732 1105789 1201401 354834 1109177 1427858 163919 1483255 1137922 1357535 993247 +met_099 94430196 145050453 72703867 71207505 56178257 83067480 49530102 NA 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection-57edfd3943ab/runit/input/sampleMetadata.tsv Tue May 02 09:47:22 2017 -0400 @@ -0,0 +1,109 @@ + injectionOrder sampleType batch +QC1_001 1 pool b1 +HU_022 2 sample b1 +HU_076 3 sample b1 +HU_166 4 sample b1 +HU_114 5 sample b1 +HU_190 6 sample b1 +HU_139 7 sample b1 +HU_096 8 sample b1 +HU_058 9 sample b1 +HU_031 10 sample b1 +QC1_002 11 pool b1 +HU_039 12 sample b1 +HU_087 13 sample b1 +HU_143 14 sample b1 +HU_162 15 sample b1 +HU_102 16 sample b1 +HU_188 17 sample b1 +HU_095 18 sample b1 +HU_062 19 sample b1 +QC1_003 20 pool b1 +HU_063 21 sample b1 +HU_011 22 sample b1 +HU_074 23 sample b1 +HU_122 24 sample b1 +HU_142 25 sample b1 +HU_030 26 sample b1 +HU_187 27 sample b1 +HU_167 28 sample b1 +HU_113 29 sample b1 +QC1_004 30 pool b1 +HU_081 31 sample b1 +HU_014 32 sample b1 +HU_206 33 sample b1 +HU_119 34 sample b1 +HU_033 35 sample b1 +HU_067 36 sample b1 +HU_140 37 sample b1 +HU_164 38 sample b1 +HU_193 39 sample b1 +HU_112 40 sample b1 +QC1_005 41 pool b1 +HU_097 42 sample b1 +HU_056 43 sample b1 +HU_195 44 sample b1 +HU_135 45 sample b1 +HU_159 46 sample b1 +HU_070 47 sample b1 +HU_038 48 sample b1 +HU_026 49 sample b1 +QC1_006 50 pool b1 +HU_098 51 sample b1 +HU_115 52 sample b1 +HU_137 53 sample b1 +HU_019 54 sample b1 +HU_073 55 sample b1 +HU_168 56 sample b1 +HU_191 57 sample b1 +HU_040 58 sample b1 +HU_046 59 sample b1 +QC1_007 60 pool b1 +HU_103 61 sample b1 +HU_015 62 sample b1 +HU_053 63 sample b1 +HU_121 64 sample b1 +HU_183 65 sample b1 +HU_199 66 sample b1 +HU_042 67 sample b1 +HU_075 68 sample b1 +QC1_008 69 pool b1 +HU_203 70 sample b1 +HU_024 71 sample b1 +HU_082 72 sample b1 +HU_169 73 sample b1 +HU_129 74 sample b1 +HU_057 75 sample b1 +HU_035 76 sample b1 +HU_194 77 sample b1 +HU_145 78 sample b1 +HU_104 79 sample b1 +QC1_009 80 pool b1 +HU_177 81 sample b1 +HU_025 82 sample b1 +HU_080 83 sample b1 +HU_117 84 sample b1 +HU_136 85 sample b1 +HU_197 86 sample b1 +HU_036 87 sample b1 +HU_054 88 sample b1 +HU_085 89 sample b1 +QC1_010 90 pool b1 +HU_160 91 sample b1 +HU_092 92 sample b1 +HU_023 93 sample b1 +HU_124 94 sample b1 +HU_147 95 sample b1 +HU_205 96 sample b1 +HU_084 97 sample b1 +HU_120 98 sample b1 +HU_198 99 sample b1 +QC1_011 100 pool b1 +HU_045 101 sample b1 +HU_029 102 sample b1 +HU_069 103 sample b1 +HU_155 104 sample b1 +HU_106 105 sample b1 +HU_146 106 sample b1 +HU_128 107 sample b1 +QC1_012 108 pool b1
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection-57edfd3943ab/runit/input/variableMetadata.tsv Tue May 02 09:47:22 2017 -0400 @@ -0,0 +1,114 @@ + number MSI_level +met_001 1 1 +met_002 2 1 +met_003 3 1 +met_004 4 1 +met_005 5 2 +met_006 6 1 +met_007 7 1 +met_008 8 1 +met_009 9 1 +met_010 10 1 +met_011 11 2 +met_012 12 1 +met_013 13 1 +met_014 14 1 +met_015 15 1 +met_016 16 1 +met_017 17 2 +met_018 18 1 +met_019 19 1 +met_020 20 1 +met_021 21 1 +met_022 22 2 +met_023 23 1 +met_024 24 2 +met_025 25 2 +met_026 26 1 +met_027 27 1 +met_028 28 1 +met_029 29 1 +met_030 30 2 +met_031 31 1 +met_032 32 2 +met_033 33 1 +met_034 34 1 +met_035 35 2 +met_036 36 1 +met_037 37 2 +met_038 38 2 +met_039 39 2 +met_040 40 2 +met_041 41 1 +met_042 42 1 +met_043 43 2 +met_044 44 2 +met_045 45 1 +met_046 46 1 +met_047 47 2 +met_048 48 1 +met_049 49 1 +met_050 50 1 +met_051 51 2 +met_052 52 2 +met_053 53 1 +met_054 54 2 +met_055 55 2 +met_056 56 2 +met_057 57 2 +met_058 58 1 +met_059 59 2 +met_060 60 2 +met_061 61 2 +met_062 62 2 +met_063 63 2 +met_064 64 1 +met_065 65 1 +met_066 66 2 +met_067 67 2 +met_068 68 2 +met_069 69 1 +met_070 70 2 +met_071 71 2 +met_072 72 2 +met_073 73 1 +met_074 74 1 +met_075 75 1 +met_076 76 2 +met_077 77 2 +met_078 78 2 +met_079 79 2 +met_080 80 2 +met_081 81 2 +met_082 82 1 +met_083 83 1 +met_084 84 1 +met_085 85 1 +met_086 86 1 +met_087 87 1 +met_088 88 2 +met_089 89 2 +met_090 90 1 +met_091 91 1 +met_092 92 1 +met_093 93 2 +met_094 94 2 +met_095 95 2 +met_096 96 1 +met_097 97 1 +met_098 98 2 +met_099 99 2 +met_100 100 2 +met_101 101 1 +met_102 102 1 +met_103 103 1 +met_104 104 1 +met_105 105 2 +met_106 106 1 +met_107 107 2 +met_108 108 2 +met_109 109 2 +met_110 110 1 +met_111 111 2 +met_112 112 2 +met_113 113 1
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection-57edfd3943ab/runit/sacurine/dataMatrix.tsv Tue May 02 09:47:22 2017 -0400 @@ -0,0 +1,11 @@ +"" "QC1_001" "HU_neg_017" "HU_neg_018" "HU_neg_020" "HU_neg_021" "HU_neg_027" "HU_neg_028" "HU_neg_032" "HU_neg_034" "QC1_002" "HU_neg_037" "HU_neg_041" "HU_neg_043" "HU_neg_044" "HU_neg_047" "HU_neg_048" "QC1_003" "HU_neg_049" "HU_neg_050" "HU_neg_051" "HU_neg_052" "HU_neg_055" "HU_neg_059" "HU_neg_060" "HU_neg_061" "QC1_004" "HU_neg_064" "HU_neg_065" "HU_neg_066" "HU_neg_068" "HU_neg_071" "HU_neg_072" "HU_neg_077" "HU_neg_078" "QC1_005" "HU_neg_079" "HU_neg_083" "HU_neg_086" "HU_neg_088" "HU_neg_089" "HU_neg_090" "HU_neg_091" "HU_neg_093" "HU_neg_094" "QC1_006" "HU_neg_099" "HU_neg_100" "HU_neg_101" "HU_neg_105" "HU_neg_107" "HU_neg_108" "HU_neg_109" "HU_neg_110" "HU_neg_111" "QC1_007" "HU_neg_116" "HU_neg_118" "HU_neg_123" "HU_neg_125" "HU_neg_126" "HU_neg_127" "QC1_008" "HU_neg_130" "HU_neg_131" "HU_neg_132" "HU_neg_133" 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection-57edfd3943ab/runit/sacurine/sampleMetadata.tsv Tue May 02 09:47:22 2017 -0400 @@ -0,0 +1,217 @@ +sampleMetadata sampleType injectionOrder batch +QC1_001 pool 14 ne1 +HU_neg_017 sample 17 ne1 +HU_neg_018 sample 18 ne1 +HU_neg_020 sample 19 ne1 +HU_neg_021 sample 20 ne1 +HU_neg_027 sample 22 ne1 +HU_neg_028 sample 23 ne1 +HU_neg_032 sample 25 ne1 +HU_neg_034 sample 26 ne1 +QC1_002 pool 27 ne1 +HU_neg_037 sample 32 ne1 +HU_neg_041 sample 34 ne1 +HU_neg_043 sample 36 ne1 +HU_neg_044 sample 37 ne1 +HU_neg_047 sample 38 ne1 +HU_neg_048 sample 39 ne1 +QC1_003 pool 40 ne1 +HU_neg_049 sample 43 ne1 +HU_neg_050 sample 44 ne1 +HU_neg_051 sample 45 ne1 +HU_neg_052 sample 46 ne1 +HU_neg_055 sample 48 ne1 +HU_neg_059 sample 50 ne1 +HU_neg_060 sample 51 ne1 +HU_neg_061 sample 52 ne1 +QC1_004 pool 53 ne1 +HU_neg_064 sample 57 ne1 +HU_neg_065 sample 58 ne1 +HU_neg_066 sample 59 ne1 +HU_neg_068 sample 60 ne1 +HU_neg_071 sample 61 ne1 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection-57edfd3943ab/runit/sacurine/variableMetadata.tsv Tue May 02 09:47:22 2017 -0400 @@ -0,0 +1,11 @@ +"" "mz" "rt" +"M53T345" 53.00116493 345.3902643 +"M58T69" 57.97545393 68.67242364 +"M59T246" 59.01359496 246.0306602 +"M59T62" 59.0137118 61.90072933 +"M59T270" 59.01362084 269.6233798 +"M62T56" 61.98819056 55.58308625 +"M64T348" 63.62063447 347.5012693 +"M64T379" 63.62063447 378.9359473 +"M65T347" 64.90244604 347.4115572 +"M65T379" 64.9028817 378.9130758
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection-57edfd3943ab/runit/sacurineNegFull/dataMatrix.tsv Tue May 02 09:47:22 2017 -0400 @@ -0,0 +1,3765 @@ +dataMatrix QC1_001 HU_neg_017 HU_neg_018 HU_neg_020 HU_neg_021 HU_neg_027 HU_neg_028 HU_neg_032 HU_neg_034 QC1_002 HU_neg_037 HU_neg_041 HU_neg_043 HU_neg_044 HU_neg_047 HU_neg_048 QC1_003 HU_neg_049 HU_neg_050 HU_neg_051 HU_neg_052 HU_neg_055 HU_neg_059 HU_neg_060 HU_neg_061 QC1_004 HU_neg_064 HU_neg_065 HU_neg_066 HU_neg_068 HU_neg_071 HU_neg_072 HU_neg_077 HU_neg_078 QC1_005 HU_neg_079 HU_neg_083 HU_neg_086 HU_neg_088 HU_neg_089 HU_neg_090 HU_neg_091 HU_neg_093 HU_neg_094 QC1_006 HU_neg_099 HU_neg_100 HU_neg_101 HU_neg_105 HU_neg_107 HU_neg_108 HU_neg_109 HU_neg_110 HU_neg_111 QC1_007 HU_neg_116 HU_neg_118 HU_neg_123 HU_neg_125 HU_neg_126 HU_neg_127 QC1_008 HU_neg_130 HU_neg_131 HU_neg_132 HU_neg_133 HU_neg_134 HU_neg_138 QC1_009 HU_neg_144 HU_neg_148 HU_neg_149 HU_neg_150 QC1_010 HU_neg_152 HU_neg_154 HU_neg_156 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29934738 37430772 28469408 6392048 3956769 18521915 6448619 58495251 21643123 15824960 24311549 14867509 14415999 39238537 19313537 4269597 14077517 20163043 27340905 24795934 11392689 16957319 8784709 3302430 14801777 21374299 22691590 18798091 10791789 9245374 9321953 3946445 19030931 2851153 7951878 18647008 15091482 4856406 12502732 10638134 17097174 26807402 12496560 23261771 14881802 11744963 13872035 14116064 15472403 6386433 5112117 13146747 7167783 236477 24538222 12591822 14722588 13063460 971573 5200985 16805865 7198114 10515461 10722786 13053078 70163 7465055 11687904 10088325 16368703 10706813 7486089 18535386 10598026 21770139 11077483 +met_005 193306 160570 117718 769008 267248 87972 69464 NA 7616 586103 206378 121127 213298 176754 242462 245818 45143 24490 755359 212954 389071 155435 184599 376084 254437 250988 220902 108105 85318 195162 67546 734516 831034 585004 173521 26533 200539 37004 36565 325985 158874 37276 113890 74761 146784 220431 131561 15431 110818 185203 364047 240219 148084 86018 66224 52249 24283 80448 106180 166432 305441 70418 43991 25483 105589 447093 262598 155739 174455 41989 105672 178424 62375 119866 161191 297693 7959 153233 142085 158356 187841 114849 305398 278998 61269 170611 140724 312751 224186 111426 283256 122690 12793 132190 54212 39050 307170 167079 342338 117560 30651 47048 93554 318603 259085 46862 734298 147634 +met_006 211051 135473 187526 171919 231183 810849 268826 14883 140778 961904 226143 242014 319702 117739 220563 250808 134880 190902 266216 196054 378433 125874 163055 211658 267996 164365 130178 69163 188919 200864 549987 119612 366293 277418 275988 349089 132186 127157 181774 459213 215864 260424 246803 172018 274592 191312 209141 45084 107075 183816 169029 153489 283856 133961 202937 64740 153310 227788 74044 180132 127350 169212 54206 77563 90445 186680 154867 132619 160787 147476 89801 223338 49267 91754 117057 429902 156194 161023 71824 128511 229049 106582 94783 172129 45728 134762 82872 103303 187390 118078 128191 153646 50982 265774 120179 187030 55772 86739 98350 117721 39963 89854 113185 66975 57334 79878 170817 92214 +met_007 818506 163659 149350 42654 19086 40670 16834 NA 83422 14392 917690 187463 132703 60940 142185 36582 300958 105092 47811 1019078 90157 416430 4545917 286788 39925 40803 334919 348959 587342 1056928 70427 277858 29565 77759 300874 558218 86201 171841 155957 231157 961115 461295 79343 199413 567908 183811 27940 290004 598012 904557 69335 39497 102278 460376 619162 157373 92338 43550 225869 991990 155355 1691486 187202 219564 122953 65541 60088 103865 418710 139551 117097 113709 149458 116594 10610459 562050 62310 818129 168435 759613 77860 71197 308475 25127 66760 482726 63049 99118 1510403 254158 177554 67325 8044525 238376 61584 207355 539960 1021892 69544 302540 198680 162514 1869389 414321 143692 69007 38131 251060 +met_008 115231 264286 74049 81590 40554 91022 NA NA 8314 117029 123182 176584 112223 62435 1253934 79918 5194 87966 19155 135564 224648 242477 76601 213640 152349 44170 4600 100077 120950 160307 110075 5148 67076 145278 296041 76923 52954 92403 20685 160750 150374 159163 94619 7721 185397 29210 325518 5027 29938 139840 151394 37141 22918 169812 58483 4970 4800 71212 78834 153726 268147 173775 48985 3938 294626 21894 100149 219771 159618 21203 22559 355926 126593 305741 226602 101954 249392 225758 246743 193691 115110 132081 348624 143535 11300 112369 826089 166256 116212 192909 112650 381004 26447 629000 156376 159434 161587 221871 155021 191730 14293 204085 53770 152941 369783 96341 308860 202972 +met_009 1653183 336731 1586628 623933 511108 2144040 3908910 2612 332173 3718606 750541 1839009 412482 296926 1397136 779507 803159 797478 2253026 673007 1246516 261712 636769 1252614 1872139 1123410 1211241 450421 2269400 674746 1202999 714934 923463 650730 1707553 1380296 447317 551744 1801836 1017392 629148 536723 260636 1240058 1100354 1471142 502127 379856 225008 655259 258475 247050 1387340 760882 360828 835191 1467559 1277554 693606 643990 406054 658403 308357 575599 3355208 3344141 1814947 3033916 2487138 3666036 2208895 3384287 1147554 1431141 1187374 1500354 3213137 456834 429573 1177754 234995 3157451 4225889 2007199 743424 3797450 2860315 888468 2785386 2234912 1866417 1828194 1763480 1349066 1177795 1230768 1347281 387911 2497497 1540837 748978 2118929 448664 880734 2350718 2963789 800316 2223983 +met_010 7081822 4739444 1241927 2568237 2543303 3559207 8818294 3224 4774112 32246592 7263868 2677701 499455 4297787 675103 20655272 2307693 1654236 18080860 6979670 9996765 1007281 919441 13268847 3662733 3447668 109807 590328 1578174 6926178 11960517 1487469 10079986 483011 1634611 644542 229454 493678 2758609 5983950 6445722 483373 5116692 4341054 2652660 3285128 9214051 1725760 380224 5878072 9679727 1935469 3354872 3491777 3903044 3098324 3901596 16486928 7354595 5928774 6276978 1069606 431358 423052 3159131 1092630 1042776 1771261 4726444 1151587 1737898 8026262 1297907 7275379 6723651 6868065 2627565 5745052 859014 5306284 2535047 5307520 269522 21581115 391810 4323746 3412789 1672193 4095309 3737559 1781359 1792450 291267 2119319 26261958 5040629 529740 362314 1887159 3808365 115792 12919439 1980086 743883 5533137 1538355 380500 2777958 +met_011 785442 60478 60202 224880 55462 100060 42986 NA 130475 NA 675924 4903004 396065 380956 NA 392119 9854 106252 99264 637406 312148 33714 690355 247213 216205 67547 36430 21057 131148 574095 544490 99843 NA NA NA 144958 565976 53797 139064 306347 686592 404783 NA 79308 147421 66507 NA 73762 198084 525400 482320 402890 NA 308122 3847455 106160 64832 716412 494328 417494 174319 88831 4044643 71642 1122075 NA 71395 131196 433963 92619 3073860 1131592 55550 132765 57931 786643 264705 171375 55880 465617 43560 33298 293164 NA 38935 117848 274209 144362 251705 396383 1976437 155386 71656 62054 273108 159751 179756 64850 94359 366996 126976 47026 142714 138801 72099 37766 102870 334806 +met_012 966828 422417 214842 1194887 421456 1901281 258409 NA 839552 1106235 878410 491735 4269851 283059 519567 810110 81046 656910 571446 839770 767967 832013 160535 583306 882564 1492712 61676 840394 321103 823730 899697 139924 545929 1294920 1130207 825318 236651 375197 251330 1506027 770762 751443 358250 183505 466680 234995 363012 22319 266856 754857 1427392 226903 284836 209380 1195077 4620106 222481 1374989 411419 729779 435834 640528 260978 242145 1428986 620975 355664 302626 731010 577113 269282 1025669 1939260 299290 550611 613659 640041 414264 218912 656206 624452 300278 471693 705508 736267 605046 661164 776176 307460 629006 2060619 411678 93072 633718 338884 264054 157504 676603 1805777 566963 910158 108224 250755 387572 303497 125823 689546 451727 +met_013 714912 791249 604575 589454 1074418 3070098 2119240 7137 890118 386826 930174 1000597 733434 233617 1360212 1037357 176066 772653 1884339 751699 1209307 255309 525705 1839142 659431 515303 159998 122897 1308292 804084 1176095 311879 1090860 1448865 1490176 473518 1314978 370766 658153 2072868 797182 241909 609394 363945 638321 364544 610599 90246 304093 689520 535665 940965 1084750 563914 300670 250836 847567 963190 994193 618534 541323 428765 214996 219920 308257 480191 443707 227943 328803 214748 175739 395171 87076 356367 663958 835129 406727 1311985 309483 421842 617353 320188 159318 432346 121762 313052 342490 369635 325067 279331 312419 170664 207936 381802 507274 489883 75053 222493 340858 231135 120305 217904 278230 150750 163974 297904 633609 195582 +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 3328218 1802985 1680743 2781704 8525375 3682738 3099285 1746654 788594 7427151 554576 6269287 5357 1140956 3709283 3307003 2315279 5493432 3053170 6192947 1432019 1076046 1464520 4824344 3147257 1994147 4573157 2230984 991725 1315331 4629949 2133538 3895081 2562451 1401708 1399516 3477358 648304 3496616 3434817 3068024 2848307 2263251 1598976 2740585 1773213 5880906 3627568 4706634 319862 3713057 1596358 2055649 3499900 2304312 2797584 1688276 967096 1358564 1437973 2728284 153100 1214379 1735479 2046537 783838 2422950 2074712 174935 841044 3060876 1269234 2031300 +met_019 5358981 1852069 2817716 13425015 6947343 9222617 9099809 NA 2007588 7787991 5015511 2251853 8420137 3275473 1831063 1018399 1118722 4098937 5116422 4752971 7501400 3802804 3861141 4796229 8889990 4018242 1056423 1778148 8605488 4674493 11002636 1309019 3295768 4003774 7986281 3554994 1607508 2115776 4253223 12066534 4281759 1970354 2927447 2831393 6021370 1974441 807466 651417 2493515 4180516 3116490 2176577 4888627 2196961 8476471 2528441 3630897 4682288 2689475 3796573 1696309 2923614 616268 2459265 4009301 7179730 3180600 4284691 3426119 6686427 2717812 4102734 4042429 1710961 1394798 8008701 1179149 3868258 2073126 3241222 5200014 2987295 6798742 3795870 516069 7273064 2569684 4363849 3392370 2862745 2413851 3631103 730630 2997575 2888571 2034137 894761 2900228 1749975 2510749 1092769 1391664 2705004 968069 2659929 1570759 4909668 2120155 +met_020 376727 558206 452456 684769 811993 1237434 2024650 59378 843116 425348 569489 680002 462590 261614 1086047 2150276 170780 587597 1690881 619922 1288773 511404 593075 1177122 476312 519660 101142 138098 693096 681209 1126823 499025 1237860 2135820 828884 454240 997945 166067 1676554 1730833 558241 229712 697829 170024 965976 338241 704863 94190 155578 629936 292129 893964 472098 347876 332458 146373 903792 728107 421968 607762 291200 341419 148894 171930 164280 253783 447534 122062 219240 172104 195005 269045 140185 268742 203012 672259 348201 328573 170828 202060 290122 245991 84278 292948 65677 236954 329675 185635 156592 211279 289833 106413 106902 198000 322821 208822 146461 124009 160929 167014 57739 225505 170062 108220 64332 287259 259570 165915 +met_021 791149 660956 341904 1567870 1327941 712706 674132 NA 617537 655997 727450 935308 541886 864815 2729263 31117 8699 438681 1470543 692208 1477338 85072 1251052 833682 817020 587321 5039 120855 33258 618630 1835142 376618 525836 1682514 1232387 441300 212594 357377 912678 275265 617032 222079 568340 433492 688010 379197 301587 4586 NA 576374 351101 1793570 434035 4703 118688 116337 437463 448917 595367 551755 312709 263131 118862 32997 409710 611048 837015 442475 417624 374604 171133 257577 150829 329983 427291 279155 446230 15583 172201 432252 239956 147483 192023 654753 65681 53180 585086 403571 740845 422602 1639724 294225 37612 273156 546205 770099 72131 378102 349769 349563 27926 378938 NA 15250 260854 288504 289160 252000 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453619 125443 1751723 480027 4382126 120404 361744 582154 916286 1646763 1149840 244615 695215 217962 2786697 3178144 154683 23837 1172846 1216139 463226 2119886 333539 2375022 225204 1897492 369852 596586 1172643 909821 1299489 520981 75183 1022220 1243021 2587846 2060262 2138614 1063708 229744 188650 1008907 223690 3329536 455120 486754 1802765 5603827 2281845 976508 1040916 1154191 2696195 474992 224476 429688 1015476 312237 2683955 888410 44435 154754 357451 649277 459104 282643 174424 128223 376053 866228 557089 1101878 1126394 153400 767169 534183 449284 803526 +met_024 16032278 14936988 8033606 12588739 15513840 26462423 27143962 18829 9970907 23846414 16510821 16842315 11790038 7304590 17486391 20755862 4460837 14246803 27477125 16220853 27768410 8554938 17186780 56208841 22324609 14058372 3167035 3015384 21081827 14697234 29010089 6206646 20865107 26003200 22833177 8418608 12391544 7250829 19366320 21105604 13827437 12035630 13395311 8450688 20293343 11361602 15299578 1366191 4289310 13598987 11425397 20310595 19715917 8236349 7852032 4755976 8385880 15186902 11243022 12462786 10369892 6611827 1781915 2988499 4246851 13094738 15792917 12059370 10484953 14363177 5567819 16525838 1939040 10475011 14302713 17962839 14881974 17317964 4920828 10855788 12224283 7722189 13580469 18832254 994413 14438127 9533519 9015535 14704865 8708281 10293424 8708380 3281132 11166962 10104254 9161854 3602659 9122643 8001536 8105192 2534757 6099879 5273866 2462544 10053531 4359819 10044986 6470875 +met_025 4604239 1480158 748805 13999568 6006627 3662509 5207024 3823 1183383 2000660 4202211 3228241 4177390 2958747 1362676 5028201 530152 3454784 4523323 4049546 12046491 1844607 5832995 2597793 7415702 1990117 755147 1571123 6764574 3877167 13468473 1184323 2097410 4014463 8825706 4501006 994023 1260526 2735667 6916403 3784603 1026110 1293773 1872377 3528525 1784286 1211795 343526 1402745 3304306 2841948 2021501 4695037 1505070 4519839 736794 1282724 2990922 2367859 3108800 1628786 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142710 785999 303568 13250 136592 NA 305324 69648 110489 82416 43667 214303 NA NA 131275 54230 90987 +met_027 2250930 1436433 1622845 2211403 1441333 2930173 1998616 2755 1436602 2767550 2347107 2533061 1314209 699730 1799272 2297696 261782 1215235 5933660 2420406 1803746 1579528 2132469 3230502 3321092 1231513 351935 574052 2021275 2316278 2768553 374876 1515499 2883699 2161680 1682608 775782 564460 1484764 3774954 2086312 1072067 2339610 1130946 1365368 1217005 831862 176919 586477 2048071 1421136 1611255 2320060 1028277 2070417 454712 1089427 2255368 2186969 1996087 1625629 1743307 161619 665745 4803070 3649696 3293603 1075822 1671522 1273018 656881 1389690 349842 747085 2098959 1880866 2093600 3142304 569603 1687392 2614360 569516 1241882 5786230 214950 2937948 1637761 2613417 1757844 1393085 1196456 4459313 347621 3500693 1732461 2402126 451680 632510 1136530 1332439 130507 810754 725144 2205393 2004142 1125066 709144 1029735 +met_028 1342382 1575026 600914 843118 690910 2953079 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2462854 1073618 1574076 1231447 1359906 704163 1964494 3603865 2610024 822566 702452 691609 2842043 519092 2950914 9024 569436 2471321 1484598 1147222 1916998 1022784 1434061 443415 782864 1322110 2036596 2361654 1170097 798390 547965 191524 182799 667660 1281233 1154001 1487135 808693 1062577 1638041 278010 1310029 1621043 1676466 1966015 562421 571675 1664817 1236323 604224 973132 941359 149649 1047941 793317 998884 981629 1399842 1183725 611878 675897 732935 963100 983145 57648 549374 844883 1229691 263898 798484 575355 19852 340941 597964 608923 1250969 +met_030 14881664 9585048 3153322 10434662 12859378 27860934 14066253 NA 10532530 6083042 15330338 18300220 10381995 6775200 18338212 12219016 2640179 9095868 17966689 14282244 42601014 12743075 15317688 23633853 38319356 8886700 12719346 15665537 21412050 13613421 19695308 4276699 9905666 21358813 33512214 6821979 6875578 4446798 25877019 16377840 12108796 5968562 4961466 8286116 14420053 7689786 8692657 693185 3256123 12638355 4899039 9557133 10702425 5661755 12468510 1642709 10245501 12530004 9511953 10574173 8369060 4800275 1467152 3708234 4758377 12313787 18069489 12443528 11097380 5100336 2956962 9471982 1493639 4519599 4732329 29610015 15684186 17897401 2539077 10376836 8949448 9663585 18484191 13859039 751423 23232727 14264998 16295947 3887988 9126898 7845474 8238760 3501955 7223657 8624873 7399474 3635483 16621131 8874905 8315877 895109 5538822 9994456 2851607 16905160 6418248 7987640 7221992 +met_031 1693955 1350873 441101 720164 205935 6232540 292240 NA 2042354 5111194 1630747 654773 260235 113852 7998652 558252 56627 567235 440472 1671518 2389553 141667 355907 858457 5155501 6753638 132280 126598 390440 1584203 376822 278355 2702321 4279904 474124 3061113 1149061 833752 596788 300727 1512845 7405588 286513 277951 3431522 275429 1883533 28342 341775 1533530 4371896 177208 173557 159672 4237446 324497 218223 1947969 356170 1408813 5443380 4005638 322129 49382 453013 625480 234390 420681 1184368 808147 160182 3202563 496884 255037 396557 657502 855069 539843 204051 1164728 313711 137639 129363 161389 23776 1161919 3140284 1858027 273246 961528 235786 3356118 309929 2764411 707041 408679 284508 833686 5891318 956502 330301 139520 261747 3233346 152027 84497 84821 444352 +met_032 1687436 1327191 482363 2626653 1737284 632465 1270979 NA 390343 203483 1938259 6647760 2495064 1811611 2650533 4773443 177386 387012 677635 1805860 460232 1169018 420212 2788576 90560 243580 81997 4001147 385458 1693049 1268903 379160 1193294 3057856 2761768 1538023 1670686 646899 424302 6016819 1638922 788163 619121 1812329 1415358 4764833 856753 261700 300022 1593894 3191637 1009268 1449991 492131 257104 73115 225552 4390926 1011450 1382981 1021477 769354 112295 44388 2175061 965745 940518 2208789 1223698 54992 405783 335695 3782355 1159166 630205 575851 2396077 396162 1747538 1153530 2280240 626451 65581 931429 262861 400527 3758150 1419565 455451 1064058 28139 448160 509897 2417119 1647107 573586 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494131 7314582 3971612 538607 256701 475577 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 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 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265972 5405773 150121 692922 6800706 1203006 731979 213201 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 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391801 999450 1809514 1541546 2155701 2157506 947258 1643449 1200173 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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection-57edfd3943ab/test-data/input-batchcorrection-sampleMetadata.tsv Tue May 02 09:47:22 2017 -0400 @@ -0,0 +1,109 @@ + injectionOrder sampleType batch +QC1_001 1 pool b1 +HU_022 2 sample b1 +HU_076 3 sample b1 +HU_166 4 sample b1 +HU_114 5 sample b1 +HU_190 6 sample b1 +HU_139 7 sample b1 +HU_096 8 sample b1 +HU_058 9 sample b1 +HU_031 10 sample b1 +QC1_002 11 pool b1 +HU_039 12 sample b1 +HU_087 13 sample b1 +HU_143 14 sample b1 +HU_162 15 sample b1 +HU_102 16 sample b1 +HU_188 17 sample b1 +HU_095 18 sample b1 +HU_062 19 sample b1 +QC1_003 20 pool b1 +HU_063 21 sample b1 +HU_011 22 sample b1 +HU_074 23 sample b1 +HU_122 24 sample b1 +HU_142 25 sample b1 +HU_030 26 sample b1 +HU_187 27 sample b1 +HU_167 28 sample b1 +HU_113 29 sample b1 +QC1_004 30 pool b1 +HU_081 31 sample b1 +HU_014 32 sample b1 +HU_206 33 sample b1 +HU_119 34 sample b1 +HU_033 35 sample b1 +HU_067 36 sample b1 +HU_140 37 sample b1 +HU_164 38 sample b1 +HU_193 39 sample b1 +HU_112 40 sample b1 +QC1_005 41 pool b1 +HU_097 42 sample b1 +HU_056 43 sample b1 +HU_195 44 sample b1 +HU_135 45 sample b1 +HU_159 46 sample b1 +HU_070 47 sample b1 +HU_038 48 sample b1 +HU_026 49 sample b1 +QC1_006 50 pool b1 +HU_098 51 sample b1 +HU_115 52 sample b1 +HU_137 53 sample b1 +HU_019 54 sample b1 +HU_073 55 sample b1 +HU_168 56 sample b1 +HU_191 57 sample b1 +HU_040 58 sample b1 +HU_046 59 sample b1 +QC1_007 60 pool b1 +HU_103 61 sample b1 +HU_015 62 sample b1 +HU_053 63 sample b1 +HU_121 64 sample b1 +HU_183 65 sample b1 +HU_199 66 sample b1 +HU_042 67 sample b1 +HU_075 68 sample b1 +QC1_008 69 pool b1 +HU_203 70 sample b1 +HU_024 71 sample b1 +HU_082 72 sample b1 +HU_169 73 sample b1 +HU_129 74 sample b1 +HU_057 75 sample b1 +HU_035 76 sample b1 +HU_194 77 sample b1 +HU_145 78 sample b1 +HU_104 79 sample b1 +QC1_009 80 pool b1 +HU_177 81 sample b1 +HU_025 82 sample b1 +HU_080 83 sample b1 +HU_117 84 sample b1 +HU_136 85 sample b1 +HU_197 86 sample b1 +HU_036 87 sample b1 +HU_054 88 sample b1 +HU_085 89 sample b1 +QC1_010 90 pool b1 +HU_160 91 sample b1 +HU_092 92 sample b1 +HU_023 93 sample b1 +HU_124 94 sample b1 +HU_147 95 sample b1 +HU_205 96 sample b1 +HU_084 97 sample b1 +HU_120 98 sample b1 +HU_198 99 sample b1 +QC1_011 100 pool b1 +HU_045 101 sample b1 +HU_029 102 sample b1 +HU_069 103 sample b1 +HU_155 104 sample b1 +HU_106 105 sample b1 +HU_146 106 sample b1 +HU_128 107 sample b1 +QC1_012 108 pool b1
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection-57edfd3943ab/test-data/input-batchcorrection-variableMetadata.tsv Tue May 02 09:47:22 2017 -0400 @@ -0,0 +1,114 @@ + number MSI_level +met_001 1 1 +met_002 2 1 +met_003 3 1 +met_004 4 1 +met_005 5 2 +met_006 6 1 +met_007 7 1 +met_008 8 1 +met_009 9 1 +met_010 10 1 +met_011 11 2 +met_012 12 1 +met_013 13 1 +met_014 14 1 +met_015 15 1 +met_016 16 1 +met_017 17 2 +met_018 18 1 +met_019 19 1 +met_020 20 1 +met_021 21 1 +met_022 22 2 +met_023 23 1 +met_024 24 2 +met_025 25 2 +met_026 26 1 +met_027 27 1 +met_028 28 1 +met_029 29 1 +met_030 30 2 +met_031 31 1 +met_032 32 2 +met_033 33 1 +met_034 34 1 +met_035 35 2 +met_036 36 1 +met_037 37 2 +met_038 38 2 +met_039 39 2 +met_040 40 2 +met_041 41 1 +met_042 42 1 +met_043 43 2 +met_044 44 2 +met_045 45 1 +met_046 46 1 +met_047 47 2 +met_048 48 1 +met_049 49 1 +met_050 50 1 +met_051 51 2 +met_052 52 2 +met_053 53 1 +met_054 54 2 +met_055 55 2 +met_056 56 2 +met_057 57 2 +met_058 58 1 +met_059 59 2 +met_060 60 2 +met_061 61 2 +met_062 62 2 +met_063 63 2 +met_064 64 1 +met_065 65 1 +met_066 66 2 +met_067 67 2 +met_068 68 2 +met_069 69 1 +met_070 70 2 +met_071 71 2 +met_072 72 2 +met_073 73 1 +met_074 74 1 +met_075 75 1 +met_076 76 2 +met_077 77 2 +met_078 78 2 +met_079 79 2 +met_080 80 2 +met_081 81 2 +met_082 82 1 +met_083 83 1 +met_084 84 1 +met_085 85 1 +met_086 86 1 +met_087 87 1 +met_088 88 2 +met_089 89 2 +met_090 90 1 +met_091 91 1 +met_092 92 1 +met_093 93 2 +met_094 94 2 +met_095 95 2 +met_096 96 1 +met_097 97 1 +met_098 98 2 +met_099 99 2 +met_100 100 2 +met_101 101 1 +met_102 102 1 +met_103 103 1 +met_104 104 1 +met_105 105 2 +met_106 106 1 +met_107 107 2 +met_108 108 2 +met_109 109 2 +met_110 110 1 +met_111 111 2 +met_112 112 2 +met_113 113 1
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection-57edfd3943ab/test-data/input-determinebc-dataMatrix.tsv Tue May 02 09:47:22 2017 -0400 @@ -0,0 +1,11 @@ +"" "QC1_001" "HU_neg_017" "HU_neg_018" "HU_neg_020" "HU_neg_021" "HU_neg_027" "HU_neg_028" "HU_neg_032" "HU_neg_034" "QC1_002" "HU_neg_037" "HU_neg_041" "HU_neg_043" "HU_neg_044" "HU_neg_047" "HU_neg_048" "QC1_003" "HU_neg_049" "HU_neg_050" "HU_neg_051" "HU_neg_052" "HU_neg_055" "HU_neg_059" "HU_neg_060" "HU_neg_061" "QC1_004" "HU_neg_064" "HU_neg_065" "HU_neg_066" "HU_neg_068" "HU_neg_071" "HU_neg_072" "HU_neg_077" "HU_neg_078" "QC1_005" "HU_neg_079" "HU_neg_083" "HU_neg_086" "HU_neg_088" "HU_neg_089" "HU_neg_090" "HU_neg_091" "HU_neg_093" "HU_neg_094" "QC1_006" "HU_neg_099" "HU_neg_100" "HU_neg_101" "HU_neg_105" "HU_neg_107" "HU_neg_108" "HU_neg_109" "HU_neg_110" "HU_neg_111" "QC1_007" "HU_neg_116" "HU_neg_118" "HU_neg_123" "HU_neg_125" "HU_neg_126" "HU_neg_127" "QC1_008" "HU_neg_130" "HU_neg_131" "HU_neg_132" "HU_neg_133" "HU_neg_134" "HU_neg_138" "QC1_009" "HU_neg_144" "HU_neg_148" "HU_neg_149" "HU_neg_150" "QC1_010" "HU_neg_152" "HU_neg_154" "HU_neg_156" "HU_neg_157" "HU_neg_158" "HU_neg_163" "HU_neg_170" "HU_neg_171" "QC1_011" "HU_neg_172" "HU_neg_173" "HU_neg_174" "HU_neg_175" "HU_neg_178" "HU_neg_179" "HU_neg_180" "HU_neg_181" "HU_neg_182" "QC1_012" "HU_neg_184" "HU_neg_185" "HU_neg_186" "HU_neg_189" "HU_neg_192" "HU_neg_196" "QC1_013" "HU_neg_200" "HU_neg_201" "HU_neg_202" "HU_neg_204" "HU_neg_207" "HU_neg_208" "HU_neg_209" "QC1_014" "QC1_001_b2" "HU_neg_022_b2" "HU_neg_076_b2" "HU_neg_166_b2" "HU_neg_114_b2" "HU_neg_190_b2" "HU_neg_139_b2" "HU_neg_096_b2" "HU_neg_058_b2" "HU_neg_031_b2" "QC1_002_b2" "HU_neg_039_b2" "HU_neg_087_b2" "HU_neg_143_b2" "HU_neg_162_b2" "HU_neg_102_b2" "HU_neg_188_b2" "HU_neg_095_b2" "HU_neg_062_b2" "QC1_003_b2" "HU_neg_063_b2" "HU_neg_011_b2" "HU_neg_074_b2" "HU_neg_122_b2" "HU_neg_142_b2" "HU_neg_030_b2" "HU_neg_187_b2" "HU_neg_167_b2" "HU_neg_113_b2" "QC1_004_b2" "HU_neg_081_b2" "HU_neg_014_b2" "HU_neg_206_b2" "HU_neg_119_b2" "HU_neg_033_b2" "HU_neg_067_b2" "HU_neg_140_b2" "HU_neg_164_b2" "HU_neg_193_b2" "HU_neg_112_b2" "QC1_005_b2" "HU_neg_097_b2" "HU_neg_056_b2" "HU_neg_195_b2" "HU_neg_135_b2" "HU_neg_159_b2" "HU_neg_070_b2" "HU_neg_038_b2" "HU_neg_026_b2" "QC1_006_b2" "HU_neg_098_b2" "HU_neg_115_b2" "HU_neg_137_b2" "HU_neg_019_b2" "HU_neg_073_b2" "HU_neg_168_b2" "HU_neg_191_b2" "HU_neg_040_b2" "HU_neg_046_b2" "QC1_007_b2" "HU_neg_103_b2" "HU_neg_015_b2" "HU_neg_053_b2" "HU_neg_121_b2" "HU_neg_183_b2" "HU_neg_199_b2" "HU_neg_042_b2" "HU_neg_075_b2" "QC1_008_b2" "HU_neg_203_b2" "HU_neg_024_b2" "HU_neg_082_b2" "HU_neg_169_b2" "HU_neg_129_b2" "HU_neg_057_b2" "HU_neg_035_b2" "HU_neg_194_b2" "HU_neg_145_b2" "HU_neg_104_b2" "QC1_009_b2" "HU_neg_177_b2" "HU_neg_025_b2" "HU_neg_080_b2" "HU_neg_117_b2" "HU_neg_136_b2" "HU_neg_197_b2" "HU_neg_036_b2" "HU_neg_054_b2" "HU_neg_085_b2" "QC1_010_b2" "HU_neg_160_b2" "HU_neg_092_b2" "HU_neg_023_b2" "HU_neg_124_b2" "HU_neg_147_b2" "HU_neg_205_b2" "HU_neg_084_b2" "HU_neg_120_b2" "HU_neg_198_b2" "QC1_011_b2" "HU_neg_045_b2" "HU_neg_029_b2" "HU_neg_069_b2" "HU_neg_155_b2" "HU_neg_106_b2" "HU_neg_146_b2" "HU_neg_128_b2" "QC1_012_b2" +"M53T345" 42779.3721121841 15074.1968224961 27606.1785823935 19852.1617880405 52602.4518881409 0 79597.5040896563 17656.125836332 14442.9490502211 138869.981260119 32761.0927210332 0 122734.450361837 0 0 166910.294593527 156294.989437752 202048.894588891 109383.253873075 0 62456.6025907225 39365.5200417267 111628.134234755 119125.737447368 33089.1407089231 101475.563434966 0 50574.1059385567 97324.7117260035 45957.8534136242 0 81739.3213397075 68762.047406909 58300.6616291019 77304.0740671995 39891.7167254028 70113.9653518234 324095.722803516 133731.673403656 75174.3515363374 55077.1297019528 97614.4270171876 16451.936108592 3356.88223480915 129051.012407321 19318.4607431544 66489.3976696218 0 34952.655496657 104405.718527173 0 0 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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 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1383409.17379352 4584394.09179467 2482278.89660077 3921635.98922498 6358775.15817 3692632.69292923 8496813.15066293 4797232.7949376 659665.434302325 9404952.25595775 3362259.21281736 5778631.09772257 4547328.45040819 3885352.33672929 3317817.34537726 5055656.13447211 1030716.61681454 4285720.98448145 4186602.46587189 2989511.55383628 1333794.39866849 4386320.71330555 2686058.38600045 3912333.2744824 1729212.30462625 2237100.18546689 4418748.29357153 1607581.72921911 4491935.31332922 2698594.36537475 8584592.67956446 3774479.43401431 +met_020 380460.662530203 545043.809688284 428060.630927739 628969.873202076 725429.874664621 1077126.41728487 1719848.61604982 49295.9572323184 685060.521232811 338701.433412276 444971.923414127 521972.238827728 349231.554914656 194457.915761107 795623.491033551 1554089.29785085 121885.861776506 414502.517085271 1179981.11696259 428335.787186172 882406.98251691 347257.755672827 399700.077615496 787982.643923043 316945.28930176 343978.159871503 66646.6193578285 90652.7571298145 453568.325191447 444724.914941863 734400.337495777 324914.642858664 805735.394651856 1390800.7572855 540357.391170123 296668.087819409 653439.971668872 109098.127941938 1105897.09807873 1147235.53342694 372106.225659587 154112.029274189 471610.078652277 115855.070920421 664278.606254665 234973.768302979 495177.973958203 66989.0624080028 112147.429502614 460770.920287776 217064.816833352 675394.732597932 362866.474495026 272112.86247148 265425.824130158 119649.914938069 757028.691671476 625030.160145377 371092.42079731 547226.923559283 268278.699258314 321674.196117464 143406.819262747 169236.950986558 165240.404152451 260832.746766526 470012.882648704 131007.07351727 240511.864777452 193020.222990609 223645.337186303 315616.631295092 168261.897472301 330145.931609031 255342.134602234 866000.82097745 459566.752785138 444475.754945979 236939.554098071 287467.777747412 423535.780999503 368637.81592733 129698.867830012 463151.298810215 106714.554752985 395838.496305391 566430.631232052 328161.23489477 284917.987981237 395804.933587855 559234.110759591 211544.396656032 219021.369017209 418200.165586387 703095.470064643 469101.546046874 339424.652946772 296540.975468292 397137.027545414 425384.199243967 151792.24324229 611923.970005418 476317.204651986 312828.499800305 191898.130289251 884031.804926982 823896.972797342 542959.132329054 +met_021 544395.063036636 457583.423964441 238149.711962312 1098780.06154983 936356.95000389 505641.277987247 481231.916575154 NA 446326.548731241 477084.551974981 532365.747382306 688787.419008359 401580.541961547 644960.501980169 2048386.47477181 23503.5090498123 6612.79561286682 335627.952916975 1132384.06363148 536504.032162795 1152525.85151867 66804.6030981732 988915.033913575 663381.366539849 654471.172312522 473635.795450179 4091.10898788827 98788.3967375868 27371.5466732553 512641.407543922 1531262.75858915 316443.553187286 444916.191677483 1433628.24342794 1057527.63113824 381383.1268355 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112652.563369825 600105.985427598 564365.142260229 573629.28187673 46624.7282334128 643962.531481922 NA 26885.5126583707 468745.727760511 528696.691742251 540684.06634708 481066.575987173 +met_022 544077.651139656 822914.596176267 814417.877393706 367221.970187313 410976.420926772 112602.651495342 253129.195397262 NA 307559.92142082 177571.762580104 482232.474414016 1010970.96434718 359187.510667535 358014.892665059 172748.397386334 197066.860702444 80460.9777875907 2473476.78742414 312074.448928389 505706.831781882 768826.67251867 795658.6691447 652223.32248486 494309.947497758 272099.35956161 259429.223661286 113566.43088544 495404.694123108 473158.576028737 509437.649178146 694125.988394637 171621.149985714 197313.115949933 600918.306960209 559544.104022623 323488.382003759 61806.1184873077 398541.691474507 425876.666190441 334581.402132516 505229.39927194 552623.285922353 999291.989057669 4119215.34390167 400758.586150799 933930.275846997 623549.066897211 47034.9869538633 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326067.943358695 148179.578209412 252886.863436648 204584.900027829 335399.15150072 298184.539680372 2339324.86313315 100003.920619707 194020.922038754 563501.571018571 634458.590128565 43695.7000540082 323683.533122184 75889.7156529325 376741.62592659 88722.1823530852 176836.841613421 253450.012181671 38773.9231584259 176493.278573858 252132.765346788 465414.153909299 388207.622769262 +met_041 1895039.73340222 1341785.84793659 1457664.17702303 2212341.17665203 1501104.81423202 2428074.41570468 2247133.73478291 60752.8212657568 1234643.80710326 1278092.15612927 1897031.49523207 1375606.51139342 1675255.04042883 1226541.43253974 1631277.68569062 1436732.52613515 1359928.58361842 2445932.03690514 2288808.01138106 1851840.2391319 3985739.53792027 1716116.78607801 1809579.78825274 1930196.8967949 2661924.60757681 2571950.9821795 1765706.60840452 730936.094325541 3826366.34596038 1990456.85642793 1861104.07548275 911795.953603874 1186246.80149571 709781.563656151 2264564.21889619 1614278.7904079 2155430.86871806 1693012.92802184 4044532.12851167 1713326.63169999 1833996.87527315 1720648.39519796 1366992.13220716 1364465.72241267 2213880.22030866 3634319.1006576 1529646.93556372 430826.576541709 1793398.98178737 1908590.81402896 1156487.30692124 1654926.59843936 1869887.23892661 2744360.77070023 1401203.95122304 1633987.65564162 1926733.55050574 2399452.41258888 2827260.68414823 1967981.22000377 1793555.53663619 1769286.43091666 821123.795650765 2436646.22287639 1117085.10992239 2292855.42685702 1866340.86423409 2198523.78881173 1794332.62353858 1962480.42964579 807848.642887961 2546325.01082761 426693.673037268 1097388.34867865 2003362.57498889 1721087.64673872 2427366.11823082 2450480.41163849 1085357.95928032 1899854.38129753 1399980.72903392 2525652.96098586 3203320.49813049 1448660.73565729 578549.75509233 4308376.61249761 1799698.24380428 1841395.26596451 2072318.85195067 1888099.75880136 2653642.35234902 2568795.95975257 877129.129421236 2313763.9568804 1617538.09274386 2270459.98188261 1074392.45382531 1296615.09377952 1887149.41460136 1905834.30568235 1524846.87389573 1545467.56633575 2669803.15774402 1307547.42497344 2185092.35060545 2383800.00224969 1789072.69863945 1899679.77912485 +met_042 7031003.16886075 7572178.9398514 5740949.25512577 5858963.63046236 5450171.55655782 8625110.17559616 9756910.83348362 298258.766458085 21102425.4976848 5098763.61681273 7005797.92788008 11376559.0966923 4731531.75497175 2802190.52750336 2719818.9693502 8481522.51180185 2266200.41733205 10619332.6534899 15691555.1016724 7222259.05995225 7697159.70584781 9176141.8417223 4665205.7820755 9739017.84757587 8837270.92094443 3412636.63953586 1656915.00264622 5888971.47611431 10562430.0765888 6918515.29014762 3932728.56319346 3834319.44070194 8930066.84807478 5315832.52160083 12420123.0105744 3744947.08399389 5519797.56196026 2504630.05603173 8885847.18553208 15167785.7524081 7249216.0766447 4503650.77425467 4550363.54678378 9672506.00241096 15784745.6300764 4373081.0554914 6619452.99657202 1862001.62246154 3498317.14374506 7201051.00257591 4338579.22848678 3010507.84753796 9223719.09379421 12767618.9961261 8440069.06954553 8215325.62070774 11230930.1028349 3994103.54490441 4185303.98282054 7019555.07697265 5490593.10807847 4990748.1302578 3664309.83466982 3512558.91172221 9532542.04236358 5902319.0704894 9276377.4737376 7187556.83915196 6577404.16782817 4566872.17795198 4212387.43759627 19327350.2184687 2597672.26349049 7838924.97694404 5985142.30677785 9992924.98229435 4336546.64172568 19060710.3451655 5932136.11105496 7387469.90720492 6325675.80209719 8451474.99390326 9110399.86208233 7769554.19596814 1876041.90612235 7248725.90942196 5762737.9647267 8850504.29194649 10389486.4746832 6776115.76544738 12038904.8022633 5071042.89233759 3599547.82539702 10669911.0043739 5191481.2758862 14720332.2892701 3101286.12897513 8321877.93858787 8814335.69487795 7247953.24305194 2091901.63144079 9461937.6320411 9848360.49233592 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303698.431930339 175046.29761582 101175.741454185 NA 155475.0532284 NA 100001.020955961 777739.580669798 182468.907605737 NA 194864.840608046 18573.9033883556 25059.7291809877 267288.529831127 NA 103678.688858134 598463.945611586 17366.4193328132 168796.769280342 NA 83665.0102572161 NA 22645.9413029959 13264.2417894328 172509.205660526 122955.067132443 479153.094828796 23282.3365085444 119397.632309982 210396.511017267 593665.274781295 11645.9344817658 NA 57502.4659936368 43699.0837085922 92442.8763161118 101010.834865604 194413.68823886 83072.522925317 NA 176857.625848001 58264.8766057324 87340.1187250742 23852.3108015381 109666.578119042 129113.698647099 11812.8106398011 91847.6116348366 203142.641617085 59769.2117730582 126805.858298275 NA 59146.087777914 121855.327743216 239514.667801431 100786.441751669 126615.18677986 355133.145153599 71201.5702454826 26331.6285770631 20477.1402564392 2992.03385405573 114683.908618971 122264.246673495 88235.1817974784 5187.3755941303 60247.7406392878 128174.413624588 21119.5587752994 NA 49084.211771061 21303.7523410375 66909.7063368838 505865.364238395 NA 107747.983241364 121416.755799045 2381.49734633994 346308.49146098 NA NA 71804.1137220301 65582.3696958619 263084.881606371 133484.088085302 114862.179694519 127004.840706984 445773.14079657 78483.8820608656 47493.5330032803 90848.7670620242 13726.3911008546 76118.1632978098 188050.373909029 92470.0840076939 115946.9088983 NA 2026.50968093654 82220.8989282233 167729.260678229 7220.37084017025 38129.7864690536 210746.748697004 103748.200371686 +met_045 14052831.5495123 13254965.7313022 8620258.0305631 34633884.3714045 15860747.7813894 8505766.75583787 8844936.90979232 29107.0065015052 2866178.42559899 68890987.1894398 13804070.5850681 7456975.44747878 12181325.7528292 5851723.28019978 27707969.2827486 12617737.5670639 4907110.83991085 4914801.81142609 584138.3775146 14252265.8787148 22231572.1757017 6634523.01400671 11451551.5285611 29014179.1971321 14979773.4175882 13812671.3009182 3102768.68108671 4698786.66297864 12704289.7632185 13754280.7306223 26878809.0457485 852932.117630056 2535467.19099225 35011714.0661495 14001410.822909 6064411.48366821 162804.758553733 6795151.81200165 6570901.22067916 20386135.0813868 14157727.2564489 5249693.17961745 9715001.94490833 5721852.39933206 10982022.8070729 19855070.305873 14437781.1725463 2235115.91690551 8291639.56925299 14313662.8143469 18342794.9909557 16245485.6797869 18556065.7355519 6836162.02188709 5857206.18920439 852447.440932065 3794279.27673121 5511921.28976469 7970822.08728576 13804541.1092683 13723886.9769948 4625347.19815743 3693786.95345549 1614420.80477025 9473932.47419557 24943311.8565081 23574700.6635476 10896158.9033667 12783522.5836465 7104690.65157432 6061209.87972421 10679121.6853624 7453411.21413001 9890744.831793 12054432.9382331 31551300.7189951 2299102.58649015 11742689.8372942 10400103.808066 15422443.0948322 14869168.9865295 9795544.03603526 18356882.5947573 26553352.2561049 3202400.19064519 11148276.7505136 13484169.5176708 10860426.1222233 21905292.585927 14719940.18862 11562492.8708276 10821737.2977406 2975991.9154014 29614413.9855502 8580575.15841909 8480496.99644925 24863696.9778598 17499436.3036467 240144.362325131 20588269.4027435 6167532.19109864 11262735.2246094 17445988.9750451 37853255.786893 41848973.5110948 11901003.9385278 130103097.097968 4081917.35808255 +met_046 272841576.7733 282724283.540879 257362643.413183 347345645.791204 262488033.207091 258150345.160086 355874802.597196 9548629.80686468 195958832.928019 128607279.852831 285176325.728859 340399579.817773 243285403.372989 221899510.214254 454025880.048574 252270222.492537 112669272.601032 307939072.354269 300490417.531419 285183969.995183 379425706.950049 165384200.681924 517692189.621809 451427613.380544 203537683.467533 172450800.539093 65653962.5046915 111904173.951328 453068229.709485 282125179.788227 253490153.381404 185286695.687657 290573468.864473 408556869.372545 362954013.950761 105306970.564675 191998628.23823 238370744.348788 309879913.367117 309355205.595706 277229780.35036 225721143.525558 195921233.162759 87132361.3889471 331029081.997463 163476962.448989 199171379.829233 66060486.1802818 189654210.132671 282062595.723303 225184244.330004 337860833.187817 272459810.374944 281294463.422557 252704740.513722 284531049.535981 197303078.865593 214992098.534968 377847426.755098 289878114.176437 220121294.861714 235108172.589423 165098274.987771 177973763.853289 298923054.506179 224548999.171659 311454112.63323 295323067.918253 259874627.18212 185243333.857123 178573031.738248 256228287.896186 145366371.867039 298773162.752934 296783005.780204 351840731.616052 246897129.19726 426396924.06014 148949668.060712 280753499.119689 145593913.840241 231679837.815121 434915101.180222 170189192.431326 100075294.817796 361462504.703628 233671452.056102 272129406.578202 265528393.0969 271612963.820075 405107973.67047 215358013.980854 207681293.947235 265570194.749545 224838343.133752 305661686.231061 235528150.205653 303707127.491713 280249073.68698 298615290.812873 208567176.997485 251878709.266332 291912187.251942 247391354.641997 331917570.134021 274741906.023219 502808200.787889 270684748.756448 +met_047 840050.457887697 400701.514224266 168085.731011586 1556033.39986252 1324896.96725389 3365148.01240911 4983680.07104642 NA 874432.482149453 2154214.00831687 941876.624528013 775495.031541292 673101.393276869 272544.723586544 1103822.69884074 105984.815391831 216448.077165354 2230641.12813539 579355.34754363 1005929.49698317 979111.102470136 124416.481826805 1159205.0735271 1506739.10549218 3189160.60975602 1806504.97868543 139612.253191598 52386.7035682354 1813985.00400746 819035.046218433 4027228.11198144 227586.49935546 1283478.07877277 903467.987652998 220085.009026913 531803.943316847 2132985.01823786 369522.033496401 1064065.42605435 589017.491820765 934059.557655971 172181.876873326 882458.278473882 460049.035049899 966800.742635745 800507.284838186 365660.060272929 24195.303445845 274006.498157475 892697.55149921 795983.325893115 1618704.94841386 1273404.05034815 486233.79622812 380792.103985893 138937.831875908 677803.662562022 1900336.9482197 1221302.11272231 976094.119925966 1293009.1864395 550112.478281424 196084.818014036 298290.84764384 227925.731569465 867575.933452986 978224.750143395 884056.959810643 802743.573596009 759298.345509729 286900.253418187 600042.746097936 85906.3500195155 1742767.63581513 418023.497383931 1726544.02602895 999457.168824183 2723084.69691474 444377.495153722 873641.507406809 534917.031010639 559454.341448613 985205.877924709 1303523.44830691 NA 2414038.02642317 597433.924063208 2298853.51887237 2058423.16034106 896023.092855524 1942411.83708895 530937.284826264 403409.396298642 1832025.32066013 531128.614448813 3104394.88933885 146718.785317481 449282.652423731 1072123.88628863 1124646.69878179 211971.392110781 782901.303281416 2159484.3518059 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86954.5565949913 53447.9887405126 40037.3367292991 169053.253410038 55038.4700535131 105864.439643486 162684.259111456 46300.7035602892 223092.088668303 127832.845078914 75209.5088807512 198784.233483975 61045.4314364947 145085.549156358 290220.471451161 107656.280210869 114811.530918273 523313.365985681 169010.204446685 150083.040311 63103.5875359217 136841.958149501 75742.3462357972 26909.5939914595 108306.521058793 156136.929116422 231544.77745666 144591.424405918 +met_088 1114156.10844461 718962.434703991 251169.755693155 2430966.15744992 771935.303694082 500878.108207795 1506532.21606952 NA 260003.887477074 1193923.07210796 1063550.99794682 733833.757082309 481311.958165321 2038122.90237624 729304.130362747 672943.036858587 351460.073363752 1281410.2455841 3049080.96794124 1122272.03337669 1662091.44944421 1966742.526825 2131860.0994331 1202189.74831586 893982.58112865 1158051.41917858 402108.223598413 214276.484634403 2290672.64733941 1086455.37737022 1049989.6023926 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415677.011608753 222133.386724865 590347.046056951 634468.10536116 837928.867757487 271530.527433465 343493.735767961 231230.606237112 878304.240856135 472687.90823578 268194.589774914 296598.67313155 237240.519960461 560280.217446007 419070.347429905 220611.03364679 417838.08865495 554013.23996379 478579.280081116 816855.273429394 450248.41809008 671067.395930315 536141.405553328 272338.164804829 958837.461738069 351269.031519495 898149.203782322 270477.691025932 488563.849325112 415925.378449739 496967.812485695 568374.029671673 577760.198559257 656571.581557304 571445.892541155 288001.063323219 287975.732017419 669884.81231751 361296.630217305 400081.597283894 370850.696630259 671504.042768756 163157.443000425 255972.397440834 203628.508698265 674154.061671363 853963.306570161 1093809.40240916 528564.486991671 461894.541792852 382956.541060572 546794.034408443 154630.007912095 716259.495046856 232410.999067075 258706.605619237 715416.857945324 307804.065457706 270880.828107514 434092.014738147 263323.936179642 430380.128500763 878603.768044785 1055152.44244212 130243.257168092 1013064.07004337 182537.019331596 449147.252328361 1323831.16093734 482583.86583938 648331.295727069 357008.865990431 164299.871621097 334745.844694145 63097.7324624238 346742.088956954 116485.345872499 308363.275047107 421510.220146948 469630.244071362 214944.539087649 679473.815523522 575874.754905382 80044.5334481536 188212.074199603 538318.614357879 285891.884100972 394813.373467562 +met_111 829000.28997595 621330.988744865 450740.709470865 2282077.67453648 1942259.22615969 1599738.15705569 1773016.86671848 NA 455251.31893667 502025.800582396 875771.501944033 403461.492354442 1568966.83957551 751403.630730766 358967.800839651 533331.136206212 274215.114572557 952059.984434005 535463.221190266 866726.591517779 1316679.62612104 438804.876083318 539543.133894599 1084498.49798105 1574773.63499868 597622.682446737 221497.369896048 379590.645665412 1844298.69664545 870937.442830778 2356166.75195693 164311.529003331 349459.801477914 823428.847301445 2107084.32750251 669378.01382843 150733.348803707 523911.746625199 744024.061805947 2599962.04012818 856833.824741266 284883.086861231 591043.736673909 642323.237630858 1907003.50488254 469450.994570684 196339.885602822 125002.9600286 672404.048261206 860929.784369575 679927.541258647 654929.477989829 1540739.95309163 410562.903519911 1989289.6989242 679559.976464001 1057930.49563655 1224273.21983297 780153.428304949 851459.59548852 426594.142639599 729634.719366778 264295.457609759 839697.679793717 694220.121072861 1180742.63583948 556486.258026036 974617.45493391 802529.952244419 1617802.85361309 1157452.28225789 1134009.02893168 950763.050806536 452631.049787301 469184.972536049 963758.139805117 143691.091476743 1622088.74186515 1078521.16384775 909801.613197758 1539788.40006757 1405057.03024695 1446597.07759849 859101.558136012 142383.112819682 2589391.88056521 977785.384695409 1054180.33235713 1090979.33590343 813748.203006604 1229309.49062481 1608619.81571132 292076.848877472 863039.358844594 1515390.49822307 720835.420170901 443982.812394315 977783.054388112 479678.805085766 861454.511172265 399179.581453245 537468.992122009 1341168.53297045 356665.05278084 1077581.84947797 699378.392150834 2180156.83550866 859740.908081678 +met_112 4538260.07332924 1997603.63759386 3101105.23740388 8676705.07693322 4499120.50413992 2300186.26663146 6028064.84593985 NA 2491991.86068611 4936389.92875914 3934368.63868677 3223602.52806592 5758560.31329564 4068603.841081 3020876.08310117 2092201.98947378 1414128.60450223 3564589.34919401 4454519.51899205 4111395.21282403 6506628.04141497 1638924.06694788 4704057.12477128 3783706.68101197 6398699.60280182 2814042.19687001 1380804.4721669 2762753.71246615 5605197.20586148 4482681.39654663 8211280.3603205 1649600.0418054 3908924.69185977 3874350.9274596 7338556.35476537 4151528.10101192 2487779.1011633 2870763.03704328 4304219.62588264 9393649.7874239 4176141.32094111 2629914.41305345 2699719.51441013 4108774.30717426 7046808.49106602 2534899.22779241 2209294.01128173 993612.490501395 3466629.03422472 4284484.51427465 4707978.58556783 2496536.33382371 4076646.32542001 3524390.53123507 9275598.64644259 2759480.08076153 3366878.58611063 6050319.56436356 2714865.54936974 4174949.54971015 3275325.72458992 4267918.90420684 923327.926460122 3170959.29947981 4492717.85645683 5139744.91372233 3863471.57733796 6886498.45100012 4428439.83785168 6371944.02729372 3112777.74911802 5514644.81005529 5808375.07378356 3308682.79888993 4771946.46729538 8144361.80783535 3409974.53680361 3500477.92909192 2617203.28223743 4414062.2820156 3812798.14081105 4585421.2045072 8793172.67675604 4637139.66088434 943790.950209665 8994466.91015319 4615134.45758878 5559998.73571828 6145353.55124427 4289798.20115878 2893421.75793062 7849317.9231938 1717519.10857095 5494016.27783925 4286547.30565284 4216165.66988365 2612752.98298915 3584586.08196358 7009045.08682862 4480360.79775925 1797914.42775286 2958118.63205771 5180419.78048592 2965412.74263722 6867343.34574981 4060369.23068331 4489646.44698815 4072790.12794517 +met_113 1008565.5752504 1158567.63903145 529830.796502162 889814.888535702 1448388.21917358 1841757.04389807 1322567.71170675 NA 1170273.11749264 999795.60192758 1036645.09275775 980543.484756615 763711.435143932 409322.220596871 2009596.78032114 775776.680204633 262459.955623623 1536763.6397872 1026146.72109141 1089130.8837249 1650573.81412147 605567.758060381 1445318.28337213 1682617.78861332 1492151.26331285 987383.80646001 235646.175796624 177370.54091637 1706438.13091351 986114.199693531 2476280.35702388 408095.520330724 1210422.14154099 804240.996639918 1409699.96479546 692439.380275386 741562.342086506 493209.987837817 894850.612050541 1187806.75778047 982531.920495763 861473.583014974 985392.332655452 457279.162538855 1071029.24363867 389141.615930624 1086237.1583117 101822.549704857 412116.995986363 1117205.58522017 666034.618948003 1656278.0882703 1017055.12392107 670681.845781125 764619.55232811 232557.596158996 1001461.99426945 759811.792469226 992902.332619325 991708.040046475 928839.397680866 759923.801127517 228428.464322441 389332.254437437 380456.756714177 1074125.13525503 2155924.49102891 1438928.10254248 1018035.38268366 586120.199558703 550305.983321682 1070444.71972962 98540.2137253375 470324.959918036 1053661.68418953 1347955.77809265 1794698.05572542 1839129.91193994 447039.267881417 1038365.31754997 1008450.35781633 772534.824283954 1889746.64026194 1309455.69768566 131302.851803826 1491241.59783436 725369.21239059 1515316.3946072 919122.079000583 997990.2905651 207287.048524534 1060150.0355142 471509.506822373 986177.685439062 17093346.8989243 1547984.63462982 439051.348344737 1157749.50227074 1088849.75286227 1082199.05099702 367690.017886928 712227.420096786 755882.247545083 307899.905156455 3473142.11220125 846374.452146134 1288272.54990407 1001712.70994295
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/batchcorrection-57edfd3943ab/test-data/output-determinebc-preNormSummary.txt Tue May 02 09:47:22 2017 -0400 @@ -0,0 +1,11 @@ +labion batch.1.linear batch.1.loess batch.1.lowess batch.2.linear batch.2.loess batch.2.lowess +M53T345 0 0 0 0 0 0 +M58T69 0 0 0 0 0 0 +M59T246 0 0 0 5 0 0 +M59T62 0 0 0 3 3 3 +M59T270 0 0 0 0 0 0 +M62T56 0 0 0 0 0 0 +M64T348 0 0 0 0 0 0 +M64T379 0 0 0 0 0 0 +M65T347 5 0 0 5 0 0 +M65T379 0 0 0 0 0 0
--- a/batchcorrection/Normalisation_QCpool.r Thu Mar 02 03:38:08 2017 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,437 +0,0 @@ -# Author: jfmartin -# Modified by : mpetera -############################################################################### -# Correction of analytical effects inter and intra batch on intensities using quality control pooled samples (QC-pools) -# according to the algorithm mentioned by Van der Kloet (J Prot Res 2009). -# Parameters : a dataframe of Ions intensities and an other of samples? metadata which must contains at least the three following columns : -# "batch" to identify the batches of analyses ; need at least 3 QC-pools for linear adjustment and 8 for lo(w)ess adjustment -# "injectionOrder" integer defining the injection order of all samples : QC-pools and analysed samples -# "sampleType" indicates if defining a sample with "sample" or a QC-pool with "pool" -# NO MISSING DATA are allowed -# Version 0.91 insertion of ok_norm function to assess correction feasibility -# Version 0.92 insertion of slope test in ok_norm -# Version 0.93 name of log file define as a parameter of the correction function -# Version 0.94 Within a batch, test if all QCpools or samples values = 0. Definition of an error code in ok_norm function (see function for details) -# Version 0.99 include non linear lowess correction. -# Version 1.00 the corrected result matrix is return transposed in Galaxy -# Version 1.01 standard deviation=0 instead of sum of value=0 is used to assess constant data in ok_norm function. Negative values in corrected matrix are converted to 0. -# Version 1.02 plotsituation create a result file with the error code of non execution of correction set by function ok_norm -# Version 1.03 fix bug in plot with "reg" option. suppression of ok_norm=4 condition if ok_norm function -# Version 2.00 Addition of loess function, correction indicator, plots ; modification of returned objects' format, some plots' displays and ok_norm ifelse format -# Version 2.01 Correction for pools negative values earlier in norm_QCpool -# Version 2.10 Script refreshing ; vocabulary adjustment ; span in parameters for lo(w)ess regression ; conditionning for third line ACP display ; order in loess display -# Version 2.11 ok1 and ok2 permutation (ok_norm) ; conditional display of regression (plotsituation) ; grouping of linked lignes + conditioning (normX) ; conditioning for CVplot -# Version 2.20 acplight function added from previous toolBox.R [# Version 1.01 "NA"-coding possibility added in acplight function] -# Version 2.30 addition of suppressWarnings() for known and controlled warnings ; suppression of one useless "cat" message ; change in Rdata names ; 'batch(es)' in cat -# Version 2.90 change in handling of generated negative and Inf values -# Version 2.91 Plot improvement - -ok_norm=function(qcp,qci,spl,spi,method) { - # Function used for one ion within one batch to determine whether or not batch correction is possible - # ok_norm values : - # 0 : no preliminary-condition problem - # 1 : standard deviation of QC-pools or samples = 0 - # 2 : insufficient number of QC-pools within a batch (n=3 for linear, n=8 for lowess or loess) - # 3 : significant difference between QC-pools' and samples' means - # 4 : denominator =0 when on 1 pool per batch <> 0 - # 5 : (linear regression only) the slopes ratio ?QC-pools/samples? is lower than -0.2 - - ok=0 - if (method=="linear") {minQC=3} else {minQC=8} - if (length(qcp)<minQC) { ok=2 - } else { - if (sd(qcp)==0 | sd(spl)==0) { ok=1 - } else { - cvp= sd(qcp)/mean(qcp); cvs=sd(spl)/mean(spl) - rttest=t.test(qcp,y=spl) - reslsfit=lsfit(qci, qcp) - reslsfitSample=lsfit(spl, spi) - ordori=reslsfit$coefficients[1] - penteB=reslsfit$coefficients[2] - penteS=reslsfitSample$coefficients[2] - # Significant difference between samples and pools - if (rttest$p.value < 0.01) { ok=3 - } else { - # to avoid denominator =0 when on 1 pool per batch <> 0 - if (method=="linear" & length(which(((penteB*qci)+ordori)==0))>0 ){ ok=6 - } else { - # different sloop between samples and pools - if (method=="linear" & penteB/penteS < -0.20) { ok=5 } - }}}} - ok_norm=ok -} - -plotsituation <- function (x, nbid,outfic="plot_regression.pdf", outres="PreNormSummary.txt",fact="batch",span="none") { - # Check for all ions in every batch if linear or lo(w)ess correction is possible. - # Use ok_norm function and create a file (PreNormSummary.txt) with the error code. - # Also create a pdf file with plots of linear and lo(w)ess regression lines. - # x: dataframe with ions in columns and samples in rows ; x is the result of concatenation of sample metadata file and ions file - # nbid: number of samples description columns (id and factors) with at least : "batch","injectionOrder","sampleType" - # outfic: name of regression plots pdf file - # fact: factor to be used as categorical variable for plots and PCA. - indfact =which(dimnames(x)[[2]]==fact) - indtypsamp =which(dimnames(x)[[2]]=="sampleType") - indbatch =which(dimnames(x)[[2]]=="batch") - indinject =which(dimnames(x)[[2]]=="injectionOrder") - lastIon=dim(x)[2] - nbi=lastIon-nbid # Number of ions = total number of columns - number of identifying columns - nbb=length(levels(x$batch)) # Number of batch = number of levels of "batch" comlumn (factor) - nbs=length(x$sampleType[x$sampleType=="sample"])# Number of samples = number of rows with "sample" value in sampleType - pdf(outfic,width=27,height=7*ceiling((nbb+2)/3)) - cat(nbi," ions ",nbb," batch(es) \n") - cv=data.frame(matrix(0,nrow=nbi,ncol=2))# initialisation de la dataset qui contiendra les CV - pre_bilan=matrix(0,nrow=nbi,ncol=3*nbb) # dataset of ok_norm function results - for (p in 1:nbi) {# for each ion - par (mfrow=c(ceiling((nbb+2)/3),3),ask=F,cex=1.2) - labion=dimnames(x)[[2]][p+nbid] - indpool=which(x$sampleType=="pool") # QCpools subscripts in x - pools1=x[indpool,p+nbid]; cv[p,1]=sd(pools1)/mean(pools1)# CV before correction - for (b in 1:nbb) {# for each batch... - xb=data.frame(x[(x$batch==levels(x$batch)[b]),c(indtypsamp,indinject,p+nbid)]) - indpb = which(xb$sampleType=="pool")# QCpools subscripts in the current batch - indsp = which(xb$sampleType=="sample")# samples subscripts in the current batch - indbt = which(xb$sampleType=="sample" | xb$sampleType=="pool")# indices de tous les samples d'un batch pools+samples - normLinearTest=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="linear") - normLoessTest=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="loess") - normLowessTest=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="lowess") - #cat(dimnames(x)[[2]][p+nbid]," batch ",b," loess ",normLoessTest," linear ",normLinearTest,"\n") - pre_bilan[ p,3*b-2]=normLinearTest - pre_bilan[ p,3*b-1]=normLoessTest - pre_bilan[ p,3*b]=normLowessTest - if(length(indpb)>1){ - if(span=="none"){span1<-1 ; span2<-2*length(indpool)/nbs}else{span1<-span ; span2<-span} - resloess=loess(xb[indpb,3]~xb[indpb,2],span=span1,degree=2,family="gaussian",iterations=4,surface="direct") - resloessSample=loess(xb[indsp,3]~xb[indsp,2],span=2*length(indpool)/nbs,degree=2,family="gaussian",iterations=4,surface="direct") - reslowess=lowess(xb[indpb,2],xb[indpb,3],f=span2) - reslowessSample=lowess(xb[indsp,2],xb[indsp,3]) - liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3]) - plot(xb[indsp,2],xb[indsp,3],pch=16, main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup)) - points(xb[indpb,2], xb[indpb,3],pch=5) - points(cbind(resloess$x,resloess$fitted)[order(resloess$x),],type="l",col="green3") - points(cbind(resloessSample$x,resloessSample$fitted)[order(resloessSample$x),],type="l",col="green3",lty=2) - points(reslowess,type="l",col="red"); points(reslowessSample,type="l",col="red",lty=2) - abline(lsfit(xb[indpb,2],xb[indpb,3]),col="blue") - abline(lsfit(xb[indsp,2],xb[indsp,3]),lty=2,col="blue") - legend("topleft",c("pools","samples"),lty=c(1,2),bty="n") - legend("topright",c("linear","lowess","loess"),lty=1,col=c("blue","red","green3"),bty="n") - } - } -# series de plot avant et apres correction -minval=min(x[p+nbid]);maxval=max(x[p+nbid]) -plot( x$injectionOrder, x[,p+nbid],col=x$batch,ylim=c(minval,maxval),ylab=labion, - main=paste0("before correction (CV for pools = ",round(cv[p,1],2),")")) -suppressWarnings(plot.design( x[c(indtypsamp,indbatch,indfact,p+nbid)],main="factors effect before correction")) - } -dev.off() -pre_bilan=data.frame(pre_bilan) -labion=dimnames(x)[[2]][nbid+1:nbi] -for (i in 1:nbb) { - dimnames(pre_bilan)[[2]][3*i-2]=paste("batch",i,"linear") - dimnames(pre_bilan)[[2]][3*i-1]=paste("batch",i,"loess") - dimnames(pre_bilan)[[2]][3*i]=paste("batch",i,"lowess") -} -bilan=data.frame(labion,pre_bilan) -write.table(bilan,file=outres,sep="\t",row.names=F,quote=F) -} - - -normlowess=function (xb,detail="no",vref=1,b,span=NULL) { - # Correction function applied to 1 ion in 1 batch. Use a lowess regression computed on QC-pools in order to correct samples intensity values - # xb : dataframe for 1 ion in columns and samples in rows. - # vref : reference value (average of ion) - # b : batch subscript - # nbid: number of samples description columns (id and factors) with at least : "batch","injectionOrder","sampleType" - indpb = which(xb$sampleType=="pool") # pools subscripts of current batch - indsp = which(xb$sampleType=="sample") # samples of current batch subscripts - indbt = which(xb$sampleType=="sample" | xb$sampleType=="pool");# batch subscripts of all samples and QC-pools - labion=dimnames(xb)[[2]][3] - newval=xb[[3]] # initialisation of corrected values = intial values - ind <- 0 # initialisation of correction indicator - normTodo=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="lowess") - #cat("batch:",b," dim xb=",dim(xb)," ok=",normTodo,"\n") - if (normTodo==0) { - if(length(span)==0){span2<-2*length(indpb)/length(indsp)}else{span2<-span} - reslowess=lowess(xb[indpb,2],xb[indpb,3],f=span2) # lowess regression with QC-pools - px=xb[indsp,2]; # vector of injectionOrder values only for samples - for(j in 1:length(indbt)) { - if (xb$sampleType[j]=="pool") { - if (reslowess$y[which(indpb==j)]==0) reslowess$y[which(indpb==j)] <- 1 - newval[j]=(vref*xb[j,3]) / (reslowess$y[which(indpb==j)])} - else { # for samples, the correction value cor correspond to the nearest QCpools - cor= reslowess$y[which(abs(reslowess$x-px[which(indsp==j)])==min(abs(reslowess$x - px[which(indsp==j)])))] - if (length(cor)>1) {cor=cor[1]} - if (cor <= 0) {cor=vref} # no modification of initial value - newval[j]=(vref*xb[j,3]) / cor - } - } - if (detail=="reg") { - liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3]) - plot(xb[indsp,2],xb[indsp,3],pch=16,main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup)) - points(xb[indpb,2], xb[indpb,3],pch=5) - points(reslowess,type="l",col="red") - } - ind <- 1 - } else {# if ok_norm <> 0 , we perform a correction based on batch samples average - moySample=mean(xb[indsp,3]);if (moySample==0) moySample=1 - newval[indsp] = (vref*xb[indsp,3])/moySample - if(length(indpb)>0){ - moypool=mean(xb[indpb,3]) ; if (moypool==0) moypool=1 - newval[indpb] = (vref*xb[indpb,3])/moypool - } - } - newval <- list(norm.ion=newval,norm.ind=ind) - return(newval) -} - -normlinear <- function (xb,detail="no",vref=1,b,valneg=0) { - # Correction function applied to 1 ion in 1 batch. - # Use a linear regression computed on QC-pools in order to correct samples intensity values - # xb: dataframe with ions in columns and samples in rows; x is a result of concatenation of sample metadata file and ion file - # nbid: number of sample description columns (id and factors) with at least "batch", "injectionOrder" and "sampleType" - # b: which batch it is - # valneg: to determine what to do with generated negative and Inf values - indpb = which(xb$sampleType=="pool")# pools subscripts of current batch - indsp = which(xb$sampleType=="sample")# samples of current batch subscripts - indbt = which(xb$sampleType=="sample" | xb$sampleType=="pool") # QCpools and samples of current batch subscripts - labion=dimnames(xb)[[2]][3] - newval=xb[[3]] # initialisation of corrected values = intial values - ind <- 0 # initialisation of correction indicator - normTodo=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="linear") - if (normTodo==0) { - ind <- 1 - reslsfit=lsfit(xb[indpb,2],xb[indpb,3]) # linear regression for QCpools - reslsfitSample=lsfit(xb[indsp,2],xb[indsp,3]) # linear regression for samples - ordori=reslsfit$coefficients[1] - pente=reslsfit$coefficients[2] - if (detail=="reg") { - liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3]) - plot(xb[indsp,2],xb[indsp,3],pch=16, - main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup)) - points(xb[indpb,2], xb[indpb,3],pch=5) - abline(reslsfit) - abline(reslsfitSample,lty=2) - } - # correction with rescaling of ion global intensity (vref) - newval = (vref*xb[indbt,3]) / (pente * (xb[indbt,2]) + ordori) - newval[which((pente * (xb[indbt,2]) + ordori)<1)] <- -1 # to handle cases where 0<denominator<1 - # handling if any negative values (or null denominators) - if(length(which((newval==Inf)|(newval<0)))!=0){ - toajust <- which((newval==Inf)|(newval<0)) - if(valneg=="NA"){ - newval[toajust] <- NA - } else { - newval[toajust] <- vref * (xb[indbt,3][toajust]) / mean(xb[indbt,3]) - ### Other possibility - ## if(pente>0){ # slope orientation - ## newval[toajust]<-(vref*(xb[indbt,3][toajust]))/(pente*ceiling(-ordori/pente+1.00001)+ordori) - ## }else{ - ## newval[toajust]<-(vref*(xb[indbt,3][toajust]))/(pente*floor(-ordori/pente-1.00001)+ordori) - ## } - } - } - } else {# if ok_norm!=0 , we perform a correction based on batch samples average. - moySample=mean(xb[indsp,3]); if (moySample==0) moySample=1 - newval[indsp] = (vref*xb[indsp,3])/moySample - if(length(indpb)>0){ - moypool=mean(xb[indpb,3]) ; if (moypool==0) moypool=1 - newval[indpb] = (vref*xb[indpb,3])/moypool - } - } - newval <- list(norm.ion=newval,norm.ind=ind) - return(newval) -} - - -normloess <- function (xb,detail="no",vref=1,b,span=NULL) { - # Correction function applied to 1 ion in 1 batch. - # Use a loess regression computed on QC-pools in order to correct samples intensity values. - # xb : dataframe for 1 ion in columns and samples in rows. - # detail : level of detail in the outlog file. - # vref : reference value (average of ion) - # b : batch subscript - indpb = which(xb$sampleType=="pool") # pools subscripts of current batch - indsp = which(xb$sampleType=="sample") # samples of current batch subscripts - indbt = which(xb$sampleType=="sample" | xb$sampleType=="pool");# batch subscripts of all samples and QCpools - labion=dimnames(xb)[[2]][3] - newval=xb[[3]] # initialisation of corrected values = intial values - ind <- 0 # initialisation of correction indicator - normTodo=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="loess") - #cat("batch:",b," dim xb=",dim(xb)," ok=",normTodo,"\n") - if (normTodo==0) { - if(length(span)==0){span1<-1}else{span1<-span} - resloess=loess(xb[indpb,3]~xb[indpb,2],span=span1,degree=2,family="gaussian",iterations=4,surface="direct") # loess regression with QCpools - cor=predict(resloess,newdata=xb[,2]) - cor[cor<=1] <- 1 - newval=(vref*xb[,3]) / cor - if(length(which(newval>3*(quantile(newval)[4])))>0){ # in this case no modification of initial value - newval <- xb[,3]} else {ind <- 1} # confirmation of correction - if ((detail=="reg")&(ind==1)) { # plot - liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3]) - plot(xb[indsp,2],xb[indsp,3],pch=16,main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup)) - points(xb[indpb,2], xb[indpb,3],pch=5) - points(cbind(resloess$x,resloess$fitted)[order(resloess$x),],type="l",col="red") - } - } - if (ind==0) {# if ok_norm != 0 or if correction creates outliers, we perform a correction based on batch samples average - moySample=mean(xb[indsp,3]);if (moySample==0) moySample=1 - newval[indsp] = (vref*xb[indsp,3])/moySample - if(length(indpb)>0){ - moypool=mean(xb[indpb,3]) ; if (moypool==0) moypool=1 - newval[indpb] = (vref*xb[indpb,3])/moypool - } - } - newval <- list(norm.ion=newval,norm.ind=ind) - return(newval) -} - - - -norm_QCpool <- function (x, nbid, outlog, fact, metaion, detail="no", NormMoyPool=F, NormInt=F, method="linear",span="none",valNull="0") -{ - ### Correction applying linear or lo(w)ess correction function on all ions for every batch of a dataframe. - # x: dataframe with ions in column and samples' metadata - # nbid: number of sample description columns (id and factors) with at least "batch", "injectionOrder", "sampleType" - # outlog: name of regression plots and PCA pdf file - # fact: factor to be used as categorical variable for plots - # metaion: dataframe of ions' metadata - # detail: level of detail in the outlog file. detail="no" ACP + boxplot of CV before and after correction. - # detail="plot" with plot for all batch before and after correction. - # detail="reg" with added plots with regression lines for all batches. - # NormMoyPool: not used - # NormInt: not used - # method: regression method to be used to correct : "linear" or "lowess" or "loess" - # valNull: to determine what to do with negatively estimated intensities - indfact =which(dimnames(x)[[2]]==fact) - indtypsamp=which(dimnames(x)[[2]]=="sampleType") - indbatch =which(dimnames(x)[[2]]=="batch") - indinject =which(dimnames(x)[[2]]=="injectionOrder") - lastIon=dim(x)[2] - valref=apply(as.matrix(x[,(nbid+1):(lastIon)]),2,mean) # reference value for each ion used to still have the same rought size of values - nbi=lastIon-nbid # number of ions - nbb=length(levels(x$batch)) # Number of batch(es) = number of levels of factor "batch" (can be =1) - nbs=length(x$sampleType[x$sampleType=="sample"])# Number of samples - nbp=length(x$sampleType[x$sampleType=="pool"])# Number of QCpools - Xn=data.frame(x[,c(1:nbid)],matrix(0,nrow=nbp+nbs,ncol=nbi))# initialisation of the corrected dataframe (=initial dataframe) - dimnames(Xn)=dimnames(x) - cv=data.frame(matrix(0,nrow=nbi,ncol=2))# initialisation of dataframe containing CV before and after correction - dimnames(cv)[[2]]=c("avant","apres") - if (detail!="reg" && detail!="plot" && detail!="no") {detail="no"} - pdf(outlog,width=27,height=20) - cat(nbi," ions ",nbb," batch(es) \n") - if (detail=="plot") {if(nbb<6){par(mfrow=c(3,3),ask=F,cex=1.5)}else{par(mfrow=c(4,4),ask=F,cex=1.5)}} - res.ind <- matrix(NA,ncol=nbb,nrow=nbi,dimnames=list(dimnames(x)[[2]][-c(1:nbid)],paste("norm.b",1:nbb,sep=""))) - for (p in 1:nbi) {# for each ion - labion=dimnames(x)[[2]][p+nbid] - if (detail == "reg") {if(nbb<6){par(mfrow=c(3,3),ask=F,cex=1.5)}else{par(mfrow=c(4,4),ask=F,cex=1.5)}} - indpool=which(x$sampleType=="pool")# QCpools subscripts in all batches - pools1=x[indpool,p+nbid]; cv[p,1]=sd(pools1)/mean(pools1)# CV before correction - for (b in 1:nbb) {# for every batch - indpb = which(x$batch==levels(x$batch)[b] & x$sampleType=="pool")# QCpools subscripts of the current batch - indsp = which(x$batch==levels(x$batch)[b] & x$sampleType=="sample")# samples subscripts of the current batch - indbt = which(x$batch==levels(x$batch)[b] & (x$sampleType=="pool" | x$sampleType=="sample")) # subscripts of all samples - # cat(dimnames(x)[[2]][p+nbid]," indsp:",length(indsp)," indpb=",length(indpb)," indbt=",length(indbt)," ") - sub=data.frame(x[(x$batch==levels(x$batch)[b]),c(indtypsamp,indinject,p+nbid)]) - if (method=="linear") { res.norm = normlinear(sub,detail,valref[p],b,valNull) - } else { if (method=="loess"){ res.norm <- normloess(sub,detail,valref[p],b,span) - } else { if (method=="lowess"){ res.norm <- normlowess(sub,detail,valref[p],b,span) - } else {stop("\n--\nNo valid 'method' argument supplied.\nMust be 'linear','loess' or 'lowess'.\n--\n")} - }} - Xn[indbt,p+nbid] = res.norm[[1]] - res.ind[p,b] <- res.norm[[2]] - # CV batch test : if after normaliszation, CV before < CV after initial values are kept -# moypoolRaw=mean(x[indpb,p+nbid]) ; if (moypoolRaw==0) moypoolRaw=1 -# moySampleRaw=mean(x[indsp,p+nbid]); if (moySampleRaw==0) moySampleRaw=1 -# moypool=mean(Xn[indpb,p+nbid]) ; if (moypool==0) moypool=1 -# #moySample=mean(Xn[indsp,p+nbid]); if (moySample==0) moySample=1 -# if (sd( Xn[indpb,p+nbid])/moypool>sd(x[indpb,p+nbid])/moypoolRaw) { -# Xn[indpb,p+nbid] = (valref[p]*x[indpb,p+nbid])/moypoolRaw -# Xn[indsp,p+nbid] = (valref[p]*x[indsp,p+nbid])/moySampleRaw -# } - } - Xn[indpool,p+nbid][Xn[indpool,p+nbid]<0] <- 0 - pools2=Xn[indpool,p+nbid]; cv[p,2]=sd(pools2,na.rm=TRUE)/mean(pools2,na.rm=TRUE)# CV apres correction - if (detail=="reg" || detail=="plot" ) { - # plot before and after correction - minval=min(cbind(x[p+nbid],Xn[p+nbid]),na.rm=TRUE);maxval=max(cbind(x[p+nbid],Xn[p+nbid]),na.rm=TRUE) - plot( x$injectionOrder, x[,p+nbid],col=x$batch,ylab=labion,ylim=c(minval,maxval), - main=paste0("before correction (CV for pools = ",round(cv[p,1],2),")")) - points(x$injectionOrder[indpool],x[indpool,p+nbid],col="maroon",pch=".",cex=2) - plot(Xn$injectionOrder,Xn[,p+nbid],col=x$batch,ylab="",ylim=c(minval,maxval), - main=paste0("after correction (CV for pools = ",round(cv[p,2],2),")")) - points(Xn$injectionOrder[indpool],Xn[indpool,p+nbid],col="maroon",pch=".",cex=2) - suppressWarnings(plot.design( x[c(indtypsamp,indbatch,indfact,p+nbid)],main="factors effect before correction")) - suppressWarnings(plot.design(Xn[c(indtypsamp,indbatch,indfact,p+nbid)],main="factors effect after correction")) - } - } - ### Replacement of post correction negative values by chosen value - Xnn=Xn - for (i in c((nbid+1):dim(Xn)[2])) { - cneg=which(Xn[[i]]<0) - Xnn[[i]]=replace(Xn[[i]],cneg,as.numeric(valNull)) - } - Xn=Xnn - - if (detail=="reg" || detail=="plot" || detail=="no") { - if (nbi > 3) { - par(mfrow=c(3,4),ask=F,cex=1.2) # PCA Plot before/after, normed only and ions plot - acplight(x[,c(indtypsamp,indbatch,indtypsamp,indfact,(nbid+1):lastIon)],"uv",TRUE) - norm.ion <- which(colnames(Xn)%in%(rownames(res.ind)[which(rowSums(res.ind)>=1)])) - acplight(Xn[,c(indtypsamp,indbatch,indtypsamp,indfact,(nbid+1):lastIon)],"uv",TRUE,norm.ion) - if(length(norm.ion)>0){acplight(Xn[,c(indtypsamp,indbatch,indtypsamp,indfact,norm.ion)],"uv",TRUE)} - par(mfrow=c(1,2),ask=F,cex=1.2) # Before/after boxplot - cvplot=cv[!is.na(cv[[1]])&!is.na(cv[[2]]),] - if(nrow(cvplot)>0){ - boxplot(cvplot[[1]],ylim=c(min(cvplot),max(cvplot)),main="CV before correction") - boxplot(cvplot[[2]],ylim=c(min(cvplot),max(cvplot)),main="CV after correction") - } - dev.off() - } - } - if (nbi<=3) {dev.off()} - # transposed matrix is return (format of the initial matrix with ions in rows) - Xr=Xn[,-c(1:nbid)]; dimnames(Xr)[[1]]=Xn[[1]] - Xr=t(Xr) ; Xr <- data.frame(ions=rownames(Xr),Xr) - - res.norm[[1]] <- Xr ; res.norm[[2]] <- data.frame(metaion,res.ind) ; res.norm[[3]] <- x[,c(1:nbid)] - names(res.norm) <- c("dataMatrix","variableMetadata","sampleMetadata") - return(res.norm) -} - - - - - -acplight <- function(ids, scaling="uv", indiv=FALSE,indcol=NULL) { - suppressPackageStartupMessages(library(ade4)) - suppressPackageStartupMessages(library(pcaMethods)) - # Make a PCA and plot scores and loadings. - # First column must contain samples' identifiers. - # Columns 2 to 4 contain factors to colour the plots. - for (i in 1:3) { - idss=ids[which(ids[,i+1]!="NA"),] - idss=data.frame(idss[idss[,i+1]!="",]) - classe=as.factor(idss[[i+1]]) - idsample=as.character(idss[[1]]) - colour=1:length(levels(classe)) - ions=as.matrix(idss[,5:dim(idss)[2]]) - # Removing ions containing NA (not compatible with standard PCA) - ions=t(na.omit(t(ions))) - if(i==1){if(ncol(ions)!=(ncol(idss)-4)){cat("Note:",(ncol(idss)-4)-ncol(ions),"ions were ignored for PCA display due to NA in intensities.\n")}} - # Scaling choice: "uv","none","pareto" - object=suppressWarnings(prep(ions, scale=scaling, center=TRUE)) - if(i==1){if(length(which(apply(ions,2,var)==0))>0){cat("Warning: there are",length(which(apply(ions,2,var)==0)),"constant ions.\n")}} - # ALGO: nipals,svdImpute, Bayesian, svd, probalistic=F - result <- pca(object, center=F, method="svd", nPcs=2) - # ADE4 : to plot samples' ellipsoid for each class - s.class(result@scores, classe, cpoint = 1,xax=1,yax=2,col=colour,sub=sprintf("Scores - PCs %sx%s",1,2), possub="bottomright") - #s.label(result@loadings,label = ions, cpoint = 0, clabel=0.4, xax=1,yax=2,sub="Loadings",possub="bottomright") - if(i==1){resulti <- result} - } - if(indiv) { - colour <- rep("darkblue",length(resulti@loadings)) ; if(!is.null(indcol)) {colour[-c(indcol)] <- "red"} - plot(resulti@loadings,col=colour,main="Loadings",xaxt="n",yaxt="n",pch=20, - xlab=bquote(PC1-R^2==.(resulti@R2[1])),ylab=bquote(PC2 - R^2 == .(resulti@R2[2]))) - abline(h=0,v=0)} -} - -
--- a/batchcorrection/README.txt Thu Mar 02 03:38:08 2017 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,49 +0,0 @@ -## ****** Determine_bc + batch_correction environnemnt : ****** ## -# version March 2016 M Landi / F Giacomoni / M Petera / E Thevenot - -## --- PERL compilator / libraries : --- ## -NA --- - -## --- R bin and Packages : --- ## -$ R --version -R version 3.2.3 (2015-12-10) -- "Wooden Christmas-Tree" -Platform: x86_64-redhat-linux-gnu (64-bit) - -The dependent libs are : ->install.packages("batch", dep=TRUE) ->install.packages("ade4", dep=TRUE) - ->source("http://www.bioconductor.org/biocLite.R") ->biocLite("pcaMethods") ->biocLite("ropls") --- - -## --- Binary dependencies --- ## -NA --- - -## --- Config : --- ## -NA --- - -## --- XML HELP PART --- ## -two tools - two images : -batch_correction.png -determine_batch_correction.png --- - -## --- DATASETS --- ## -No data set ! waiting for galaxy pages --- - -## --- ??? COMMENTS ??? --- ## -!WARNING! : Two tools in the same directory ! --- - -## --- Changelog/News --- ## -Version 2.0.3: -- Update: plot layout improvement -- Update: suppression of combined table for simca -- Improvement: addition of a new parameter "Null values" --- \ No newline at end of file
--- a/batchcorrection/RcheckLibrary.R Thu Mar 02 03:38:08 2017 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,124 +0,0 @@ -###################################################### -# R check library -# Coded by: M.Petera, -# - - -# R functions to use in R scripts -# (management of various generic subroutines) -# - - -# V0: script structure + first functions -# V1: More detailed error messages in match functions -###################################################### - - -# Generic function to return an error if problems have been encountered - - - - - -check.err <- function(err.stock){ - - # err.stock = vector of results returned by check functions - - if(length(err.stock)!=0){ stop("\n- - - - - - - - -\n",err.stock,"\n- - - - - - - - -\n") } - -} - - - - -# Table match check functions - - - - - - - - - - - - - - - - - - - - - - - - - - -# To check if dataMatrix and (variable or sample)Metadata match regarding identifiers -match2 <- function(dataMatrix, Metadata, Mtype){ - - # dataMatrix = data.frame containing dataMatrix - # Metadata = data.frame containing sampleMetadata or variableMetadata - # Mtype = "sample" or "variable" depending on Metadata content - - err.stock <- NULL # error vector - - id2 <- Metadata[,1] - if(Mtype=="sample"){ id1 <- colnames(dataMatrix)[-1] } - if(Mtype=="variable"){ id1 <- dataMatrix[,1] } - - if( length(which(id1%in%id2))!=length(id1) || length(which(id2%in%id1))!=length(id2) ){ - err.stock <- c("\nData matrix and ",Mtype," metadata do not match regarding ",Mtype," identifiers.") - if(length(which(id1%in%id2))!=length(id1)){ - if(length(which(!(id1%in%id2)))<4){ err.stock <- c(err.stock,"\n The ") - }else{ err.stock <- c(err.stock,"\n For example, the ") } - err.stock <- c(err.stock,"following identifiers found in the data matrix\n", - " do not appear in the ",Mtype," metadata file:\n") - identif <- id1[which(!(id1%in%id2))][1:min(3,length(which(!(id1%in%id2))))] - err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") - } - if(length(which(id2%in%id1))!=length(id2)){ - if(length(which(!(id2%in%id1)))<4){ err.stock <- c(err.stock,"\n The ") - }else{ err.stock <- c(err.stock,"\n For example, the ") } - err.stock <- c(err.stock,"following identifiers found in the ",Mtype," metadata file\n", - " do not appear in the data matrix:\n") - identif <- id2[which(!(id2%in%id1))][1:min(3,length(which(!(id2%in%id1))))] - err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") - } - err.stock <- c(err.stock,"\nPlease check your data.\n") - } - - return(err.stock) - -} - -# To check if the 3 standard tables match regarding identifiers -match3 <- function(dataMatrix, sampleMetadata, variableMetadata){ - - # dataMatrix = data.frame containing dataMatrix - # sampleMetadata = data.frame containing sampleMetadata - # variableMetadata = data.frame containing variableMetadata - - err.stock <- NULL # error vector - - id1 <- colnames(dataMatrix)[-1] - id2 <- sampleMetadata[,1] - id3 <- dataMatrix[,1] - id4 <- variableMetadata[,1] - - if( length(which(id1%in%id2))!=length(id1) || length(which(id2%in%id1))!=length(id2) ){ - err.stock <- c(err.stock,"\nData matrix and sample metadata do not match regarding sample identifiers.") - if(length(which(id1%in%id2))!=length(id1)){ - if(length(which(!(id1%in%id2)))<4){ err.stock <- c(err.stock,"\n The ") - }else{ err.stock <- c(err.stock,"\n For example, the ") } - err.stock <- c(err.stock,"following identifiers found in the data matrix\n", - " do not appear in the sample metadata file:\n") - identif <- id1[which(!(id1%in%id2))][1:min(3,length(which(!(id1%in%id2))))] - err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") - } - if(length(which(id2%in%id1))!=length(id2)){ - if(length(which(!(id2%in%id1)))<4){ err.stock <- c(err.stock,"\n The ") - }else{ err.stock <- c(err.stock,"\n For example, the ") } - err.stock <- c(err.stock,"following identifiers found in the sample metadata file\n", - " do not appear in the data matrix:\n") - identif <- id2[which(!(id2%in%id1))][1:min(3,length(which(!(id2%in%id1))))] - err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") - } - } - - if( length(which(id3%in%id4))!=length(id3) || length(which(id4%in%id3))!=length(id4) ){ - err.stock <- c(err.stock,"\nData matrix and variable metadata do not match regarding variable identifiers.") - if(length(which(id3%in%id4))!=length(id3)){ - if(length(which(!(id3%in%id4)))<4){ err.stock <- c(err.stock,"\n The ") - }else{ err.stock <- c(err.stock,"\n For example, the ") } - err.stock <- c(err.stock,"following identifiers found in the data matrix\n", - " do not appear in the variable metadata file:\n") - identif <- id3[which(!(id3%in%id4))][1:min(3,length(which(!(id3%in%id4))))] - err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") - } - if(length(which(id4%in%id3))!=length(id4)){ - if(length(which(!(id4%in%id3)))<4){ err.stock <- c(err.stock,"\n The ") - }else{ err.stock <- c(err.stock,"\n For example, the ") } - err.stock <- c(err.stock,"following identifiers found in the variable metadata file\n", - " do not appear in the data matrix:\n") - identif <- id4[which(!(id4%in%id3))][1:min(3,length(which(!(id4%in%id3))))] - err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") - } - } - - if(length(err.stock)!=0){ err.stock <- c(err.stock,"\nPlease check your data.\n") } - - return(err.stock) - -} \ No newline at end of file
--- a/batchcorrection/batch_correction.xml Thu Mar 02 03:38:08 2017 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,694 +0,0 @@ -<tool id="Batch_correction" name="Batch_correction" version="2.0.3"> - <description>Corrects intensities for signal drift and batch-effects</description> - - <command interpreter="Rscript"> - #if str($span_condition.method) == 'all_loess_pool': - batch_correction_all_loess_wrapper.R - dataMatrix "$dataMatrix" - sampleMetadata "$sampleMetadata" - variableMetadata "$variableMetadata" - method "all_loess_pool" - span "${span_condition.span}" - - #elif str($span_condition.method) == 'all_loess_sample': - batch_correction_all_loess_wrapper.R - dataMatrix "$dataMatrix" - sampleMetadata "$sampleMetadata" - variableMetadata "$variableMetadata" - method "all_loess_sample" - span "${span_condition.span}" - #else: - batch_correction_wrapper.R - analyse "batch_correction" - dataMatrix "$dataMatrix" - sampleMetadata "$sampleMetadata" - variableMetadata "$variableMetadata" - method "${span_condition.method}" - #if str($span_condition.method) == 'linear': - span "none" - #else: - span "${span_condition.span}" - #end if - valnull "${span_condition.valnull}" - ref_factor "${span_condition.ref_factor}" - detail "${span_condition.detail}" - #end if - dataMatrix_out "$dataMatrix_out" variableMetadata_out "$variableMetadata_out" - graph_output "$graph_output" rdata_output "$rdata_output" - </command> - <inputs> - <param name="dataMatrix" label="Data Matrix file " format="tabular" type="data" /> - <param name="sampleMetadata" label="Sample metadata file " format="tabular" type="data" help="must contain at least the three following columns: 'batch' + 'injectionOrder' + 'sampleType'"/> - <param name="variableMetadata" label="Variable metadata file " format="tabular" type="data" /> - - <conditional name="span_condition"> - <param name="method" label="Type of regression model " type="select" help="To select between linear or non-linear (lowess or loess) methods to be used in Van der Kloet algorithm ; when using loess, you can choose to use pools or samples to model batch effect."> - <option value="linear">linear</option> - <option value="lowess">lowess</option> - <option value="loess">loess</option> - <option value="all_loess_pool">all loess pool</option> - <option value="all_loess_sample">all loess sample</option> - </param> - <when value="linear"> - <param name="valnull" label="Null values" type="select" display="radio" help="What to do of generated negative or infinite values"> - <option value="0">consider it as a null intensity</option> - <option value="NA">consider it as a missing value</option> - </param> - <param name="ref_factor" label="Factor of interest " type="text" value="batch" help="column name of factor of interest (often a biological factor); if none, leave 'batch'" /> - <param name="detail" label="Level of details for plots " type="select" help="Amount of plots in the pdf file output. See Help section for more details."> - <option value="no">basic</option> - <option value="plot">standard</option> - <option value="reg">complete</option> - </param> - </when> - <when value="lowess"> - <param name="span" type="float" value="0.85" label="span" help="it is a advanced option. Must be less than or equal to 1"/> - <param name="valnull" label="Null values" type="select" display="radio" help="What to do of generated negative or infinite values"> - <option value="0">consider it as a null intensity</option> - <option value="NA">consider it as a missing value</option> - </param> - <param name="ref_factor" label="Factor of interest " type="text" value="batch" help="column name of factor of interest (often a biological factor); if none, leave 'batch'" /> - <param name="detail" label="Level of details for plots " type="select" help="Amount of plots in the pdf file output. See Help section for more details."> - <option value="no">basic</option> - <option value="plot">standard</option> - <option value="reg">complete</option> - </param> - </when> - <when value="loess"> - <param name="span" type="float" value="1" label="span" help="it is a advanced option. Must be strictly greater than 0"/> - <param name="valnull" label="Null values" type="select" display="radio" help="What to do of generated negative or infinite values"> - <option value="0">consider it as a null intensity</option> - <option value="NA">consider it as a missing value</option> - </param> - <param name="ref_factor" label="Factor of interest " type="text" value="batch" help="column name of factor of interest (often a biological factor); if none, leave 'batch'" /> - <param name="detail" label="Level of details for plots " type="select" help="Amount of plots in the pdf file output. See Help section for more details."> - <option value="no">basic</option> - <option value="plot">standard</option> - <option value="reg">complete</option> - </param> - </when> - <when value="all_loess_pool"> - <param name="span" type="float" value="1" label="span" help="smoothing parameter; must be > 0"/> - </when> - <when value="all_loess_sample"> - <param name="span" type="float" value="1" label="span" help="smoothing parameter; must be > 0"/> - </when> - </conditional> - </inputs> - - <outputs> - <data name="dataMatrix_out" label="${tool.name}_${span_condition.method}_${dataMatrix.name}" format="tabular"/> - <data name="variableMetadata_out" label="${tool.name}_${span_condition.method}_${variableMetadata.name}" format="tabular"/> - <data name="graph_output" label="${tool.name}_${span_condition.method}_graph" format="pdf"/> - <data name="rdata_output" label="${tool.name}_${span_condition.method}_rdata" format="rdata"/> - </outputs> - - <stdio> - <exit_code range="1:" level="fatal" /> - </stdio> - - <help> - -.. class:: infomark - -**Authors** - | Jean-Francois Martin - PF MetaToul-AXIOM ; INRA ; MetaboHUB (for original version of this tool and overall development of the R script) - -.. class:: infomark - -**Contributors** - | Melanie Petera - PFEM ; INRA ; MetaboHUB (for R wrapper and R script improvement) - | Etienne Thevenot - LIST/LADIS ; CEA ; MetaboHUB (for R script and wrapper concerning "all loess pool" and "all loess sample" methods) - -.. class:: infomark - -**Wrapping** - | Marion Landi - FLAME ; PFEM ; INRA ; MetaboHUB (for xml interface and R wrapper) - | Franck Giacomoni - PFEM ; INRA ; MetaboHUB (for xml interface and R wrapper) - ---------------------------------------------------- - -.. class:: infomark - -**Please cite** If you use this tool, please cite: - -when using the **linear**, **lowess** or **loess** methods: - | `F.M. Van Der Kloet, I. Bobeldijk, E.R. Verheij, R.H. Jellema. (2009). "Analytical error reduction using single point calibration for accurate and precise metabolomic phenotyping." Journal of Proteome Research p5132-5141 <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 - 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met_005 131638 43780 NA 94438 47169 35839 104575 336251 39835 154736 NA 112319 107102 74453 86059 297958 146799 41608 139302 51875 428629 54149 310403 66390 144710 41770 313946 101762 318834 96645 242381 98808 132564 124925 306907 275298 349075 34656 114441 80007 51698 127731 144062 125757 104208 11847 182544 5005 NA 27844 50618 128536 71052 74978 342528 167230 177130 171413 119954 57028 48189 167552 247338 114772 187546 101523 76680 13572 84009 NA 104696 271633 45149 31758 197899 61430 121584 22244 26324 100446 52285 82234 228185 97527 14318 122384 48376 44253 94377 82745 24395 2009 108366 90927 179232 85496 190340 42625 34229 106511 557311 36402 1953 78743 193306 160570 117718 769008 267248 87972 69464 NA 7616 586103 206378 121127 213298 176754 242462 245818 45143 24490 755359 212954 389071 155435 184599 376084 254437 250988 220902 108105 85318 195162 67546 734516 831034 585004 173521 26533 200539 37004 36565 325985 158874 37276 113890 74761 146784 220431 131561 15431 110818 185203 364047 240219 148084 86018 66224 52249 24283 80448 106180 166432 305441 70418 43991 25483 105589 447093 262598 155739 174455 41989 105672 178424 62375 119866 161191 297693 7959 153233 158356 187841 114849 305398 278998 61269 170611 140724 312751 224186 111426 283256 122690 12793 132190 54212 39050 307170 167079 342338 117560 30651 47048 93554 318603 259085 46862 147634 - met_006 170215 51922 178667 62116 112544 50672 231879 117812 96995 172200 115071 93037 130855 45028 85943 238287 134247 139055 167944 30380 142637 71182 153027 119033 158826 33391 177745 161039 116709 165654 227053 125757 142185 136490 116863 343873 192541 115782 98705 183534 33032 58981 119554 122377 118487 88344 89418 83958 29312 34904 88971 124923 76525 48905 120894 148481 103686 131993 115794 107179 82177 91929 95517 126929 276713 95087 127934 85333 144209 47143 100101 151743 60473 40777 75298 57945 85853 97761 45700 85843 142614 46086 58704 116756 66111 82492 29649 28734 64940 48443 36114 14794 107623 141827 145326 67448 55668 69813 66701 68051 46064 22822 77397 69889 211051 135473 187526 171919 231183 810849 268826 14883 140778 961904 226143 242014 319702 117739 220563 250808 134880 190902 266216 196054 378433 125874 163055 211658 267996 164365 130178 69163 188919 200864 549987 119612 366293 277418 275988 349089 132186 127157 181774 459213 215864 260424 246803 172018 274592 191312 209141 45084 107075 183816 169029 153489 283856 133961 202937 64740 153310 227788 74044 180132 127350 169212 54206 77563 90445 186680 154867 132619 160787 147476 89801 223338 49267 91754 117057 429902 156194 161023 128511 229049 106582 94783 172129 45728 134762 82872 103303 187390 118078 128191 153646 50982 265774 120179 187030 55772 86739 98350 117721 39963 89854 113185 66975 57334 79878 92214 - met_007 366495 43811 85848 137203 125991 606034 41185 123263 32220 327022 43517 79436 22183 80989 153673 22765 305953 NA 21055 2878 1568733 19359 31430 18881 256933 9564 46599 3066 40611 3543 25004 66306 287882 11416 76738 108838 270252 104005 4552 17929 131058 139833 295919 20628 8337 11627 13025 3631 3117 182282 123331 280937 9425 34361 35143 97782 31110 2257554 235247 81059 296506 95353 58228 241157 13737 207750 146632 331862 107826 62764 196103 16788 45119 2769 12781 13718 357130 156802 25886 195573 72941 21130 10409 10399 53759 57032 74657 42261 156097 45381 26861 35408 35400 12081 104843 145420 19370 57995 42189 1911 37938 30170 43540 141375 818506 163659 149350 42654 19086 40670 16834 NA 83422 14392 917690 187463 132703 60940 142185 36582 300958 105092 47811 1019078 90157 416430 4545917 286788 39925 40803 334919 348959 587342 1056928 70427 277858 29565 77759 300874 558218 86201 171841 155957 231157 961115 461295 79343 199413 567908 183811 27940 290004 598012 904557 69335 39497 102278 460376 619162 157373 92338 43550 225869 991990 155355 1691486 187202 219564 122953 65541 60088 103865 418710 139551 117097 113709 149458 116594 10610459 562050 62310 818129 759613 77860 71197 308475 25127 66760 482726 63049 99118 1510403 254158 177554 67325 8044525 238376 61584 207355 539960 1021892 69544 302540 198680 162514 1869389 414321 143692 69007 251060 - met_008 63712 5178 41746 14512 NA 14001 51128 17671 45533 77496 22790 18049 48592 28408 30678 66033 83203 43531 134232 12239 154857 21049 83216 37152 90443 NA 104366 58987 108449 124041 229639 109421 103850 37243 197850 348086 149226 69129 182116 237382 71826 20634 115770 91736 140884 2226 137858 307418 NA 22509 10790 111910 68777 67302 63222 124745 124716 60862 135941 188364 248426 258672 63396 208156 117842 127360 279817 158288 147569 165500 139353 146268 117350 108271 150174 27504 196787 95774 79485 147863 188739 127152 143120 50910 71015 163461 38488 50746 131275 131697 12811 112342 93179 131425 163821 137844 294040 51513 102588 289834 53281 9554 97621 139527 115231 264286 74049 81590 40554 91022 NA NA 8314 117029 123182 176584 112223 62435 1253934 79918 5194 87966 19155 135564 224648 242477 76601 213640 152349 44170 4600 100077 120950 160307 110075 5148 67076 145278 296041 76923 52954 92403 20685 160750 150374 159163 94619 7721 185397 29210 325518 5027 29938 139840 151394 37141 22918 169812 58483 4970 4800 71212 78834 153726 268147 173775 48985 3938 294626 21894 100149 219771 159618 21203 22559 355926 126593 305741 226602 101954 249392 225758 193691 115110 132081 348624 143535 11300 112369 826089 166256 116212 192909 112650 381004 26447 629000 156376 159434 161587 221871 155021 191730 14293 204085 53770 152941 369783 96341 202972 - met_009 1503033 464311 3057689 281762 1055501 436878 1516553 442132 714402 923332 252752 478663 1754448 387980 364311 1900445 740741 2180362 1424552 152581 645749 162877 1091550 637020 597966 101492 1191716 1272790 919328 565770 806905 1082238 573526 199702 1223439 1725609 691577 399296 1235793 570895 261792 352369 443590 1350887 522959 1050840 260486 586856 209664 181956 311250 424202 99383 382428 773001 188757 508323 827735 327375 741495 766087 1028942 327905 621748 499903 287871 604128 690058 641631 571334 288901 349325 329660 306344 164080 805613 434639 365490 501134 365722 137618 350140 199022 165053 549460 257263 138433 292353 219770 235020 576413 560318 221050 335576 343726 236533 100824 378712 529165 298372 78279 415243 451552 173188 1653183 336731 1586628 623933 511108 2144040 3908910 2612 332173 3718606 750541 1839009 412482 296926 1397136 779507 803159 797478 2253026 673007 1246516 261712 636769 1252614 1872139 1123410 1211241 450421 2269400 674746 1202999 714934 923463 650730 1707553 1380296 447317 551744 1801836 1017392 629148 536723 260636 1240058 1100354 1471142 502127 379856 225008 655259 258475 247050 1387340 760882 360828 835191 1467559 1277554 693606 643990 406054 658403 308357 575599 3355208 3344141 1814947 3033916 2487138 3666036 2208895 3384287 1147554 1431141 1187374 1500354 3213137 456834 1177754 234995 3157451 4225889 2007199 743424 3797450 2860315 888468 2785386 2234912 1866417 1828194 1763480 1349066 1177795 1230768 1347281 387911 2497497 1540837 748978 2118929 448664 880734 2350718 2963789 2223983 - met_010 3454436 85570 5185354 768813 811585 629992 184654 130644 12745703 3171325 34949 101341 1162245 633029 1205837 217339 3051202 559468 12353676 26708 683830 68196 10084334 1419775 2784483 551247 18012335 610982 474097 1737802 823040 10194318 2715478 667071 5804019 1072206 1640035 702597 888833 20006253 936924 4236792 2775358 1435485 323503 249063 255578 1335088 329814 128872 282063 2530336 141280 73415 293779 570529 4727215 2378852 2230139 2741088 3913115 4420164 273214 329937 1298791 2058717 1943560 6076204 491506 201446 1858501 398550 546246 205998 270047 2450613 729311 2181006 2467710 1806793 517380 2879039 510244 4393232 103431 305884 330211 224428 1594132 143053 251745 266132 708108 1013356 674786 1458226 496794 474363 375497 684301 665478 1166802 1617420 1178598 7081822 4739444 1241927 2568237 2543303 3559207 8818294 3224 4774112 32246592 7263868 2677701 499455 4297787 675103 20655272 2307693 1654236 18080860 6979670 9996765 1007281 919441 13268847 3662733 3447668 109807 590328 1578174 6926178 11960517 1487469 10079986 483011 1634611 644542 229454 493678 2758609 5983950 6445722 483373 5116692 4341054 2652660 3285128 9214051 1725760 380224 5878072 9679727 1935469 3354872 3491777 3903044 3098324 3901596 16486928 7354595 5928774 6276978 1069606 431358 423052 3159131 1092630 1042776 1771261 4726444 1151587 1737898 8026262 1297907 7275379 6723651 6868065 2627565 5745052 5306284 2535047 5307520 269522 21581115 391810 4323746 3412789 1672193 4095309 3737559 1781359 1792450 291267 2119319 26261958 5040629 529740 362314 1887159 3808365 115792 12919439 1980086 743883 5533137 1538355 2777958 - -**sampleMetadata file**:: - - sampleMetadata sampleType injectionOrder batch - QC1_001 pool 1 ne1 - HU_017 sample 2 ne1 - HU_018 sample 3 ne1 - HU_020 sample 4 ne1 - HU_021 sample 5 ne1 - HU_027 sample 6 ne1 - HU_028 sample 7 ne1 - HU_032 sample 8 ne1 - HU_034 sample 9 ne1 - QC1_002 pool 10 ne1 - HU_037 sample 11 ne1 - HU_041 sample 12 ne1 - HU_043 sample 13 ne1 - HU_044 sample 14 ne1 - HU_047 sample 15 ne1 - HU_048 sample 16 ne1 - QC1_003 pool 17 ne1 - HU_049 sample 18 ne1 - HU_050 sample 19 ne1 - HU_051 sample 20 ne1 - HU_052 sample 21 ne1 - HU_055 sample 22 ne1 - HU_060 sample 23 ne1 - HU_061 sample 24 ne1 - QC1_004 pool 25 ne1 - HU_064 sample 26 ne1 - HU_065 sample 27 ne1 - HU_066 sample 28 ne1 - HU_068 sample 29 ne1 - HU_072 sample 30 ne1 - HU_077 sample 31 ne1 - HU_078 sample 32 ne1 - QC1_005 pool 33 ne1 - HU_079 sample 34 ne1 - HU_083 sample 35 ne1 - HU_086 sample 36 ne1 - HU_088 sample 37 ne1 - HU_089 sample 38 ne1 - HU_090 sample 39 ne1 - HU_091 sample 40 ne1 - HU_093 sample 41 ne1 - HU_094 sample 42 ne1 - QC1_006 pool 43 ne1 - HU_099 sample 44 ne1 - HU_100 sample 45 ne1 - HU_101 sample 46 ne1 - HU_105 sample 47 ne1 - HU_107 sample 48 ne1 - HU_108 sample 49 ne1 - HU_109 sample 50 ne1 - HU_110 sample 51 ne1 - QC1_007 pool 52 ne1 - HU_116 sample 53 ne1 - HU_118 sample 54 ne1 - HU_123 sample 55 ne1 - HU_125 sample 56 ne1 - HU_126 sample 57 ne1 - HU_127 sample 58 ne1 - QC1_008 pool 59 ne1 - HU_130 sample 60 ne1 - HU_131 sample 61 ne1 - HU_132 sample 62 ne1 - HU_133 sample 63 ne1 - HU_134 sample 64 ne1 - HU_138 sample 65 ne1 - QC1_009 pool 66 ne1 - HU_144 sample 67 ne1 - HU_148 sample 68 ne1 - HU_149 sample 69 ne1 - HU_150 sample 70 ne1 - QC1_010 pool 71 ne1 - HU_152 sample 72 ne1 - HU_154 sample 73 ne1 - HU_156 sample 74 ne1 - HU_157 sample 75 ne1 - HU_158 sample 76 ne1 - HU_163 sample 77 ne1 - HU_170 sample 78 ne1 - HU_171 sample 79 ne1 - QC1_011 pool 80 ne1 - HU_172 sample 81 ne1 - HU_173 sample 82 ne1 - HU_174 sample 83 ne1 - HU_175 sample 84 ne1 - HU_179 sample 85 ne1 - HU_180 sample 86 ne1 - HU_181 sample 87 ne1 - HU_182 sample 88 ne1 - QC1_012 pool 89 ne1 - HU_184 sample 90 ne1 - HU_185 sample 91 ne1 - HU_186 sample 92 ne1 - HU_189 sample 93 ne1 - HU_192 sample 94 ne1 - HU_196 sample 95 ne1 - QC1_013 pool 96 ne1 - HU_200 sample 97 ne1 - HU_201 sample 98 ne1 - HU_202 sample 99 ne1 - HU_204 sample 100 ne1 - HU_207 sample 101 ne1 - HU_208 sample 102 ne1 - HU_209 sample 103 ne1 - QC1_014 pool 104 ne1 - QC1_015 pool 105 ne2 - HU_022 sample 106 ne2 - HU_076 sample 107 ne2 - HU_166 sample 108 ne2 - HU_114 sample 109 ne2 - HU_190 sample 110 ne2 - HU_139 sample 111 ne2 - HU_096 sample 112 ne2 - HU_058 sample 113 ne2 - HU_031 sample 114 ne2 - QC1_016 pool 115 ne2 - HU_039 sample 116 ne2 - HU_087 sample 117 ne2 - HU_143 sample 118 ne2 - HU_162 sample 119 ne2 - HU_102 sample 120 ne2 - HU_188 sample 121 ne2 - HU_095 sample 122 ne2 - HU_062 sample 123 ne2 - QC1_017 pool 124 ne2 - HU_063 sample 125 ne2 - HU_011 sample 126 ne2 - HU_074 sample 127 ne2 - HU_122 sample 128 ne2 - HU_142 sample 129 ne2 - HU_030 sample 130 ne2 - HU_187 sample 131 ne2 - HU_167 sample 132 ne2 - HU_113 sample 133 ne2 - QC1_018 pool 134 ne2 - HU_081 sample 135 ne2 - HU_014 sample 136 ne2 - HU_206 sample 137 ne2 - HU_119 sample 138 ne2 - HU_033 sample 139 ne2 - HU_067 sample 140 ne2 - HU_140 sample 141 ne2 - HU_164 sample 142 ne2 - HU_193 sample 143 ne2 - HU_112 sample 144 ne2 - QC1_019 pool 145 ne2 - HU_097 sample 146 ne2 - HU_056 sample 147 ne2 - HU_195 sample 148 ne2 - HU_135 sample 149 ne2 - HU_159 sample 150 ne2 - HU_070 sample 151 ne2 - HU_038 sample 152 ne2 - HU_026 sample 153 ne2 - QC1_020 pool 154 ne2 - HU_098 sample 155 ne2 - HU_115 sample 156 ne2 - HU_137 sample 157 ne2 - HU_019 sample 158 ne2 - HU_073 sample 159 ne2 - HU_168 sample 160 ne2 - HU_191 sample 161 ne2 - HU_040 sample 162 ne2 - HU_046 sample 163 ne2 - QC1_021 pool 164 ne2 - HU_103 sample 165 ne2 - HU_015 sample 166 ne2 - HU_053 sample 167 ne2 - HU_121 sample 168 ne2 - HU_183 sample 169 ne2 - HU_199 sample 170 ne2 - HU_042 sample 171 ne2 - HU_075 sample 172 ne2 - QC1_022 pool 173 ne2 - HU_203 sample 174 ne2 - HU_024 sample 175 ne2 - HU_082 sample 176 ne2 - HU_169 sample 177 ne2 - HU_129 sample 178 ne2 - HU_057 sample 179 ne2 - HU_035 sample 180 ne2 - HU_194 sample 181 ne2 - HU_145 sample 182 ne2 - QC1_023 pool 183 ne2 - HU_177 sample 184 ne2 - HU_025 sample 185 ne2 - HU_080 sample 186 ne2 - HU_117 sample 187 ne2 - HU_136 sample 188 ne2 - HU_197 sample 189 ne2 - HU_036 sample 190 ne2 - HU_054 sample 191 ne2 - HU_085 sample 192 ne2 - QC1_024 pool 193 ne2 - HU_160 sample 194 ne2 - HU_092 sample 195 ne2 - HU_023 sample 196 ne2 - HU_124 sample 197 ne2 - HU_147 sample 198 ne2 - HU_205 sample 199 ne2 - HU_084 sample 200 ne2 - HU_120 sample 201 ne2 - HU_198 sample 202 ne2 - QC1_025 pool 203 ne2 - HU_045 sample 204 ne2 - HU_029 sample 205 ne2 - HU_069 sample 206 ne2 - HU_155 sample 207 ne2 - HU_106 sample 208 ne2 - HU_146 sample 209 ne2 - QC1_026 pool 210 ne2 - -**variableMetadata file**:: - - variableMetadata variable number - met_001 met 1 - met_002 met 2 - met_003 met 3 - met_004 met 4 - met_005 met 5 - met_006 met 6 - met_007 met 7 - met_008 met 8 - met_009 met 9 - met_010 met 10 - -Parameters -=========== - -| **Type of regression model**: 'all_loess_pool' -| **span**: 1 'default) - -Figure output -============= - -| You should obtain with this very simplified dataset the following figure: -| - -.. image:: batchCorrection_workingExampleImage.png - :width: 600 - - - -example 2: - -Input files -=========== - -| **These two input files can be used in the purview "URL/Text:" of the tool "Get Data/Upload File",** -| **by checking the box "Convert spaces to tabs: YES"** - -Metadata_samples.txt - Model input Sample metadata file:: - - samples idLIMS serie factor01 factor02 batch injectionOrder sampleType - POOL1 POOL1 p p p 01_08_2011 1 p - X12588 12588 3 validation 2 01_08_2011 2 s - X17736 17736 3 Q1 1 01_08_2011 3 s - X15432 15432 3 validation 1 01_08_2011 4 s - X17159 17159 3 Q4 1 01_08_2011 5 s - X14325 14325 3 validation 2 01_08_2011 6 s - X17419 17419 3 Q4 1 01_08_2011 7 s - X16437 16437 3 Q4 1 01_08_2011 8 s - X16172 16172 3 Q4 2 01_08_2011 9 s - X16392 16392 3 Q4 2 01_08_2011 10 s - X13875 13875 3 validation 2 01_08_2011 11 s - POOL2 POOL2 p p p 01_08_2011 12 p - X13117 13117 3 Q4 2 01_08_2011 13 s - X13341 13341 3 Q1 2 01_08_2011 14 s - X16888 16888 3 Q4 1 01_08_2011 15 s - X17489 17489 3 Q4 2 01_08_2011 16 s - X12718 12718 3 Q1 2 01_08_2011 17 s - X16235 16235 3 Q4 2 01_08_2011 18 s - X16878 16878 3 Q1 1 01_08_2011 19 s - X12701 12701 3 validation 1 01_08_2011 20 s - X16220 16220 3 Q4 2 01_08_2011 21 s - X15635 15635 3 Q4 1 01_08_2011 22 s - - -Intensity_matrix.txt - Model input Matrix Ions file BEFORE IMPLEMENTATION:: - - samples POOL1 X12588 X17736 X15432 X17159 X14325 X17419 X16437 X16172 X16392 X13875 POOL2 X13117 X13341 X16888 X17489 X12718 X16235 X16878 X12701 X16220 X15635 - ion01 188.4140625 219.729126 122.5697632 123.5487671 805.8852539 183.4683838 37.33084106 151.8625488 97.12005615 91.24694824 69.87762451 195.4349365 112.4111938 136.7092285 159.9987793 172.1585693 0 117.5420532 133.6679688 80.05419922 160.0006104 760.0488281 - ion02 82.02575684 87.11358643 79.82391357 80.33862305 83.08575439 94.27703857 76.02288818 77.04394531 76.97564697 84.17669678 81.04943848 86.44024658 84.11865234 83.71282959 77.75219727 79.15936279 75.98492432 78.2835083 78.98760986 73.98388672 72.20550537 82.16448975 - ion03 25.31900024 24.2960968 23.29342651 31.54063416 30.3830719 22.42404175 35.44485474 26.38783264 17.1401825 21.27339172 20.25959778 26.33859253 18.17146301 26.32852173 24.30648804 28.34313965 29.37016296 18.23519897 24.48402405 25.38140869 24.35777283 21.31071472 - ion04 65.87536621 62.68716431 46.60232544 62.77856445 29.53218079 47.59136963 90.13983154 28.35336304 58.74325562 31.39331055 23.32928467 30.39666748 41.43960571 21.27049255 88.1161499 29.36820984 24.30200195 25.00007629 45.60662842 103.293457 37.46994019 87.09295654 - ion05 0 103.728544 279.5808214 884.2333448 824.5072072 434.6439081 764.82768 799.0972595 398.4002569 382.5370891 74.55342827 0 636.6596277 514.3863309 741.690017 412.3166491 660.8996555 57.36593795 102.2085264 455.6403091 548.6145486 515.8412195 - ion06 2711.785156 3465.292969 2469.75 3435.259766 2482.3125 2593.654297 1407.915039 1291.253906 2241.734375 1444.189453 3363.683594 2578.642578 2633.181641 3397.763672 3706.855469 3647.212891 3548.410156 3714.640625 1889.213867 2262.707031 2107.417969 2763.21875 - ion07 164.9023438 192.40625 140.7609863 192.4053955 139.7540283 140.748291 84.60144043 86.1819458 150.762207 89.90411377 207.5949707 164.0512695 149.8706055 186.336792 214.6140137 202.5360107 214.6877441 195.4482422 117.4679565 127.2941895 142.78479 163.0666504 - - -Parameters -========== - -Factor analysis -> **batch** - -Level of details -> **no** - -Model used (linear or not) -> **Linear** - - -Output files -============ - -Norma_rdata_$detail.rdata:: - - binary data - Download, open with R send res - - -Norma_plots_$detail.pdf - -.. image:: Vdk_pdf1.png - :width: 800 - -.. image:: Vdk_pdf2.png - :width: 800 - - -Norma_result_for_simca.tabular:: - - samples idLIMS serie factor01 factor02 batch injectionOrder sampleType ion01 ion02 ion03 ion04 ion05 ion06 ion07 - POOL1 POOL1 p p p 01_08_2011 1 p 183.806309736177 78.555522674121 24.2565782732588 67.2059357441544 0 2756.58450391724 158.052416850832 - POOL2 POOL2 p p p 01_08_2011 12 p 190.655485025641 82.783250185879 25.2333869921957 31.0106280849366 0 2621.24237826457 157.236695576441 - X12588 12588 3 validation 2 01_08_2011 2 s 220.281338788057 87.500123119505 24.4029802274792 62.5632990312483 94.2986763636364 3459.67039593807 193.243760535699 - X12701 12701 3 validation 1 01_08_2011 20 s 80.2553876257053 74.3121648660553 25.4930666232626 103.089356639338 414.218462818182 2259.03570054876 127.848278698451 - X12718 12718 3 Q1 2 01_08_2011 17 s 0 76.3220813847312 29.4993682273574 24.2539829611226 600.817868636364 3542.65272205883 215.622242057156 - X13117 13117 3 Q4 2 01_08_2011 13 s 112.693700265425 84.4919000357226 18.251402938821 41.3577240621519 578.781479727273 2628.90920103769 150.522965863022 - X13341 13341 3 Q1 2 01_08_2011 14 s 137.052799630498 84.0842765863284 26.4443462044465 21.2284636032788 467.623937181818 3392.25066785752 187.147883253472 - X13875 13875 3 validation 2 01_08_2011 11 s 70.0532376321925 81.4090675909135 20.3487238346046 23.2831876997425 67.7758438818182 3358.22588611392 208.498595063134 - X14325 14325 3 validation 2 01_08_2011 6 s 183.929467815501 94.695360623753 22.5226896299416 47.497332543935 395.130825545454 2589.44599169574 141.360943533866 - X15432 15432 3 validation 1 01_08_2011 4 s 123.859263984884 80.6950981610103 31.6793877676942 62.6545185712173 803.848495272727 3429.68592298187 193.242902316211 - X15635 15635 3 Q4 1 01_08_2011 22 s 761.958946663093 82.5290665188414 21.4044648499099 86.9208671903241 468.946563181818 2758.73531975414 163.776450823485 - X16172 16172 3 Q4 2 01_08_2011 9 s 97.3641336556051 77.3172000270102 17.2155856179699 58.6271832180619 362.182051727273 2238.0970735015 151.418448347397 - X16220 16220 3 Q4 2 01_08_2011 21 s 160.402716323636 72.5258925581935 24.4649275827679 37.3959023125888 498.740498727273 2103.99860111142 143.406307055514 - X16235 16235 3 Q4 2 01_08_2011 18 s 117.83745429722 78.6308645435113 18.315419286157 24.950677956983 52.1508526818182 3708.61347563638 196.298993992243 - X16392 16392 3 Q4 2 01_08_2011 10 s 91.4762657301598 84.5502020280356 21.3669776585093 31.3312796509314 347.760990090909 1441.84619925857 90.295450550822 - X16437 16437 3 Q4 1 01_08_2011 8 s 152.244202534309 77.3858014174909 26.5039180350956 28.2973388561794 726.452054090909 1289.1587961513 86.5570806388865 - X16878 16878 3 Q1 1 01_08_2011 19 s 134.003896781277 79.3380903129169 24.5917342073347 45.5165130382572 92.9168421818182 1886.14854378149 117.979273835979 - X16888 16888 3 Q4 1 01_08_2011 15 s 160.400880621802 78.0971960028743 24.4134171806386 87.9420387946402 674.263651818182 3700.84095135577 215.548190721704 - X17159 17159 3 Q4 1 01_08_2011 5 s 807.910566388206 83.4544189550015 30.5167331579687 29.4738273480161 749.552006545455 2478.28485110605 140.362352983359 - X17419 17419 3 Q4 1 01_08_2011 7 s 37.4246591541122 76.3602136963513 35.6007838010462 89.9617217868595 695.297890909091 1405.63064191075 84.9696956072378 - X17489 17489 3 Q4 2 01_08_2011 16 s 172.59123002765 79.510605337691 28.4678268347873 29.3101803926911 374.833317363636 3641.2951457659 203.417614300817 - X17736 17736 3 Q1 1 01_08_2011 3 s 122.877799698849 80.1781048340628 23.3958989887532 46.5102426333419 254.164383090909 2465.74273425251 141.373694094272 - - -Norma_result.tabular:: - - POOL1 POOL2 X12588 X12701 X12718 X13117 X13341 X13875 X14325 X15432 X15635 X16172 X16220 X16235 X16392 X16437 X16878 X16888 X17159 X17419 X17489 X17736 - ion01 183.806309736177 190.655485025641 220.281338788057 80.2553876257053 0 112.693700265425 137.052799630498 70.0532376321925 183.929467815501 123.859263984884 761.958946663093 97.3641336556051 160.402716323636 117.83745429722 91.4762657301598 152.244202534309 134.003896781277 160.400880621802 807.910566388206 37.4246591541122 172.59123002765 122.877799698849 - ion02 78.555522674121 82.783250185879 87.500123119505 74.3121648660553 76.3220813847312 84.4919000357226 84.0842765863284 81.4090675909135 94.695360623753 80.6950981610103 82.5290665188414 77.3172000270102 72.5258925581935 78.6308645435113 84.5502020280356 77.3858014174909 79.3380903129169 78.0971960028743 83.4544189550015 76.3602136963513 79.510605337691 80.1781048340628 - ion03 24.2565782732588 25.2333869921957 24.4029802274792 25.4930666232626 29.4993682273574 18.251402938821 26.4443462044465 20.3487238346046 22.5226896299416 31.6793877676942 21.4044648499099 17.2155856179699 24.4649275827679 18.315419286157 21.3669776585093 26.5039180350956 24.5917342073347 24.4134171806386 30.5167331579687 35.6007838010462 28.4678268347873 23.3958989887532 - ion04 67.2059357441544 31.0106280849366 62.5632990312483 103.089356639338 24.2539829611226 41.3577240621519 21.2284636032788 23.2831876997425 47.497332543935 62.6545185712173 86.9208671903241 58.6271832180619 37.3959023125888 24.950677956983 31.3312796509314 28.2973388561794 45.5165130382572 87.9420387946402 29.4738273480161 89.9617217868595 29.3101803926911 46.5102426333419 - ion05 0 0 94.2986763636364 414.218462818182 600.817868636364 578.781479727273 467.623937181818 67.7758438818182 395.130825545454 803.848495272727 468.946563181818 362.182051727273 498.740498727273 52.1508526818182 347.760990090909 726.452054090909 92.9168421818182 674.263651818182 749.552006545455 695.297890909091 374.833317363636 254.164383090909 - ion06 2756.58450391724 2621.24237826457 3459.67039593807 2259.03570054876 3542.65272205883 2628.90920103769 3392.25066785752 3358.22588611392 2589.44599169574 3429.68592298187 2758.73531975414 2238.0970735015 2103.99860111142 3708.61347563638 1441.84619925857 1289.1587961513 1886.14854378149 3700.84095135577 2478.28485110605 1405.63064191075 3641.2951457659 2465.74273425251 - ion07 158.052416850832 157.236695576441 193.243760535699 127.848278698451 215.622242057156 150.522965863022 187.147883253472 208.498595063134 141.360943533866 193.242902316211 163.776450823485 151.418448347397 143.406307055514 196.298993992243 90.295450550822 86.5570806388865 117.979273835979 215.548190721704 140.362352983359 84.9696956072378 203.417614300817 141.373694094272 - -</tool>
--- a/batchcorrection/batch_correction_all_loess_script.R Thu Mar 02 03:38:08 2017 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,294 +0,0 @@ -loessF <- function(datVn, qcaVi, preVi, spnN) { - - if(length(qcaVi) < 5) { - - return(predict(lm(datVn[qcaVi] ~ qcaVi), - newdata = data.frame(qcaVi = preVi))) - - } else { - - return(predict(loess(datVn[qcaVi] ~ qcaVi, - control = loess.control(surface = "direct"), - span = spnN), - newdata = data.frame(qcaVi = preVi))) - - } - - ## Note: - ## the surface = 'direct' argument allows extrapolation - -} ## loessF - -plotBatchF <- function(datMN, samDF.arg, spnN.arg) { - - maiC <- switch(gsub("MN", "", deparse(substitute(datMN))), - raw = "Raw", - nrm = "Normalized") - - colVc <- c(sample = "green4", - pool = "red", - blank = "black", - other = "yellow") - - par(font = 2, font.axis = 2, font.lab = 2, lwd = 2, pch = 18) - - layout(matrix(c(1, 1, 2, 3), nrow = 2), - widths = c(0.7, 0.3)) - - obsNamVc <- rownames(datMN) - - obsColVc <- sapply(samDF.arg[, "sampleType"], - function(typC) - ifelse(typC %in% names(colVc), colVc[typC], colVc["other"])) - - ## Graphic 1: Sum of intensities for each sample - - par(mar = c(3.6, 3.6, 3.1, 0.6)) - - batTab <- table(samDF.arg[, "batch"]) - - sumVn <- rowSums(datMN, na.rm = TRUE) - - plot(sumVn, - cex = 1.2, - col = obsColVc, - pch = 18, - xaxs = "i", - xlab = "", - ylab = "") - - mtext("Injection order", - line = 2.2, - side = 1) - mtext("Sum of variable intensities", - line = 2.2, - side = 2) - - mtext(maiC, cex = 1.2, line = 1.5, side = 3) - - abline(v = cumsum(batTab) + 0.5, - col = "red") - - mtext(names(batTab), - at = batTab / 2 + c(0, cumsum(batTab[-length(batTab)]))) - - obsColVuc <- obsColVc[sort(unique(names(obsColVc)))] - - text(rep(batTab[1], times = length(obsColVuc)), - par("usr")[3] + (0.97 - length(obsColVuc) * 0.03 + 1:length(obsColVuc) * 0.03) * diff(par("usr")[3:4]), - col = obsColVuc, - font = 2, - labels = names(obsColVuc), - pos = 2) - - for(batC in names(batTab)) { - - batSeqVi <- which(samDF.arg[, "batch"] == batC) - batPooVi <- intersect(batSeqVi, - grep("pool", samDF.arg[, "sampleType"])) - batSamVi <- intersect(batSeqVi, - grep("sample", samDF.arg[, "sampleType"])) - if(length(batPooVi)) - lines(batSeqVi, - loessF(sumVn, batPooVi, batSeqVi, spnN=spnN.arg), - col = colVc["pool"]) - lines(batSeqVi, - loessF(sumVn, batSamVi, batSeqVi, spnN=spnN.arg), - col = colVc["sample"]) - - } - - ## Graphics 2 and 3 (right): PCA score plots of components 1-4 - - radVn <- seq(0, 2 * pi, length.out = 100) - epsN <- .Machine[["double.eps"]] ## [1] 2.22e-16 - - pcaMN <- datMN - - if(any(is.na(pcaMN))) { - minN <- min(pcaMN, na.rm = TRUE) - pcaMN[is.na(pcaMN)] <- minN - } - - pcaLs <- opls(pcaMN, predI = 4, algoC = "svd", printL = FALSE, plotL = FALSE) - tMN <- getScoreMN(pcaLs) - vRelVn <- pcaLs@modelDF[, "R2X"] - - n <- nrow(tMN) - hotN <- 2 * (n - 1) * (n^2 - 1) / (n^2 * (n - 2)) - - hotFisN <- hotN * qf(0.95, 2, n - 2) - - pcsLs <- list(c(1, 2), c(3, 4)) - - par(mar = c(3.6, 3.6, 0.6, 1.1)) - - for(pcsN in 1:length(pcsLs)) { - - pcsVn <- pcsLs[[pcsN]] - - tcsMN <- tMN[, pcsVn] - - micMN <- solve(cov(tcsMN)) - - n <- nrow(tMN) - hotN <- 2 * (n - 1) * (n^2 - 1) / (n^2 * (n - 2)) - - hotFisN <- hotN * qf(0.95, 2, n - 2) - - hotVn <- apply(tcsMN, - 1, - function(x) 1 - pf(1 / hotN * t(as.matrix(x)) %*% micMN %*% as.matrix(x), 2, n - 2)) - - obsHotVi <- which(hotVn < 0.05) - - xLabC <- paste("t", - pcsVn[1], - "(", - round(vRelVn[pcsVn[1]] * 100), - "%)", - sep = "") - - yLabC <- paste("t", - pcsVn[2], - "(", - round(vRelVn[pcsVn[2]] * 100), - "%)", - sep = "") - - xLimVn <- c(-1, 1) * max(sqrt(var(tcsMN[, 1]) * hotFisN), max(abs(tcsMN[, 1]))) - yLimVn <- c(-1, 1) * max(sqrt(var(tcsMN[, 2]) * hotFisN), max(abs(tcsMN[, 2]))) - - plot(tcsMN, - main = "", - type = "n", - xlab = "", - ylab = "", - xlim = xLimVn, - ylim = yLimVn) - - mtext(xLabC, - line = 2.2, - side = 1) - mtext(yLabC, - line = 2.2, - side = 2) - - par(lwd = 1) - - abline(v = axTicks(1), - col = "grey") - - abline(h = axTicks(2), - col = "grey") - - abline(v = 0) - abline(h = 0) - - lines(sqrt(var(tcsMN[, 1]) * hotFisN) * cos(radVn), - sqrt(var(tcsMN[, 2]) * hotFisN) * sin(radVn)) - - points(tcsMN, - col = obsColVc, - pch = 18) - - if(length(obsHotVi)) - text(tcsMN[obsHotVi, 1], - tcsMN[obsHotVi, 2], - col = obsColVc[obsHotVi], - labels = obsNamVc[obsHotVi], - pos = 3) - - } ## for(pcsN in 1:length(pcsLs)) { - - return(invisible(list(sumVn = sumVn, - tcsMN = tcsMN))) - -} ## plotBatchF - -shiftBatchCorrectF <- function(rawMN.arg, - samDF.arg, - refC.arg, - spnN.arg) { - - cat("\nReference observations are: ", refC.arg, "\n") - - ## computing median off all pools (or samples) for each variable - - refMeaVn <- apply(rawMN.arg[samDF.arg[, "sampleType"] == refC.arg, ], - 2, - function(feaRefVn) mean(feaRefVn, na.rm = TRUE)) - - ## splitting data and sample metadata from each batch - - batRawLs <- split(as.data.frame(rawMN.arg), - f = samDF.arg[, "batch"]) - batRawLs <- lapply(batRawLs, function(inpDF) as.matrix(inpDF)) - - batSamLs <- split(as.data.frame(samDF.arg), - f = samDF.arg[, "batch"]) - - ## checking extrapolation: are there pools at the first and last observations of each batch - - if(refC.arg == "pool") { - pooExtML <- matrix(FALSE, nrow = 2, ncol = length(batRawLs), - dimnames = list(c("first", "last"), names(batRawLs))) - for(batC in names(batSamLs)) { - batSamTypVc <- batSamLs[[batC]][, "sampleType"] - pooExtML["first", batC] <- head(batSamTypVc, 1) == "pool" - pooExtML["last", batC] <- tail(batSamTypVc, 1) == "pool" - } - if(!all(c(pooExtML))) { - cat("\nWarning: Pools are missing at the first and/or last position of the following batches:\n") - pooExtBatVi <- which(!apply(pooExtML, 2, all)) - for(i in 1:length(pooExtBatVi)) - cat(names(pooExtBatVi)[i], ": ", - paste(rownames(pooExtML)[!pooExtML[, pooExtBatVi[i]]], collapse = ", "), "\n", sep = "") - cat("Extrapolating loess fits for these batches may result in inaccurate modeling!\n") - } - } - - ## normalizing - - nrmMN <- NULL ## normalized data matrix to be computed - - cat("\nProcessing batch:") - - for(batC in names(batRawLs)) { ## processing each batch individually - - cat("\n", batC) - - batRawMN <- batRawLs[[batC]] - batSamDF <- batSamLs[[batC]] - - batAllVi <- 1:nrow(batRawMN) - - batRefVi <- grep(refC.arg, batSamDF[, "sampleType"]) - - if(length(batRefVi) < 5) - cat("\nWarning: less than 5 '", refC.arg, "'; linear regression will be performed instead of loess regression for this batch\n", sep="") - - ## prediction of the loess fit - - batLoeMN <- apply(batRawMN, - 2, - function(rawVn) loessF(rawVn, batRefVi, batAllVi, spnN=spnN.arg)) - - ## normalization - - batLoeMN[batLoeMN <= 0] <- NA - - batNrmMN <- batRawMN / batLoeMN - - nrmMN <- rbind(nrmMN, - batNrmMN) - - } - - cat("\n") - - nrmMN <- sweep(nrmMN, MARGIN = 2, STATS = refMeaVn, FUN = "*") - - return(nrmMN) - -} ## shiftBatchCorrectF
--- a/batchcorrection/batch_correction_all_loess_wrapper.R Thu Mar 02 03:38:08 2017 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,199 +0,0 @@ -## Etienne Thevenot -## CEA, MetaboHUB Paris -## etienne.thevenot@cea.fr -## April 8th, 2015 - -library(batch) ## necessary for parseCommandArgs function -args = parseCommandArgs(evaluate=FALSE) #interpretation of arguments given in command line as an R list of objects - -source_local <- function(fname){ - argv <- commandArgs(trailingOnly = FALSE) - base_dir <- dirname(substring(argv[grep("--file=", argv)], 8)) - source(paste(base_dir, fname, sep="/")) -} - -## Import the different functions -source_local("batch_correction_all_loess_script.R") - - - -argVc <- unlist(args) - -## argVc["method"] is either 'all_loess_pool' or 'all_loess_sample' -## alternative version developped by CEA -## all variables are treated with loess -## the reference observations for loess are either 'pool' -## ('all_loess_pool') or 'sample' ('all_loess_sample') - - -#### Start_of_tested_code <- function() {} - - -##------------------------------ -## Initializing -##------------------------------ - -## options -##-------- - -strAsFacL <- options()$stringsAsFactors -options(stringsAsFactors = FALSE) - -## libraries -##---------- - -suppressMessages(library(ropls)) - -## constants -##---------- - -modNamC <- "Batch correction" ## module name - -## log file -##--------- - -## sink(argVc["information"]) ## not implemented - -cat("\nStart of the '", modNamC, "' Galaxy module call: ", - format(Sys.time(), "%a %d %b %Y %X"), "\n", sep="") - -## loading -##-------- - -rawMN <- t(as.matrix(read.table(argVc["dataMatrix"], - header = TRUE, - row.names = 1, - sep = "\t"))) - -samDF <- read.table(argVc["sampleMetadata"], - header = TRUE, - row.names = 1, - sep = "\t") - -varDF <- read.table(argVc["variableMetadata"], - check.names = FALSE, - header = TRUE, - row.names = 1, - sep = "\t") ## not used; for compatibility only - -refC <- tolower(gsub("all_loess_", "", argVc["method"])) - -spnN <- as.numeric(argVc["span"]) - -## checking -##--------- - -if(packageVersion("ropls") < "0.10.16") - cat("\nWarning: new version of the 'ropls' package is available\n", sep="") - -stopifnot(refC %in% c("pool", "sample")) - -if(refC == "pool" && - !any("pool" %in% samDF[, "sampleType"])) - stop("No 'pool' found in the 'sampleType' column; use the samples as normalization reference instead") - -refMN <- rawMN[samDF[, "sampleType"] == refC, ] -refNasZerVl <- apply(refMN, 2, - function(refVn) - all(sapply(refVn, - function(refN) {is.na(refN) || refN == 0}))) - -if(sum(refNasZerVl)) { - - refNasZerVi <- which(refNasZerVl) - cat("The following variables have 'NA' or 0 values in all reference samples; they will be removed from the data:\n", sep = "") - print(refNasZerVi) - rawMN <- rawMN[, !refNasZerVl, drop = FALSE] - varDF <- varDF[!refNasZerVl, , drop = FALSE] - -} - -##------------------------------ -## Computation -##------------------------------ - - -## ordering (batch and injection order) -##------------------------------------- - -samDF[, "ordIniVi"] <- 1:nrow(rawMN) -ordBatInjVi <- order(samDF[, "batch"], samDF[, "injectionOrder"]) -rawMN <- rawMN[ordBatInjVi, ] -samDF <- samDF[ordBatInjVi, ] - -## signal drift and batch-effect correction -##----------------------------------------- - -nrmMN <- shiftBatchCorrectF(rawMN, - samDF, - refC, - spnN) - -## figure -##------- - -cat("\nPlotting\n") - -pdf(argVc["graph_output"], onefile = TRUE, width = 11, height = 7) -plotBatchF(rawMN, samDF, spnN) -plotBatchF(nrmMN, samDF, spnN) -dev.off() - -## returning to initial order -##--------------------------- - -ordIniVi <- order(samDF[, "ordIniVi"]) -nrmMN <- nrmMN[ordIniVi, ] -samDF <- samDF[ordIniVi, ] -samDF <- samDF[, colnames(samDF) != "ordIniVi", drop=FALSE] - - -##------------------------------ -## Ending -##------------------------------ - - -## saving -##------- - -datMN <- nrmMN - -datDF <- cbind.data.frame(dataMatrix = colnames(datMN), - as.data.frame(t(datMN))) -write.table(datDF, - file = argVc["dataMatrix_out"], - quote = FALSE, - row.names = FALSE, - sep = "\t") - -varDF <- cbind.data.frame(variableMetadata = rownames(varDF), - varDF) ## not modified; for compatibility only -write.table(varDF, - file = argVc["variableMetadata_out"], - quote = FALSE, - row.names = FALSE, - sep = "\t") - - -res <- list(dataMatrix_raw = rawMN, - dataMatrix_normalized = nrmMN, - sampleMetadata = samDF) -save(res, - file = argVc["rdata_output"]) ## for compatibility - -## closing -##-------- - -cat("\nEnd of '", modNamC, "' Galaxy module call: ", - as.character(Sys.time()), "\n", sep = "") - -## sink() - -options(stringsAsFactors = strAsFacL) - - -#### End_of_tested_code <- function() {} - - -rm(argVc) -
--- a/batchcorrection/batch_correction_wrapper.R Thu Mar 02 03:38:08 2017 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,131 +0,0 @@ -#!/usr/bin/Rscript --vanilla --slave --no-site-file - -################################################################################################ -# batch_correction_wrapper # -# # -# Author: Marion LANDI / Jean-Francois MARTIN / Melanie Petera # -# User: Galaxy # -# Original data: -- # -# Starting date: 22-07-2014 # -# Version 1: 22-07-2014 # -# Version 2: 08-12-2014 # -# Version 2.1: 09-01-2015 modification in Error message of sample matching # -# Version 2.2: 16-03-2015 inclusion of miniTools' functions for special characters # -# Version 2.90: 18-08-2015 new parameter valnull # -# Version 2.91: 25-08-2016 error message improvment # -# # -# # -# Input files: dataMatrix.txt ; sampleMetadata.txt ; variableMetadata.txt (for DBC) # -# Output files: graph_output.pdf ; corrected table ; diagnostic table # -# # -################################################################################################ - - -library(batch) #necessary for parseCommandArgs function -args = parseCommandArgs(evaluate=FALSE) #interpretation of arguments given in command line as an R list of objects - -source_local <- function(...){ - argv <- commandArgs(trailingOnly = FALSE) - base_dir <- dirname(substring(argv[grep("--file=", argv)], 8)) - for(i in 1:length(list(...))){source(paste(base_dir, list(...)[[i]], sep="/"))} -} -#Import the different functions -source_local("Normalisation_QCpool.r","RcheckLibrary.R","miniTools.R") - - -## Reading of input files -idsample=read.table(args$sampleMetadata,header=T,sep='\t',check.names=FALSE) -iddata=read.table(args$dataMatrix,header=T,sep='\t',check.names=FALSE) - -### Table match check -table.check <- match2(iddata,idsample,"sample") -if(length(table.check)>1){check.err(table.check)} - -### StockID -samp.id <- stockID(iddata,idsample,"sample") -iddata<-samp.id$dataMatrix ; idsample<-samp.id$Metadata ; samp.id<-samp.id$id.match - -### Checking mandatory variables -mand.check <- "" -for(mandcol in c("sampleType","injectionOrder","batch")){ - if(!(mandcol%in%colnames(idsample))){ - mand.check <- c(mand.check,"\nError: no '",mandcol,"' column in sample metadata.\n", - "Note: table must include this exact column name (it is case-sensitive).\n") - } -} -if(length(mand.check)>1){ - mand.check <- c(mand.check,"\nFor more information, see the help section or:", - "\n http://workflow4metabolomics.org/sites/", - "workflow4metabolomics.org/files/files/MS_data_processing.pdf\n") - check.err(mand.check) -} - -### Formating -idsample[[1]]=make.names(idsample[[1]]) -dimnames(iddata)[[1]]=iddata[[1]] - -### Transposition of ions data -idTdata=t(iddata[,2:dim(iddata)[2]]) -idTdata=data.frame(dimnames(idTdata)[[1]],idTdata) - -### Merge of 2 files (ok even if the two dataframe are not sorted on the same key) -id=merge(idsample, idTdata, by.x=1, by.y=1) - -id$batch=as.factor(id$batch) -ids=id[id$sampleType == 'pool' | id$sampleType == 'sample',] -nbid=dim(idsample)[2] - -### Checking the number of sample and pool - -# least 2 samples -if(length(which(ids$sampleType == "sample"))<2){ - table.check <- c(table.check,"\nError: less than 2 samples specified in sample metadata.", - "\nMake sure this is not due to errors in sampleType coding.\n") -} - -# least 2 pools per batch for all batchs -B <- rep(0,length(levels(ids$batch))) -for(nbB in length(levels(ids$batch))){ - B[nbB]<-length(which(ids[which(ids$batch==(levels(ids$batch)[nbB])),]$sampleType == "pool")) -} -if(length(which(B>1))==0){ - table.check <- c(table.check,"\nError: less than 2 pools specified in each batch in sample metadata.", - "\nMake sure this is not due to errors in sampleType coding.\n") -} - -### Factor of interest -factbio=args$ref_factor - - -if(args$analyse == "batch_correction") { - ## Reading of Metadata Ions file - metaion=read.table(args$variableMetadata,header=T,sep='\t',check.names=FALSE) - ## Table match check - table.check <- c(table.check,match2(iddata,metaion,"variable")) - check.err(table.check) - - ## variables - detail=args$detail - method=args$method - - ## outputs - outlog=args$graph_output - - ## Launch - res = norm_QCpool(ids,nbid,outlog,factbio,metaion,detail,F,F,method,args$span,args$valnull) - save(res, file=args$rdata_output) - write.table(reproduceID(res[[1]],res[[3]],"sample",samp.id)$dataMatrix, file=args$dataMatrix_out, sep = '\t', row.names=F, quote=F) - write.table(res[[2]], file=args$variableMetadata_out, sep = '\t', row.names=F, quote=F) -}else{ - ## error check - check.err(table.check) - - ## outputs - out_graph_pdf=args$out_graph_pdf - out_preNormSummary=args$out_preNormSummary - - ## Launch - plotsituation(ids,nbid,out_graph_pdf,out_preNormSummary,factbio,args$span) -} - -rm(args) \ No newline at end of file
--- a/batchcorrection/determine_bc.xml Thu Mar 02 03:38:08 2017 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,265 +0,0 @@ -<tool id="Determine_BC" name="Determine_batch_correction" version="2016-03-03"> - <description>to choose between linear, lowess and loess methods</description> - - <command interpreter="Rscript"> - batch_correction_wrapper.R - analyse "determine_bc" - sampleMetadata "$sampleMetadata" - dataMatrix "$dataMatrix" - ref_factor "$ref_factor" - #if str($advance.option ) == 'show': - span $advance.span - #else: - span "none" - #end if - out_graph_pdf "$out_graph_pdf" - out_preNormSummary "$out_preNormSummary" - </command> - <inputs> - <param name="dataMatrix" type="data" label="Data Matrix file " help="" format="tabular" /> - <param name="sampleMetadata" type="data" label="Sample metadata file " help="must contain at least the three following columns: 'batch' + 'injectionOrder' + 'sampleType'" format="tabular" /> - <param name="ref_factor" type="text" label="Factor of interest " help="column name of the factor of interest (often a biological factor); if none, leave 'batch'" value="batch" /> - <conditional name="advance"> - <param name="option" type="select" label="Advanced options" help="should only be put at 'show' if you have good understanding of the span parameter and are willing to adjust it"> - <option value="show">show</option> - <option value="hide" selected="true">hide</option> - </param> - <when value="show"> - <param name="span" type="float" value="0.85" label="span" help="applied to lowess and loess regression"/> - </when> - </conditional> - </inputs> - - <outputs> - <data name="out_graph_pdf" label="Determine_BC_graph" format="pdf" ></data> - <data name="out_preNormSummary" label="Determine_BC_preNormSummary" format="tabular" ></data> - </outputs> - - <stdio> - <exit_code range="1:" level="fatal" /> - </stdio> - - <help> - -.. class:: infomark - -**Authors** - | Jean-Francois Martin - PF MetaToul-AXIOM ; INRA ; MetaboHUB (for original version of this tool and overall development of the R script) - -.. class:: infomark - -**Contributors** - | Melanie Petera - PFEM ; INRA ; MetaboHUB (for R wrapper and R script improvement) - -.. class:: infomark - -**Wrapping** - | Marion Landi - FLAME ; PFEM ; INRA ; MetaboHUB (for xml interface and R wrapper) - | Franck Giacomoni - PFEM ; INRA ; MetaboHUB (for xml interface and R wrapper) - ---------------------------------------------------- - -.. class:: infomark - -**Please cite** If you use this tool, please cite: - | `F.M. van der Kloet, I. Bobeldijk, E.R. Verheij, R.H. Jellema. (2009). "Analytical error reduction using single point calibration for accurate and precise metabolomic phenotyping." Journal of Proteome Research p5132-5141 <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
--- a/batchcorrection/example/input/dataMatrix.tsv Thu Mar 02 03:38:08 2017 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,114 +0,0 @@ - QC1_001 HU_022 HU_076 HU_166 HU_114 HU_190 HU_139 HU_096 HU_058 HU_031 QC1_002 HU_039 HU_087 HU_143 HU_162 HU_102 HU_188 HU_095 HU_062 QC1_003 HU_063 HU_011 HU_074 HU_122 HU_142 HU_030 HU_187 HU_167 HU_113 QC1_004 HU_081 HU_014 HU_206 HU_119 HU_033 HU_067 HU_140 HU_164 HU_193 HU_112 QC1_005 HU_097 HU_056 HU_195 HU_135 HU_159 HU_070 HU_038 HU_026 QC1_006 HU_098 HU_115 HU_137 HU_019 HU_073 HU_168 HU_191 HU_040 HU_046 QC1_007 HU_103 HU_015 HU_053 HU_121 HU_183 HU_199 HU_042 HU_075 QC1_008 HU_203 HU_024 HU_082 HU_169 HU_129 HU_057 HU_035 HU_194 HU_145 HU_104 QC1_009 HU_177 HU_025 HU_080 HU_117 HU_136 HU_197 HU_036 HU_054 HU_085 QC1_010 HU_160 HU_092 HU_023 HU_124 HU_147 HU_205 HU_084 HU_120 HU_198 QC1_011 HU_045 HU_029 HU_069 HU_155 HU_106 HU_146 HU_128 QC1_012 -met_001 34046147 29268048 43765299 44375419 50601116 4832613 40454119 8126 19479962 11235683 33064844 75260138 36891690 17466250 74160059 32122101 5238560 30163448 10216046 31450577 17301601 11549910 12734389 54057483 3488082 24301846 2046492 23004592 9579482 30075694 7571631 5257922 60032654 15725469 42794552 12202672 10427301 17332850 2558158 66102394 29666404 34174908 36717068 24271602 36414651 37145056 20074559 1865267 5837544 27608715 38999155 21669105 14372963 36030678 24509866 1906953 15589584 18219005 25991397 25068509 21518123 17608775 6613249 4124652 30008362 7839717 16104411 36946332 23198059 6151472 23334545 18392766 27331396 30774819 18461787 42246522 20479189 28817403 27674313 21703591 17170407 13809778 11188751 14478896 8256694 2771227 47261207 21462355 24438964 19424590 379608 17107855 14512991 31446516 24437179 18499953 16786178 1370420 23336305 18279598 9162668 29590881 24605602 13020657 30919250 16843645 42298126 15320951 -met_002 25505104 13027974 32763597 34730095 33371485 1895066 27495574 59974 13416309 7415642 23483152 56144021 29010226 13269573 61487618 21195395 3379894 23790609 4902552 23924391 10425200 5914542 10652705 32854120 835047 13453508 1274458 22515044 4126230 22230978 1786393 3285537 42606906 22882567 35048135 9125465 3968320 10918248 2767218 40862097 20287479 21966458 30969969 17039420 20122412 28288256 13281775 1926605 10855072 19582666 28740009 14276670 8544427 28305898 17921960 1108003 15397507 12237865 16183896 17724624 12764878 19325552 5978795 2327941 19932606 3940696 8131604 27569944 16730669 4383418 15424544 10734487 33257422 21428567 10875162 33291902 12687175 13724743 17750641 15859004 7722135 10212514 5089001 10323782 5299453 529447 39682428 18277950 17763884 14171656 997710 14321798 12297861 15992338 26897819 12146700 13597912 256757 14051155 13070239 6274244 20895482 17767113 13249946 20766019 15026075 25876196 11032203 -met_003 5892635 10312094 7821772 11024697 11099724 211356 15572436 NA 5081385 1287012 7083236 11463946 10268577 3466442 16572946 7596396 515301 5605033 1166691 6692258 5258935 1120354 2768153 17622620 100138 5657045 155546 3993478 895432 6630262 1160086 1398006 20292345 8345069 9496638 2281112 1622765 559527 1169164 24371841 6010179 5988080 6808771 4430121 6994393 13311751 5318285 783176 353306 5788416 6714250 6043357 3119950 4761136 4840500 316705 2576605 4562242 7534703 5546336 3149195 2525989 2463379 413059 4398279 855987 2243033 6719671 4189278 1103830 3718953 5441941 4324385 9454992 5764607 7703610 7439304 5651876 5810300 4075671 5884945 2071030 822119 2324725 1072516 75496 15134893 4124869 5293399 3395800 NA 2578641 5179943 5878251 8146783 4702730 2191032 34289 4192685 3234808 2907002 8592351 5858938 1541012 10652067 3600540 11259836 2932946 -met_004 22027726 28338717 19767257 776755 29237805 551519 43361691 17669 24178241 2483160 22961817 36696085 29568489 12694039 38098794 28957490 4548936 21546827 8439927 23754498 19390563 2410036 15610073 48462830 743472 12281479 957970 22957209 3382722 23184843 3152846 6026857 29934738 37430772 28469408 6392048 3956769 18521915 6448619 58495251 21643123 15824960 24311549 14867509 14415999 39238537 19313537 4269597 14077517 20163043 27340905 24795934 11392689 16957319 8784709 3302430 14801777 21374299 22691590 18798091 10791789 9245374 9321953 3946445 19030931 2851153 7951878 18647008 15091482 4856406 12502732 10638134 17097174 26807402 12496560 23261771 14881802 11744963 13872035 14116064 15472403 6386433 5112117 13146747 7167783 236477 24538222 12591822 14722588 13063460 971573 5200985 16805865 7198114 10515461 10722786 13053078 70163 7465055 11687904 10088325 16368703 10706813 7486089 18535386 10598026 21770139 11077483 -met_005 193306 160570 117718 769008 267248 87972 69464 NA 7616 586103 206378 121127 213298 176754 242462 245818 45143 24490 755359 212954 389071 155435 184599 376084 254437 250988 220902 108105 85318 195162 67546 734516 831034 585004 173521 26533 200539 37004 36565 325985 158874 37276 113890 74761 146784 220431 131561 15431 110818 185203 364047 240219 148084 86018 66224 52249 24283 80448 106180 166432 305441 70418 43991 25483 105589 447093 262598 155739 174455 41989 105672 178424 62375 119866 161191 297693 7959 153233 142085 158356 187841 114849 305398 278998 61269 170611 140724 312751 224186 111426 283256 122690 12793 132190 54212 39050 307170 167079 342338 117560 30651 47048 93554 318603 259085 46862 734298 147634 -met_006 211051 135473 187526 171919 231183 810849 268826 14883 140778 961904 226143 242014 319702 117739 220563 250808 134880 190902 266216 196054 378433 125874 163055 211658 267996 164365 130178 69163 188919 200864 549987 119612 366293 277418 275988 349089 132186 127157 181774 459213 215864 260424 246803 172018 274592 191312 209141 45084 107075 183816 169029 153489 283856 133961 202937 64740 153310 227788 74044 180132 127350 169212 54206 77563 90445 186680 154867 132619 160787 147476 89801 223338 49267 91754 117057 429902 156194 161023 71824 128511 229049 106582 94783 172129 45728 134762 82872 103303 187390 118078 128191 153646 50982 265774 120179 187030 55772 86739 98350 117721 39963 89854 113185 66975 57334 79878 170817 92214 -met_007 818506 163659 149350 42654 19086 40670 16834 NA 83422 14392 917690 187463 132703 60940 142185 36582 300958 105092 47811 1019078 90157 416430 4545917 286788 39925 40803 334919 348959 587342 1056928 70427 277858 29565 77759 300874 558218 86201 171841 155957 231157 961115 461295 79343 199413 567908 183811 27940 290004 598012 904557 69335 39497 102278 460376 619162 157373 92338 43550 225869 991990 155355 1691486 187202 219564 122953 65541 60088 103865 418710 139551 117097 113709 149458 116594 10610459 562050 62310 818129 168435 759613 77860 71197 308475 25127 66760 482726 63049 99118 1510403 254158 177554 67325 8044525 238376 61584 207355 539960 1021892 69544 302540 198680 162514 1869389 414321 143692 69007 38131 251060 -met_008 115231 264286 74049 81590 40554 91022 NA NA 8314 117029 123182 176584 112223 62435 1253934 79918 5194 87966 19155 135564 224648 242477 76601 213640 152349 44170 4600 100077 120950 160307 110075 5148 67076 145278 296041 76923 52954 92403 20685 160750 150374 159163 94619 7721 185397 29210 325518 5027 29938 139840 151394 37141 22918 169812 58483 4970 4800 71212 78834 153726 268147 173775 48985 3938 294626 21894 100149 219771 159618 21203 22559 355926 126593 305741 226602 101954 249392 225758 246743 193691 115110 132081 348624 143535 11300 112369 826089 166256 116212 192909 112650 381004 26447 629000 156376 159434 161587 221871 155021 191730 14293 204085 53770 152941 369783 96341 308860 202972 -met_009 1653183 336731 1586628 623933 511108 2144040 3908910 2612 332173 3718606 750541 1839009 412482 296926 1397136 779507 803159 797478 2253026 673007 1246516 261712 636769 1252614 1872139 1123410 1211241 450421 2269400 674746 1202999 714934 923463 650730 1707553 1380296 447317 551744 1801836 1017392 629148 536723 260636 1240058 1100354 1471142 502127 379856 225008 655259 258475 247050 1387340 760882 360828 835191 1467559 1277554 693606 643990 406054 658403 308357 575599 3355208 3344141 1814947 3033916 2487138 3666036 2208895 3384287 1147554 1431141 1187374 1500354 3213137 456834 429573 1177754 234995 3157451 4225889 2007199 743424 3797450 2860315 888468 2785386 2234912 1866417 1828194 1763480 1349066 1177795 1230768 1347281 387911 2497497 1540837 748978 2118929 448664 880734 2350718 2963789 800316 2223983 -met_010 7081822 4739444 1241927 2568237 2543303 3559207 8818294 3224 4774112 32246592 7263868 2677701 499455 4297787 675103 20655272 2307693 1654236 18080860 6979670 9996765 1007281 919441 13268847 3662733 3447668 109807 590328 1578174 6926178 11960517 1487469 10079986 483011 1634611 644542 229454 493678 2758609 5983950 6445722 483373 5116692 4341054 2652660 3285128 9214051 1725760 380224 5878072 9679727 1935469 3354872 3491777 3903044 3098324 3901596 16486928 7354595 5928774 6276978 1069606 431358 423052 3159131 1092630 1042776 1771261 4726444 1151587 1737898 8026262 1297907 7275379 6723651 6868065 2627565 5745052 859014 5306284 2535047 5307520 269522 21581115 391810 4323746 3412789 1672193 4095309 3737559 1781359 1792450 291267 2119319 26261958 5040629 529740 362314 1887159 3808365 115792 12919439 1980086 743883 5533137 1538355 380500 2777958 -met_011 785442 60478 60202 224880 55462 100060 42986 NA 130475 NA 675924 4903004 396065 380956 NA 392119 9854 106252 99264 637406 312148 33714 690355 247213 216205 67547 36430 21057 131148 574095 544490 99843 NA NA NA 144958 565976 53797 139064 306347 686592 404783 NA 79308 147421 66507 NA 73762 198084 525400 482320 402890 NA 308122 3847455 106160 64832 716412 494328 417494 174319 88831 4044643 71642 1122075 NA 71395 131196 433963 92619 3073860 1131592 55550 132765 57931 786643 264705 171375 55880 465617 43560 33298 293164 NA 38935 117848 274209 144362 251705 396383 1976437 155386 71656 62054 273108 159751 179756 64850 94359 366996 126976 47026 142714 138801 72099 37766 102870 334806 -met_012 966828 422417 214842 1194887 421456 1901281 258409 NA 839552 1106235 878410 491735 4269851 283059 519567 810110 81046 656910 571446 839770 767967 832013 160535 583306 882564 1492712 61676 840394 321103 823730 899697 139924 545929 1294920 1130207 825318 236651 375197 251330 1506027 770762 751443 358250 183505 466680 234995 363012 22319 266856 754857 1427392 226903 284836 209380 1195077 4620106 222481 1374989 411419 729779 435834 640528 260978 242145 1428986 620975 355664 302626 731010 577113 269282 1025669 1939260 299290 550611 613659 640041 414264 218912 656206 624452 300278 471693 705508 736267 605046 661164 776176 307460 629006 2060619 411678 93072 633718 338884 264054 157504 676603 1805777 566963 910158 108224 250755 387572 303497 125823 689546 451727 -met_013 714912 791249 604575 589454 1074418 3070098 2119240 7137 890118 386826 930174 1000597 733434 233617 1360212 1037357 176066 772653 1884339 751699 1209307 255309 525705 1839142 659431 515303 159998 122897 1308292 804084 1176095 311879 1090860 1448865 1490176 473518 1314978 370766 658153 2072868 797182 241909 609394 363945 638321 364544 610599 90246 304093 689520 535665 940965 1084750 563914 300670 250836 847567 963190 994193 618534 541323 428765 214996 219920 308257 480191 443707 227943 328803 214748 175739 395171 87076 356367 663958 835129 406727 1311985 309483 421842 617353 320188 159318 432346 121762 313052 342490 369635 325067 279331 312419 170664 207936 381802 507274 489883 75053 222493 340858 231135 120305 217904 278230 150750 163974 297904 633609 195582 -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 3328218 1802985 1680743 2781704 8525375 3682738 3099285 1746654 788594 7427151 554576 6269287 5357 1140956 3709283 3307003 2315279 5493432 3053170 6192947 1432019 1076046 1464520 4824344 3147257 1994147 4573157 2230984 991725 1315331 4629949 2133538 3895081 2562451 1401708 1399516 3477358 648304 3496616 3434817 3068024 2848307 2263251 1598976 2740585 1773213 5880906 3627568 4706634 319862 3713057 1596358 2055649 3499900 2304312 2797584 1688276 967096 1358564 1437973 2728284 153100 1214379 1735479 2046537 783838 2422950 2074712 174935 841044 3060876 1269234 2031300 -met_019 5358981 1852069 2817716 13425015 6947343 9222617 9099809 NA 2007588 7787991 5015511 2251853 8420137 3275473 1831063 1018399 1118722 4098937 5116422 4752971 7501400 3802804 3861141 4796229 8889990 4018242 1056423 1778148 8605488 4674493 11002636 1309019 3295768 4003774 7986281 3554994 1607508 2115776 4253223 12066534 4281759 1970354 2927447 2831393 6021370 1974441 807466 651417 2493515 4180516 3116490 2176577 4888627 2196961 8476471 2528441 3630897 4682288 2689475 3796573 1696309 2923614 616268 2459265 4009301 7179730 3180600 4284691 3426119 6686427 2717812 4102734 4042429 1710961 1394798 8008701 1179149 3868258 2073126 3241222 5200014 2987295 6798742 3795870 516069 7273064 2569684 4363849 3392370 2862745 2413851 3631103 730630 2997575 2888571 2034137 894761 2900228 1749975 2510749 1092769 1391664 2705004 968069 2659929 1570759 4909668 2120155 -met_020 376727 558206 452456 684769 811993 1237434 2024650 59378 843116 425348 569489 680002 462590 261614 1086047 2150276 170780 587597 1690881 619922 1288773 511404 593075 1177122 476312 519660 101142 138098 693096 681209 1126823 499025 1237860 2135820 828884 454240 997945 166067 1676554 1730833 558241 229712 697829 170024 965976 338241 704863 94190 155578 629936 292129 893964 472098 347876 332458 146373 903792 728107 421968 607762 291200 341419 148894 171930 164280 253783 447534 122062 219240 172104 195005 269045 140185 268742 203012 672259 348201 328573 170828 202060 290122 245991 84278 292948 65677 236954 329675 185635 156592 211279 289833 106413 106902 198000 322821 208822 146461 124009 160929 167014 57739 225505 170062 108220 64332 287259 259570 165915 -met_021 791149 660956 341904 1567870 1327941 712706 674132 NA 617537 655997 727450 935308 541886 864815 2729263 31117 8699 438681 1470543 692208 1477338 85072 1251052 833682 817020 587321 5039 120855 33258 618630 1835142 376618 525836 1682514 1232387 441300 212594 357377 912678 275265 617032 222079 568340 433492 688010 379197 301587 4586 NA 576374 351101 1793570 434035 4703 118688 116337 437463 448917 595367 551755 312709 263131 118862 32997 409710 611048 837015 442475 417624 374604 171133 257577 150829 329983 427291 279155 446230 15583 172201 432252 239956 147483 192023 654753 65681 53180 585086 403571 740845 422602 1639724 294225 37612 273156 546205 770099 72131 378102 349769 349563 27926 378938 NA 15250 260854 288504 289160 252000 -met_022 717661 1074674 1053130 470247 521228 141457 315018 NA 375766 215001 578705 1202624 423604 418645 200320 226647 91793 2799516 350468 563598 850445 873695 711073 535147 292570 277092 120513 522397 495888 530745 719010 176789 202170 612553 567576 326593 62121 398881 424545 332295 500045 545217 983058 4041853 392344 912560 608316 45829 104453 529543 159508 369095 1460098 263150 44633 329668 2241426 377053 213404 457278 300502 527770 37907 77360 1103612 1302545 1060525 288958 528834 593810 295636 85515 535728 257044 347618 354228 914941 3320840 325200 466768 134035 159685 1163397 267130 80379 648474 1027243 192482 1859746 459580 638605 388737 67230 639054 449460 395205 1087405 664116 493277 470489 113896 147651 266705 922588 384589 582386 693787 398914 -met_023 1198343 2990133 3007328 2211039 2275944 1232879 1306785 NA 1340386 1491497 1383251 7626498 561214 1043718 754326 1066984 87553 1332514 6885438 1409603 940022 1097478 341960 4183801 529091 2118345 465776 266454 709026 1290204 453619 125443 1751723 480027 4382126 120404 361744 582154 916286 1646763 1149840 244615 695215 217962 2786697 3178144 154683 23837 1172846 1216139 463226 2119886 333539 2375022 225204 1897492 369852 596586 1172643 909821 1299489 520981 75183 1022220 1243021 2587846 2060262 2138614 1063708 229744 188650 1008907 223690 3329536 455120 486754 1802765 5603827 2281845 976508 1040916 1154191 2696195 474992 224476 429688 1015476 312237 2683955 888410 44435 154754 357451 649277 459104 282643 174424 128223 376053 866228 557089 1101878 1126394 153400 767169 534183 449284 803526 -met_024 16032278 14936988 8033606 12588739 15513840 26462423 27143962 18829 9970907 23846414 16510821 16842315 11790038 7304590 17486391 20755862 4460837 14246803 27477125 16220853 27768410 8554938 17186780 56208841 22324609 14058372 3167035 3015384 21081827 14697234 29010089 6206646 20865107 26003200 22833177 8418608 12391544 7250829 19366320 21105604 13827437 12035630 13395311 8450688 20293343 11361602 15299578 1366191 4289310 13598987 11425397 20310595 19715917 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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 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--- a/batchcorrection/example/input/sampleMetadata.tsv Thu Mar 02 03:38:08 2017 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,109 +0,0 @@ - injectionOrder sampleType batch -QC1_001 1 pool b1 -HU_022 2 sample b1 -HU_076 3 sample b1 -HU_166 4 sample b1 -HU_114 5 sample b1 -HU_190 6 sample b1 -HU_139 7 sample b1 -HU_096 8 sample b1 -HU_058 9 sample b1 -HU_031 10 sample b1 -QC1_002 11 pool b1 -HU_039 12 sample b1 -HU_087 13 sample b1 -HU_143 14 sample b1 -HU_162 15 sample b1 -HU_102 16 sample b1 -HU_188 17 sample b1 -HU_095 18 sample b1 -HU_062 19 sample b1 -QC1_003 20 pool b1 -HU_063 21 sample b1 -HU_011 22 sample b1 -HU_074 23 sample b1 -HU_122 24 sample b1 -HU_142 25 sample b1 -HU_030 26 sample b1 -HU_187 27 sample b1 -HU_167 28 sample b1 -HU_113 29 sample b1 -QC1_004 30 pool b1 -HU_081 31 sample b1 -HU_014 32 sample b1 -HU_206 33 sample b1 -HU_119 34 sample b1 -HU_033 35 sample b1 -HU_067 36 sample b1 -HU_140 37 sample b1 -HU_164 38 sample b1 -HU_193 39 sample b1 -HU_112 40 sample b1 -QC1_005 41 pool b1 -HU_097 42 sample b1 -HU_056 43 sample b1 -HU_195 44 sample b1 -HU_135 45 sample b1 -HU_159 46 sample b1 -HU_070 47 sample b1 -HU_038 48 sample b1 -HU_026 49 sample b1 -QC1_006 50 pool b1 -HU_098 51 sample b1 -HU_115 52 sample b1 -HU_137 53 sample b1 -HU_019 54 sample b1 -HU_073 55 sample b1 -HU_168 56 sample b1 -HU_191 57 sample b1 -HU_040 58 sample b1 -HU_046 59 sample b1 -QC1_007 60 pool b1 -HU_103 61 sample b1 -HU_015 62 sample b1 -HU_053 63 sample b1 -HU_121 64 sample b1 -HU_183 65 sample b1 -HU_199 66 sample b1 -HU_042 67 sample b1 -HU_075 68 sample b1 -QC1_008 69 pool b1 -HU_203 70 sample b1 -HU_024 71 sample b1 -HU_082 72 sample b1 -HU_169 73 sample b1 -HU_129 74 sample b1 -HU_057 75 sample b1 -HU_035 76 sample b1 -HU_194 77 sample b1 -HU_145 78 sample b1 -HU_104 79 sample b1 -QC1_009 80 pool b1 -HU_177 81 sample b1 -HU_025 82 sample b1 -HU_080 83 sample b1 -HU_117 84 sample b1 -HU_136 85 sample b1 -HU_197 86 sample b1 -HU_036 87 sample b1 -HU_054 88 sample b1 -HU_085 89 sample b1 -QC1_010 90 pool b1 -HU_160 91 sample b1 -HU_092 92 sample b1 -HU_023 93 sample b1 -HU_124 94 sample b1 -HU_147 95 sample b1 -HU_205 96 sample b1 -HU_084 97 sample b1 -HU_120 98 sample b1 -HU_198 99 sample b1 -QC1_011 100 pool b1 -HU_045 101 sample b1 -HU_029 102 sample b1 -HU_069 103 sample b1 -HU_155 104 sample b1 -HU_106 105 sample b1 -HU_146 106 sample b1 -HU_128 107 sample b1 -QC1_012 108 pool b1
--- a/batchcorrection/example/input/variableMetadata.tsv Thu Mar 02 03:38:08 2017 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,114 +0,0 @@ - number MSI_level -met_001 1 1 -met_002 2 1 -met_003 3 1 -met_004 4 1 -met_005 5 2 -met_006 6 1 -met_007 7 1 -met_008 8 1 -met_009 9 1 -met_010 10 1 -met_011 11 2 -met_012 12 1 -met_013 13 1 -met_014 14 1 -met_015 15 1 -met_016 16 1 -met_017 17 2 -met_018 18 1 -met_019 19 1 -met_020 20 1 -met_021 21 1 -met_022 22 2 -met_023 23 1 -met_024 24 2 -met_025 25 2 -met_026 26 1 -met_027 27 1 -met_028 28 1 -met_029 29 1 -met_030 30 2 -met_031 31 1 -met_032 32 2 -met_033 33 1 -met_034 34 1 -met_035 35 2 -met_036 36 1 -met_037 37 2 -met_038 38 2 -met_039 39 2 -met_040 40 2 -met_041 41 1 -met_042 42 1 -met_043 43 2 -met_044 44 2 -met_045 45 1 -met_046 46 1 -met_047 47 2 -met_048 48 1 -met_049 49 1 -met_050 50 1 -met_051 51 2 -met_052 52 2 -met_053 53 1 -met_054 54 2 -met_055 55 2 -met_056 56 2 -met_057 57 2 -met_058 58 1 -met_059 59 2 -met_060 60 2 -met_061 61 2 -met_062 62 2 -met_063 63 2 -met_064 64 1 -met_065 65 1 -met_066 66 2 -met_067 67 2 -met_068 68 2 -met_069 69 1 -met_070 70 2 -met_071 71 2 -met_072 72 2 -met_073 73 1 -met_074 74 1 -met_075 75 1 -met_076 76 2 -met_077 77 2 -met_078 78 2 -met_079 79 2 -met_080 80 2 -met_081 81 2 -met_082 82 1 -met_083 83 1 -met_084 84 1 -met_085 85 1 -met_086 86 1 -met_087 87 1 -met_088 88 2 -met_089 89 2 -met_090 90 1 -met_091 91 1 -met_092 92 1 -met_093 93 2 -met_094 94 2 -met_095 95 2 -met_096 96 1 -met_097 97 1 -met_098 98 2 -met_099 99 2 -met_100 100 2 -met_101 101 1 -met_102 102 1 -met_103 103 1 -met_104 104 1 -met_105 105 2 -met_106 106 1 -met_107 107 2 -met_108 108 2 -met_109 109 2 -met_110 110 1 -met_111 111 2 -met_112 112 2 -met_113 113 1
--- a/batchcorrection/miniTools.R Thu Mar 02 03:38:08 2017 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,133 +0,0 @@ -##################################################### -# Mini tools for Galaxy scripting -# Coded by: M.Petera, -# - - -# R functions to use in R scripts and wrappers -# to make things easier (lightening code, reducing verbose...) -# - - -# V0: script structure + first functions -# V1: addition of functions to handle special characters in identifiers -##################################################### - - -# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -# Function to call packages without printing all the verbose -# (only getting the essentials, like warning messages for example) - -shyLib <- function(...){ - for(i in 1:length(list(...))){ - suppressPackageStartupMessages(library(list(...)[[i]],character.only=TRUE)) - } -} - -#example: shyLib("xcms","pcaMethods") - - - -# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -# Fonction pour sourcer les scripts R requis -# /!\ ATTENTION : actuellement la fonction n'est pas chargee au lancement du script, -# il faut donc la copier-coller dans le wrapper R pour pouvoir l'utiliser. - -if(FALSE){ -source_local <- function(...){ - argv <- commandArgs(trailingOnly = FALSE) - base_dir <- dirname(substring(argv[grep("--file=", argv)], 8)) - for(i in 1:length(list(...))){ - source(paste(base_dir, list(...)[[i]], sep="/")) - } -} -} - -#example: source_local("filter_script.R","RcheckLibrary.R") - - - -# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -# Functions to stock identifiers before applying make.names() and -# to reinject it into final matrices -# Note: it reproduces the original order of datasets' identifiers -# - - - -# stockID: stocks original identifiers and original order -# -> needs checked data regarding table match -# reproduceID: reinjects original identifiers and original order into final tables -# -> function to be used at the very end, when exporting tables - -stockID <- function(dataMatrix, Metadata, Mtype){ - # dataMatrix = data.frame containing dataMatrix - # Metadata = data.frame containing sampleMetadata or variableMetadata - # Mtype = "sample" or "variable" depending on Metadata content - cname <- colnames(dataMatrix)[1] - # dataMatrix temporary-stock + transfo - - - - - if(Mtype=="sample"){ - id.ori <- colnames(dataMatrix)[-1] - colnames(dataMatrix) <- make.names(colnames(dataMatrix)) - } - if(Mtype=="variable"){ - id.ori <- dataMatrix[,1] - dataMatrix[,1] <- make.names(dataMatrix[,1]) - } - # global stock - - - - - - - - - - - - - - - - - id.new <- data.frame(order.ori=c(1:length(Metadata[,1])),Metadata[,1], - id.new=make.names(Metadata[,1]),id.ori, - id.new.DM=make.names(id.ori),stringsAsFactors=FALSE) - colnames(id.new)[c(2,4)] <- c(colnames(Metadata)[1],cname) - # Metadata transfo + returning data - - - - - - Metadata[,1] <- make.names(Metadata[,1]) - return(list(id.match=id.new, dataMatrix=dataMatrix, Metadata=Metadata)) -} -#example: A<-stockID(myDM,mysM,"sample") ; myDM<-A$dataMatrix ; mysM<-A$Metadata ; A<-A$id.match - -reproduceID <- function(dataMatrix, Metadata, Mtype, id.match){ - # dataMatrix = data.frame containing dataMatrix - # Metadata = data.frame containing sampleMetadata or variableMetadata - # Mtype = "sample" or "variable" depending on Metadata content - # id.match = 'id.match' element produced by stockID - #Metadada - - - - - - - - - - - - - - - temp.table <- id.match[,c(1,2,3)] - ## Removing deleted rows - for(i in 1:(dim(id.match)[1])){ - if(!(temp.table[i,3]%in%Metadata[,1])){temp.table[i,1] <- 0} - } - if(length(which(temp.table[,1]==0))!=0){ - temp.table <- temp.table[-c(which(temp.table[,1]==0)),] - } - ## Restoring original identifiers and order - temp.table <- merge(x=temp.table,y=Metadata,by.x=3,by.y=1) - temp.table <- temp.table[order(temp.table$order.ori),] - Metadata <- temp.table[,-c(1,2)] - rownames(Metadata) <- NULL - #dataMatrix - - - - - - - - - - - - - - rownames(dataMatrix)<-dataMatrix[,1] - if(Mtype=="sample"){ - dataMatrix <- t(dataMatrix[,-1]) - } - temp.table <- id.match[,c(1,4,5)] - ## Removing deleted rows - for(i in 1:(dim(id.match)[1])){ - if(!(temp.table[i,3]%in%rownames(dataMatrix))){temp.table[i,1] <- 0} - } - if(length(which(temp.table[,1]==0))!=0){ - temp.table <- temp.table[-c(which(temp.table[,1]==0)),] - } - ## Restoring original identifiers and order - temp.table <- merge(x=temp.table,y=dataMatrix,by.x=3,by.y=0) - temp.table <- temp.table[order(temp.table$order.ori),] - if(Mtype=="variable"){ - dataMatrix <- temp.table[,-c(1,2,4)] - colnames(dataMatrix)[1] <- colnames(id.match)[4] - } else { - rownames(temp.table) <- temp.table[,3] - temp.table <- t(temp.table[,-c(1,2,3)]) - dataMatrix <- data.frame(rownames(temp.table),temp.table) - colnames(dataMatrix)[1] <- colnames(id.match)[4] - } - rownames(dataMatrix) <- NULL - # return datasets - - - - - - - - - - - - return(list(dataMatrix=dataMatrix, Metadata=Metadata)) -} -#example: B<-reproduceID(myDM,mysM,"sample",A) ; myDM<-B$dataMatrix ; mysM<-B$Metadata - - - -# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
--- a/batchcorrection/tests/.batchCorrection_tests.R Thu Mar 02 03:38:08 2017 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,210 +0,0 @@ -library(RUnit) - -wrapperF <- function(argVc) { - - source("../batch_correction_all_loess_script.R") - - -#### Start_of_testing_code <- function() {} - - - ##------------------------------ - ## Initializing - ##------------------------------ - - ## options - ##-------- - - strAsFacL <- options()$stringsAsFactors - options(stringsAsFactors = FALSE) - - ## libraries - ##---------- - - library(ropls) - - ## constants - ##---------- - - modNamC <- "Batch correction" ## module name - - ## log file - ##--------- - - ## sink(argVc["information"]) ## not implemented - - cat("\nStart of the '", modNamC, "' Galaxy module call: ", - format(Sys.time(), "%a %d %b %Y %X"), "\n", sep="") - - ## loading - ##-------- - - rawMN <- t(as.matrix(read.table(argVc["dataMatrix"], - header = TRUE, - row.names = 1, - sep = "\t"))) - - samDF <- read.table(argVc["sampleMetadata"], - header = TRUE, - row.names = 1, - sep = "\t") - - varDF <- read.table(argVc["variableMetadata"], - check.names = FALSE, - header = TRUE, - row.names = 1, - sep = "\t") ## not used; for compatibility only - - refC <- tolower(gsub("all_loess_", "", argVc["method"])) - - spnN <- as.numeric(argVc["span"]) - - ## checking - ##--------- - - if(packageVersion("ropls") < "0.10.16") - cat("\nWarning: new version of the 'ropls' package is available\n", sep="") - - stopifnot(refC %in% c("pool", "sample")) - - if(refC == "pool" && - !any("pool" %in% samDF[, "sampleType"])) - stop("No 'pool' found in the 'sampleType' column; use the samples as normalization reference instead") - - - ##------------------------------ - ## Computation - ##------------------------------ - - - ## ordering (batch and injection order) - ##------------------------------------- - - samDF[, "ordIniVi"] <- 1:nrow(rawMN) - ordBatInjVi <- order(samDF[, "batch"], samDF[, "injectionOrder"]) - rawMN <- rawMN[ordBatInjVi, ] - samDF <- samDF[ordBatInjVi, ] - - ## signal drift and batch-effect correction - ##----------------------------------------- - - nrmMN <- shiftBatchCorrectF(rawMN, - samDF, - refC, - spnN) - - ## figure - ##------- - - cat("\nPlotting\n") - - pdf(argVc["graph_output"], onefile = TRUE, width = 11, height = 7) - plotBatchF(rawMN, samDF, spnN) - plotBatchF(nrmMN, samDF, spnN) - dev.off() - - ## returning to initial order - ##--------------------------- - - ordIniVi <- order(samDF[, "ordIniVi"]) - nrmMN <- nrmMN[ordIniVi, ] - samDF <- samDF[ordIniVi, ] - samDF <- samDF[, colnames(samDF) != "ordIniVi", drop=FALSE] - - - ##------------------------------ - ## Ending - ##------------------------------ - - - ## saving - ##------- - - datMN <- nrmMN - - datDF <- cbind.data.frame(dataMatrix = colnames(datMN), - as.data.frame(t(datMN))) - write.table(datDF, - file = argVc["dataMatrix_out"], - quote = FALSE, - row.names = FALSE, - sep = "\t") - - varDF <- cbind.data.frame(variableMetadata = rownames(varDF), - varDF) ## not modified; for compatibility only - write.table(varDF, - file = argVc["variableMetadata_out"], - quote = FALSE, - row.names = FALSE, - sep = "\t") - - simDF <- cbind.data.frame(samDF, as.data.frame(datMN)) ## for compatibility - simDF <- cbind.data.frame(names = rownames(simDF), - simDF) - write.table(simDF, - file = argVc["variable_for_simca"], - quote = FALSE, - row.names = FALSE, - sep = "\t") - - res <- list(dataMatrix_raw = rawMN, - dataMatrix_normalized = nrmMN, - sampleMetadata = samDF) - save(res, - file = argVc["rdata_output"]) ## for compatibility - - ## closing - ##-------- - - cat("\nEnd of '", modNamC, "' Galaxy module call: ", - as.character(Sys.time()), "\n", sep = "") - - ## sink() - - options(stringsAsFactors = strAsFacL) - - -#### End_of_testing_code <- function() {} - - - return(list(datMN = datMN)) - - rm(list = ls()) - -} - -exaDirOutC <- "output" -stopifnot(file.exists(exaDirOutC)) - -tesArgLs <- list(input_allLoessPool = c(method = "all_loess_pool", - span = "1", - .chkC = "checkEqualsNumeric(outLs[['datMN']][1, 1], 25803076, tolerance = 1e-3)"), - input_allLoessSample = c(method = "all_loess_sample", - span = "1", - .chkC = "checkEqualsNumeric(outLs[['datMN']][1, 1], 23402048, tolerance = 1e-3)"), - mrey_allLoessSample = c(method = "all_loess_sample", - span = "1", - .chkC = "checkEqualsNumeric(outLs[['datMN']][1, 1], 21732604, tolerance = 1e-3)"), - mrey_allLoessSampleSpan06 = c(method = "all_loess_sample", - span = "0.6", - .chkC = "checkEqualsNumeric(outLs[['datMN']][1, 1], 134619170, tolerance = 1e-3)")) - -for(tesC in names(tesArgLs)) - tesArgLs[[tesC]] <- c(tesArgLs[[tesC]], - dataMatrix = file.path(unlist(strsplit(tesC, "_"))[1], "dataMatrix.tsv"), - sampleMetadata = file.path(unlist(strsplit(tesC, "_"))[1], "sampleMetadata.tsv"), - variableMetadata = file.path(unlist(strsplit(tesC, "_"))[1], "variableMetadata.tsv"), - dataMatrix_out = file.path(exaDirOutC, "dataMatrix.tsv"), - variableMetadata_out = file.path(exaDirOutC, "variableMetadata.tsv"), - variable_for_simca = file.path(exaDirOutC, "variable_for_simca.tsv"), - graph_output = file.path(exaDirOutC, "graph_output.pdf"), - rdata_output = file.path(exaDirOutC, "rdata_output.rdata")) - -for(tesC in names(tesArgLs)) { - print(tesC) - outLs <- wrapperF(tesArgLs[[tesC]]) - if(".chkC" %in% names(tesArgLs[[tesC]])) - stopifnot(eval(parse(text = tesArgLs[[tesC]][[".chkC"]]))) -} - -message("Checks successfully completed")
--- a/batchcorrection/tests/input/dataMatrix.tsv Thu Mar 02 03:38:08 2017 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,114 +0,0 @@ - QC1_001 HU_022 HU_076 HU_166 HU_114 HU_190 HU_139 HU_096 HU_058 HU_031 QC1_002 HU_039 HU_087 HU_143 HU_162 HU_102 HU_188 HU_095 HU_062 QC1_003 HU_063 HU_011 HU_074 HU_122 HU_142 HU_030 HU_187 HU_167 HU_113 QC1_004 HU_081 HU_014 HU_206 HU_119 HU_033 HU_067 HU_140 HU_164 HU_193 HU_112 QC1_005 HU_097 HU_056 HU_195 HU_135 HU_159 HU_070 HU_038 HU_026 QC1_006 HU_098 HU_115 HU_137 HU_019 HU_073 HU_168 HU_191 HU_040 HU_046 QC1_007 HU_103 HU_015 HU_053 HU_121 HU_183 HU_199 HU_042 HU_075 QC1_008 HU_203 HU_024 HU_082 HU_169 HU_129 HU_057 HU_035 HU_194 HU_145 HU_104 QC1_009 HU_177 HU_025 HU_080 HU_117 HU_136 HU_197 HU_036 HU_054 HU_085 QC1_010 HU_160 HU_092 HU_023 HU_124 HU_147 HU_205 HU_084 HU_120 HU_198 QC1_011 HU_045 HU_029 HU_069 HU_155 HU_106 HU_146 HU_128 QC1_012 -met_001 34046147 29268048 43765299 44375419 50601116 4832613 40454119 8126 19479962 11235683 33064844 75260138 36891690 17466250 74160059 32122101 5238560 30163448 10216046 31450577 17301601 11549910 12734389 54057483 3488082 24301846 2046492 23004592 9579482 30075694 7571631 5257922 60032654 15725469 42794552 12202672 10427301 17332850 2558158 66102394 29666404 34174908 36717068 24271602 36414651 37145056 20074559 1865267 5837544 27608715 38999155 21669105 14372963 36030678 24509866 1906953 15589584 18219005 25991397 25068509 21518123 17608775 6613249 4124652 30008362 7839717 16104411 36946332 23198059 6151472 23334545 18392766 27331396 30774819 18461787 42246522 20479189 28817403 27674313 21703591 17170407 13809778 11188751 14478896 8256694 2771227 47261207 21462355 24438964 19424590 379608 17107855 14512991 31446516 24437179 18499953 16786178 1370420 23336305 18279598 9162668 29590881 24605602 13020657 30919250 16843645 42298126 15320951 -met_002 25505104 13027974 32763597 34730095 33371485 1895066 27495574 59974 13416309 7415642 23483152 56144021 29010226 13269573 61487618 21195395 3379894 23790609 4902552 23924391 10425200 5914542 10652705 32854120 835047 13453508 1274458 22515044 4126230 22230978 1786393 3285537 42606906 22882567 35048135 9125465 3968320 10918248 2767218 40862097 20287479 21966458 30969969 17039420 20122412 28288256 13281775 1926605 10855072 19582666 28740009 14276670 8544427 28305898 17921960 1108003 15397507 12237865 16183896 17724624 12764878 19325552 5978795 2327941 19932606 3940696 8131604 27569944 16730669 4383418 15424544 10734487 33257422 21428567 10875162 33291902 12687175 13724743 17750641 15859004 7722135 10212514 5089001 10323782 5299453 529447 39682428 18277950 17763884 14171656 997710 14321798 12297861 15992338 26897819 12146700 13597912 256757 14051155 13070239 6274244 20895482 17767113 13249946 20766019 15026075 25876196 11032203 -met_003 5892635 10312094 7821772 11024697 11099724 211356 15572436 NA 5081385 1287012 7083236 11463946 10268577 3466442 16572946 7596396 515301 5605033 1166691 6692258 5258935 1120354 2768153 17622620 100138 5657045 155546 3993478 895432 6630262 1160086 1398006 20292345 8345069 9496638 2281112 1622765 559527 1169164 24371841 6010179 5988080 6808771 4430121 6994393 13311751 5318285 783176 353306 5788416 6714250 6043357 3119950 4761136 4840500 316705 2576605 4562242 7534703 5546336 3149195 2525989 2463379 413059 4398279 855987 2243033 6719671 4189278 1103830 3718953 5441941 4324385 9454992 5764607 7703610 7439304 5651876 5810300 4075671 5884945 2071030 822119 2324725 1072516 75496 15134893 4124869 5293399 3395800 NA 2578641 5179943 5878251 8146783 4702730 2191032 34289 4192685 3234808 2907002 8592351 5858938 1541012 10652067 3600540 11259836 2932946 -met_004 22027726 28338717 19767257 776755 29237805 551519 43361691 17669 24178241 2483160 22961817 36696085 29568489 12694039 38098794 28957490 4548936 21546827 8439927 23754498 19390563 2410036 15610073 48462830 743472 12281479 957970 22957209 3382722 23184843 3152846 6026857 29934738 37430772 28469408 6392048 3956769 18521915 6448619 58495251 21643123 15824960 24311549 14867509 14415999 39238537 19313537 4269597 14077517 20163043 27340905 24795934 11392689 16957319 8784709 3302430 14801777 21374299 22691590 18798091 10791789 9245374 9321953 3946445 19030931 2851153 7951878 18647008 15091482 4856406 12502732 10638134 17097174 26807402 12496560 23261771 14881802 11744963 13872035 14116064 15472403 6386433 5112117 13146747 7167783 236477 24538222 12591822 14722588 13063460 971573 5200985 16805865 7198114 10515461 10722786 13053078 70163 7465055 11687904 10088325 16368703 10706813 7486089 18535386 10598026 21770139 11077483 -met_005 193306 160570 117718 769008 267248 87972 69464 NA 7616 586103 206378 121127 213298 176754 242462 245818 45143 24490 755359 212954 389071 155435 184599 376084 254437 250988 220902 108105 85318 195162 67546 734516 831034 585004 173521 26533 200539 37004 36565 325985 158874 37276 113890 74761 146784 220431 131561 15431 110818 185203 364047 240219 148084 86018 66224 52249 24283 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187030 55772 86739 98350 117721 39963 89854 113185 66975 57334 79878 170817 92214 -met_007 818506 163659 149350 42654 19086 40670 16834 NA 83422 14392 917690 187463 132703 60940 142185 36582 300958 105092 47811 1019078 90157 416430 4545917 286788 39925 40803 334919 348959 587342 1056928 70427 277858 29565 77759 300874 558218 86201 171841 155957 231157 961115 461295 79343 199413 567908 183811 27940 290004 598012 904557 69335 39497 102278 460376 619162 157373 92338 43550 225869 991990 155355 1691486 187202 219564 122953 65541 60088 103865 418710 139551 117097 113709 149458 116594 10610459 562050 62310 818129 168435 759613 77860 71197 308475 25127 66760 482726 63049 99118 1510403 254158 177554 67325 8044525 238376 61584 207355 539960 1021892 69544 302540 198680 162514 1869389 414321 143692 69007 38131 251060 -met_008 115231 264286 74049 81590 40554 91022 NA NA 8314 117029 123182 176584 112223 62435 1253934 79918 5194 87966 19155 135564 224648 242477 76601 213640 152349 44170 4600 100077 120950 160307 110075 5148 67076 145278 296041 76923 52954 92403 20685 160750 150374 159163 94619 7721 185397 29210 325518 5027 29938 139840 151394 37141 22918 169812 58483 4970 4800 71212 78834 153726 268147 173775 48985 3938 294626 21894 100149 219771 159618 21203 22559 355926 126593 305741 226602 101954 249392 225758 246743 193691 115110 132081 348624 143535 11300 112369 826089 166256 116212 192909 112650 381004 26447 629000 156376 159434 161587 221871 155021 191730 14293 204085 53770 152941 369783 96341 308860 202972 -met_009 1653183 336731 1586628 623933 511108 2144040 3908910 2612 332173 3718606 750541 1839009 412482 296926 1397136 779507 803159 797478 2253026 673007 1246516 261712 636769 1252614 1872139 1123410 1211241 450421 2269400 674746 1202999 714934 923463 650730 1707553 1380296 447317 551744 1801836 1017392 629148 536723 260636 1240058 1100354 1471142 502127 379856 225008 655259 258475 247050 1387340 760882 360828 835191 1467559 1277554 693606 643990 406054 658403 308357 575599 3355208 3344141 1814947 3033916 2487138 3666036 2208895 3384287 1147554 1431141 1187374 1500354 3213137 456834 429573 1177754 234995 3157451 4225889 2007199 743424 3797450 2860315 888468 2785386 2234912 1866417 1828194 1763480 1349066 1177795 1230768 1347281 387911 2497497 1540837 748978 2118929 448664 880734 2350718 2963789 800316 2223983 -met_010 7081822 4739444 1241927 2568237 2543303 3559207 8818294 3224 4774112 32246592 7263868 2677701 499455 4297787 675103 20655272 2307693 1654236 18080860 6979670 9996765 1007281 919441 13268847 3662733 3447668 109807 590328 1578174 6926178 11960517 1487469 10079986 483011 1634611 644542 229454 493678 2758609 5983950 6445722 483373 5116692 4341054 2652660 3285128 9214051 1725760 380224 5878072 9679727 1935469 3354872 3491777 3903044 3098324 3901596 16486928 7354595 5928774 6276978 1069606 431358 423052 3159131 1092630 1042776 1771261 4726444 1151587 1737898 8026262 1297907 7275379 6723651 6868065 2627565 5745052 859014 5306284 2535047 5307520 269522 21581115 391810 4323746 3412789 1672193 4095309 3737559 1781359 1792450 291267 2119319 26261958 5040629 529740 362314 1887159 3808365 115792 12919439 1980086 743883 5533137 1538355 380500 2777958 -met_011 785442 60478 60202 224880 55462 100060 42986 NA 130475 NA 675924 4903004 396065 380956 NA 392119 9854 106252 99264 637406 312148 33714 690355 247213 216205 67547 36430 21057 131148 574095 544490 99843 NA NA NA 144958 565976 53797 139064 306347 686592 404783 NA 79308 147421 66507 NA 73762 198084 525400 482320 402890 NA 308122 3847455 106160 64832 716412 494328 417494 174319 88831 4044643 71642 1122075 NA 71395 131196 433963 92619 3073860 1131592 55550 132765 57931 786643 264705 171375 55880 465617 43560 33298 293164 NA 38935 117848 274209 144362 251705 396383 1976437 155386 71656 62054 273108 159751 179756 64850 94359 366996 126976 47026 142714 138801 72099 37766 102870 334806 -met_012 966828 422417 214842 1194887 421456 1901281 258409 NA 839552 1106235 878410 491735 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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 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 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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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--- a/batchcorrection/tests/mrey/sampleMetadata.tsv Thu Mar 02 03:38:08 2017 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,31 +0,0 @@ -sampleMetadata sampleType polarity injectionOrder batch condition -BLC1_02 blank positive 2 B1 NA -BLC2_12 blank positive 12 B1 NA -BLC3_22 blank positive 22 B1 NA -APO19_23 sample positive 23 B1 APO -APO20_24 sample positive 24 B1 APO -APO21_25 sample positive 25 B1 APO -APO22_26 sample positive 26 B1 APO -APO23_27 sample positive 27 B1 APO -APO24_28 sample positive 28 B1 APO -APO25_29 sample positive 29 B1 APO -APO26_30 sample positive 30 B1 APO -APO27_31 sample positive 31 B1 APO -CONT10_13 sample positive 13 B1 CONT -CONT11_14 sample positive 14 B1 CONT -CONT12_15 sample positive 15 B1 CONT -CONT13_16 sample positive 16 B1 CONT -CONT14_17 sample positive 17 B1 CONT -CONT15_18 sample positive 18 B1 CONT -CONT16_19 sample positive 19 B1 CONT -CONT17_20 sample positive 20 B1 CONT -CONT18_21 sample positive 21 B1 CONT -TEM1_03 sample positive 3 B1 TEM -TEM2_04 sample positive 4 B1 TEM -TEM3_05 sample positive 5 B1 TEM -TEM4_06 sample positive 6 B1 TEM -TEM5_07 sample positive 7 B1 TEM -TEM6_08 sample positive 8 B1 TEM -TEM7_09 sample positive 9 B1 TEM -TEM8_10 sample positive 10 B1 TEM -TEM9_11 sample positive 11 B1 TEM
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--- a/batchcorrection/tests/output/dataMatrix.tsv Thu Mar 02 03:38:08 2017 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,2823 +0,0 @@ -dataMatrix BLC1_02 BLC2_12 BLC3_22 APO19_23 APO20_24 APO21_25 APO22_26 APO23_27 APO24_28 APO25_29 APO26_30 APO27_31 CONT10_13 CONT11_14 CONT12_15 CONT13_16 CONT14_17 CONT15_18 CONT16_19 CONT17_20 CONT18_21 TEM1_03 TEM2_04 TEM3_05 TEM4_06 TEM5_07 TEM6_08 TEM7_09 TEM8_10 TEM9_11 -M81.524T70 134619170.201999 22700567.5401763 14663527.1711692 4431770.8328099 5733902.84029388 436287.422667732 12493294.7801789 4283981.5465868 3871391.85038125 10047481.2875562 504395.884980369 6833766.0905763 7358216.36403948 4092258.10357672 3655061.95808389 3782685.7916145 7562828.41138464 2129334.21661587 12213668.0235681 2563396.61407841 5881618.41510083 3451609.13656413 1967933.16392626 5163586.0560917 11742588.0306678 6518565.43679783 6460711.11989501 2428940.35760111 3368770.81754968 8175593.814559 -M81.523T36 59300538.2307076 60664899.6823011 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59973.1564591512 59854.5030937112 50606.5194020388 48162.5205359267 62471.827409898 61674.4530595628 70557.3995281898 54829.1050101658 -M158.158T60 76176.9463101785 83635.560504695 84893.5927072761 8893.6931162486 7661.14831709383 12217.6485483429 7811.35683059431 7072.36560959491 6877.74709527967 6142.1692334126 10247.5907101089 8915.82074117209 6040.41730436073 8965.11545745704 9953.82245453474 8841.80766917275 7471.05548958516 9541.44059351648 5785.96470326259 8556.12895664326 6633.72215346209 8596.63861073627 8641.27034597615 8917.9598160948 6142.76166884501 7397.71164534153 7723.07156536268 8734.50543312083 10792.7516780868 7666.41969819058 -M159T62 NA 38308314.2259577 15004247.6862402 7323541.4066401 13666997.1237893 857462.718579174 18321236.229753 16204521.4777354 15147809.7135328 27816763.137857 2175245.93825048 12521517.9596108 18972736.1402039 9946030.45403487 4846520.65959885 7448267.8715371 15514537.1431726 2796025.7323829 22825506.3332734 23562560.6632506 9578313.89044168 13148221.3279739 3652065.5648015 12111726.4749895 19341703.7809961 17339987.0842828 21227377.0801696 6720896.13781785 6538513.32935288 21276738.9541942 -M159T127 NA 15150539.2774898 3129381.44890517 1278243.97915472 6139487.33674073 3978072.9216352 14039406.528488 15309818.4220512 10307811.2185524 5987223.97104033 1821146.86450368 6498527.78049586 14679609.5442988 4362955.54183839 764957.996015547 7615986.98549533 11694249.4075271 772022.437624625 21521185.0921478 880538.087651265 10113846.7390277 4984143.23909205 935840.929473235 8574083.42370478 13209042.9963167 8281682.82647861 17339483.7275289 883641.092985281 2280112.94284033 11495170.2846318 -M159T1484 6220465.03602451 1109476.06516278 775803.785566959 994633.584971958 657022.985878787 2416492.04173416 609516.166416069 2716262.60532243 1856394.18264594 860016.352901275 1069622.08082022 607541.098083233 1740972.28424162 726605.347356967 608848.12420398 664315.462407546 988274.696132407 3179148.13105469 1059876.69205771 1989047.53090037 602997.64750859 1730948.30807527 985271.874185382 1736803.09405352 1579216.05404954 1348425.74720602 455055.687582473 767344.716619461 752674.170656442 3042192.58123178 -M159T1422 835647.700907729 1080377.36032749 504031.633007105 1876013.62380179 1898056.56219899 2260412.51518963 2137656.67205574 1581264.16503624 348939.83333612 545800.213623042 1980668.60864514 12350730.1653318 2948518.14711506 3179877.70163124 569052.31342137 801631.467170553 1828223.92563431 1243043.86130751 2653714.44450751 763671.82181206 820948.933448313 2243463.17616001 1196828.04105295 1042660.42281694 1677338.91119729 1700935.06452804 1838658.1026432 1629918.71787017 586199.206001192 781998.316527972 -M159T5 1205027.56271024 553688.729995254 0 1014758.30057683 837456.29879792 0 0 0 898446.119629773 895255.186403452 585904.401536761 374722.484247021 455047.59741475 744874.198517805 0 1083124.49877211 0 709644.69431757 469657.552139234 323108.895900117 480294.904484466 507308.425599777 639339.186233364 732437.931145394 0 716018.164806266 0 616228.697927364 673758.286332289 626031.786251094 -M158.998T1381 32484.6213104069 195915.263163738 206270.903624958 168123.583838101 192752.8854522 179701.943452502 200289.89050315 250282.111835998 195241.427090535 205284.408141057 230222.077096036 125784.039886319 212581.780345817 199921.308558861 203370.362754119 115130.298656556 150862.582667279 343861.464710451 196666.49723123 153909.634172669 193881.156850147 281661.074736979 99148.0784851334 143363.527904732 134418.383284175 110197.451609919 450523.575928638 166851.974140672 164946.440735034 141968.086343626 -M159.113T60 1147493.88543718 1777095.84366625 1468583.62586571 539795.105254605 1887645.57215711 649614.999335784 1355833.3986134 1130615.13962362 897108.024059069 1798318.99749867 1392837.6668651 848865.194179471 3249681.45393473 395114.18844104 198862.196116545 1601268.69122198 1473817.81639648 169367.332163685 2121648.32678937 1536620.30434424 940119.435398544 491153.554748663 145011.241521167 2308698.23977685 3539958.92354523 743418.156915676 1014475.93745766 269003.497480946 297788.32547596 1421563.30014774 -M159.154T58 NA 340121.33797498 397788.64771129 71585.1325289959 417584.729725568 123733.873972366 243247.751564352 317508.85153014 79243.204165323 607587.985643402 77284.3904771949 153448.226153292 649601.144123645 77144.0753694584 52489.5533244203 87176.4746198839 393813.231818257 68475.0071168356 585565.006044114 98882.1020045332 240947.724405941 224643.58150262 57810.1739394306 168583.209560833 567800.965044722 108597.097914992 344484.68979373 78107.4745838189 99729.4411783309 222079.956947492 -M159.234T46 NA 1024987.75897403 146072.246547213 223488.75615378 129029.849679032 23023.1848611803 132955.252079135 214707.979489684 221320.53895862 227088.23236932 73473.8160717532 143642.358715834 220253.563317126 151019.368596679 99948.0936684818 74433.0819943484 305617.305896235 44780.9963530747 280758.751656305 59805.8344159608 178946.090113982 85657.9954218015 30222.1049304441 121455.349385823 323213.95806452 211448.789655845 267637.176251096 58353.8182719932 80677.3196353565 152532.279484719 -M159.267T44 NA 874069.416285708 160192.292351801 95051.4508761971 115340.455890057 10356.3509138645 118071.48683088 80819.6650172801 79379.366386383 191269.998926747 29461.9535547126 69473.662847848 98244.9546608066 70247.5272555972 51252.7212652109 42713.8134789388 176007.073849127 28260.8648616823 161609.858486674 32569.712011707 92053.1732651741 58798.9421268054 20183.7898360895 65459.0982089819 173248.524389681 109257.143634523 136951.214535566 31457.971166995 41036.8379919094 137521.62007778 -M159.975T1379 131160.106623911 121113.067011093 94450.9177637292 111514.20100134 184907.407542541 113113.479210434 102100.69384921 129598.431898735 147357.82344924 127271.148519232 126694.503925114 131253.731598051 160512.60301676 117096.180916917 123642.951688298 125623.651457582 127490.950584528 127636.509247278 135760.874045084 128364.133828969 124839.462016171 126106.926980855 126729.83304313 140884.544026284 141228.524041797 130447.881196622 99816.4353916848 130610.274342493 139855.73197027 119497.602326332 -M159.978T1400 74330.4986638383 80016.3728826868 81893.6650464305 87598.9910957931 107360.553770085 52517.2820560419 79848.6942353528 56924.4613250032 64714.1671184088 54701.8658850103 85630.9772076118 81947.4835408213 54298.2907011526 80989.215404845 53295.3756890565 85346.684172282 79701.7682466494 82357.752248202 81338.2209275566 73855.2546913508 44129.1359320216 74978.3687357333 80007.4668417107 74878.6299072076 71160.5654086855 47116.947610347 81245.8352766726 83301.2801463104 87576.992921418 77517.9432899394 -M160.001T126 1041418.42351695 1240758.39156014 396008.923235145 63021.5062065093 465265.251706343 61066.1262267047 424893.742889635 460674.417542671 344901.651484967 272642.450169878 76424.7661208055 208923.646813773 96643.5225934091 98231.7803178175 59433.695697081 261676.686279984 507601.261142338 62788.8923639416 731240.975357468 45506.8880249087 91399.000935389 154916.155147481 69457.5536462652 349288.178358364 503079.020022729 228241.62509366 558988.078572717 24458.4413151475 57787.2214918197 691209.078831231 -M160.004T56 2315457.82921351 1411619.16894942 924729.881617458 469977.709787635 1049654.12438128 642874.270361645 2074937.35946556 1760691.78098647 4751507.59723543 1966765.6435483 512153.489058923 318943.279773152 4215114.65094173 1032288.90410634 117913.041498877 579529.728910872 1449818.26875601 109880.674177067 4352938.53058837 1149517.9580052 484463.796153149 525477.455981186 299639.328846744 2850068.78163217 2017333.50378012 1308817.25693891 1599224.32677865 1254898.84504356 276568.244262367 844605.146537371 -M161.005T48 1337127.67628276 4322657.65338006 791408.472318212 251742.490281153 280243.445791666 59677.7976702247 314982.817507697 243246.83694426 197902.901191725 697384.674914585 86845.0519599849 163419.570831682 229648.171679299 196638.910747992 98618.6910830089 132869.79762363 266662.044132713 69397.5360494016 829001.800911051 25951.8735255653 160875.260663516 81434.7717485393 70839.9242395859 697161.658183987 324009.77359929 155903.213933351 238817.557790315 283344.232337302 53490.6419646227 500546.047849553 -M161.033T35 58197.6401448084 135769.271862946 137110.479255613 580378.350636222 538578.305611915 624141.841373028 500449.535925032 766032.860921727 787894.297522956 590886.51181316 674903.277079721 640583.387858215 689962.711897776 602552.891444138 608278.060446873 681683.279176351 621897.305179795 654890.532597943 650806.716077071 747006.349954167 746705.416131645 633603.388260886 769490.441724012 736564.551345128 656064.13286761 244613.558315222 409944.659663005 938430.979430198 802227.845625861 631559.377197344 -M161.543T143 NA 6888.45994301333 0 118497.145484927 241034.81467246 82427.8059368654 570601.803353512 358731.462020888 319379.897434965 110734.670378008 114300.271474548 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6002.03575221631 14589.4108497391 3644.71902958961 93423.385219681 93487.4698561746 37229.8255390292 508922.216387705 512129.926547166 407393.381306853 85647.6672735099 84453.6882497935 104845.440953847 222052.901001363 51542.1434968467 66167.895449221 362838.146815347 343116.709028602 63690.4679167203 501329.560805649 43246.5701397588 263544.941398975 262898.48897083 25307.9134602615 197445.468371452 419086.260663539 321511.665675705 374961.875612735 41983.8211516338 80019.6532171719 435083.29331061 -M178.062T812 13248.2002195653 14890.0548257939 13604.4725434115 150899.032392859 147250.626246794 149011.378619631 143831.284931532 154529.399294476 151470.691739503 148324.795946011 145912.883310469 147301.262433059 137924.122068829 149988.261724973 145774.520288606 151607.640070419 154575.942784584 143902.174490596 146761.615626817 152029.802049451 143532.488210158 150145.573573993 139906.402849111 141616.944024107 153840.107618714 165918.756507396 159692.71236474 135886.814105953 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12056.6596914218 10642.3231429294 11288.8457804954 11584.4849774635 10808.2029064444 11924.1277682949 13093.1661468017 11377.2442024713 11222.9502166989 11502.5845180184 12172.3114728219 -M180.983T1417 633008.5158188 325388.794733009 252302.169404908 292966.751999261 180234.194699998 346194.901396634 389904.444981556 338644.586382398 192051.247773819 273260.53911613 442551.415425171 179153.589898131 130323.975837129 231205.587053575 335759.515931097 346960.784638822 169456.505180007 584201.069265106 178521.859954433 210186.359970647 344962.330205902 368842.011897942 276339.325852842 202485.182652645 259032.968326112 75039.0445142142 905514.39731226 136223.521336482 97419.1920750951 443585.990202055 -M180.983T1488 NA 283449.286023985 157790.791027407 132636.050924328 106044.210301504 857717.818847593 348956.767088835 596745.474263255 96352.8672177259 263141.039031302 352605.72500048 487334.389990457 110286.697677122 309997.263689493 961822.602269794 127728.756115241 164080.008431824 152532.004294863 1023129.83247252 211502.312977125 221490.899574961 491231.059205422 187864.659211689 121218.538440964 635267.656251022 200348.222502623 778997.646432903 142754.818662395 504963.179898923 163525.668329969 -M180.983T1454 126281.455509632 185127.306798919 280332.77273563 185176.720116633 186338.066341235 158077.555521339 84854.4782157538 235688.121431303 207734.809452264 159414.921527045 158023.964654775 170776.129221708 226142.792870328 106941.93645087 180021.034234151 183734.694378551 277304.957520925 73756.7811493795 141355.072076488 214939.134025176 168173.957460405 72098.2628868837 178046.341896657 364314.145470336 125966.811903536 190409.076416661 135930.154299275 217572.920773326 162681.377652029 108232.945778608 -M180.983T1375 141740.189081958 672385.5398465 641598.987255829 667156.370420495 723971.845751312 693662.594109825 752319.410033872 736619.38377061 732291.0486394 711958.115862648 664407.969588566 630071.887534038 738348.557463787 733346.94498605 627027.899238086 622297.741706989 489273.083667686 1193991.15156522 855345.470219748 463798.828582952 507647.819580789 905724.712842356 419252.283099684 572170.502445975 608845.063668943 318323.409019116 1811707.70059892 487056.595971066 448790.678691008 454036.113992872 -M180.983T53 NA 4268339.48442147 3592350.88431743 2457831.90729978 1963998.48963975 347303.803750469 1675800.6014749 1457821.39524724 2613659.90102729 3040788.43292825 1143482.46004923 1106910.16670371 2162450.01751836 1587441.47829268 1200608.73248659 1221107.44108017 2782927.85004454 911237.140640059 2584983.4525821 851401.995990483 1747602.43072701 1414929.31520649 446376.648628844 1168333.13706188 3191754.07935377 2209596.0963982 2585989.44947108 852734.728797721 839344.062727583 2198118.07107757 -M180.983T110 NA 3304939.4523364 2841765.55548531 547879.233802739 807225.48576563 211135.320578195 1108849.2792678 1094202.60863661 982306.380877479 1019734.29775474 345088.343834812 620209.733063459 1116005.06362741 667910.68370108 120426.55188297 754286.270093278 1281135.54692073 375428.706442699 1252807.51744373 493854.989178071 849141.03122756 989006.813815052 196631.841088187 907727.596405857 520498.735055967 982599.801046649 1670576.32445966 305393.947283831 326771.417445017 955370.305527731 -M181.029T1377 110027.475946378 384741.820322311 341594.57207076 308808.510090335 344757.576269434 417949.944100143 451792.487340074 876271.701555873 385313.66287385 417114.031659542 405848.786351181 457395.109141711 596034.005974878 548713.899636044 491790.735730132 438201.596495074 367661.925782521 672173.785066906 456308.191445081 311515.437504076 730385.766734517 659795.220683237 286874.104639862 314762.490106921 341002.188341897 152672.792344683 1630047.12807685 238614.501680254 220943.086923073 234060.194154978 -M181.03T59 NA 1334143.21844912 4875205.67642608 1447942.98368485 1068054.81574076 380729.960076156 1317920.5427258 983219.619950203 901528.06343554 1163498.55706077 127089.563345407 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244219.934477818 282446.580584289 194935.558087527 351878.027466716 283087.634044988 287871.156553852 278706.538082078 279402.864587907 252120.986092262 258415.250759222 227005.812709528 237998.989953567 369397.146931402 256330.607536803 283377.488926982 283547.837164884 274222.335102343 286256.284105669 246854.369566973 290010.432160178 284073.507755815 247578.727970731 -M181.032T154 1362906.80950436 1542880.65987802 327443.723702264 217561.9956498 196339.492116875 153714.2575333 607662.130021376 823707.808758359 636787.666337261 215010.086755084 126302.580816847 212880.155645264 673979.313278421 133974.127377823 75604.926320327 433342.536420315 668579.324380004 98917.7587365096 878769.169818211 60924.7543757535 379496.771123133 265482.221378733 61097.9848494492 228577.160568062 952870.715079108 428065.878542178 753755.357674909 49400.328203628 60824.1011532342 563025.309342412 -M181.085T158 78009.3932975085 99677.9771681345 58357.6418252683 31505.8910589506 34365.3443812458 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3193.60639248242 6861.78540848693 233512.293189545 305975.924528199 69790.9605570121 -M183.047T66 NA 19665.8978030434 14344.1563428066 138159.853627962 162120.838504668 16707.6596923363 174553.387242647 131407.971135736 143342.802953075 145605.504294814 89562.8353443519 116375.490464574 110704.32550946 148689.65493099 69260.9784922602 102367.064345563 254915.931676975 50802.8892025206 153602.955113233 84126.1743495933 125448.239160928 113542.561527488 35758.7074865587 76095.5976852934 162387.396645334 254319.140018827 212000.486408074 33993.1862535492 66665.0480957774 142778.364030905 -M183.088T69 222.075215728487 2634.85330378008 3989.68709634307 181666.048630001 130980.440222923 367167.77591031 255555.888340452 323294.452295413 257746.527305563 262807.867155125 377487.457414285 239166.428280423 239696.062935533 195096.330269498 248043.680030442 435898.149037366 169065.902246284 378118.083201774 126894.399468371 483722.153065225 297227.200415962 301099.886095685 339572.360071574 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5801.38905035106 6178.19588209879 5604.35323168008 6898.95105253117 5797.06103690423 5833.76372557489 5344.5600224455 5969.29565925765 6931.35724336478 8898.11425480597 6736.23657364305 5975.14860940081 5791.96023988168 5190.58265176655 -M334.987T50 NA 188545.409037554 121049.652763117 457984.607665772 557970.91699567 14539.1804209939 600993.33789137 408595.955789096 388417.821056007 778426.682834291 112660.019176672 371360.401634634 491831.47500839 374898.915180241 193012.840735268 147707.799813454 977223.120813747 69001.7319905058 822959.957954519 80943.4563119646 383157.447181212 155058.243714284 29411.5336730635 162703.564620274 773110.688584311 710511.057291072 777747.997686808 50325.9047086478 111007.588586867 610816.394833604 -M335.111T973 24837.116347163 28858.5049255908 33058.1954610225 1470.70000093399 557.668411928823 1463.73586633181 1181.78266029572 890.234805338498 649.221586518681 1568.34821677587 1118.0491436154 1261.76372158076 976.650312742628 1303.26451022859 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450440.736417605 132190.477518999 130974.561042791 98611.0885341649 -M339.07T42 NA 31783.3177267339 18775.4334233485 138338.682500568 153765.741226301 44554.0516513057 165237.091705785 127303.569854512 142767.944835775 211113.463299798 82583.9973635173 91606.7997574146 96145.5633876532 152389.044928297 125951.689493517 81942.6414163891 196107.765368733 71222.2467442261 199248.744550789 73121.0854059845 125934.631096864 108886.917267015 43823.2395631505 73369.4567108294 157015.067164298 280420.368493944 198100.932837533 39039.4299589673 57598.4986967543 174198.138882333 -M339.113T161 7169.25724600086 11313.9733818484 11091.1873128006 358590.615999068 525371.992803813 398277.76021443 493487.453928912 461859.781264464 624639.382201703 488510.106149668 537785.424616854 333618.257539097 367928.345525514 399883.955105401 420279.422458577 689043.735694256 357334.050127817 515291.125556911 539686.366329803 449760.336360043 522698.686135688 508555.677418784 390955.564994316 395193.260803268 642456.979307797 384953.864195735 596204.365302847 561882.333083382 544855.671580143 320098.573378859 -M339.124T875 77004.2385053847 86129.4063721665 82460.7861378493 12880.5226870164 12201.549671554 13233.2940063771 13414.9360496625 11875.4465234837 13135.5499985707 12696.3781690725 12275.7272569514 12621.9269239306 12274.5696477168 12456.9124423897 12874.0821675702 12899.4686984181 13465.1306986788 12541.2980219602 11853.6516016398 11902.5305916598 12688.8227289657 11600.4715999472 14223.8153607792 12369.5749810371 12947.8928369868 11641.7256514849 11906.860780183 14359.8373998493 12360.8019951545 12329.0544179265 -M339.163T851 13171.8626833125 11818.2339572238 13535.770247217 112112.076130117 112396.126027496 100102.063344564 83300.6495403178 98644.9215783522 109982.832757216 103299.639202889 101923.621034034 104657.594652983 91693.9039967445 85436.3707194259 98132.258620258 138340.053708245 112195.055181295 82724.7050666855 92731.3587731235 99815.1138293385 106351.80504363 113539.739138005 85194.6614117926 112668.898166481 97634.0997204577 101494.924075168 102714.029924242 95730.003621679 122959.257279301 108266.650580757 -M339.261T967 21317.5081446754 688761.211398958 386551.385630613 50957.5248681346 54946.9442369204 58983.9503027727 57729.5666369539 61125.3466579798 57665.454959194 57297.9856259049 60313.7442283697 58820.272989543 39335.5300841612 54767.5833932764 51737.1495303331 60119.3408155961 68040.1043417691 65429.3627926695 45961.3921624003 60857.878496423 72857.2604600175 3408.55144116109 141948.004684229 87848.9421412496 47271.3874838022 19706.0379863 14018.8098052135 29288.4536209748 225195.293206514 NA -M339.979T52 NA 364036.622497627 177750.760356974 66436.1241889911 83516.0649286836 4842.55203445978 73673.5256005772 59055.8230616481 57985.4882885728 110461.560959573 18786.2932527547 52625.0891310532 66924.0098995218 43875.5729587922 26302.4749358681 25354.5018334954 121981.342097998 16029.5322011359 115707.709456968 15906.8742352089 52798.5647341688 17383.5477941851 6758.94014006418 39895.0003265259 186251.558289707 53590.2603447755 37062.976207735 25350.7793970077 25750.8927533834 122432.410209744 -M340.205T434 56967.6548798084 53825.6026686522 53310.2761568112 41124.3135385773 49666.7421860403 45289.9534792637 47343.823945675 48371.9688357123 41910.2296445564 42202.721077492 48670.2350044939 46831.5860847532 47213.6351572538 39653.9224755272 47123.0284150851 49796.6115358083 43921.1771993971 46156.7956165005 46486.711298157 44683.1051202267 48723.2968727956 45579.0097887005 48724.9895263937 41508.2209611805 45627.6926819131 47574.9431105906 47955.5370697341 47227.2800755246 46780.8223911173 45395.4173820781 -M340.268T329 35042.5068547265 28704.763846182 32642.9663704232 30426.9092134308 33137.9102626271 35302.8135091812 27224.5832543573 35256.7630628074 29008.7035762969 33937.2668706758 33835.461949223 31359.1013456312 33573.4185063414 33300.1052544163 34499.3167280465 30970.0422553949 27896.4087845522 34329.6994881516 32575.3051499444 33674.9536492737 32517.3163358772 35886.0905894493 27685.2826981492 33401.3047746921 28896.9757183038 34309.5774540588 35230.9810150697 30384.7320998161 33040.8743242871 29880.3366636517 -M340.974T38 65011.1191051737 52479.5869127123 41811.9362296447 19566.8546296331 17834.6266040691 21297.9373862768 22298.334294703 15365.9803568818 18877.1556580619 26133.3948579146 12955.4436729958 20582.4251162341 18830.7807524116 18926.9079544364 20277.3664459728 10278.752604926 25508.2313052297 15078.052630041 28737.2718855525 13967.9324808063 18812.2024988032 17723.80763553 15433.3368470911 16224.5675976558 28778.9230515814 24864.4824884646 24249.7718244843 7685.12035323235 11130.5343323277 31519.166864225 -M341.074T143 NA 6222.86010119919 816.264706091173 100159.23699519 206168.077551666 69687.7973575989 289502.250867709 259275.188078635 217096.040222945 88205.3197358271 94358.9073949745 41011.4536294117 NA 174000.917871497 90390.293672965 153817.659589792 447548.65330287 32796.5734677014 238493.045407152 22839.4796906387 75085.8402963186 193292.41175179 4229.03450994858 37845.3872841595 213152.866274972 336661.768105147 395242.849211062 1781.68341195332 15294.8701827921 88512.1891443052 -M341.084T42 NA 4037.28778519963 4127.97497796047 89368.4373642407 67331.3289777213 28653.6109214053 102983.371517498 67257.7662725312 75931.4114977946 75382.781981541 56055.5115484351 59853.3126996914 114865.487244585 192139.539119157 173797.38926987 43330.0530883148 68735.4566775574 43738.0142206252 75430.6077348835 41542.2811887968 54348.7779463415 84701.554823349 10150.9579734714 11978.4096849264 22402.8810188595 274901.820635746 107194.294968138 5368.07354042101 12236.3200052988 36503.6245161182 -M341.093T161 13695.900131679 3812.39381200098 3607.19178730143 85917.0460828751 81520.7701829731 87633.6986913395 72438.3294371752 40691.7316959623 109565.131025789 122841.001988134 71128.4800725508 74661.0051366489 62461.3682315022 104545.970009064 112801.960374136 82472.4134755775 27337.5319256475 125274.191740618 34410.5400767697 109387.756196542 102413.885944595 103001.880761935 84070.5139194556 63380.1666148459 90371.6269179049 51553.422113945 131760.40703673 82265.0229742432 91933.0590244206 72595.110196178 -M341.215T1035 2656.24055264466 5100.14334413693 8530.19810178382 71792.3032999157 71137.5332053609 116163.528172891 89319.7597532815 88653.2442326677 83990.1867016366 90550.8786843334 96764.5039998855 91252.0800343151 78560.0975375252 118359.551883838 116407.526977047 97358.6086751051 97778.6257360337 71185.7118703207 55721.7578882739 144832.127190025 99750.5937623 107137.363999123 47427.7495392552 101658.434547085 79281.2756105419 157470.008248223 137286.792078319 37569.3099551687 78609.2689563397 73875.1356460165 -M343.054T66 NA 439.893198759577 3266.55609425368 1509647.1087768 1931208.25662078 191885.313991132 2251540.29074881 1690756.64409906 1734632.87327432 1890956.17634829 685014.357011248 1601114.40461177 1421318.86750617 1638545.65057948 809415.827933364 1238279.06972215 2898767.24290432 761395.242160309 1987217.027094 1023922.1338339 1556277.6872187 1291098.23752092 325994.560799514 1271928.8125352 2247809.06463381 2640206.52346333 2441563.64076976 418324.627244727 967576.879649073 1785953.49346464 -M343.304T823 17316.3055287198 49722.3167798334 45074.4905955179 62001.6765336527 64763.8680248394 65489.7748834007 86417.5667077315 59394.0022155045 81570.9695820152 73699.0820742864 58840.6560712799 69625.6369121416 90721.504690553 58812.1863137234 48830.1398608998 61130.2815569076 68670.8351736351 94726.3292178692 61437.8648273304 89940.5513473284 53071.7745767148 62798.0065891411 66468.2799235515 95388.7349245559 61013.4679667837 61669.9941588802 68865.8727194236 59008.089283613 70550.4550123206 73221.3352426358 -M344.057T66 NA 1736.74718299853 1563.45755065866 181034.123955021 232055.454563563 56631.0239098953 272197.872754977 207744.274774038 208108.968223057 223993.533554356 81729.2708527592 210550.262224625 179789.014608359 203544.466828885 93752.0220871792 159960.114508879 362411.153244728 90906.0550153309 247951.92026576 126457.90044572 191422.256732156 154598.851230385 37950.6868812709 157973.278502358 281857.638320461 330638.023492095 302287.223691153 50173.3252631753 119963.736641616 221250.226197478 -M344.117T1374 597.3791792324 19377.377486923 25241.6774447615 39644.9311048752 51562.7447200486 47909.3573990953 45451.75811757 53993.4422701088 50342.2968719288 50506.0393469698 50786.907881105 51336.9525933621 42417.3500117252 44998.2394478047 41724.1942661448 61424.6218866475 51296.52494056 46920.800674497 50416.3312715371 55860.2808390021 58682.1760031374 36313.8144323322 52686.0240181582 71635.6022433864 65090.2815411365 38527.7359437089 32842.3141687154 52762.2404464642 63521.377307519 58145.3425999642 -M344.141T68 340.555550634708 2761.06007827882 2522.72273891147 180364.426484832 259123.90126933 67700.8395365056 273863.849615697 247079.510052945 219938.659168843 262881.995488709 127309.505657781 232321.176598346 169375.693723946 136480.963408406 188361.224898057 410579.034512301 60705.4844879585 307648.385484395 78854.9719146942 386614.550026835 171928.113045383 205953.080840892 263212.508154183 220782.320970422 35736.992565556 264395.106736109 299091.042995333 182808.341785978 347990.602087663 105820.716399383 -M344.992T1374 187111.508185633 473727.141657774 544415.42595183 521636.778813592 477477.711486669 533027.887409398 545697.850036358 558106.360219019 563541.655808144 527226.185894462 532683.30955925 492691.769552131 555457.379059324 552686.326011726 454531.714539724 593957.440305378 421293.766351648 716335.81817874 549549.051342829 451880.020540368 524859.683626002 670101.248939273 354039.001817526 400978.89236952 614226.375102058 345173.307686392 990345.098845315 485331.524790843 430803.622178764 391645.413228123 -M344.994T53 808568.569535717 44553.4276649657 68514.1453359696 57505.3310085037 62037.2962323217 34068.2305529389 67305.3134719213 50223.6137830614 58640.8608240012 65126.8546068005 57720.327208947 50539.7070300153 54996.2478925142 60313.7838126718 51111.0826950781 45201.6182091904 69470.3646953083 43999.1156001716 74203.8793012584 36704.0926780056 67700.2956052904 47916.5357717276 39439.6315268727 58751.9433954493 91281.5000197089 38241.0457242464 63385.499181179 55849.4801421466 38692.3439823867 71268.9746176855 -M345.022T191 139757.698339164 NA 85009.8344503119 58936.5823374032 32804.0767471966 37239.0713678228 277841.917315044 202163.119875317 148927.507843715 37808.0144365494 44867.1362042664 83742.2156610602 249850.64700468 67784.1534348159 40400.6219796511 70664.7942980507 237469.784915476 27294.3783124055 252062.044310071 20436.2428234986 109336.835455963 68645.4608062947 12797.4263496721 22938.7541393731 487651.844510095 42765.610535365 158559.782279354 17429.5676396609 25534.6261596176 148608.940114892 -M345.058T66 129.063261047262 0 254.711897070577 42139.3675986587 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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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--- a/batchcorrection/tests/output/variableMetadata.tsv Thu Mar 02 03:38:08 2017 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,2823 +0,0 @@ -variableMetadata mz mzmin mzmax rt rtmin rtmax npeaks blank sample isotopes adduct pcgroup fold tstat pvalue -M81.524T70 81.5235101268043 81.5219105921081 81.5238221865812 70.2978445132475 56.2058121098714 102.839656339658 89 3 26 12 2.97469946927957 -8.82742113937109 0.000518691855136311 -M81.523T36 81.5234951244646 81.5215680588398 81.5237712622929 35.9564798825821 5.9175845315306 48.3248083453773 60 3 26 1 23.4650836377063 -3.61956787639262 0.0684817241411202 -M81.524T124 81.5235401934833 81.521058735293 81.5239068393821 123.509653247624 103.521162299272 145.432719113821 55 2 19 15 1.02619614773344 -0.0644248350237252 0.953083384989653 -M81.605T62 81.6054803561257 81.6038984453999 81.6056507591202 61.7883589098523 35.2115845315306 96.4903861224106 75 3 25 [M+2H]2+ 161.193 424 2.75497400463374 -7.08538370799515 0.00181580628630051 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--- a/batchcorrection/tests/output/variable_for_simca.tsv Thu Mar 02 03:38:08 2017 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,31 +0,0 @@ -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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94795.8701987064 379106.170680678 1725252.44233198 716912.06765263 712713.168823897 118451.808587174 16919.7226551083 155542.016505171 953996.903354882 593742.537115374 379483.989051805 210054.212664735 191826.197143633 130832.785132457 36620.9334340732 52119.6837812748 78295.536548068 176177.2233564 187124.105104794 1827.47934632132 53103.3645409597 27768.4792173606 346371.58654947 105333.237076575 73992.5886028068 22288.8459606008 117506.529620111 69143.7740668188 346330.145087166 6418.74882863435 12954.5980473332 16524.1322087509 62773.5411374832 59208.3388871689 226444.404743127 90886.7353322416 77529.6365688585 7924.6515864888 40020.8970867731 45020.4698138838 393599.257791197 415242.344028923 1517940.77212672 117808.440342381 2812.15032734556 70461.0571870638 62563.3695209384 12021.7326723898 166809.824715964 37508.5270698035 850.527503540806 314736.030523748 995.555382591774 29568.9798563502 78487.2628694684 359523.526926347 179139.509658922 182441.525054716 59157.6206799639 5004.78995146755 10324.3183030758 7447.66919048713 34778.6267920741 305057.28123873 172848.278833087 131540.632270987 650712.865533464 61915.9456045691 52735.2946856669 14121.3769963745 208933.237280176 250374.233951595 109678.278454914 3633.57643890901 42411.5860704212 59794.8364327487 66187.4852500854 66130.907373808 193635.715074897 137701.032391858 97635.1639941942 116933.409449743 68219.867365546 39642.7793195092 74845.4106394174 44429.8486034827 34208.5143646499 38733.1829078797 12934.2065239745 79390.542670539 71666.9830669321 3237.92279331245 6876.18654254642 15505.0170492402 8101.53855022198 119681.511512529 21561.6601008882 26528.3285763829 185713.489194205 506121.482297522 46983.0171845513 29108.8769230393 16343.0601525559 33874.2969690352 110123.545142584 183128.012415605 44159.1237301308 2498.85786012368 16392.6225304191 75499.6080117575 281963.288423761 821379.420286014 66798.6519212315 105048.436560349 151352.343610094 4973.53211041619 68362.0631862891 279125.303546447 138505.359240203 198585.364656065 398897.053385408 17559.5691209038 9044.77197634999 222892.781574862 39090.8742117236 77535.024775336 89437.898317847 16442.7579678447 1715.82318856932 1875386.5689251 3345.93015847435 23907.2384940648 49475.4421127462 890593.514691678 643360.599544232 15050.2020812361 336331.087999397 2661.31479720909 5335.00135727237 3999.38321617061 3885.84805500671 21651.1066329786 65432.4669278055 49243.4231235635 41807.7498669987 124906.655847358 58207.7732800001 9374.92088480973 277134.751068589 3691.98095907399 129358.266603666 154760.047084999 71180.3841958679 103600.282191505 1563.2637114466 53420.6765461253 85703.2961085028 53733.8155204583 67698.4121016153 0 87505.2889712949 44669.7177312752 50866.7396540735 96213.7564207961 8300.632406554 727894.201092228 6346.80144564818 4670.9254460092 235705.995479951 108630.79926193 43978.552118941 83847.6593249257 73620.3376385465 253608.403175461 4036387.19793806 29199.7208493576 75017.1855580214 5630.67286720794 97611.3136412059 6749.99072252535 119953.446226686 1032.01657344119 58798.3866489152 119958.688073312 916.662511031119 11798.06162979 27012.3828979006 NA 20752.8379632137 16995.4041487859 22804.0227013738 24977.367963951 956367.780774518 9851.64593759614 25855.4121407752 32573.404313849 383.490493054596 30771.5042483113 11875.9699881153 119478.401839214 158977.532906429 3678.93837112637 7838.01409953607 8861.9430713301 5925.60956375558 24071.3856536097 1018.74757249265 31029.9809914844 35799.7923494757 25458.2476617582 10591.2255939454 7764.02347968011 57292.3694233432 24445.2838365756 17200.9370611765 9522.36568603698 235749.900350895 6532.01546749873 3541.58882925826 47656.5879715369 81525.7939044257 38379.6514147967 3310648.0419176 9394.21930308084 28874.1264161094 5633.56490418585 20911.2261577984 17770.3456982886 5348.84326971051 84357.3325536789 788315.370456833 9701.80660316888 670985.232543555 4088.15690290413 154736.739231258 178866.495304007 38492.3841667135 3846.29213520387 120085.887758629 20806.5782135109 79156.1939129032 35998.3635962321 306239.478357594 4624.05275104259 136084.005097061 7767.14282113996 6318.18883166057 52227.9494820371 93952.7184916856 3504.58136880538 2105.70841069139 45609.2898355409 44608.6501306946 53238.5778450706 5478.54302766582 6866.44403185086 1914961.0081285 5005.00807387704 41403.7147176505 19189.2783693199 12283.5739677115 12147.1104664469 187185.562073596 30323.4052543037 456422.106454289 11840.047548309 10061.4243002479 76084.1021275738 841939.643891058 78071.5325613766 9644.693795659 14183.7050898194 31421.3892536346 8905.87230648071 14579.826861762 44155.5840906771 154997.542703447 2524.0028643611 571.902769680863 7672.08016477721 59623.3016130274 51172.6337567145 22683.6824264079 161874.647630429 4522.05908250804 1049166.10864147 8223145.60811749 101244.13425017 190963.483098818 132864.907238802 936136.782820299 365035.85557617 38707.4515848417 2479.9318911475 4653.5762605871 1526.70037917545 1448.82952319204 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 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4180.97022549263 216390.178211077 211624.907635878 59134.7513585494 202017.422168943 137678.948040245 308853.160435668 3363945.63004603 54997.1318083758 110452.651795603 4989.99201961002 94163.4518656993 5495.11060311205 93137.7263027966 499.513937182893 41586.6486592404 91696.8538933926 300.739355946337 17536.8023686352 19741.7537735243 NA 19325.6004824936 16212.0750556931 67695.420528872 42859.7359573924 791650.12302582 14913.7598263484 24723.2436452263 24699.8552436635 0 23813.9930943319 10867.5676919206 173713.62738965 128482.891297026 4265.86137561175 8422.49388512565 7055.55508604034 10486.1691819901 20510.3994483297 1613.13473675104 79546.1945599098 28178.2867479854 24562.7099348529 9067.00676420401 7220.1300306426 83448.2560830295 22378.075904059 14556.2924795952 7038.20490811059 227242.506336572 6106.76294290849 2941.24997026718 45746.911351079 77161.5057278199 28425.9272668631 4040694.55011923 18863.8274567811 36964.3266421496 6029.88800563122 16398.2629783909 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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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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 165097.676697542 4193.1342252353 803.929422318374 68772.1980839588 54644.7737017442 108964.223497055 135393.957957352 2235.51253415089 3127.59584944293 21235.5498153613 27992.0970287989 0 1058783.58525808 9734.02528319324 1480.38333713929 237975.138801324 5733.55980492752 277314.203001372 1477787.70270004 26023.1679409723 2039670.80902723 374542.586675999 69677.8812965855 31342.8754130631 493917.218555375 58640.9582019098 77984.5828583347 5372973.49106622 211613.808885642 78310.86519175 38615.4924997881 108976.021206983 24073.7419842545 1372187.42859808 56978.4870014896 237715.486420606 2372832.92313508 76276.193470022 5509.72343478159 5733.56253542103 4811.43839031468 7703.8393505642 34804.8788893379 600405.033596677 106393.288001481 1008195.78375971 70524.2484022059 833.052222289174 1742.63840497986 246832.718561537 144150.157605153 2440.85412700517 58650.902216609 11830.240212811 1248.63007729346 5362.84438278768 2117.80001809214 0 205016.064228233 180.706951163148 0 14641.671481978 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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 85284.4720124066 231654.756568647 1024.93327758363 112997.158012143 72223.8883580066 161911.794380485 46476.0952063724 283217.322260622 62037.7542172721 77482.2489054378 115220.178272036 74414.0769860898 5096.78001466481 6416.32246023752 84054.6043661973 52552.7811637341 6229.23225768627 34445.5282791044 116058.715030666 24813.040322172 53207.3875598654 40037.1496142388 39696.7105736282 813830.434024809 167336.502895199 261548.508875387 59810.6951991244 15465.7258150368 101132.016522796 756.491567263121 174353.404216122 112756.808194489 276776.598975998 71399.6259662084 63746.8699594731 58232.3151520939 288513.999262171 2869667.87387631 106395.579106385 1126615.58087543 21609.1572623479 444143.571046014 124261.303397961 44539.7946726797 916.93700618295 6682.5670594036 6140.83475932548 196711.846767364 22622.0047230887 2549.93870343853 75168.3867439679 34500.7698732985 790693.580732357 101750.613730914 290415.086400405 377223.28429264 998735.316123953 45176.5251190625 148830.807241511 9293.31679074715 59265.858285353 795644.983986694 607647.298768835 NA 63420.8527491659 243792.676374435 NA 77431.7582886547 270337.981567763 90772.6397850574 2070.21011414171 2479.44626643435 0 767970.130718517 360888.482035102 952119.619923458 1328065.58740097 171316.634337226 556195.830704289 1809556.10009965 2683672.15153301 107999.134422215 329322.928534075 400071.184494097 430336.189815362 757738.111794208 0 299148.949641449 37892.0399733342 248478.683752727 1022141.41897924 1123.0265754632 280786.981439084 112453.41019585 3186151.5952856 1465966.39762679 4390.97544602611 202394.884759191 29535.2743510906 101259.826216874 0 233510.171312585 35644.6112485198 94937.5784556882 270801.469076538 32857.7556636519 0 86948.4893227137 NA 120256.718200746 817.105478535849 NA NA 0 47685.9162590512 647281.018860393 1703010.56857874 1373330.72019004 400673.93655924 74933.8519478503 386998.530761295 253236.90000259 508062.853919369 525988.726133352 1625486.78294563 153108.538714889 278632.011547154 798130.153767719 991363.024827283 171595.714965038 2199726.96775251 10415839.8312826 499508.121280977 5215001.51092991 444896.298066724 795612.664037223 7312330.7880875 NA NA 595.390160791468 298628.978174647 91800.4171527119 116480.458785047 114245.531354279 34859.5624425618 34374.5387642209 129367.510285743 582.650361670956 540955.598878694 957.849822898408 1438.56019295761 99.2966534079255 0 14253.2986915146 7798.74218607257 0 5226.04424898641 250.056914528771 254291.365367241 1084.9771053072 0 0 299.794120940839 5233.4246965734 12681.9009122029 NA 0 68101.3721577194 319.970758475199 2033.86777430626 17446.6068717154 0 871033.076160237 238977.389214526 3456.0974175656 100175.064282343 508975.033851522 0 1135.45889825028 87803.0370236114 1131872.77391336 408623.905190386 2057188.09445978 2210196.83448852 1272734.71420106 91272.3471156567 2937627.15197778 568173.381709548 1619788.26043889 2266256.23659806 31518.3723522503 285731.222276319 49350.6567795402 NA 112201.997168026 95782.1785916583 29058.4401342388 1572855.32970695 3534.41158256268 13864.7417667728 89.5541733441864 1441.84860933416 38860.788777959 29793.2471048428 644324.250470761 6676.67052614032 1179.45225008204 14927.5827786435 34517.1627741203 186484.540073064 651.984074364637 2059.23668588914 44982.8743954761 842.719722084501 98158.7100934485 156254.503272718 25731.0513705317 60017.2407544108 25967.4530423349 3419.92577729467 17156.8484709695 2115.60764450336 17257.9203799762 71837.1690314662 19525.3140597318 57648.9751701944 40852.5366511703 349.999626639833 51302.009187338 299605.758020676 599555.753313106 665.631226441155 248523.375464597 129629.893245786 66944.8248441302 4803.89205438073 10331.7904324786 36369.777647542 76472.0598542284 86745.6421091884 104917.881342552 46709.9196436494 103115.15296049 46443.923459054 47635.4228943695 34102.8772946008 48877.9327535024 262.947616324904 NA 58909.0553897565 455.170654747407 3411.29263964344 12157.4113408938 76280.0343984747 0 7855.95760546798 3432.58938355008 25952.1255989359 94771.2987466591 101341.60020285 63100.3682234944 46608.7557855711 109428.841767365 53935.48119619 43995.42522126 52763.4083268474 520739.69035989 231451.162389443 74490.3633068191 51808.6720711011 53083.9575833588 NA 85.290417151189 30217.1170622925 116666.718354201 40666.4372479045 231659.849940116 211153.983752053 119293.857861084 76750.2270886743 148837.445594159 313636.852835055 8972.58153191745 6099.92186485677 53569.2771785503 322429.580578879 141077.330154882 57592.8386449614 4562.46227185071 21266.5981405637 12243.4816667717 14649.7776886438 169891.293445286 58890.8789500598 67468.5002229047 37975.5784213822 63257.1988760345 14141.225302209 7894.95225957824 386958.144187243 84102.4210503795 33214.2800243495 55997.5740610732 6334.06363643592 23463.5840625283 13746.2819663423 23195.6575904552 11530.5936010067 45979.4568417943 5957.70350447545 104816.46259357 921107.309720229 504130.043142254 133185.341136355 275666.474509587 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83273.6025835371 55479.9740048573 69207.5416773158 101233.125230146 409005.7440034 125444.200193387 355123.756864473 336328.219357166 412397.242496462 165966.150664596 106958.008273466 183235.911484829 98240.4812271735 411611.006103759 316480.882341229 1225859.77730054 977986.346251321 712055.291075026 1144869.93731317 880404.045824324 756937.344392915 468545.902666708 NA -APO23_27 sample positive 27 B1 APO 4283981.5465868 1522729.98705692 6232882.15631415 220717.871444634 391902.171628772 1570044.3063199 135403.789804572 231704.967209536 126490.646476931 7139.78686922742 1000119.6333376 575713.302630934 77646.0156281853 36509.1948128012 86495.0792353111 9335756.58438219 21378771.9792546 3420330.97577593 858566.009970386 107043.8411677 83176.9354237153 143619.426186291 477637.894882946 281459.885713785 115578.203250987 412417.749031544 527031.783691717 823585.855508195 199238.492776023 51746.9740447979 3279.01908701427 166.123184405265 247235.327169498 5197.98358162388 25609.830655331 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794520.714883679 64158.3835117198 1397935.28929175 109905.925416872 991952.44836783 132323.770242823 1608738.16462668 101647.610800026 389268.831627067 29307.9347216122 82377.7761674883 216301.058075011 422944.99315075 62431.8885834421 48288.3616737789 170044.475049087 419625.643145311 68254.9199057989 309526.079837129 1756216.49434877 244875.920055709 87768.3698012809 82274.3282144453 35561.1363275075 273846.872315329 82276.3115653806 34942.4840712023 5348.19523937271 48058.1575686478 11176.6514437912 121584.125895877 4054.4474413 13981.4670196301 20013.540793721 54637.2269830527 5585.87560517047 20127.6077339713 0 368099.855556265 6476.30299150785 9313904.78385609 44242.2686311865 1194010.73797986 53851.1625967838 201410.267448543 7697.37528965849 71130.9855788004 96560.2743935863 140538.990008724 145700.029029963 4490.5842628257 19680.3037562475 141470.915741744 92221.9339635487 56347.4274461382 150527.311093106 148513.922240716 19039.3264520358 986.781025555277 42172.9202357825 51980.0668797104 14870.1084000579 1730222.31224192 125511.463393762 170887.651356631 55602.0376600513 535725.016722533 9485.98072234097 273908.791751325 41193.4843933178 55186.0781969218 582557.514935546 205104.469748723 622786.00173374 11455.01038554 46994.3987910987 69926.9836981239 109939.122242506 221560.451758367 389425.296380525 19796.2062358455 85651.71906078 101020.750508457 95457.1347223414 54120.621175622 214154.402547625 7950.56146788061 311844.879638757 6264.62228632625 5249.76764720842 60505.6357939481 0 548643.623363203 112553.390131449 138843.526121183 100819.699300352 59155.6683005061 18763.2059837269 3216.72528531566 9962.35462710662 260852.507433901 20481.6830302493 17896.2264660456 18538.962147578 124207.897899977 40571.0884169455 3114.95345466682 94989.0501485797 39676.4750561462 4185.41547299014 110335.468722711 NA 9018.90494321561 0 48450.0937645045 93672.775479102 9025.3104198291 53578.9992712754 107351.107889697 117057.515635515 29760.3893090356 6464.94962858798 312930.384674071 6648.80363678193 156103.979097994 182072.250302287 140493.011264995 314922.528043923 262399.402285604 332503.739361413 NA 337216.258202272 51510.824574317 NA 54040.0672627196 380717.141602236 256629.262917046 216167.997893032 89308.7382020593 149108.235297002 354099.326303637 16242.0827557089 1482610.44861174 32236.2488377623 23427.3531641948 6364.35817154367 408595.955789096 890.234805338498 45575.0411111208 229273.689402552 45103.7220102711 175081.387679337 204401.663474525 9595.87179747165 33861.690043597 17512.278091788 61347.682782273 57208.6304036796 132487.967461412 202104.418382775 344058.058603597 382444.865941448 442309.699535794 4322.88575843013 449331.311552452 846932.588683125 416609.511286779 127303.569854512 461859.781264464 11875.4465234837 98644.9215783522 61125.3466579798 59055.8230616481 48371.9688357123 35256.7630628074 15365.9803568818 259275.188078635 67257.7662725312 40691.7316959623 88653.2442326677 1690756.64409906 59394.0022155045 207744.274774038 53993.4422701088 247079.510052945 558106.360219019 50223.6137830614 202163.119875317 53295.3673329868 189969.749852005 28465.5673388227 36349.9123828363 3413.2393898054 266077.993140374 77136.5843293386 172655.665644922 468159.889937451 0 9045.77891408262 85921.963806805 1248656.66640343 1865067.90651593 395174.840884236 731101.791811223 163971.966905835 17423.1785891482 164856.819184836 1297290.9061829 495621.96461307 309543.257207291 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 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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 91739.0971734597 62130.6632393536 52184.6868696545 106491.585167158 104453.321365974 31057.7231564046 50489.8701718934 860126.984932065 375509.438363777 105082.161122446 49066.5697197903 48875.1417086302 NA 0 41166.1072931196 87020.881660483 40837.1505083974 197180.70039136 181851.189753606 100716.835048202 112189.050481002 224186.032611042 55093.9197446019 462.626228538784 4705.27628922593 107255.517932406 249880.60759356 109977.657927619 56977.8647730464 5062.4677587522 28508.656252981 16477.2599815689 9764.15105761482 231676.906606586 56318.4069048801 56869.3920406996 33066.5615192728 46442.8351826935 14469.9550809471 8697.81244085243 326604.848876175 105332.621786645 30685.2533726167 35750.0485014509 5655.60943709952 23421.6228480741 14166.2750799757 24984.006607378 12426.5309101409 49865.749095541 6787.79449490775 163408.977371535 1231960.76731609 654580.183697894 169608.88294829 387067.330744666 185620.92702394 45421.6399231514 3039.88176352688 358699.104150966 184001.561669092 169116.15203039 4644.51282391474 3974.82142421434 10698.6093948717 5838.31724234238 340929.173426477 152626.639635981 60377.584220495 127448.291753439 69467.8528117366 33361.1341306603 511499.88144019 8248.43626113721 24002.938558783 261881.274818498 4840.95014585755 15089.8363261849 259080.448128298 151996.117819559 94981.678083399 4655.64551026025 2163861.79021759 1267393.4410794 74212.1258369687 1108857.86008821 720545.466603114 896683.007939653 561527.855707159 171641.971191502 765331.728333133 444284.532553855 139625.559674149 116774.812566208 75341.1092156567 110066.243835841 611192.900791643 63741.3853608071 116042.726335847 49145.3378224843 76807.2570668835 48691.7762616316 42962.8183648619 79743.2556541001 50387.3098006254 54622.5766761021 93223.6526900034 61548.5142699401 63306.1116489588 41380.4527729299 191345.262027007 130687.896125327 1730.27395514578 54724.706342765 117398.669836712 92674.0564088194 45765.7316004865 84895.6887903488 117171.223161176 401024.882949909 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177230.114630239 233935.609117222 93783.0194972871 49813.6619439138 39921.2394748114 549255.700063821 143333.263255804 181217.523102483 118085.645677287 52402.7322114881 18415126.421249 5563296.57624971 6103033.18824756 5525614.07502785 1816722.12723539 5332358.25917989 18603174.7564116 7413512.81167079 9153507.33907641 75938.1549380809 3416805.66109261 8828963.73792705 1542437.19442694 1357338.34877361 2900901.77228215 90785.227320118 3063363.62155674 388721.256777594 98752.3755489237 229637.709616479 124401.118608837 290097.390519167 56912.899504165 283428.893765613 178723.667911918 6641.57464122242 12364.1952327267 46114.9610734667 962479.927909825 119562.724303906 1048291.87242692 99791.0989923964 3759.95217518463 847.283246926007 1655.14614687349 4330.49005635069 198512.006619509 127355.841824863 87927.1994179031 171658.208058946 3656.23198506307 2190.05457498323 8805.01364435268 6911.33188146494 337263.864448765 151274.866543916 220096.98180933 38649.2881391152 1253906.79562265 3256.6272543574 18106.6310495178 21064.3918112095 52318.1653570795 152853.522521231 95191.9844298296 841816.291526095 9917.44288736394 40605.6314609595 187173.56701197 957423.908562418 179755.904014009 263873.519292357 60081.086949208 514749.434096208 2287.46985879864 90070.3172858056 82927.8085294541 244895.571110039 3786581.66331986 78970.4788568811 34615.4740636855 262202.659292563 270408.340291002 54622.7417165341 718832.633268005 39972.4682180625 2316506.07093905 995102.731936126 2585.36020950048 96646.1691248302 398976.076182997 65544.2087479037 326517.722952757 328120.982186847 37939.6850393713 59529.5506538657 8033.18417936638 349111.668371773 17619.9135325259 3031.2955549501 21664.3480290032 6278554.20963385 33274.3156024953 31309.3375775644 176474.447512624 1898227.61002411 854341.40200203 66741.8993592543 54593.9697719645 1481485.40328024 299078.245629306 73499.6156620639 101201.618123615 104742.343607004 202133.420894659 3141109.89853711 122464.11256137 134830.301149953 700305.960769274 49894.9329822277 221376.726956888 5536.70194330047 69650.3960913748 160422.223829444 1071677.51276909 6421392.40787328 298760.181991105 99480.6133653767 99212.290491086 678751.086865733 732738.339495872 39644.1956918374 144396.555205794 410160.196248195 54526.4666144627 42823.0146017903 463686.309744517 6795047.79497626 2822530.11411778 6938309.02622734 1412215.59165166 189935.322000628 564072.901687398 228071.188351187 122501.934851038 177282.295354009 706277.429118112 56214.3448179035 140892.449264701 67276.3910098832 610364.773854881 740103.974024914 12149.1616150122 90498.1102270657 148592.053946363 211418.289214248 2646422.46880694 859.551740653871 110521.523812943 1549.04656185489 222487.689535455 404414.617202593 496072.007799407 83873.3748921483 395992.207015227 87948.9591773553 312581.382367426 5864127.57675597 113583.860220335 251167.507315774 78867.2782674781 34398.5469462764 36403.072399257 81472.8322917303 12474.2441055293 2376165.47519554 234625.481957308 430162.228654532 1681372.77042641 64735.9414491245 122589.25282131 36013.6479822794 157253.744269062 210773.317129867 62936.7216215355 435719.724308083 10792.5527280975 208495.044813797 18403.265980611 987036.036813706 146676.175059855 3651986.48686159 115897.420959264 224284.129022733 58928.6309394847 40731.6441906614 39308.1799909984 1058473.09008238 1015814.77045451 66732.465889768 158743.372020412 62018.8854429491 4170973.55857088 4127518.20625404 1499204.28926461 0 2648804.44968855 2782735.79607186 1919436.87612772 535102.442580992 213003.354502087 318336.93606412 23698.0822336426 1025381.17277675 648326.079869709 145002.146407572 68627.9067497885 116337.198997054 118816.490646061 346240.426019159 309045.731778331 113713.580159614 202658.088337027 395597.080713803 169615.477997825 84336.8397849469 277982.38701948 48995.5589496805 56328.4241128343 6877.74709527967 15147809.7135328 10307811.2185524 1856394.18264594 348939.83333612 898446.119629773 195241.427090535 897108.024059069 79243.204165323 221320.53895862 79379.366386383 147357.82344924 64714.1671184088 344901.651484967 4751507.59723543 197902.901191725 787894.297522956 319379.897434965 129700.194937888 101755.811912673 2236282.97367689 72995.7262908883 190358.75083349 429799.198953691 486964.183617674 551687.18582614 504252.151530063 1258930.89583012 248240.758573201 244880.028004331 82899.4168101189 106126.42223063 172461.855262476 54522.5354680387 43929.8550727894 132376.538202218 14695.6075539935 806255.095308019 443883.203493949 12036.2457362335 141710.227268393 165681.131145013 142632.351012947 24781549.5324572 NA 278044.570865692 1181966.81268288 275856.093341835 1245389.72416625 122330.256244741 104558.431519904 2480259.01708776 12320.728633874 152417.366604759 195075.821769618 240993.373323819 82229.5971032696 23665.5654726594 16340.6395164945 108809.890392703 273785.951162433 74206.6222933699 43446.9987684807 44657.7258093206 1106244.26439125 86736.3857067392 187499.809703847 0 60453.3151461763 887209.058663076 529751.615763376 1408202.50076535 5272882.65677177 722657.604942757 57301.2541982776 104113.164683606 113817.90196712 92034.8047376671 79247.5418774503 1199846.90400077 172378.473048145 1192745.89563771 407097.012640808 1425503.39648543 55925.8501906506 65931.2463932207 407393.381306853 151470.691739503 50226.7771879294 244515.942649086 308567.062561717 123457.376911825 124069.370558609 11097.7094385041 192051.247773819 96352.8672177259 207734.809452264 732291.0486394 2613659.90102729 982306.380877479 385313.66287385 901528.06343554 469571.804947482 244219.934477818 636787.666337261 7036.96049463648 41838.612118751 7080.82200220387 106058.303122424 33207.9163184704 16506.7684541426 2774961.43710305 110136.449916652 143342.802953075 257746.527305563 8378586.98247427 438989.19822231 150760.668047954 48700.2332433655 313715.30384117 1605313.27512917 221737.137543436 137681.643918883 31513.3057712728 1817629.58080151 874388.361011806 1262907.93121324 838959.985702297 572612.811797977 215903.961849758 634481.48086717 1386062.25153412 7068.07435681085 72301.332585542 8060741.25966404 4549763.98666646 3294252.71147194 4644278.4515729 3529903.48912096 9331918.84254146 57539.271720984 30034.0490877936 130361.938426089 18290682.2447529 1185888.5351886 16149.2962580961 91804.7786370026 0 139178.810205954 106533.479948883 22565.3513178654 383.738640762477 190445.48346117 457319.256917404 524383.420854242 20355.6604471507 320255.049404966 72545.2720006208 53292.1260347241 1911.0187707353 556049.858114363 1603474.04655569 352883.448674353 46598.18314978 60857.4646931739 124345.716688323 244829.428765065 306991.912749485 88969.1569195386 65285.2714090692 13817.6628664564 510547.860516664 180626.676924552 208924.395231198 670192.260956076 2079.99057977763 37095.6975124233 35543.6566055349 272105.881940289 9378.68385025414 3172944.5705288 73065.9424433132 2692051.2469891 70482.7399713127 118024.259511546 3069569.65472236 269888.350168595 269266.086044788 319046.018331015 6018422.16148662 6794979.83744334 449842.624925758 1114312.37072787 500470.780833039 2392646.79504212 52406.573294161 311292.017190296 299545.951241982 578178.188917564 67622.9797805524 32679.3845835998 538529.895797885 654311.258334145 264166.896641255 237231.732098388 198472.439086204 570372.713319889 406024.480014858 613276.158817515 49595.6150638746 22011.7826263256 12184.8633809076 6271.56182160846 1365795.04600691 6695414.41282685 357833.466575175 16724375.4117812 576396.758383358 364560.135258484 640662.642787324 430466.652934924 27933.8820941375 135381.439653444 87166.9899341614 206781.583161783 1104823.02868004 31069.26935433 57943.4489919289 293319.715675409 23579.0173154954 77448.6418981998 0 1141020.45778381 27881.4360078086 1790351.0384724 245497.247987809 1209774.29353902 80382.0039487279 197020.431851023 549873.273072172 47923.737389183 27566.2075211698 246368.527194422 84239.2518809141 302000.723675193 1408.7958242345 10514.9028679585 1204981.59759549 1097715.5611557 1471640.13452188 870595.505879529 3429183.17923015 955736.079824441 530454.797231314 167420.912217806 1587945.06223237 115918.673408816 248490.459420688 8662.21625641511 310.700808425507 116861.89988173 154318.891846033 113480.738952011 67911.7308801407 2829.2228488548 5655.79603525949 388430.387196185 86768.1212980187 381948.113657356 6586.25147933064 834.04192060255 326508.478240251 300502.27262292 206208.056740272 37254.9522492942 250606.092888305 379622.707972493 120769.025020885 0 0 46452.7811643973 23949.2011593723 261571.562269333 84381.0448769146 404.063180092007 1514.86367579894 169632.354948821 10693.0915911261 3659390.28300843 2271023.7732627 555809.506559761 539915.515774455 3455951.09643417 1406918.39861254 19999.6202147624 89045.5791052167 5386.15753256461 94058.4332314242 1041685.17529819 681907.287158766 322557.659735633 333595.551393835 65909.9848584297 52177.1628311205 565531.763749181 73412.9183616821 47802.0555360571 1743916.06269689 14580.7560626342 30989.1250985978 156739.696546377 3747277.80929179 2614613.42774669 291273.084913889 1341243.9163279 44088.1466988065 148782.656247928 593588.015868466 339996.437006901 100721.438995324 341709.349282971 22761.2352829618 154884.530437347 68374.376424493 81702.5692232627 328879.748410268 12095.2110957647 4784.52942710726 168864.361586493 273488.177189831 24861.1012954599 111114.007213074 51119.1765140484 812720.215789184 2701.60157479783 88325.2610562423 288885.833975293 300532.646650826 86504.3887643077 49938.9801477574 245582.283437496 994408.387909437 153249.132273937 39188.7775707695 81102.8629784343 68383.5969277345 488402.606166252 12277.8570925474 754091.295699766 51783.1236707058 356.254681056231 222376.573225326 49170.4498762325 77553.8763173296 57217.219806502 1116299.55239861 351859.630082503 3535645.13358492 1433542.57883885 1021266.56154379 1563833.63512737 NA 56751.6685059522 3850671.81078658 111508.616783577 1374561.02210157 279390.811234217 1695411.78653901 727789.41541848 462360.48721422 107256.17146223 203961.114001176 513990.195144785 NA 130551.706972191 202256.171928024 114400.506836893 62628.33603572 68493.0092913594 75961.5636757418 24978.8087549056 532220.119975846 172421.960755051 11034.4910641036 77397.4427084829 110767.92314297 6679.66138701767 9347.73036236074 51785.6271418695 255218.848079289 4949.49335315958 46824.1612721992 35978.3435479085 608455.725958138 70516.4537354781 10379.7777713339 109139.112008355 63578.0182108417 634208.722350596 42933.2322144053 15051.4861532347 1678.26005116887 2432.47575934054 0 56170.999157851 204619.764731862 97659.6879580123 256273.071190747 25047.6694760016 81622.7719850069 206055.725190551 349776.804881038 3239040.16491428 665496.101064411 64167.7097130877 14537.3657949571 80108.6421975234 32273.7438581327 109585.941307095 67084.5631342573 410364.798072082 58912.5725223286 7586641.43109206 165795.754697005 45449.3693949665 99267.8024957616 72833.5329951982 82613.0549054454 774194.039390659 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101646.07718884 236784.16190418 1895644.38805083 67255.0354996259 163987.767657325 163742.710677451 7617197.79317676 1080281.35878241 2941.83809276309 98340.074954911 304389.417415767 140102.802215078 33852.6262834711 583940.145107541 211350.773258996 94935.0078788292 84821.0459158725 16311.2499575872 14034.2744729467 894198.937872016 2620411.81759503 3172.18894739988 64294.081997716 218423.635072149 79602.3893923677 195445.129124175 37811.8146990463 79426.9480073036 307310.410005298 75749.9817128567 9647.86013982859 33862.8868953522 1164530.85851989 73370.6987617948 33686.7667175641 94590.9660237081 100808.980375046 348196.740957654 142207.178543607 59078.9553923347 859808.099191568 39739.8378176776 19031.6286942314 8697.99116781345 83948.7213555533 15392.914613046 2903.26696612304 4208.66375920152 52180.9071795296 4262.17368106153 4638.66019929259 372607.404024998 82814.4126188858 24030275.1202479 3743.29318819174 2255.11008265092 3372.46474003376 16045.0353947255 1331978.08464017 253527.963914761 741875.86615408 478294.1510229 283467.029308244 275549.420844658 181347.35326337 147275.234536503 178214.096220962 1935782.04270321 6375806.20983818 2542173.60701214 3708072.50388134 4659551.42129243 8656867.48570896 465730.26256397 695941.062512117 99035.4488480507 318695.758219471 3335242.5623263 193511.309588268 11130.2562190637 47182.564658027 48514.8156802595 138782.635196444 38011.2819027637 38751.6996984639 197464.256837326 61153.6519548123 196099.348432877 397687.163434437 37603.6047516431 404663.807040591 113895.863502796 68100.919037226 69700.2664670665 53754.4947803654 39103.1031728892 116215.278792813 30516.0196454485 2423.80458478467 229752.896920541 46748.8349005674 270422.355425848 1884614.96421433 205103.339557513 46724.8737818656 229.805779255836 73951.5607668386 42093.6900106495 225836.332268084 11420.3705525684 611540.011013728 571287.540871209 332659.216839312 3472744.76578819 211273.382348644 98381.0397225004 130742.368443036 210464.518426824 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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 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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 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79014.1202286773 5546.38235485907 7470.43332830043 89787.2428903842 55361.4037735755 4882.03519105761 40862.8652640748 153589.960119878 29465.5513357532 51295.1533762776 36108.1436927752 40815.8691825694 801779.716737956 254379.309508582 423339.427967581 59606.8725964861 25450.1480780467 103835.042324428 1353.00988135868 169243.829204256 66614.6200728116 64139.80810368 85983.0311012854 64467.9181195168 27213.620100174 12345.6622786252 4425112.87678634 23498.0077669619 1656349.26850787 9167.1402523107 358328.637385667 129952.154588238 44138.5180287971 1348.79703800414 7147.98090706156 5920.73999206317 343004.775595211 17150.9167843937 2606.21745739196 104569.662821522 31252.0063534046 342433.38093111 92161.7585018723 444909.580720832 345954.50439629 712303.355893091 30091.30529679 128408.332670558 0 57609.3279416797 602999.935023396 615965.089259799 NA 68497.3883604345 236595.721015771 NA 62200.001097542 259712.2736514 104982.351708706 2033.75934118894 2983.00939894205 2825.86424758877 732497.993633668 575200.104745374 3480094.25655106 639532.345087448 235927.691050991 403815.390979366 525912.117220341 516208.506850505 92738.1941899076 225487.357238122 675610.583134233 342201.045288641 525900.861901975 0 288352.038397641 30779.1307954571 86334.6561651622 727577.632833949 544.276650423093 210218.275439816 156197.495453442 1652610.42435596 1459468.43415707 3275.94085782545 171048.341663575 33533.7694285734 79787.3337178108 0 1724028.2653838 33738.3489658982 82298.5026479581 296556.694091006 36225.093409273 0 95694.9645471721 NA 90247.6549344003 0 NA NA 74688.9552886296 41779.379150227 617005.226387253 751226.097094648 1376886.67413993 600084.422855108 89000.8098848205 206690.406002437 286186.839898564 614227.105565234 852552.909395767 735122.94411526 410330.052630638 523133.165643863 664977.351705407 843882.66018859 118264.011766563 1723335.40650886 11203737.7664834 481619.716890607 4883447.69822313 374715.471930022 806347.211979705 13628021.2551945 NA NA 1067.68119629235 221408.548650066 79252.7515585292 88170.9756904624 102993.559222162 26818.0598988882 41858.7368515777 110902.392408738 625.897199663901 693529.418594335 3827.10936120856 1381.54926069442 0 675.220079008728 13317.3967336702 5941.3991181408 1492.73910254406 6575.10386007724 0 335904.685042534 415.889614184272 405.738574347041 0 1619.87872042165 4305.53120327983 7740.47908947335 NA 488.506757736142 92192.704906944 378.99032767897 1429.77569271991 23306.454374689 0 637229.352783643 218465.29248156 5329.01676435464 102738.733436264 455002.676076246 274536.153199068 108884.889186055 63843.426769465 218778.318637019 93188.7266107582 721438.945731106 6921826.43603041 1508156.36805324 61722.4853495794 890136.773140402 419453.665936958 1132387.94198739 581400.463422847 40237.6344784854 221969.867807224 43188.0141129686 NA 87437.5846650106 109511.557560439 26651.1806277301 1627358.93669292 4185.01391042105 15696.0563183259 442.842429548226 2801.89518272214 42639.192293964 34062.9186701693 661915.024524696 7512.35793197911 835.107499217846 17318.4956566116 12108.7273069605 196825.586985778 843.695438302201 2620.95974925592 48191.2052422967 1328.41409033195 70035.3479482033 109688.865367969 30083.1075087835 48523.4156460434 30389.9564886849 4631.83803308836 18516.9521026254 2114.29523446808 28845.4301481187 62306.8763335592 29812.2142721852 86095.9139787634 64845.8635200742 0 55305.798145517 181932.336303911 338181.102606729 684.831884373091 145818.731507696 83389.5101640206 46414.7842299733 8013.64327777332 10241.8060062763 17032.9919480975 75439.7708107532 69807.4171662025 72947.3235437681 39926.2033085791 108833.612827753 35060.1149572411 49332.0521842901 37842.898880036 30065.4632035881 275.076045920307 NA 51529.9821358159 2867.57323326352 5240.77200366276 17313.44658705 56889.9833039009 0 8590.67796744253 2124.92410537365 17657.5033001816 93791.9894058831 101407.331419889 60934.682466886 50287.2519690015 112963.200922575 112260.820133067 47527.861610851 45347.8902718251 948243.026193631 342108.943304554 107157.4543889 46427.3618063546 48183.4393253202 NA 72.0860494638694 32848.7052010519 19180.1682084047 30482.9098400987 208964.632905444 184796.002475353 110648.736326467 68111.9420698954 265126.775599498 144692.610453283 1064.52622232252 5445.37055888313 120309.228335413 253317.901538485 124418.353993157 68040.2580836243 5980.8383075544 25522.7175793293 15561.6260052103 11318.2283782 180810.449779377 55431.9646997942 48966.6748215576 28941.9450205575 50817.8945357289 12488.3299144165 8155.63334069059 337945.729067843 78003.5848592039 36544.0210515019 38307.0478508748 1868.40574835871 23543.7643254725 13672.719145958 23460.2423765027 11590.233391626 44467.1366820674 5699.15789145998 133913.39693107 1077385.784372 538184.24264516 149176.938919609 318660.2457369 154531.087249971 40405.2237363286 2373.56555208813 308180.014010075 167248.355970941 139157.198019645 4982.19272558955 2448.04859411465 10856.0240604579 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134479.18628043 84158.0013410896 127395.915905207 76600.8062896045 145304.680135123 90601.0635953352 1107312.3480073 1081430.03202912 639285.834208758 1235747.16252687 804886.014192076 1013505.0116113 662700.029166505 NA -APO25_29 sample positive 29 B1 APO 10047481.2875562 2132719.03157001 5069092.44675706 571722.083458719 573701.683333677 1583146.29119876 121192.173738349 248826.978899773 61550.532867544 9454.55172120909 1175899.89126034 556357.345071184 69324.5815372537 37763.6503574957 58212.4066474005 8307401.60545062 26010220.5222097 4735069.96624133 849739.892663188 104920.089207388 44831.4323461084 191424.70475699 703688.14555027 268425.142032509 87407.1838561859 637487.438811739 96646.3544087499 911567.095626479 246034.066175464 62430.9788070915 2564.17575153406 1720.56491838931 241214.152380138 5106.63874600579 20855.8026943245 4136992.56021222 1041915.10642729 620704.24348991 76560.7836797276 68142.5696426823 207626.624359876 174808.469051857 73952.8463566265 28332.7332786173 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63614.5239812217 165489.254611957 704938.720231184 3696651.78397414 150665.24187468 69760.748253176 121693.944487786 652109.90043419 631724.295415557 28920.4594861686 156249.138278828 235987.001773826 60860.8344741712 38383.8353135692 324984.426630302 18453780.3665174 4525475.16400061 7385241.46240575 1807069.55457138 131719.667597156 607909.312844264 186259.770613813 127252.125759488 154244.021823067 1499339.93360662 607784.91055428 198801.237660726 148029.988139508 1033161.90487553 1121353.46316607 11203.1932227393 155148.287695405 176555.501437072 194012.209222417 2168476.14138121 1458.6376133969 85075.2972822706 2831.03540854905 693630.010805984 390080.00623056 524088.324835413 110698.658315421 304016.654471102 42286.6237120707 372158.875251127 6585413.69367438 130977.851116845 301883.365478701 95959.3323408337 41223.1018609247 43691.4292328591 78766.1386271772 12686.042495201 1742277.73681761 186934.221935204 490114.406054494 1123229.10660711 72697.2359794482 114128.801422966 32068.6670611654 171917.836549611 197231.635402827 40359.9406465261 348676.97253763 13429.4015084604 272289.739755313 21075.238134238 1054067.10753185 55919.1106025522 873771.22813576 85848.2079962989 223300.549662878 64150.1667304216 27101.4266219229 30146.8307221127 264657.655599662 936556.053072892 67162.0329994923 112574.23591149 70547.6739370012 14005129.3020328 4122777.10220789 1480578.89881359 7071950.23849932 2788022.95210019 2735911.50865019 2202142.54830836 460545.252376551 159198.643827061 597175.307793834 19201.3831488435 1104024.54507586 712229.28154013 122118.048040549 52979.4005223391 115226.643780911 145904.843967656 0 322898.173416094 117840.770458227 171336.086431775 468062.376892683 653408.975794398 335620.957029245 235281.867896577 35507.7068119156 59155.6456127414 6142.1692334126 27816763.137857 5987223.97104033 860016.352901275 545800.213623042 895255.186403452 205284.408141057 1798318.99749867 607587.985643402 227088.23236932 191269.998926747 127271.148519232 54701.8658850103 272642.450169878 1966765.6435483 697384.674914585 590886.51181316 110734.670378008 112830.216886667 103033.522413447 2234829.20764524 63888.4364927658 428080.60994964 411379.301961965 481909.451489764 525894.186245927 272568.362350921 1317531.48574452 265266.596335481 277842.562165346 47529.4292124939 101101.432945227 178596.194247997 47356.7453869238 45274.5085259207 100566.256346885 15100.3751073872 653747.467972188 351250.243352876 16121.0108070912 167995.811228296 124664.402124601 87561.5964423182 24009688.5407971 NA 303756.530349721 899552.713659772 267504.605616422 948430.624411271 98649.996631939 106835.38371398 2502831.19812782 13055.4347791299 138368.958680385 195324.530270993 249779.590464927 60017.9725720779 18836.6192164164 16053.0757440614 97787.6730716929 262323.746457899 87852.1475808887 32543.0351453853 54308.5460098553 1025187.82993935 0 113459.535329089 0 65567.1997994992 910996.432645552 576952.302650197 1326813.92161405 3442275.51505098 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84110.5304949747 7348441.87230234 4295983.93152079 2813690.23656211 4027640.85416192 3493209.16056149 10198070.0116239 94726.5690481999 27716.9327624525 116999.535340578 668284.321711052 1156141.52357668 13764.7469262868 77413.7276755168 81959.2768244819 127375.323735556 106813.554854404 28758.3890901498 195.025606968408 189724.216959548 474973.400144357 1199946.82042373 21739.8357102303 315304.510498059 143989.71810448 34803.367615804 1028.31962158874 892495.177676426 2086441.60348083 282459.35100389 70973.6852015822 91860.274535914 117405.85648067 259391.323076946 187040.310776645 71302.1984099653 79719.8997471927 9887.76316312393 742259.596462698 325424.276901452 200513.813119055 1213531.9565446 1022.56333326028 57003.6840494952 35707.8007803714 292036.416544233 9625.35261728468 3958393.91878831 89207.5317459946 3170382.98374342 77788.1052711083 3271665.78566141 4595409.1004237 383274.363821152 564762.196556333 502291.961970116 1758911.68192312 1173104.41422698 496996.813640349 1108440.69753825 498994.944359059 2054021.0933093 55938.3789122503 299346.384266838 338107.204578779 703401.31419486 59197.8529949735 23938.7428017532 438929.457414291 370002.870248323 158122.927931902 196855.134996339 179413.374042907 583090.100984954 353791.794583349 592240.648084869 48445.7833508716 22271.6681510532 12412.4862394759 6710.91054969128 1706412.83765867 7292770.57508103 325408.248336077 26169020.6024179 886176.749077934 355361.175731211 950177.506950162 279065.798114571 50519.6807002625 165436.368639633 74349.7086768935 203715.799531805 2477922.43733539 60518.6956771935 53127.251721195 579185.142848614 29746.4072480231 78841.2386164044 0 1364885.87713118 30776.9767204445 1429170.6909418 261497.878676738 1056034.84833072 88577.3250521286 193466.604854636 339463.339492345 48766.6688471076 32069.8922148502 561110.297069404 59564.0485117803 301537.908635259 521.36151993931 9308.82161252761 1208138.48831216 1048099.53838159 1412169.30016275 787624.725182689 1193023.32784252 1070511.98231125 193532.354214928 153752.512283308 3245227.52341796 120306.362797843 374981.944396873 6499.13918454852 1306.64376203742 107495.762088488 173203.476573269 106635.8963596 33555.7571103865 2998.31164092759 2598.00995222553 125488.05747365 75082.2245947072 338036.104226733 8177.01540354545 542.917503114326 377691.767061022 379438.435981073 443822.069005319 53283.6022988821 334040.053081277 412577.940462514 122786.842418791 0 0 52871.844871188 23449.6871850938 239084.81070846 75891.3458116497 0 1932.90715103802 278702.845410122 6111.2334848094 3234401.54125121 2432491.58489625 813377.499409572 484010.342970769 3096137.80377957 1794928.89361476 21098.7610348486 104463.740747197 3670.934966445 104716.365579388 549519.949739564 678935.146511635 307757.595441916 470499.655236008 48054.9564985963 40327.4360610538 498815.614282241 97284.6667316123 51225.8793289686 2188016.39462289 15600.0513771433 41532.001688957 195704.50986312 18342384.1257557 2186421.45971275 291155.473509524 2275273.08523714 40400.098790644 308882.600097404 1060806.06728066 236397.261306211 179403.443909906 625752.896565333 19469.1986661625 196244.955010096 70810.5977023117 192188.381246779 301201.954139118 11129.3178906899 4779.20706008614 111703.672789304 109766.246464127 25106.1657517734 153779.573456864 66632.4752488027 810634.980058541 2875.98389676903 89376.7313612051 317586.094374211 227556.447087106 71569.363683552 41775.3527547718 246923.341443101 1268411.47723854 154149.032167805 35085.7165845252 104128.843835946 17824.8450622774 679862.35392763 7632.86743852082 286950.519874191 78003.1694953613 1646.52517764227 206968.985113525 49421.8124689156 42337.956516984 62178.0167685243 733973.330225907 411494.934235679 8307152.79044435 1630758.28220892 1619793.96086761 1670742.09295098 NA 67392.4886062458 5177409.96417615 160548.561678251 1318486.76358722 244202.645186472 1636749.94419171 859673.55635248 448502.967937748 107531.978869481 239789.6634466 699121.644436832 NA 127996.309685654 214166.416658311 96929.1498140697 87075.5668785525 79414.0958361714 73528.9830635012 22826.9145449443 704987.086299081 172167.053216845 12082.9272233599 80128.4281138643 238846.090660096 7235.91866633445 9675.9798883667 63841.582495973 551169.014437623 6199.73189839588 48004.3466844526 67890.8059745314 770041.210605272 94804.6016345743 11784.0292914351 144528.482608377 93201.2802331721 524713.189478983 41479.698340264 14513.2684505194 3388.03727826801 2394.61895331227 0 36473.1986121124 157687.314715531 41148.4202663498 171497.177430617 41986.9173830715 80199.1355996474 154663.029546643 552263.894295995 3207121.9409092 313057.817174721 66099.0180138538 11664.2930844008 81392.331082912 36723.852492534 95462.5815017012 37571.9091265611 404155.627544222 93615.3674733204 2218615.47410347 173376.977394392 37347.0735167481 80519.7756215608 86506.0574156844 101940.822880256 214474.294176627 49085.4363484599 436762.734359543 466872.926302383 13253.2956511456 165126.988955697 73912.1686395531 793.190923392462 0 54338.7433970224 18547.4725069244 69113.3997037256 58474.8130165855 436107.66258419 226730.26988315 72299.4529248522 3213.09178893814 98266.3998555848 52360.4803615253 1128686.45112915 36410.1009088528 79932.9635333942 6713.54786941207 34180.9064318995 131424.910468208 3155.38293090642 27705.5390305328 5098.49373531681 324269.009390106 105802.721310846 5031.779276633 296382.18000013 42155.8776591885 116633.897135085 27394.4019066562 4764.62814552224 6134.82794256219 25988.2215098234 222082.301720908 192494.965684554 1893734.76084978 892308.086019114 172323.408988306 1318.16131325244 7307937.40512682 2102303.5490514 8025.44819789842 60311.17851135 328694.05858127 29792.9766029433 520396.048761486 39542.7261437158 137207.61043306 152468.214342261 72935.5903741238 233021.554398011 55869.2573812454 361.71439107595 70317.4853030123 92468.2022992452 48769.6722679612 647960.356212504 338019.481103941 224029.61997272 2142969.14578628 72142.0112484803 308366.279545693 304919.381749001 9162145.67972344 1018666.73090506 3512.96546348205 69407.8799727308 348851.413397842 104265.126019295 51826.5870829565 538180.050882822 174354.034063964 104903.577516916 70724.4052309003 17364.4176908353 14106.9313415572 642034.664647086 1987035.22309389 3218.71777329907 59501.5118721086 148642.699795586 102841.994052939 127949.630064744 23583.9002794381 54200.4924988796 135953.549947628 54474.4515194645 9692.04519235026 32808.5136298955 856784.973775725 212016.501442532 27630.7217074454 84353.480120908 96153.5499676405 403377.492720057 122288.224578563 62851.1750296704 435555.488810393 30073.2845723789 19470.0354443932 8687.98509999189 82817.092496069 15959.5852809513 2978.6332163715 5313.83301037194 54447.4740362844 5727.28748541324 4213.81092744898 280090.88734973 47800.433919819 20444164.0510956 3188.36281621242 1555.50319051504 3043.36339959757 14908.925535119 1105543.56524473 361294.872624623 603473.918983998 390567.257543087 222038.322358583 226590.074852084 207464.262504257 235901.147515489 140822.147573341 2099361.42141414 5629509.81704937 956479.750166616 3709954.90138592 4620104.52178165 8653449.01961143 447384.561488365 677744.960910154 125640.446076226 266180.724793703 2800296.81873038 183961.083425366 12126.8484002917 67626.5730573226 47838.2016627314 139128.252704354 37727.1537989967 44514.3127670631 160616.69615324 51253.6177300867 174591.891354189 357090.691529263 30632.1974293077 343707.527826907 110405.598793001 75269.029284266 89796.1691888614 55247.9962969702 41428.9886856592 88672.2395822207 21783.3832846331 2229.71268456453 251036.587385144 61604.3249105087 331866.859723555 2310954.07268615 193267.12532883 43414.8107803737 1319.81978424834 48250.9180245056 58889.6928040024 212358.989740599 10948.3432432202 266920.19687907 613262.472987348 364173.617827184 717141.969205719 261405.414860499 127171.832909201 141013.691780673 117768.327787733 6354.30626008943 37518.8629177821 9173.77795373883 89994.9022168748 41014.9557779865 386462.991670162 240457.707796907 137644.303391655 54867.0834235323 257156.942128913 81725.5218087173 93514.0541557011 30910.0287180041 16187.0572848098 2530.5149664218 99346.3378043891 195797.139882957 2063.23484422153 2169331.9368197 127126.581303806 111833.052951895 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 10328.9184803522 2317.63413377851 223659.663459943 5502.7491078057 267603.513622058 1536940.92325503 17386.8042718139 3302509.84439772 372120.584957351 72282.8261391742 35216.7113848251 789877.904987346 118037.57389317 77245.4137725543 5429739.35402278 283417.075115913 81941.4340593478 38135.6602742642 153459.766007725 23468.151449576 1385512.78855967 58710.0603782629 258324.141872077 2315481.12731271 78313.9507987284 9297.65910435889 4989.94827640129 4430.92593502979 6840.94073434398 39151.8233531208 582159.782959955 113921.738608048 989430.383994762 166278.096173755 1179.17306881429 3012.44024855558 248871.336494837 194624.718604098 1923.54160901798 62112.996679491 14800.6643179369 1251.18755235621 1654.34795568125 0 NA 196889.142152703 0 0 11828.6942134244 68861.7457151318 8874.92897724816 1272.3870693739 30493.1886014139 4574.56917335787 50139.592317345 35704.2098705776 110799.30516493 1107.4648043966 683.347390639312 939899.327346495 113294.960435842 216364.271893832 16170.9418521416 28466.2907776236 47345.2870943537 11558.098368062 5134.21812934178 96471.1516401203 22664.7594697676 233926.10383457 175516.616259455 56582.3895901802 5547.95921645376 4613.13349315614 3154.55807302632 5992.10757319965 411115.302728182 121094.559830351 91583.3760538748 245120.738867146 44566.1109318866 12982.436519607 109224.96561532 16196.9225094695 11463.4140852388 70595.1487545051 1567649.75436728 152255.797683793 18689.7859649253 7799.87242829116 3602.3585635752 0 20721.2063582965 404472.452327509 250212.273063034 9471.8372571711 144258.512876287 111881.592556665 622044.539271218 414549.709000067 105060.060477491 430.314842187628 51328.2652523258 59687.4802357116 135279.679516501 67082.0870365404 759748.577400154 94738.9304803801 1359483.52229163 175288.077207764 337483.824549105 34519.6249907784 2612286.04763402 82737.7292946401 17339.5446442599 148393.349437627 653310.210264122 102774.884594871 1412353.63279425 205823.785281631 28764.4072449849 8029.85761684825 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72457.5744771137 49111.4707841871 3590.12767816073 38667.2844335465 154632.495976374 29566.1240405797 53726.5424264918 28277.5765659278 44879.7209857018 760188.459877633 60936.9799181654 237000.84856452 54973.2526137714 5449.45845358382 109584.770955966 943.610011404999 180360.877972164 69243.8345033277 160781.412181765 83395.6924007512 65956.4114575518 30931.8638182568 98184.6752180001 2466754.38884443 191697.604303306 2012197.14746705 20188.7260962767 392785.338994117 120072.457725437 45673.3306738123 970.359253726491 7138.51385962592 5859.89937466721 418552.30096877 36148.5409110108 2866.16482214086 107467.003666224 38471.6910001054 509178.337752715 114350.909315768 507288.272461087 325532.093543779 721478.675923354 35347.3986208683 104420.322482132 0 77528.6491532468 940089.078275459 735048.41036323 NA 73228.1291606694 280700.254790146 NA 62675.2210569277 324158.114759051 126590.384783277 2495.05244876877 2699.8494800751 0 1144788.32376225 605579.962687652 3532671.75034969 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127775.934160814 48052.9477786166 46111.5278737284 NA 81.8426784478305 39259.5847582538 59904.4066004207 38708.1628284848 244916.079138641 163858.192500495 134241.367877955 66725.5527373853 262445.938088792 165675.306709395 7405.57555304044 6150.20215585349 118711.336703793 361181.799728405 170698.061371286 93899.4842163075 5404.18611825912 25300.6490316882 14975.9451782825 11859.6755487427 158630.975893793 51594.215844682 58379.9700551875 33082.875469143 43792.1210409249 13972.4261049194 7913.17032942111 323448.331312224 81130.4713985101 38845.116534234 38533.9226568717 3243.33645192683 26924.3066930572 16115.9341078367 18948.2292299724 13283.2628483623 42920.812887258 3870.73779780783 112353.397899162 1377400.29867452 560375.8966905 145179.063354875 282437.75112078 144391.385100066 45620.7579130551 2222.04186917318 358325.446904689 162688.43438203 126340.411168695 3965.24054852169 2892.06199736297 11375.132246728 5947.33923429855 238002.431083151 126972.285412076 44616.5737665964 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49590.4614161678 485424.704873297 229797.708164979 382822.980606836 58414.2687944545 44283.8095320386 600109.622973111 1280934.53709402 399803.399133899 207523.676964907 190795.641813278 371443.293395429 379285.053257526 614347.287654157 58546.3562277159 21395.1821860591 12992.3378387569 5616.46535796655 475697.820116371 1257570.26629939 332934.827778239 5108697.31912628 1030632.90768077 370203.220870529 49787.0416333327 155184.848739625 18636.790021225 80428.808897591 80229.9962076196 215889.301197624 504883.226744018 67490.2311795998 38936.1440428069 112811.001499103 46355.8177938265 74010.8560987043 12073.0483542874 1589474.0474833 20370.3891200227 1611909.21034192 202662.704017782 1139813.42741956 39091.3972931421 147453.624737604 962227.523263931 60348.6340741026 29092.3886136061 126764.611478712 31137.1179780379 306366.771281909 0 10338.374193196 403860.155535584 932721.572456979 402949.997186494 562851.08849623 1759010.81507491 1190463.11179122 354438.101427901 166828.627709831 2549116.30099528 121567.476380136 291406.070603981 10173.1074217602 297.916164502215 104813.551067255 132943.722552975 146581.6572693 144098.811361527 3250.14320797479 6774.44397899851 131312.729888026 116053.274671047 387872.168127933 8469.60811768849 809.663365506142 260433.238442033 207539.973034697 129029.270256961 24197.3972077712 290575.326948596 519981.855226315 125836.103101887 0 86437.2229640092 46350.1202117827 24985.3834229637 263890.1720214 76564.902207127 1122.864626632 1859.21508448445 104602.054815575 17304.9403397592 3003746.9482488 2785099.28647969 343993.235406023 603693.941207762 1728699.42885573 2224957.94185348 20984.8720094387 114114.142443701 6333.40319368418 111609.965285265 1016448.95312508 688813.920884952 311585.79309995 205026.144977914 61019.4079019442 88865.207734175 232506.280846496 115412.467214561 51296.1466043407 2208014.08413054 5781.03928992153 46904.6706636603 203715.26255925 864851.527837541 469575.23155861 217862.358231817 746599.787691508 41696.4562108337 50388.4335562609 58235.7694158305 64431.8031584049 55168.2540132031 350668.094064955 9632.08708243982 70036.0013445173 17013.8991582878 29055.8607342224 321127.142503689 10549.9419929634 2792.53637411701 131939.107494597 131755.153342507 30004.0959911064 77065.3054234223 55170.9934967267 809921.835572944 3221.07894468357 85539.2244865956 352527.736322416 238531.892120618 103210.616651019 44335.702571616 243319.858566053 484744.280555367 160339.666911611 45204.9938355942 39488.8257883797 14138.9015660728 310809.396955742 3766.23246860475 324020.085032773 29377.124439053 NA 198741.115277769 31358.2404032635 47150.8025985048 38037.9819060356 342273.08816192 94959.4349946794 4896621.92981493 1758711.5332842 2068907.90544726 1655085.47675371 619190.985410985 56406.064270024 4124611.19933395 122802.221653596 223760.657534394 123679.530167719 1605491.97763645 1046203.48101622 465989.914258628 119964.458517223 424795.671071952 567060.566659249 78435.7271933787 105268.371841816 186496.471424227 151619.533085718 66929.6567551719 61398.8084288388 78861.8935386316 25070.9582973391 274653.479714524 177254.321561973 11324.0115387015 94888.7748395861 84957.3766887788 9024.6366203967 9116.67601581854 59331.359006083 425214.331037201 4619.20125629691 44611.0141341407 58823.4748484473 559107.908627169 44892.8722672963 11600.3650490819 103549.43714665 134774.901934017 515662.12126118 153548.483001618 15777.2128002958 2047.18214839742 2510.0688632599 0 82875.9138878976 159513.68781421 119032.721395032 447387.88540271 37447.7662458045 80400.9471329462 161053.083301561 290030.820813555 3204113.33173712 1158460.66030487 33316.8834668169 16094.5576154269 79300.4061502427 33169.8588601891 82379.6673697369 116804.68950769 410768.766388919 52211.2256332447 2023360.99431761 179393.899116392 42565.8521930992 76764.3067522495 99073.9662684096 45484.6861766784 202028.932635115 93341.6166302583 380878.185796005 123335.989183017 2811.6237055792 39019.2827997657 109144.822179153 167.623580835166 0 32224.700450039 19755.7005872923 81578.8815912138 34461.9322593765 556233.389064833 120873.254225587 115357.728879969 3709.3548369782 76770.3156434851 51150.9275806606 7681043.13360248 21916.7486034331 65016.1669735159 6717.20535412044 361175.633920585 957049.858196969 3501.11018648135 26019.8573132469 5426.69194510539 375965.241392711 30921.3635899434 5519.51119649343 201669.540714985 39372.7314993157 165515.773102022 29413.9267817062 5405.91015587754 5248.42323213644 29416.3132727166 245746.095218586 221764.438756442 2236466.95880215 845272.552933054 138520.293510115 748.0272044047 430595.932062522 85191.1616247781 7378.11918628052 45676.662274791 16341.337260039 32138.6613811587 28005.0785598022 59927.5357278225 542686.489390114 124593.886375845 433700.982465557 177486.252873317 52056.4134284973 0 188076.642260046 73546.9085274551 46024.2348420069 137914.731941927 105124.316197431 225791.339914013 1896047.42479519 65061.9314534 339557.655464046 177611.507691873 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256408.882897026 238615.441124228 2465476.84280417 5550834.9544574 2456647.03548887 3625741.63704167 4593572.73105288 8559189.69496472 439980.86161255 650541.024540403 42811.3135814112 541073.973942854 4562426.05264434 180473.429100294 13089.6196545258 51602.8405475636 49623.8615420025 150206.090912703 36227.044471296 44212.5727817523 293659.815804498 100566.740474572 188017.887287857 365593.363664049 63940.9103109818 564217.084754021 73651.269300926 57123.0951750331 58566.029207155 61669.0797952698 45949.7802913133 125225.935246123 32390.4948769538 2028.43285288415 192189.115906715 46758.696971586 347736.740198806 449844.155053607 138678.223826167 41340.44127734 455.750551044096 95810.7503166332 54189.8554633838 110360.823550301 12356.5346378904 658442.996287317 466510.232991633 389399.029350038 815813.370191478 246717.584142128 109045.97310353 51647.0741311248 116470.340365137 6578.00120668898 86958.8321144002 9852.83104120156 43358.9556944868 38185.0593141289 482652.164423972 255836.38748941 152441.854924102 37939.8249919127 130277.284765269 68018.8051887604 134785.479143114 38237.971087946 17317.0411927373 3711.54999105854 162415.859148992 395774.641540887 4607.08406311368 2414216.07772296 134020.504427961 131364.405379637 203311.561851639 229491.120131346 968743.81020388 47726.3197731755 114474.681933093 342979.782934931 49610.6631553493 223484.57262405 122563.596374381 23033.0114226087 45094.2459445395 102492.227254424 46180.5864097644 469498.038705962 57483.1719616996 342918.593208951 143689.838890275 165064.554116876 274674.786188482 602101.598492829 60333.7327186048 3450.83967314764 10009.4127049665 96787.3457359187 35760.9281211516 312236.962406401 135757.426625742 221831.385425697 12030.5030288437 187995.15467669 65871.5496579136 126326.8322874 519016.583307665 11195.9835257848 10239.6560528355 60889.1909604017 925606.828937778 81749.9911397609 191907.786788094 418385.282433002 3503.26012604812 113819.828090482 49719.2659054025 73787.1950620915 21610.8100409452 9133.14626735107 102690.814598592 82942.8328750943 161256.652666091 45849.1609549934 1727308.72111839 684807.650048315 22143.5787097033 71054.9766144087 142724.438424179 26996.381962177 24372.5729674071 206089.772938769 54486.1590123095 359749.589895281 270730.785180518 4734363.67860364 1163160.20019951 225212.193597516 26773.5038095091 30060.4070424738 54246.5527417823 8207.86599984539 166954.777657373 80319.2848132203 53732.6554057642 47976.0524288373 42118.589043579 38196.3537793122 611398.357519131 870518.36319904 120401.540944947 73720.6243994001 773535.684859126 172025.065165979 81394.1405135282 3478.5608876507 366156.95752723 330211.43893867 103061.057392903 7848.89815868881 41878.4407500691 129463.64824497 56291.0060335924 8966.95727321456 1042471.87937495 38381.4582587255 12666.3925537838 219952.22762094 60217.7961894546 1768722.35203115 96159.012127649 1055437.25362831 127797.668054154 635847.458168905 141973.82206776 0 30827.3887570157 40461.1595371063 199131.669916638 535670.46553181 44924.7040217791 39417.7529318923 83674.6588533999 35000.1723064163 155896.622080598 425142.91983229 1979196.88348512 317672.243918421 408333.240023673 49467.0153495724 43080.6803334545 444404.339036835 78817.5236109961 32904.935396463 5557.94802081478 42531.7487271059 10831.913446158 186115.072906442 3108.02010969983 14466.5598496047 19373.5114863748 61390.2167220789 5293.59927308129 21742.9456453853 0 315483.504776198 1649.9307928785 293288.116574092 43745.4044247851 1150621.46265505 85714.6384845107 196048.666478694 12192.1277130506 58712.7588390452 107441.05160473 174219.844520722 176062.239542942 3171.84274222921 14220.2622219229 168198.780775044 119007.207598008 56355.6283816073 299626.774173751 327239.911390389 16968.3100531312 880.102511403897 82500.8879454848 72513.0810396231 12746.6917566946 1330356.92826916 44401.192268134 102229.8874342 50752.044740353 657453.343699766 9701.3577510982 168940.582599925 31929.1131469996 79937.9358795296 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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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220374.941889024 151258.893533479 251819.382550013 3649733.79364491 35876.4857408953 95569.5556228122 5081.8381442749 97301.2650699755 6109.79455629694 106517.115202634 1078.34887484879 27467.444169139 101711.103404686 1059.52493882463 10500.7746070658 21495.0336768767 NA 20214.1535629923 16924.7264266455 23879.9055442846 45027.2046280656 867053.22483144 11941.4247275828 25901.5130278749 28458.0849172617 0 26256.1009422804 10997.9892401599 162247.746743616 144231.58650135 5100.27886751986 7951.17177868563 9321.54381481574 100461.260201182 21531.2562199169 1774.1839888644 65842.2273774057 29954.6088679141 22512.7261535391 8797.03832725832 6776.88182802715 87922.0023045527 23146.5587747579 15037.7488516964 8421.48963016674 221847.220114003 6752.73851289449 3438.65849502706 47947.7276349282 29480.1591582224 29761.728995321 4199252.99606956 80969.637644673 51819.7470459645 5416.53771377433 17872.1324043921 19136.5128274224 5931.89149478398 126211.751199634 844676.582101665 7007.74737555274 855374.86994077 4500.59987844495 148600.232981377 221562.864124748 45149.8702324093 2585.65416618229 158368.732127006 19426.3096423631 93378.1862236219 60084.2329828703 210132.437294923 2437.98500864434 75620.2913088953 7679.36016405763 8449.90255835538 51403.2665547685 174311.539450704 3830.54949400366 2251.87847825418 53787.2487593482 31818.3240786396 64347.5793232289 5528.88808802433 6115.11338517746 1732205.89991679 6029.80299093062 30054.7949643307 16836.7850056385 9367.63896361091 9266.02452025936 112707.447711862 28251.5508082156 410427.637581546 12166.5426858072 7988.48943589191 67507.4508689959 956984.354921409 132149.497748738 7662.14451186984 11930.5275990355 28928.9580557464 8844.34878860628 12725.2194930515 17387.0606830926 199093.922047673 2662.82013537202 763.442488572705 8117.44885843578 54163.7277216235 97693.4276254306 68668.5695871365 221244.813925494 4591.72604537323 498822.973368448 7994512.42322595 89684.2665161825 139936.338737432 181376.304364533 1047557.75291646 334035.442409837 38834.6862168388 1782.63419436973 5835.77499403183 1109.05405724763 2003.99050583369 25220.9404854078 290134.773501398 8199.39100172291 7756.35232237886 4635.79359321989 102969.917537815 7260.3712563105 107948.384161685 42215.9212261887 53620.4014316792 1919.96411338868 43885.246866649 38739.7251876144 108048.509038996 7472.7469774197 1914514.05701441 241861.02279458 43389.323864764 114781.470800557 34629.3807418535 24114.6679657269 72292.7427706353 61075.302540652 2607.15967954658 54542.2149747827 36086.4657088321 3568.79188084968 6683.60148045578 79886.6798343056 309543.793301517 15487.8470957266 24243.601111748 28262.0845304602 6000.30052470408 10930.8212487559 4409.90287368245 15541.7103794559 23116.554787455 37634.871363381 33485.7519935392 95362.9465548408 3538.35878912153 2286.74523379771 81893.8945921825 134522.968942612 99169.547142058 37374.3481951886 4765.25233164813 23956.3222086403 4976.28192475067 4339.08957255031 1381.0262487097 18307.3105415789 1302.15625557542 9156.78184124927 6966.54459676287 2729.05194936406 20266.9183711549 33007.6733685638 7085700.20516882 2571.63473048483 257034.667340356 83389.9365196016 34326.4945546846 NA 1450649.31419596 36772.1905307334 45287.5935142332 8203.70273591246 221925.259494325 278437.066996564 685851.067790903 14752.2740166527 58916.1160480996 7284.08408937116 191685.600167273 50076.983759351 21524.4419421866 6128.25060024543 51122.0436305143 37305.0046115021 26986.0412776279 76003.3753801215 10103.6917318288 226455.209802902 11633.0582490638 3931.39257798127 6126.15473912737 5656.00412078155 457710.199191083 8152.45623539879 4681.15201734389 89553.5293872384 310073.818296515 139451.592506132 33920.3002529091 4886401.91494867 649176.575286564 202264.482132921 NA 37741.5301300013 160426.229486631 204465.648352874 119341.038429261 47364.9631125675 32440.5104484547 13203.2724066962 697908.421237099 70800.135496777 143051.274823089 3343.76759449095 2724.51724834422 47158.564690108 30746.4995399421 1158902.27648697 14084.5048486065 69060.8278090124 6962.13173442162 25126.0660429144 33239.1068778004 46065.9272760052 85469.6307714617 7000.09406431225 7977.65422099725 163301.145687392 36772.0262714369 277761.248295483 510533.337088841 30301.7746654733 9746.07509676749 17674.0565565424 6541.25259940801 18003.1241730903 7829.07788939421 4730.1947759698 18181.0226661399 94287.4919989038 3857.89796787012 219751.477119641 2645.66318100387 2726.69966814069 59635.8505066467 68300.8950857321 142411.190121668 1000.06782870249 6293.17386045545 7034.10418791168 4551.98946467577 53655.4893024692 2020.67937059514 17291.0537524054 33905.1415634164 81340.2436767042 4454.75351389099 17966.9995411391 3196.11811951506 5349.08046034034 225003.173437948 5148.91155246494 2268.21456441841 6358.36939388368 13451.5057370689 560962.594103665 1554293.0280821 2342860.30307526 579682.819778637 1732152.90751823 980120.643059817 68546.3288271449 8378.12336532592 60117.4100541015 9473.91748510158 67733.0101550411 281458.318782593 196098.164853034 47369.4679398112 75760.6136079375 83233.6377147208 5143885.28114529 11084.7902875823 192102.260633098 63528.5916090278 1247092.04376616 31630.4127969642 173630.339418845 40013.3606683329 4697.26411030588 219632.220417124 669097.77177381 99671.3424518311 4986.49940096441 23168.5756173124 3963.63377785814 3432.02286303101 5260.01889734084 6266.11038494993 117581.966835967 822.800020277393 145537.538625597 7474.93794769281 30957.4951688171 60204.4692132624 1135.34301656055 72447.6142519154 5510.71933481449 10890.3807764378 19902.5791147482 75203.9674595282 216483.220324418 35735.2237225909 3521.94916398038 41304.3438869138 4044.31897097112 637957.275011202 188.479472741956 53462.2724373877 4550.21739849158 66677.5653020361 208243.349306915 7556.64705418174 347607.457664831 890351.827532034 26952.0820807002 18677.3621710056 3533.52978415971 33729.5871780316 66818.5526798995 64026.7575990352 138692.41926092 265347.12491316 4790.43957495765 12183.3577053071 11955.244246124 72408.2472208144 77647.3114837239 2803.49974742143 1579.70931907397 35192.3528600632 3402.02281421062 52998.1669302218 42404.2599071564 82102.472017798 65638.0049161652 141414.519533103 129949.460045889 112088.584643879 561064.636199111 25350.3214248747 123766.745784923 204948.269084824 53108.1634348279 5128.44541735204 117799.647109311 26024.926046765 5033.7770264629 17920.2246443796 2317374.93050988 67144.0572172385 139132.559802903 181299.674630162 5415.14904452267 44939.1289964312 17083.6808812559 5107.46363092359 527145.948444078 5170.52460079447 15683.5658034694 82815.0698556327 378274.411104418 99501.4449257693 7887.71583976446 85027.1022063855 1975.35438459017 1343889.22968558 10174.0040102439 48494.8776496066 310925.088149561 103330.45526332 187130.196168384 63818.7587934987 59180.6809015168 168390.918097422 144342.594778535 50928.1267281253 144752.408743314 23601.390787092 6180.99452187307 11065.0370219467 36697.1951824282 138946.237040358 71339.6820759572 7974.12944580274 2014.07057286787 269548.098514364 330592.42160022 59631.9548952513 12441.7293046559 622925.745763194 84797.4869878616 114914.856103421 61768.8878850254 81974.2604717772 892709.988978778 19841.8606889017 9183.48780103439 110643.149724481 79874.5788088045 75360.1380749463 167893.284253411 1396.00312267337 160955.037433069 239380.869740735 7252.92045452844 92099.1341777378 105848.60798643 5658.95930690103 38397.2884902141 40407.1981313716 242728.719793831 1367.59763289631 80510.8871950025 49924.9568871506 42886.8578762301 12872.5716098215 56148.0994867159 5795.78777454858 154378.078009835 36130.7930528469 11751.7220251084 2272.49397185855 37681.6231114433 516523.074694156 8024.00540225062 10172.6473000415 115689.304948395 4801.0877517596 132608.175430906 2906.27506212009 1039.29210077446 74330.9693045165 53630.0242055838 106929.428001433 153152.25053247 2665.93007679584 3437.07475012832 24411.8937611377 29116.7255422664 0 1198375.87612948 10490.8927923865 1842.97461941771 262505.356313994 5614.34896823298 250393.02193326 1782252.56305244 11606.0823926259 1330514.78474791 442073.569800876 77119.6155228927 31080.3733303499 311278.520313996 122664.506042404 77051.5450217158 5847140.13940869 211325.647837311 87180.3607383231 45138.2086465634 63856.8908112765 27196.8731113679 1517180.92309681 64575.1762564267 264669.928328504 2572837.41123865 88923.5546227767 8503.1145631653 6163.84818733056 3740.20899941767 6241.16269227144 37996.3581301121 653431.473126644 121655.519787209 1029286.26260218 130883.065440871 1402.94266003967 2018.13670782772 254761.472404231 10906.3386060838 2218.36183565105 96202.4288761686 14558.8164098368 1094.72075512225 1381.03275057586 0 NA 22123.0674440187 276.684682364548 NA 14196.3858939185 78229.3206074732 9154.04007814068 1196.51031881345 31563.2844843418 4492.58835540835 67994.1117748733 43904.5368948974 107012.815724947 1737.28309774761 1869.73725539667 613414.841322671 140682.950771551 219974.44539415 10632.0678634184 18405.4199074588 40130.9230083608 12473.0838176467 4032.70520199716 117127.411375769 20386.9731481248 185993.98579691 147667.766359546 56589.2176242862 3418.60491079519 3993.12258519894 3147.48465115273 4783.92885502797 382589.887683497 191417.096142804 113962.332953285 18669.8255570856 70063.9196295046 14437.7756420431 101463.039629829 18243.9522495504 4551.33313244152 8902.3300873661 2175082.31952688 142374.302978348 343.536281966894 5783.52651503373 6773.76349129667 972.162967092973 20331.3349292299 574589.916986816 297600.204541496 8912.05663768441 153851.920780708 94654.2187098973 414705.383176776 25251.3521263006 53466.642981484 384.545311659671 82543.4405642086 66269.8342032757 103840.341962662 7630.95679823932 868679.735952909 91956.4830987205 528338.944841788 218155.380377523 129844.752087964 38101.3686328036 2828935.75677562 85047.9974493697 18717.6668459292 151068.032086061 715811.836643475 102985.982433886 1550831.69475857 236263.155801749 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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 4894.18920497875 15067.7962351473 279520.596607016 146111.384542499 74970.8454763001 7432.40811172272 2053952.14351377 1174356.81511186 80831.3776741579 1105093.73217924 730704.53559201 1121991.35669366 664800.381836004 205461.701041027 944995.202144963 565892.253346846 171436.875650147 138014.022168615 93627.952828761 127838.088147419 707412.051258217 79949.1106562442 150204.510783719 57586.1202528218 59801.9045310847 41511.9924021838 54728.3153444747 71077.5137055305 54825.7018801405 75378.4479236646 80544.0472946563 92696.2569890431 84574.2795083712 52865.0149190293 165413.550690781 129921.381136147 763.772386624383 76146.7638831782 91137.0028980142 81217.5335428719 55814.8218599179 84521.3016620493 57057.6804452908 145736.616022479 79556.9628356442 334707.232654754 251485.085508368 759869.169150225 299050.982006856 133681.716989417 252711.500584098 115096.384240435 440968.58403015 331061.811294454 1640574.6140387 1286965.43469056 1046202.48243589 1587882.69866547 1270010.06087767 1030487.36142173 691994.952433222 0 -APO27_31 sample positive 31 B1 APO 6833766.0905763 1989570.20110661 2378971.42601844 253305.832964036 306837.600774697 583657.311346792 137320.826658694 182129.144611322 105565.981921176 5985.73129043858 645712.491251686 454789.5789558 72055.3451446313 37631.8088635958 89892.2931357503 6539927.40326814 10002937.1824117 208056.26330262 826078.745113216 103024.687582718 59263.0382716406 268671.541377235 306928.479160871 264306.773402813 98604.1004135362 185504.354727491 159197.521682241 670205.297883015 185618.45676219 37221.7571697248 2237.81090369368 1571.0257598466 201295.434397065 4261.30790817546 8781.26337865505 1539520.6174114 409047.358672717 592275.446339758 64701.2856016814 108285.902601008 176145.031909654 254461.546324294 80524.4009690317 43052.2754419 41726.9205341399 316745.815550743 149403.531474604 272107.371977014 138481.552866598 54265.2824136855 16447172.3089782 7907742.29478184 8100141.50442002 5297696.70882946 1754184.48073356 4131529.22817138 6412792.1005425 7446260.36272038 6387038.90140628 129549.509035634 3533103.02557556 4576151.58889297 789505.851930663 441037.837683796 2790879.22105125 79412.0149499005 288220.984127806 101440.29786569 84121.8031649281 246393.651600245 993374.249443449 280670.751943205 74342.5925966054 119280.169558504 152262.428426796 5968.08396922327 11325.2120277451 51724.8913740408 161718.426622424 57566.8886386513 254205.127474227 73381.77582799 5708.95178467929 0 1052.11356436838 4378.62803667234 122177.510592011 95835.3057939442 67228.4775887386 141975.284886182 6215.1024801613 1324.88061639473 10187.9316074403 8299.54236005402 326675.809558292 152064.536731259 159991.945844142 41407.156496897 1092199.80829877 2801.85663686351 18534.8268861023 20878.5236524969 51563.6725460794 127974.115220725 91762.0591960822 321120.167260322 8817.80429992498 38085.8672672665 152926.701172142 1139383.40722902 181391.507914597 257709.709449759 67706.4689330799 606045.305666132 2403.15683001502 87769.0722462177 100660.413749583 193597.32355131 1659474.14137503 85160.9039665277 28710.7925977806 151570.297499686 184096.263240684 44127.3561333376 913126.668934778 39140.7673862644 1863258.90981047 953206.835218222 3606.04788364143 74381.3429734653 328735.66849904 60518.2955456871 306546.172088342 272799.098125962 36219.6847515472 50707.637251964 7330.06439828834 412285.284104371 18940.9494524324 4480.52702011488 22037.3164299734 684084.083930783 29178.2691110168 35238.3652543514 191412.184560977 1731449.7362659 879255.691307936 60403.9134728594 37318.5321594476 965779.874589627 244060.434922246 72687.5945306511 49691.1900612776 91485.880456831 136550.806968458 1855545.39424667 85898.5386474221 111406.029422422 768909.723980773 41689.5948936442 160376.512586177 11513.0154750141 64142.7723370305 131602.721062476 885794.151111337 6140340.68253254 280197.147948487 63865.6727073427 109238.802624454 944301.795550653 871666.852387006 59618.5197533037 127397.63870616 395999.654928056 66509.6748178921 50941.0542998965 387657.361945067 6877468.62717851 3545701.07551069 3035233.92061515 1524291.92721356 124346.683306779 164834.965689647 135044.816551686 122181.419740214 139159.948339931 437202.597604849 57393.577536993 96929.3095738131 62531.3130412188 383733.989114262 498725.440768676 11629.3805268632 36787.3195869478 159541.099784315 169580.958200984 2146009.86917378 NA 85726.7799516239 2163.04335842138 138867.156744365 378314.32090486 77511.9803999165 330047.766097235 325030.23097087 74757.4268772685 346807.267673364 6520755.96467825 123738.353927159 293338.995586867 96784.8412485322 38444.7576309206 41324.7286785953 66558.6385561709 11062.4850978234 2557029.88999382 227409.650710621 499283.633103396 1542065.10798546 77888.1780630013 113872.730498143 35726.6131841492 89087.8912831734 213141.039912864 46297.4846081055 394519.627813814 10083.1726408514 168129.327784963 20082.8904967245 1206216.91960407 139908.884481059 962810.461135245 133547.448695444 312480.79282191 75335.0186777178 57250.0991023723 28412.8064236718 337295.309487466 268803.795126015 93528.2787611964 137485.48103244 68026.0001087101 8660974.67808071 3874865.33768236 1835654.52230005 849886.868881626 1417525.11089201 2722164.83614124 14087855.1565846 621613.397975173 204467.287535953 194022.817635206 26562.8985410571 391935.36277251 80990.1280438175 87893.6747071192 58555.7670565532 80607.2218553903 138879.033268111 NA 49891.9311618525 77300.0700744918 144626.087087205 389029.379818049 348360.374001449 49374.8534694643 271441.609082166 40939.8752100509 60419.455626743 8915.82074117209 12521517.9596108 6498527.78049586 607541.098083233 12350730.1653318 374722.484247021 125784.039886319 848865.194179471 153448.226153292 143642.358715834 69473.662847848 131253.731598051 81947.4835408213 208923.646813773 318943.279773152 163419.570831682 640583.387858215 81048.6545241264 110818.183843381 119742.295403786 2044911.61833532 58496.5956875592 170106.260944344 420603.076738312 686898.718839189 683683.293560926 332416.693961458 297651.081397601 228229.739803845 250110.774568878 70878.3681896961 144008.312513211 199054.290366442 51827.9022973797 41061.8980862137 119271.559798416 17423.2550405779 657994.219032411 411923.110413193 12499.051536149 159704.316802192 132867.758012543 121475.287944784 11240645.0688209 485694.196912001 250031.106037267 85349.2572697736 85204.6663938206 78707.1893069379 97933.3133701639 96785.7044537673 1186845.28493296 13278.3879069446 44019.1174799903 106857.447485791 291723.7309094 101540.344537056 34709.1699646683 17049.0215089042 99669.8787885068 289757.99328501 62903.3011792339 27874.0942724312 53407.9034041639 431316.390729672 756020.868621924 124526.697063167 44604.383407016 70506.0486665828 954399.59863588 770860.568461911 1338320.84147489 2471729.8780016 707221.364787462 64265.1754637586 101324.377166899 89759.8791373001 90803.2795905358 84893.7872695997 1282238.94279378 137622.579227388 1111006.92863491 214505.386968513 1428021.71570098 36347.3398813268 60183.6491871295 104845.440953847 147301.262433059 57122.8000574847 175401.98516632 187372.482888667 147813.626587935 137144.804216329 12033.3168992731 179153.589898131 487334.389990457 170776.129221708 630071.887534038 1106910.16670371 620209.733063459 457395.109141711 1010199.18740161 244083.733964826 351878.027466716 212880.155645264 31631.7060161916 37540.7675763486 8245.89308226317 99603.6480011521 26094.604248547 19539.8777495145 2827044.8291329 95998.3514074565 116375.490464574 239166.428280423 6805880.79339355 343416.270503044 149518.155643709 256830.574181952 253354.372552362 1272423.12691519 252727.174812432 319235.212050815 46151.5484891093 412317.121852221 970976.160123567 679875.696630033 1989761.75491467 830248.385016817 593029.955078175 673811.144486366 1103210.02538049 8254.51312688334 83187.8576860793 7947441.35009375 4182022.93151442 2815779.81569069 3914120.74843349 3753571.0600177 4460401.75161803 88013.2424516848 30462.1545800833 70909.1218294979 861064.865764478 1544682.1555461 17699.6790996851 90294.2119078249 57886.4746846464 129217.593632603 93246.9752992155 37414.9457121736 704.382560341027 172230.524801962 281166.207686907 599468.581817514 24917.4468020039 329018.376304856 89967.507930893 45369.5522502463 1415.25539475431 365742.802609588 1479842.82750983 338398.286509785 45625.6470348029 35094.4604286054 97702.5155554369 216455.16260765 178842.865701653 72782.4743425384 67298.1978651367 14724.0306893028 519312.224247473 410754.076025725 189561.022276026 489727.39409088 1712.95852204884 57785.8047770772 37807.3524090036 371618.040879222 9860.57217286914 3413707.80013458 87463.0705445676 1792435.54804362 100284.560574002 43600.5690456765 653934.938171446 89014.9107589927 424613.283692978 332743.720527741 2864946.14155731 460977.775883476 545399.813733907 1070131.75236923 488583.316619326 1835745.74895027 36640.059197781 242127.97250622 66471.2251875014 94925.3292429337 58592.8631428244 35512.16228075 616600.560593369 360289.816627705 218811.007250958 262261.516675868 130981.812959016 247872.478217113 401988.287523694 627570.687521551 64163.4635979538 22862.9259110259 12212.4280651479 6778.31822108703 3259762.75499324 225683.643062404 328632.715845744 19452091.3350935 1059135.05381115 567377.508747351 597166.441081359 377617.978000988 27603.0278572302 101469.769240301 68824.8598948703 226970.492692917 1085545.14876802 57578.1384553653 41210.4903053652 168014.021159251 29899.5965635317 84782.5863355325 5370.75339829558 173607.413408497 40461.1060048184 1427010.78993659 225544.637234343 880316.104945744 59272.8317300954 172306.285140399 406906.585991477 47838.1383022364 28430.7871909171 203071.000805866 41926.4584485188 279200.72169113 NA 10489.2308231131 1373344.90736308 1669839.28343012 2819524.72235988 1334637.96807391 4426596.52460028 1011821.69333348 481835.575975029 171817.025917718 1708217.6121787 119944.194065073 205124.33952601 8502.73690444316 337.669460716868 108544.326926559 153214.089187781 157951.087241769 76077.8513640268 1819.74739134607 4661.58933249027 382754.078437521 170684.114340637 255754.540207943 7605.63126211857 427.599004327683 338103.51443587 306862.207044157 239742.945413674 39957.9532175549 239191.12742406 137230.005486181 115368.206941322 81601.9875024985 94515.0889078366 53983.6615836425 25298.3954233174 251587.23360941 79685.0811460931 537.891664691042 833.551482873972 172351.583133484 11765.5771261235 1692163.24789195 1029833.23554131 590729.822033094 1240326.70427681 1702649.11038263 2030446.83129275 22515.7090660352 44920.0354942136 4920.81109761875 116152.976322957 416782.901685623 678623.839629149 307762.199847029 319968.795660312 62324.8027255474 52767.9775682991 515295.27087419 96812.175057193 41855.8508574809 1853257.73449343 10616.3583930365 52084.8026951618 162942.842635881 5188345.46581436 1403362.250318 302257.682490571 1084028.33022322 42174.5005352607 124998.05473261 365640.771512243 145378.422075039 76569.6810610489 618612.049072543 25944.997127625 135146.00747241 33159.6717655988 55975.9849485433 276814.805218378 10458.8560855884 4903.00324396559 120963.474810243 124564.888034835 27455.356716938 107165.544400235 52426.5863192185 817037.756516849 1815.77100190182 82167.6571237063 55564.6014189227 215366.362575934 58824.4246708131 45794.6480677975 251332.181420078 934209.435943705 133022.11458076 51659.6232877978 79090.1078987103 23793.2677669329 405658.305720096 6838.59731572996 193328.957139759 40546.4048572578 NA 152963.442048023 52652.8042137851 28127.7445974815 60202.871807861 260600.853477457 140706.67552958 5097278.75169489 653000.864523637 838614.861479756 1367428.2922567 300923.80192284 49763.1735746174 4073736.85929821 120441.56686086 1479709.41456204 362492.843679968 1483477.33075599 410156.665482713 465103.852713168 134056.843685767 122024.24326981 544745.044703613 50507.6473530166 128220.892764273 101370.008513873 91437.9190884246 56320.8770524148 65294.7998634938 50336.7314842283 24095.8527970674 512084.404457583 178510.541105625 11006.4380731508 83046.9335771368 77768.8871605323 8838.83749414617 10824.450433399 55490.0920092157 956374.159347502 5454.25277106024 45702.9205831106 85324.6291983772 699794.799089768 39457.7385925015 11840.4519399453 124717.450802096 64917.2634491932 482587.426433071 79586.9032514434 18102.4203929076 4058.02177891788 2490.02149947891 NA 55603.2747549156 152684.682597752 64897.0249418546 209097.651932943 43280.9372961752 72781.2392440661 150308.371656923 197041.787170606 3236011.30241376 624405.085457916 65092.9684732831 11503.8175385047 80837.2661087368 30423.6903138453 97728.5657155871 64490.9569839484 398546.293805992 65188.7638928838 678005.450501026 74580.6725304575 47601.7979626663 109460.962178172 69780.9366251864 74887.7016837407 316543.164606133 68707.3677612786 199096.168313162 253329.246023413 7683.28276764348 87517.9416558895 95343.6245460923 212.292152278935 256.78990709163 54155.2510703641 20299.4496410217 76424.8756604946 54969.4433863642 628539.139044602 92653.1826693327 79649.5216498664 4329.46090473286 66831.414816664 32482.7186753459 2049817.95139295 37661.7066331037 125714.967862515 6713.00946145243 67483.7616257199 251440.085392613 3251.29049840223 27279.1239887888 6013.06263699728 362038.047565772 28501.9491875834 4780.42433405851 307186.214806899 39507.8869334409 129204.294112115 28893.2957487024 6004.38688063523 5640.43406657777 28082.6875850282 165266.699728993 140011.782831138 162200.764441232 917103.14577524 311189.215484465 966.047660353584 2668163.28223679 363890.764173761 11353.2850730619 62939.9286148151 67817.2195594029 30028.9029055085 99573.6172302542 48832.9810278135 261274.726359988 178952.937480366 178264.809777138 180743.848109658 46800.9415002509 0 82583.8295178323 92196.9971844147 38436.6534278246 232136.147021705 51289.4945110376 228753.630369949 1426684.58957041 45338.2817140518 270327.558258799 473897.681747775 1922904.7321804 1013839.07687412 3532.15162095912 119334.920909872 202476.614795355 93267.4033924086 59956.6580057919 539576.967548734 192431.604551349 147185.092804551 71776.0748015851 11915.6813682387 12875.5075713078 726372.156169543 187597.530470611 1896.78405743216 57520.0580446857 131248.231318712 74705.7487173449 133270.99135203 82976.8902658057 74759.2804790965 312763.743646375 94046.4693942996 9656.94302297286 30343.5992120105 825446.585962649 55772.9206875332 42233.2088636475 94317.2407949165 93840.7838925332 129212.303739274 112794.807753907 62237.9254841363 823816.399800635 32050.5269170497 19494.917434371 8800.20179216249 76760.6716095237 15137.6731505867 2772.95173275594 4730.01895344944 62437.5986932123 5400.89671037469 3982.12865342787 268228.024476255 83882.9130476465 22596454.7682711 3490.07884222101 1707.60701020175 3159.0444187576 14031.2651745694 1248569.1861707 253465.549203967 685982.43420581 444115.630496244 256283.171159816 256092.263442259 179463.539134582 155741.652117052 128910.939567 2817615.79486908 5404942.70393238 2554514.41602974 3750429.32678918 4662237.75388406 8722871.97276841 448859.564057814 682132.996469077 95160.0891987629 381756.939267354 3096285.39014534 180849.195862096 11468.6944630626 81737.8444432681 49045.4326548532 146761.708971314 36779.0067210687 43309.6532089378 180845.374740242 64284.5187500954 245931.57245981 365489.120337394 44794.8991371293 379045.012578916 51175.7741006361 79800.9540907003 73755.5532286168 56084.9707529196 40714.9846115844 121853.528818254 29895.2982554842 2269.19120656975 180010.017630545 72540.8886025033 297062.036138026 761995.068888538 87370.3727314281 41296.2918317731 1130.65650198472 76058.5798390006 43760.9808138253 136116.073773313 12683.2618509113 312033.840082938 404593.351775135 335719.728729204 1301530.93837455 201158.013161561 101910.679355239 58012.1903553849 65764.0506406584 6832.6606397134 41785.0861272859 9339.71600641011 65942.0301789131 31970.823768623 308805.436931111 157033.048307401 156194.690821939 48470.0870617379 198287.98757373 198150.850750415 111537.302191335 32058.5797395865 17005.8017217136 3716.02405792996 101018.872909378 232858.648463804 3287.85641811882 2129178.9718019 144980.037158273 137829.420318616 245203.683979684 66774.7433609273 985067.83589481 45511.346250402 213689.022333247 351822.792190044 29189.9388221198 194808.754033612 100605.777232361 24499.9459164328 151607.942389389 226993.910440482 42492.0280233721 318999.395247409 58421.9948862409 328649.80982273 427970.347491745 104494.16300214 52950.4818208495 818514.4157065 53329.3884073487 2886.53195400804 9532.66191370673 127246.243268677 50871.9260017052 357266.191587101 61826.167138046 211325.670101038 10360.9554710132 112167.815729544 56640.9388729598 121688.387197566 162178.440448035 12112.6267396015 10627.1813125637 54507.2207455873 820211.215536027 85889.6342605395 199650.627399977 387909.784473188 5303.55953901499 95814.043027156 55792.529583799 61765.3870429778 22027.5886109342 9218.24141986556 91585.7183953087 57574.326550062 143532.40581176 46247.6552190437 1679938.61187118 598188.01818785 76189.4561412844 53936.8881021325 131662.445430664 44197.1716100078 25347.7881174563 175935.586593667 46747.6041608859 311864.831243504 518114.053055094 3226871.07671723 1117726.59614126 302573.026775824 49679.5489133783 52974.6555214646 32175.8571200073 6150.8585595241 162978.143620022 95420.1156284078 48038.548665262 45412.3663389532 37817.3897785501 36136.3323769473 586951.30289503 994781.755760382 116259.372520573 89172.5043107899 659214.047054479 207424.482465755 73905.695067371 3154.95432606901 342057.883643995 314988.964009774 84503.6764707494 7556.90392534204 32982.9800009361 140156.960189525 84267.9512088477 9538.74913207177 983603.502504866 39901.5148696663 13623.1261527295 335172.441672862 57457.879991483 675314.463471395 70805.3471987181 358510.720664932 96854.3199138151 2046429.26435582 93268.3397756258 2211630.998668 32246.1170283381 58833.6065564491 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 137458.519830528 68058.9344747339 1205417.73302751 76321.0553276992 285295.575593936 276698.051360948 89881.1533377276 99786.3205617949 210588.008665066 411234.144846708 15536.50824982 2047548.50089447 28516.1974696007 22633.6689378931 6361.5975134835 371360.401634634 1261.76372158076 47000.1351594454 251229.437964934 134755.410965199 141230.854576906 105787.948835765 8120.71466366227 37808.3542127884 18922.7435964195 46988.2378140439 57865.5497261375 119962.158620896 445188.589521675 392202.026098539 387863.162723933 1026480.74448484 4274.61230795394 367088.388892052 200360.210252547 95762.5501974799 91606.7997574146 333618.257539097 12621.9269239306 104657.594652983 58820.272989543 52625.0891310532 46831.5860847532 31359.1013456312 20582.4251162341 41011.4536294117 59853.3126996914 74661.0051366489 91252.0800343151 1601114.40461177 69625.6369121416 210550.262224625 51336.9525933621 232321.176598346 492691.769552131 50539.7070300153 83742.2156610602 54238.1583901672 150829.7698857 28966.3739694129 31500.3473541624 3224.4312998135 315346.378612048 93305.904392387 127968.342499342 483078.783610803 0 8780.61022979007 89582.4617331558 802596.550328196 1919288.01648219 2232338.39344356 635301.88944179 151981.077531588 17485.1003692785 171514.910164315 680901.922495136 551575.772153844 344581.888244242 299757.258660667 132943.646533468 179063.951520615 32941.2424183709 67003.1650568694 65185.3175165657 130814.694725843 163763.990930494 2516.88677706191 59340.2498102837 37984.1843525245 199077.003502191 117321.158929337 90610.2846397803 28630.406501976 133089.594780337 45869.8615216167 268992.466868893 5758.35957341384 14026.3597413569 15138.779706143 57990.0948025104 56605.3258749784 204302.090885876 78485.9822663649 73346.641622002 8473.76545698466 44421.106148796 42251.2264992008 650659.191150221 386916.542667394 1456610.17512108 117232.161906513 3017.31592219841 111040.869129923 68915.9455534907 11562.2535967485 169545.632944284 44142.3487301049 0 395938.122552773 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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 354700.338906839 39519.9638028087 3049.73724916683 5205.16788677267 2469.79701133619 2324.9208928331 30812.6449142056 262868.411887389 8249.79371259108 7440.65722068246 3596.56318963445 88532.8063200306 7011.7885626095 100130.158093822 32619.5382466345 37726.0388387376 2202.49741028273 36908.045457421 30784.5651571866 439800.658130874 8712.69661164385 1773155.23796158 224047.002609456 41126.9770614672 89764.9308241308 32629.0646839212 25444.6823471057 67534.1330535344 62577.7782549023 3453.6914928426 55219.4794874885 27488.6889384326 3618.61568898803 4818.46800994157 177011.335173973 288580.063406958 14996.2415634694 21733.8571749595 28228.8701897106 6022.56242468052 9756.42803258298 4905.34924639678 15878.445764156 22290.5803271737 36524.9883138648 86288.2316357643 171212.299484378 3289.76563076588 2116.95167146714 82340.1536253624 521862.082238947 121719.790749947 57288.269925312 5442.9689857614 23581.7243241746 5307.21236618004 4028.49254482377 1498.26878002671 22545.2276739475 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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202978.602434264 192922.56760289 56435.3620727067 106967.889040329 102163.223893039 2409111.79777764 12886.6894837917 157759.641012626 54113.6662697804 1089042.14798744 38767.5041590759 88813.3925251836 59860.7606758532 7686.53653340799 192590.563855761 579564.638511546 59524.4084451476 4607.71830673147 25218.4468390287 4047.92526147171 4325.03174698781 6754.18649554978 6832.58708126448 112014.928860974 1510.59740572934 124953.935343854 7861.70452977648 29619.6800068048 77372.349372599 1138.79076875752 80293.7809787139 5611.64842025669 11625.7064854082 28287.4942504028 240334.937998563 329649.426940224 35479.2643890945 5304.12265756205 52373.0378591601 3710.91142910002 633158.074547133 294.554616254845 53016.2069811284 4521.71859446354 82603.4711019389 229288.323804963 36772.6970014472 219871.743489021 876736.811452306 23448.9211970424 18818.6470933485 1665.80282969703 33276.2502609846 58001.689230242 51083.8502735052 101075.259758661 243771.21679777 3361.44691535661 9961.04713955265 12440.2075436271 84333.3816742838 41553.7905359925 3300.28811006733 1804.95887092791 47388.8097345916 3739.26236278745 48950.4785269981 44758.1964810308 63863.103601335 78020.0560839374 147775.909104666 121707.282596255 78459.4968044265 726741.190099271 29103.8279724388 146110.323179247 174064.369378383 54859.8851205044 6361.28975126729 133616.206121939 26381.9925605639 5901.1166934959 22361.7845706743 1876288.63727606 52599.7689338531 151233.877159247 133942.142537242 4635.2739234819 50414.3107435074 15092.5723976053 3905.04812804493 427835.401590205 5084.5611744892 15999.0985676928 74747.8755760122 287879.894248204 103822.567086671 8508.46104097897 68977.3181020107 1374.25574639585 1196837.2878199 10566.4068700559 57211.5144871376 267114.201904327 66381.4478435792 216593.172574643 76601.7454298008 67455.4803694241 110408.173942351 84369.0516626585 59426.9390242569 77764.5064396205 21704.435065664 6441.34171045413 14141.8329361801 45571.9927738793 78128.7663672578 75057.2651532082 8941.24371718211 1915.26383888315 247273.305029525 281356.570295699 51927.293231471 11568.051750421 495874.765738472 94877.0604897722 137355.276776232 20211.9860690338 65460.9069910899 1096442.63946563 25492.9639725475 9006.20356599725 129012.59530619 56855.744000719 60495.5964595206 132120.738178137 1722.00283516299 114686.067993432 291128.496266647 15061.5128632172 156296.333485336 72675.3033741872 7143.25630307247 41084.0173776128 51327.2553525444 167256.051640942 1259.42508408332 61017.2398233996 47511.2703291131 34801.081172421 11371.2628333354 47509.5944126145 6698.4241864133 150668.101569312 34384.3337701083 12743.9896165926 2195.71992674277 30170.3974028132 310540.906571749 5227.21465340265 10053.723747455 73267.3239044778 5379.05621595288 87312.3855329546 3425.29721529917 1101.83943706087 75691.3840960567 53154.820848039 114677.920696512 138642.137787115 1926.06149600595 4817.49621772256 22945.221789694 27573.6066356904 0 980635.980641226 10036.9998188678 2016.20606530428 230661.793091392 5974.95541157558 192152.776700921 1455224.46424929 18890.2614224472 1216363.40038474 353321.064677812 71185.3751891599 50565.4413084659 311894.573511486 78279.6922615862 73575.0285675866 5471558.38932656 204336.989917231 76265.592821543 33093.8341985011 69926.8274910723 30951.8772474366 1390677.86880949 58553.6758855521 245972.058282844 2384041.79916553 77371.7321606875 8538.71355579491 6106.18884952194 4495.21349733239 11324.1957800575 36901.771526406 606840.765678267 100264.135002344 1023157.73409851 87522.7382920571 983.525695230449 962.251894384154 255920.081940412 62805.5444832711 2095.34696405485 35707.9355626087 13718.1928240196 1076.65235422847 7103.40094738306 NA NA 48110.808708456 0 NA 17410.3171043373 73731.1321554402 8958.34568991172 1200.59825868827 28991.6454875977 4763.91344043739 52408.7063019096 33466.5389698939 112984.888995808 0 22852.6364272381 596275.784491612 157129.233672378 204607.932035106 11956.4810570162 17562.9718788516 37019.8439493407 11267.153780443 4555.40522158724 85055.846859692 20652.2205318121 106021.542372072 155549.042827073 44229.6864527237 3183.71817747417 1795.31074514282 3200.03260145403 5648.52545214196 363788.809369072 143746.307517656 88770.4570935641 74510.5571758157 51797.7985997792 12593.8276105369 99052.380446764 16904.4651780936 32987.4467773595 22630.1005055717 1540566.67333629 143530.683500768 2658.91231941536 7569.19531515656 5155.84338886754 1578.24140175687 20289.8478038587 396737.047874824 264701.291031438 8902.89982613278 141483.744286304 81245.4403244321 251781.452707823 141713.275359903 77988.4925685331 406.750736943162 61241.5940172487 60156.4610949225 68766.1538655634 26310.8711536135 715482.509559165 81617.740603674 618603.963237863 174090.143349763 137409.285168797 33650.8418760144 2656538.15876629 81919.5234067862 16074.1043340095 134427.394824227 671271.936409768 108744.556992687 1464989.10599697 272536.422773355 29764.2859481809 7446.23260056086 30779.0484948257 935.332985047306 361076.401514382 1490.51648005941 65217.9050894304 49942.7406681579 48780.1402437597 1320024.47333338 1501.30093498725 803.895726431804 6320.88265937621 1491.5170360992 345131.785611503 4696.26289775522 4465.09013926191 76981.0160407649 19299.9330652816 932502.989183592 18285.774636867 10190.0686918052 5648.74607130957 552223.084608709 270828.59269268 82018.5539625921 7191.11435946175 196852.90590554 261289.35124472 71046.8409037815 41721.9050019971 81142.0735019469 319661.990741567 949.760047640426 157541.230338276 4225.66648843122 89026.577531358 31092.783681716 39884.7748298047 33346.7348926784 3866.59468788146 1849.40357939265 222024.422971515 148058.803724274 118931.807102125 1790081.35931264 788922.22068008 62006.0644011397 229235.12691967 13278.3840096772 60862.8486313666 255656.899515811 53158.13714043 41460.3924459707 1502583.4216342 97650.6222096449 59966.888260606 63680.4001032657 439952.076997034 63661.1638864923 86221.0611881068 1016031.7231773 319948.957231116 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54823.7213974466 12218.5862867816 87816.6423412307 215688.502976893 69146.1581713664 128464.682615466 349076.09890269 62751.8993689787 249291.159204273 29922.9612246443 45142.364226499 97474.8090588503 97635.4807164597 45412.8279434245 21181.5807397335 177525.408946015 140695.569189763 NA 48832.2452624341 3275348.32644336 738843.234649305 60687.5903732805 2210177.60372182 660350.924695696 52235.7464254687 193581.622195142 105011.440075128 2609.46081235303 0 1048960.44428613 92088.2040242888 29091.1380424106 694.71586070601 7615.62312907124 78811.6237793849 464208.580923114 36988.1477532338 2007.45279767435 76833.3344337152 5244216.05410234 198439.785108702 69951.6537471804 3143.29141979246 7294.18808650138 1365836.09268667 62934.8322570184 880500.179458772 3085236.98300489 169037.001669203 89712.2855821564 91280.0889853028 40899.58235808 983899.770248866 56900.0683455629 23755.9966122135 245611.159579924 292902.885939864 4645.47778825373 310209.12771675 37577.1131303389 87731.1809008169 102390.911771955 17690.5866830594 4892.69751441781 3347.26894597669 585.569596762071 635249.524048211 14276.9135647603 5469.46220380685 2806.29486043116 59302.1359249405 73523.8125946826 191649.581536425 2209.50848550016 38366.7422829907 3874.0614856882 166705.701378727 5945.74126038491 37149.7572962376 30446.661374346 129795.467108321 139674.496281923 226080.738774208 5150.09890602856 4999.23750297637 191520.515619761 57506.4692911039 652.421681674141 231694.369559657 38047.633398673 67347.1920864245 144996.264160343 40223.7846258268 49019.6798444319 16876.5126529698 129353.369703904 1814.85288677335 44959.2364373411 162333.931991422 45880.6257208074 318162.21974662 31269.3115183264 29267.3190662512 1864.81786705464 34168.0952913696 NA 10605.0241746564 16099.6947504746 31319.4891024497 42137.4570413817 1599.96658676348 18518.9224627945 20827.0069853021 73816.2935531286 87936.5538027643 60623.6798638164 2452.07139014789 16462.3771782678 2723.61975307707 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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 4545.9612624057 114270.533695984 219402.070729573 24302.8713356509 126465.913464016 57202.7486561617 761578.032318204 2763.04222169642 76566.4736826274 250473.805332075 248923.199540224 52827.4047522544 45507.8389796408 244776.412487377 1068623.34973199 154839.582524464 46512.3164350238 75250.4992501492 66945.8512798186 503267.355657801 12330.2138868151 234886.021752833 64353.2065795016 1912.57029578735 159031.042923999 33199.8273528915 35572.0971310488 57499.1432106643 539168.300610945 344999.777461227 2396822.75370144 1178384.93175093 802744.856976671 1991010.87973916 1805840.95764062 51060.6242559639 6111325.98175778 209047.457804355 940310.393812845 262841.201407771 1601061.61726086 0 474329.911646675 118093.473038743 120745.036492523 825621.552257125 259146.422307328 84754.8728221767 145531.303764123 36027.0465797183 48420.4377469383 102609.529133032 65616.3127434113 22269.5505756533 519013.377575878 201947.496967151 10530.1815148841 91984.6821943244 203067.924366639 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 36707.1653065086 354207.582987107 33410.3603929947 92841.4509428305 6524.60707501588 6965.60177716827 43707.3548750776 2816.89011825104 26394.5712097291 5520.19490486516 352885.0484003 52220.161608877 5327.16242692032 267523.61034346 41619.3436030007 120816.15020553 24927.6315861186 5257.09495605634 5078.86086706757 27922.0806701683 179599.297451345 180608.328290904 721162.736117605 897491.99002236 261498.817376229 841.345502714639 5773278.70963576 5674537.59294365 9743.0694725552 60765.1581542715 141836.103369135 28765.7963518559 115585.946152931 36039.6673429043 280810.360079454 170128.180885085 162787.851045156 337521.322633298 39059.3228093715 371.756789858575 82954.5772031027 86840.3849870167 47529.6731751319 314488.598495694 89742.7175050283 214601.274351371 2040343.89332609 51334.6245165458 352961.799913903 397757.114025733 8440388.01089738 994264.316454479 3619.25134475168 137673.816812459 321662.175004079 68585.4907752559 58338.8269986899 548580.214417495 328904.567702223 89463.3867151601 58407.125207763 23745.4340921096 12910.8531282835 463257.444251605 1110548.10193192 3084.19739854006 23434.1894896149 134089.154534822 122605.066103146 95793.3635657429 34992.0223332818 48544.9998740174 108626.238577012 67784.3159221426 10282.9232353599 33015.1501181873 979786.25663903 62548.1025938441 33115.2219470591 100574.11172634 91487.601906915 341985.016064851 0 60956.2125158876 308709.071558172 23804.0178209584 19529.1506390921 8935.82271366 81223.7464409043 14590.1878772343 2878.36988946141 4601.82913763037 51028.9326463838 5064.48354078447 3812.28072727752 314804.647531753 32473.8590093857 15667962.9660091 3525.52969414611 1732.72808798292 2843.72099516897 15071.3261877961 810899.271319003 253834.552625026 270708.229950503 571403.602663315 149693.880827075 154035.203634785 99763.6752179916 94871.6610986891 84540.3148993406 1664604.05579657 4963602.76375592 3971749.02095821 4305826.40164995 4170242.28443584 9307440.7939753 504943.550563928 732288.97257935 102398.27985808 140352.374256139 2056783.21090816 180086.053623193 9449.19881518955 77134.6623545196 48723.4068668167 110674.766536514 37222.3602641929 42429.7419000877 106825.914086277 36729.7968604612 204651.115561483 316822.123169909 18257.8934494985 250018.690151147 103205.89021683 92242.6982346726 56154.1209571995 75030.6277650993 27766.6215510553 110073.486518503 26120.681076121 3153.39679135871 263106.902563038 22761.4362146849 353055.264428929 1294449.74500929 123262.480732299 28753.5561161583 2989.53867623648 76162.7676464992 53951.1200485789 206975.801605526 11874.102984652 131605.652156878 544338.729123448 316005.018929359 1550364.48979212 313496.242328138 151948.383814069 160742.013338761 59618.4235678057 5913.43560577287 26826.6612860059 8844.32015466981 67870.0129536764 49370.4516415826 203971.734430657 66566.9885115561 155984.770734162 47062.1995086188 341243.095396367 162859.370577459 117276.981240358 32812.5418352868 15536.5454852547 2862.71964141918 115996.322960895 115259.103052311 1118.16810739947 2306559.19104573 172422.515076676 66326.1528063661 167933.970895062 389483.240452495 1206896.61398781 31845.1945937874 178869.111719815 243380.483271693 16543.2693864872 205252.623068928 101070.152147712 24027.2573961237 83910.8330671998 259562.049580855 25329.1949065727 243573.287991741 48118.4661605738 333860.383557947 111467.167587522 26312.5878479441 6603893.95305145 811885.435566266 58810.139132428 3539.73009627433 9196.91307304178 115167.482179078 37326.6600306267 344869.348641228 46219.7389439143 123244.365661546 11063.5633007264 36375.5147939597 53604.6783214753 124082.590687915 77167.1250108988 11096.3974765718 8565.30105308544 90934.0690337346 349930.19922264 123064.671179531 189366.642832994 439221.877731144 8282.09624881016 43185.1157423224 87928.9857363557 68519.0134732373 22457.8615002075 9694.82135653659 121200.47940261 55272.6755366463 165847.867179844 33020.4249323206 1739574.26509061 709661.748139005 62478.2942147057 77672.2261044875 146979.843508412 47471.2784806175 22764.5055006932 177235.430459122 45263.1269681159 292986.4659188 585626.486017326 4036502.76171962 1683781.82644097 121148.699423224 81331.563022632 56037.3934497885 41934.5278655076 6276.02574360406 130420.548721686 95861.1709942618 43207.1785107638 33788.107215556 38890.3556153804 36666.1965180976 777831.791749976 660098.007161245 76903.0282458587 97112.8022350207 735685.815056034 130745.942641977 160417.626105477 2620.06204616453 162318.483426162 231404.832579455 96102.7743725821 5033.81956257479 20490.6080383898 126828.594447555 262180.981677233 9172.77506560656 611562.813390268 61234.9185563227 12051.9175288951 542934.499743422 53823.1074365831 1376173.53812778 93055.9285797608 991368.871024486 122355.510328491 1400060.8512625 146217.183464853 860274.702860376 32678.2182803369 84247.502540805 165123.257727144 315807.477168953 63051.665218295 45088.0225678819 401973.03689944 600731.508142184 45542.3463063233 105809.263820448 91948.5489310245 136903.048539153 74152.7025433257 98372.0263850141 21468.6140099284 179632.083497735 72647.7224956853 31590.9501912668 5446.79260648322 36676.4803180939 9608.54891879508 88310.3648855484 4203.56158200247 13692.2543726236 21700.037480866 127986.549282828 5434.64191445734 40775.2438382922 0 347990.141786179 8137.74335295237 84928.7627852111 39284.2296153335 693169.134028898 33099.7433818785 114365.145819593 9711.40856627832 59329.9909447654 94436.3505813888 159688.143371 189004.85810468 1428.81870724989 34892.6713326484 130131.268742996 53476.8156051837 50487.363218573 76036.9348796717 238274.070567623 15721.3088324937 923.079681613567 61767.9920609627 47324.2192036286 7857.51657840763 1436439.66244834 116320.437198513 690205.923479334 47659.2117998856 553239.699555215 8821.40886920381 211051.895015274 40926.6320373835 63143.0385121969 350951.348166586 137998.395111855 755879.174302956 10647.9651690138 38392.7699048392 270586.840868731 64849.2431595676 205864.204244976 326274.460238395 19322.9381617179 65594.3209362301 62208.2801485346 65344.3495488601 49487.1367579381 191510.576324123 8020.99568668734 275299.790102467 5782.01914502178 4176.39805523156 40144.4769590672 0 880781.686142056 114335.435796308 70540.0572469895 82743.2841768813 58169.071799795 17193.9259405698 2748.87787321445 9022.83119286305 258921.457223657 28618.766614086 26301.443030254 82721.2254689416 112029.247983201 39188.4475645434 3180.12586414451 69678.0944027353 24616.1468012008 365.07488871219 96860.4477065093 28032.9493591256 7308.3983610458 422.972687197923 48290.8238140162 57011.6932973489 7059.31171950964 44992.2378788572 86919.3429859863 126161.782894501 27695.7114784844 5536.6369161445 386606.418872347 5876.14694791294 160270.491839276 168626.766291772 134586.506525932 416738.534303798 172215.571076193 372211.304274379 129082.440383502 277021.951978428 64883.4974245527 1485217.47705649 39261.5551362965 240675.052223464 409238.217694763 159277.79235901 82931.6811024198 180857.564327665 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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9937.60730736451 4598.03413854084 36860.9180502667 388116.582399746 211168.697946064 109246.509823884 737749.423545135 91435.3770863721 60834.9057186483 11719.2413937672 260154.622145105 886158.386557613 110807.20078194 3441.06418063518 49125.3712946537 110367.217327823 106918.058711912 86690.6377550224 123528.528271081 153118.450878519 226646.489146957 140258.064464994 41864.4437833752 128527.180113017 71741.6516234607 70259.0780781497 30141.0504370734 36134.1342322112 154276.919645291 92106.1945984014 62567.0985862406 2668.26313023549 5239.61708320965 12293.7635565782 6965.36607657675 98425.6598894831 18979.494526594 13526.4769599163 270757.56736921 341578.814520111 44383.9403704231 28657.5686870948 14785.2374043156 48141.6695999567 74631.0288403635 96676.5569233016 35748.8296963248 2311.779839816 14201.3452257765 79981.3361642037 166552.257742197 90272.720230893 39905.9662536983 113677.352386822 90761.7527761381 16695.5600520715 78781.1137182529 220085.428181005 129852.141445844 27120.561474918 753935.66093034 8324.23779348698 7616.38361576289 220131.673980071 79123.3893390018 150161.609941974 82848.3300787052 13416.7594658047 2586.68350447886 1177370.97778637 2844.40122709405 20384.9871248417 31729.3745038639 1295443.32735741 112048.282325931 13360.3568817564 197804.21850194 2605.38627938079 4657.85909076467 4408.30398548487 3603.65648609797 32375.1653590581 89810.3175931731 28454.2023279273 69275.8455763937 180023.340533133 51263.4987382233 8687.13128746122 290219.221173075 3626.97170011368 172472.508905279 132704.761374205 237628.833013915 110543.082392137 2141.65173431202 92725.614246756 80621.9140015271 44673.588905689 75391.0317114069 0 50597.359099059 25724.8193639338 43536.4079089738 85366.5285065054 7573.41287609255 308467.413389182 5493.77145146477 3942.55123509107 98002.2088887764 146712.626595347 58450.3079018421 99049.391256597 44613.28931618 222186.140463581 3600523.06903506 32258.3870102796 87009.1362589547 5845.2228163124 93104.7005205761 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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7561.8968521097 7795.6317265011 3313.67384783772 96941.7784435301 6819.59639035373 106029.422339896 34010.9548066474 45365.0045188793 1602.41512845077 45496.755380162 36857.1280743348 368226.71725486 9435.08010651964 1812959.03477753 211992.32717082 30540.3019023656 97332.6098748828 28760.2556832743 22749.924829169 61629.7700871917 66434.576958927 3431.16508326109 54034.1111756213 31300.7267379116 2374.68479010269 6597.87826439788 108791.457450971 298828.50004653 14923.5553209909 20706.6007097578 27450.8552148196 6540.3354553273 7978.5262533426 4424.05752483706 15065.603703128 22928.5232929598 32485.6833960818 93499.1063683707 74271.2594294204 2686.01869138554 2103.13024339325 59089.3095270379 1872020.93802052 269163.062663087 50833.7757347717 4390.22848814741 23924.4213134002 5612.63924229695 4979.34195610597 1526.91695187894 13315.3345122918 15882.7107253086 177797.153012431 6295.20606240744 2240.473433945 16155.9519717489 101547.740426443 9914749.88303665 3167.40382857451 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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200112.170714657 65762.7172277046 1308248.97432411 45740.880386266 170535.892906091 67385.3906542791 9235.65698321992 227979.103802747 841417.358363825 160646.816278581 2320.17122477144 20636.2650045686 3012.36316389995 3102.94505533733 4910.62745409071 5960.24073353309 115979.782396262 1006.56231158748 187479.313342165 6801.8715356485 30539.1442534909 49337.8430286629 1739.71899690625 142622.203425943 6636.73076521268 14388.5403199749 18906.1082651879 334464.200694058 443235.682598139 34477.313841873 3514.67794254157 64736.0537145153 3058.78989772854 645787.669479454 3293.57941210641 76261.8304645196 4794.14072518802 77786.4241631762 199209.801075605 32928.7707877288 349402.896563245 899077.339457125 25660.5989111943 13534.3341515742 2788.25370319385 36904.3292745094 75625.6856870727 57479.2622319465 117829.782876947 256281.244805584 3163.21822575913 9959.39869123354 11577.484339995 69562.3229177448 38036.674344171 2850.27187061946 1406.39878770886 43850.8744593542 3976.98995302812 59505.1142444322 16105.4113796059 78406.7670391174 66920.4058887644 146647.001125747 153604.561766151 53481.8341319224 422545.728274319 22463.6092691371 93003.8394359027 184708.505231856 55469.3379768574 5006.22690006197 127297.551524114 25453.5021646684 4686.71821799244 20083.3212130698 2049906.03561485 61522.0418918425 155750.548803395 128872.107231359 3496.29752155657 52363.0441065853 15925.1137932428 5200.09776131866 470119.250585859 5571.65171475932 16777.405414476 76281.6777446945 315249.235102462 147915.065059173 8647.74667195949 70887.3448943218 1624.66897103372 1427097.39703487 5663.44158739809 45555.4288014628 331307.300891972 57748.5366992852 107703.871188584 77953.5140422087 67662.9751783982 274695.430178425 132661.838155757 37316.0459872644 97578.153414488 23010.9114621233 6729.10153652636 6621.75344768653 52146.1974853728 140730.082523598 135217.769073489 7833.54281467327 1162.77099184653 222274.115358024 279687.295326988 45374.1238491991 11970.3028808219 396876.488379273 57710.296060994 66962.0871871559 193327.038993236 53668.3983582396 571452.856350627 12508.8400355846 4679.96332711483 218004.074913536 66637.0596204274 56440.9563723517 104181.068627453 412.147009074924 106277.335845121 129929.138115693 30703.4976741457 89206.6657135411 75186.0002664134 3940.10939000747 29252.680813095 31149.9504524391 84760.7081999091 0 51207.404566953 67123.1148472369 33619.8266788038 13019.6091072732 29690.6434926052 6032.94929077569 142584.831467719 41051.7014916644 11703.4393263782 1030.83998430878 32838.3368073132 564869.56623193 6917.21696350694 11243.5109480063 69249.8536519677 4906.01541099524 126696.202726009 2987.80594806558 789.313012547605 74620.5263077392 53522.9565782743 107516.365804669 166930.724065336 2991.90091143922 2725.36637717989 24623.2687059649 28013.6868189488 0 1070858.22597786 10265.2065169089 4214.30526758983 237596.727537345 3912.16306885068 212122.44448951 1610086.09124614 12889.7552719587 3039812.33249138 399983.444216629 69409.2531825726 19738.1528687149 736973.850506544 83178.4443547898 76604.6813021978 5743795.44641935 226250.025571677 97528.0577877238 43576.3214642585 148069.797885577 18712.3150227096 1465888.74152832 67867.893927544 263085.753852592 2447569.46043908 73310.3206880266 11022.3008092422 5426.58520657446 4478.29166087507 7379.72236476312 34741.7213992252 618320.328505595 107846.426088016 577740.793175915 94033.6185681461 1301.4117788577 2724.52963659063 143164.761664811 132925.023366314 617.130695079988 35457.8196751319 14706.7673245481 984.638789020384 617.401955949807 730.561070472948 0 86033.3821895554 0 NA 9308.59949245068 76057.2111204593 8208.15172578237 672.009482392265 30695.8970062078 4021.01979180001 40306.6164928615 56877.8764753229 99904.7215920798 2064.60398272561 566.826262935944 729957.736118983 114183.996403536 226356.10263244 11671.0681624958 17437.5510532784 38638.5135169582 11146.2704175842 2740.80752875058 69952.6577488111 19351.2046320271 164759.796274053 159555.052760875 52971.765113707 3498.94170855961 3127.92721196744 2126.26770737284 5617.92858352455 486140.311047548 103234.85533279 82500.434269746 132341.120825866 66304.4442982528 14403.9073554401 116065.80175259 11765.4816330449 9838.16056391035 122396.409824156 1335181.03380487 180366.015613078 13844.9748529755 7518.22584287098 2626.2424902735 0 15613.4393163783 341195.330332896 290851.60942926 7622.48592396137 107602.366723941 65603.0749176507 324633.645168352 236591.073642174 57413.6785151215 846.60703868513 33243.3085060088 59354.5132933894 87589.8672506677 42203.0775109563 802149.462332933 78510.9536709409 1356539.82957861 194448.322388698 327076.700934676 32356.1650268475 2744953.7109434 89687.1269574772 18840.7782904178 100951.313757338 684970.843943016 107434.539779574 1482186.7943144 160896.326211782 40078.8952806986 8385.98850156668 28383.2458511017 359.065683245416 370520.93293911 1597.14484155502 54158.4332797761 50282.1843623103 42966.3667748725 683015.241572817 991.107437859785 0 4615.97056251351 1757.0478826621 173066.212968689 4185.96107677697 4689.49490685937 102265.418732041 13011.2647080245 533715.066858315 10337.2503667988 4276.35956075871 4466.48808889746 260214.63280356 143262.098341086 69588.3478473472 3780.6727922681 122340.986040554 270139.950063785 42323.2170593163 25781.1953755557 63386.9793526525 15447.5334897705 415.27310256449 NA 4487.3198298712 4721.13737936989 37459.3566086035 15668.9398531398 33335.6672968366 3484.37873321545 1657.40963949991 272598.226077366 109966.501003349 105684.518539895 2070259.91678698 454278.757679697 114804.06372173 134955.055830271 11269.9020616027 70945.472269269 257926.104241262 34382.7387475671 39997.1527224049 1300989.77445557 96303.5235376753 59776.5089374077 47943.2654753715 355311.883883948 27633.1701658005 127610.62058987 952793.831512937 326876.398996244 102233.453858172 4319.31436124501 116067.207740881 3078.09337693826 38696.2847714215 84992.7615602315 267422.870613545 32488.4855175522 204534.166836024 62623.5087924842 6705384.50258304 283070.590221693 118923.576103524 59682.9293823978 31197.4871161576 52092.0208691311 NA 1954283.41935546 15517.9719629465 94885.8733151612 621866.902560208 86601.1191856034 71000.4175498257 375207.357980992 4694754.16845182 179246.690124359 67721.6796548874 37603.7381878599 220119.370109852 23851.9519637386 721709.700172464 60206.0387122689 60195.710988538 439700.777378562 8102.48502530573 252763.582565429 389931.692999797 4466.73541078433 109305.592414746 2159.58316609325 54546.8424037176 672.276179628258 24545.4600798594 133008.550365793 203615.52808639 266409.798703438 63826.485915382 52081.0676297542 3382.09704286876 6365.289307953 61262.5294840345 7636.39908609403 40268.632777077 63220.6939889797 107005.322512507 84514.5305191633 47825.0759807068 39500.1027132363 33809.1194897538 5457.66186253896 66673.178362793 191160.608044421 61641.020823572 102586.120514066 39591.8168676592 6282.28468624547 380245.090392606 39171.1911281923 27142.3301090737 8498.86392094943 154086.441513288 64731.1173879135 75258.3541145075 237030.242582866 155784.394425723 200.076296021773 61505.446012479 2445941.56941249 1054192.47264513 104644.690600869 2263850.41655641 954631.135215619 5773.24591662254 290376.983267344 82720.4383707445 3559.56456682121 NA 1138773.74378465 53568.2005293725 12760.083231205 512.65770808098 10108.9144877561 60155.4520720997 315493.718971808 20730.9012640004 1443.11057489157 63172.4131750284 4307795.96246055 156200.241529035 56163.3286036025 3201.50892534481 2084.69608894444 1051069.95260441 43295.5327589279 788022.401052581 2235906.17118142 123842.500444254 53369.3085097113 66909.7710087774 31120.0162419374 712834.50858315 45513.1651133261 30018.7444345998 189982.099507381 176121.597725391 2166.45427617383 281516.626179337 26783.4296630142 68512.0808068525 89727.9573429191 10907.715611202 4209.69949799793 2494.6376614345 593.663489801356 376575.760124159 7810.98711845358 2777.95725217314 1781.02804088743 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6181.43488769023 202884.276638683 1413011.84416622 15825.4595210032 661778.591498035 349758.958939464 65914.1368239774 102169.549144218 158521.140280648 55118.6088568443 67358.4582315588 5024653.11966273 191984.293888198 78229.619053781 29087.4272732046 31810.8296098974 21048.8388575907 1280251.78605699 56783.2317276999 225522.067209105 2150310.13173056 79051.3981875816 18905.126724963 5203.89232903021 3588.52211584274 6548.67824530199 34868.2021588511 549849.359484987 102163.232922251 695365.293987228 60617.968163346 1247.64780728939 1022.12852018173 177266.573936851 47126.7617022835 2340.20897246592 51268.2105344617 12263.7697586079 933.702623055806 3452.55461008052 391.932846496824 0 27390.5353108515 0 NA 9957.03672798529 67625.4041409001 8774.86311343444 413.533019655124 27460.6779242201 4458.01649698672 50623.1485415284 31278.5402885143 79748.4864448361 403.495390123157 608.016105001398 616207.504027703 134769.367092953 211971.374313418 16080.9332299553 28023.385221923 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4178.80834975374 157865.407585698 2004.65242945625 42058.105668936 90592.8947079352 318172.039217524 48621.1701321512 188040.456305243 56622.9901109909 6766778.84034746 288288.814215296 115078.874637878 60305.5335196249 61833.3810073809 45736.0657304309 NA 1984671.35109856 23346.9896708912 96358.4142301753 543384.984870746 85122.5503889134 75261.2829343288 392164.156751782 4803639.90486251 179239.64150893 76162.316587389 38680.0074570706 147055.240982728 25639.7068371169 654929.939258727 62840.3282681617 47845.820975761 444313.152195429 9552.47210641521 247138.415450136 459446.695197293 1911.57113509925 94148.8088617236 1485.69747930842 64687.5086032839 0 26926.5632835364 177982.67145292 276860.585322657 792844.476876933 32073.4016697139 41634.1870344263 1586.61746461059 7413.97051111719 73252.5052119561 8620.0638309211 44536.7074197916 33426.6776660526 52582.6506347688 94485.0202572679 56889.7138561983 53056.6387498935 41326.5585477728 7515.1733220402 65555.1952013831 238914.034987647 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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 3690.90930605724 760.97358503506 693436.789174575 15470.9613225018 5731.90390078162 4275.45322541511 68794.2911267929 51075.9539882322 223360.648767906 3627.05846676207 40729.4332805683 3474.57992894008 219041.331617469 2442.81022388579 62896.2735625641 25347.0599787997 118094.209257229 83421.3280456586 150458.941649412 7094.75179288972 6536.4303017575 132384.296893437 32673.4104032875 1385.00370047569 226075.75803105 85384.6202625695 55514.3484188334 136583.652598824 40953.0488221251 54784.600620035 48164.0226553849 194368.964864772 1345.77739831475 34444.8946069087 477537.560927994 62187.6430698419 261473.861561855 32249.2622770539 39543.9111960358 3746.04079547922 38145.4516689236 NA 7734.80865373653 4011.57907416675 22050.6902267926 13846.6849734173 3049.54196978584 0 3043.0250344828 80077.8459186768 6880.87396968733 60063.5551187017 2375.55715861779 15587.7821523539 2904.96066712455 8155.26634403217 120088.347721694 8102.24009965647 2576.92576202667 9741.15026314448 13545.3412094058 0 2959.54705959913 34371.4640796094 5998.69480729176 83849.1475708248 18256.4844465246 36581.799868597 229706.197769811 382.893280556843 9052.87634672039 3305.80164686684 51940.6104898092 3310.02700966276 189302.939302819 127633.360564758 44350.6246005284 5123.50897684661 118530.579504179 258259.090332565 2258.28409584762 178142.45775276 86380.9242028913 20191.6022793229 21629.7594093735 20707.1285809549 474760.553955899 5929.90965051326 2875.15782448202 36223.2813133303 161818.252744895 2893.40566090274 1018284.58988394 33251.5067679152 140125.135216457 242933.026687058 7826.65274782735 72136.9087430084 8346.54107193809 665.459982371348 206123.242926097 62633.8968463999 48516.0145392036 2013.66907869846 3882.33376207834 170791.24503762 33805.4423290951 19771.5448249538 41608.5543849316 69364.9117400533 113117.650101311 174175.757582426 204319.786558183 52306.2381137635 384.825244117734 48038.8526405392 150223.294859346 0 25361.7671414872 256943.328273603 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109571.292333897 NA 34468.7149467076 6133.68700782882 2302.15488707038 298433.366720299 5546.58275302667 2106.03776367343 310605.106521737 98762.4974009274 108297.719621652 1896.04399773543 180120.303492844 15993.6806992871 61508.6787127788 38898.9792972923 236255.141315779 9269.28966546772 175729.704345985 73974.4162757519 94407.3235360026 68592.0420594129 63149.8847165126 110155.989060651 966922.516485253 673956.124100059 NA 406800.237361842 NA 438163.94266133 625885.022120418 412295.180170134 474935.959443878 239953.703853764 0 170111.543127478 7417.68429118059 142302.835115127 34764.0520264843 51037.7965649491 26996.864051657 17421.9862653265 14299.5345882798 3962.17893564128 24314.8530623605 301018.955624325 12373.8944205626 120134.895665514 4868.7202369085 82973.4708642872 NA 44602.5743624449 46332.7101001896 229758.442156654 14864.5836447021 70254.6500759599 94115.8320741388 406104.252368481 151222.019735541 73379.1503548672 33127.1590656066 6169.21838576067 113376.330416067 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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 358950.018105698 436736.591450561 55398.7671562493 51060.1909074207 358043.158333571 226501.742824033 38612.8585357211 2315492.25822968 33698.9397162337 23773.746885695 6916.13160431259 147707.799813454 1249.37485841167 58052.3670941907 270781.874532355 70764.2001683815 183809.950915979 115385.094696626 9800.26973820703 35077.8141693227 17134.4974375153 50720.1200450474 76888.47875791 140802.821729185 285894.782154196 410662.71738151 378001.026445943 486315.885667419 4101.66674649363 225538.811867678 158613.722665019 237638.406524849 81942.6414163891 689043.735694256 12899.4686984181 138340.053708245 60119.3408155961 25354.5018334954 49796.6115358083 30970.0422553949 10278.752604926 153817.659589792 43330.0530883148 82472.4134755775 97358.6086751051 1238279.06972215 61130.2815569076 159960.114508879 61424.6218866475 410579.034512301 593957.440305378 45201.6182091904 70664.7942980507 46662.7834531713 145914.444522987 25625.7676104255 32344.8860823181 4513.35863288833 414834.379211947 162136.260675256 25612.7771288449 520608.039450018 898.576830084246 10137.8057273853 92290.2839046049 1817111.64375146 1912129.36871865 873386.312343945 541949.17313193 182391.4218938 17175.5032815637 160771.922149324 1363924.35934243 652209.339242275 426388.58765508 448503.033290247 106148.527068642 151503.705793675 47726.9959921148 87726.2760746683 84337.8644621167 195711.606027052 250906.585906331 2991.10947248595 54164.0892231327 41894.6679833535 181386.847515677 55479.8436283911 96702.6709562826 33218.8654735866 180989.950068817 24346.93284581 353347.418279293 5248.61627883019 15695.3622352546 17410.3694553183 65929.6958055485 53811.7414615007 180849.267147755 67059.9444079704 69657.6151430317 8927.83820841847 47816.538428081 52825.7684399819 1048399.46721625 676089.761895672 1356794.47361019 125846.94705608 8153.784893838 180014.590379619 96569.4760317981 15378.0003875015 178048.828931212 143764.751610553 1383.09562861139 422552.479772272 2640.97003597788 38021.3125407447 113127.48102085 340424.23275031 137784.387515939 178091.11464675 43241.6042251571 4175.24197249433 9903.40512030749 10071.3498352175 43507.8439026313 525173.843255634 196829.237494692 121931.187277224 731769.059560409 99385.5027139138 92054.9949714103 14302.3555005047 212324.405433661 431844.986431877 95045.390419491 4246.67405574571 41970.9792995214 121852.300403714 94244.0835379888 68072.6905903962 284301.562541968 93559.2983101756 261163.616440782 134972.545647897 118395.45976336 60332.1728764494 43552.8889912238 261157.757161407 44145.6254398365 42171.3703601636 218959.277919142 91903.4253910114 73367.4755366743 3348.49243211476 5274.65355961114 20052.8752104502 6881.6210740343 119438.376156596 18501.9168873024 44142.3687804574 221142.46190501 257751.468773117 41446.7963818621 28998.9235891719 11640.3759686637 41862.4111782274 58758.9333705573 94971.1886247611 46492.3661810773 2819.73896578809 14343.5261286693 87286.3979528709 1639951.02577656 243050.808648652 311824.11383969 124944.561782881 37102.73938438 8129.92347385279 96740.9891660965 309660.387239944 180340.01164376 88754.6561214432 645283.198942745 25281.2919786228 11371.9286913243 223344.038470512 43776.0013675535 132849.871914034 98429.4543017356 17823.1607968912 1704.05720523409 1922027.14523024 4349.84917940623 24977.8120847873 40666.1184905787 1494923.64122925 221191.561785639 16369.2129982738 328961.665943486 3454.50874855572 4464.36849078121 4579.38103759801 4207.71977196738 38956.716528564 80188.1627145469 44907.2884379601 64749.0042730612 206113.910795302 64743.1904375412 10488.9145653436 306539.013220219 4193.65885122869 194562.955521109 188348.366104239 215551.141370837 98465.2795440532 1594.69962656818 161943.66966878 111854.988473556 51452.2043444662 50119.5503169672 0 56947.374328351 78621.0275326816 62003.7491228423 153331.735932174 9075.32655993463 531178.528670775 5893.05219278917 4198.43409083018 174446.592661864 131802.934101029 81723.2641066468 193164.575140504 111534.168571987 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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 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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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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 143852.931757365 53880.4021122969 72378.0440041411 3297.56820130097 339633.366156823 33397.0433695963 366777.311192836 516265.133146392 0 8896.90861951665 97434.7927851506 175232.649490728 1378730.60458965 4245666.83768243 523368.320535575 155673.247735988 17338.5020490997 149220.788443561 783569.111422345 706370.134303318 360119.060688534 269646.631868447 109164.814478436 129565.160738859 37595.180808469 62783.2081064487 79052.0618133794 165944.865482533 141777.997412115 1766.02871022115 57517.5028154646 49646.9053786079 154662.580260102 209784.291010544 208742.25434534 53043.9686580366 152005.493688815 57491.3705556465 343697.231104187 6311.99819300585 13308.2846154091 16606.3849218543 59682.9611060492 18880.6275304722 173098.784707151 72602.2968943798 41064.1655688026 9243.95697950706 47980.2140051003 45984.5611275318 393389.12137381 267448.555723342 1413929.80254505 114852.649677291 22946.0066405822 68092.7489545917 38328.714304819 12345.5234451513 111230.340848607 525661.86541021 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 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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 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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 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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 2821.30903696567 7959.98706540127 111113.297612375 79495.2072742811 1920.23869375581 14745.8160899314 41078.382716694 115.797952396984 5488.11062611757 54528.9948834858 6755.07649744533 102152.404780167 101270.219962555 43087.617952264 185594.285616846 1581.14341013279 8829.35283422813 2294.54268214948 62896.4393511044 5963.80673579745 378272.017654349 29985.344124418 89239.4650675479 17516.6787632643 33796.9197679416 213795.434589427 1218.88157169846 153044.482149993 73651.4375896712 15712.0207963424 29173.076664165 26549.1783242067 457178.346823677 6567.04636529831 4258.18737930654 58371.7722953079 155220.071716425 2861.6703142199 547419.027270539 32477.6596099538 182680.877157901 277526.987670192 9631.05514903074 78056.726292038 7923.28056405454 655.770785829225 574265.185640276 80702.1467628102 123674.674109591 28984.8136607636 3318.63272157764 206146.338645046 33366.7365859756 7363.41888164402 34477.6027501997 53549.9689751037 88214.4083567482 282988.167569186 215168.119519606 62496.2853334646 690.903860970011 38363.9000512339 140118.57790503 448.041910272013 16784.4362381796 383058.461093563 55758.782000075 26916.6213747153 116397.028859282 29974.4508575747 150036.481536138 13061.6933587326 44586.470817648 6374.46955024869 394018.035313399 112746.633107037 82514.7817168866 NA 1819.30566482504 6902.88596604487 0 232350.32305288 NA 62617.6272524117 197610.514989003 695324.586196887 111425.648721713 232074.892023958 490659.485391572 76135.4407844357 157473.702992231 265784.552139684 124452.883909889 73891.0360592185 163881.722751711 48421.5948913176 930283.479977202 35352.8748894695 293990.019757355 56393.3519864468 3596960.30738805 252379.377872905 3910892.71843764 775337.007440279 1410042.10078697 2172683.41669206 1658366.82012799 1159805.62198369 475304.490548353 120405.563923533 1778.66797725162 521450.202114261 7390.19134625546 2611998.98880708 1452791.65390133 144276.900558126 133063.879029075 1035425.8851089 418216.769265724 1211.84013502127 46114.618226584 153675.085192695 14714.8154836344 75688.4457871242 267.754486615721 37606.6571656738 3651.98611174882 24992.2119165674 321592.053598544 NA 104905.006688168 9737.67368303707 2905.04694037609 268868.315398939 2997.85640319498 2045.14959459747 1508449.63361374 84156.4504028314 93149.0955104239 4046.82681873384 460981.470748901 15598.7066601543 37962.4149499168 104053.139322244 584410.516738161 12309.7458433686 201231.30006867 183081.5087865 203784.469737667 57116.0973546323 91277.4099984441 125089.219572036 1213756.67842745 476617.356564787 51079.6672392114 471666.124503152 NA 439628.796738059 1203552.4989705 595916.977921802 881627.940269663 453542.141923493 733898.873759461 245325.440429648 23101.9029773903 137582.572390434 14208.9958272503 47054.1278256716 5201.94422789281 26308.7936022508 155742.241231719 5090.46217506625 22164.4725365984 269240.718108508 11087.7210394691 86394.4549827473 3352.65075279713 131513.982619947 141307.04345414 41576.9776881351 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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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128679.888763363 106393.272570344 9774.90929075134 171496.723449995 13263.5548470851 0 354337.249771283 2419.65843850008 31920.8997482325 95540.4235190552 325493.797507815 152507.69285673 93726.3864738359 52878.0776038013 4979.60492269599 9629.87279884684 4527.48236466859 35896.3574428977 373591.842655366 181625.052261969 122149.714750903 735008.070398758 86290.3643165166 56459.6213225634 13017.853537492 282600.369929819 133250.716595049 112436.850445968 3399.64346095261 52410.4379583376 82177.7976676703 64168.5674070221 145652.337285958 274792.274748677 90112.9706236209 188123.219748431 64964.5441104694 76310.9774081775 21060.78137476 47689.1174445546 202443.223678256 36576.773345371 39242.3598757866 44490.1998939409 86385.7025639656 62155.3271613393 3043.55847210118 6451.03741158009 12533.6421385858 8465.52480403691 125478.850502157 19535.8638722363 14275.6623694556 218026.737145366 307591.815199004 50987.5697740364 31642.7924760258 16163.2204303352 46421.974219396 77058.9004516863 124317.205419127 35823.1756228411 2447.04587350558 11935.2824740142 93135.5141622441 186918.775366386 296313.505427513 32290.7422824853 64417.4259227716 34368.2364879983 3239.47667935297 87281.9549502731 211332.630043443 117843.590027813 60910.6581825235 512298.520225562 11743.3828273708 7483.7023509367 209236.646349485 17913.2265266236 104757.349065122 94054.8292053064 14796.3438225599 2950.0670416499 1727495.86871069 3665.7678916677 22815.3214378775 52698.3838881191 1158798.05909752 239071.569967117 15448.3551585083 309344.36826965 2260.58367758885 6007.10802267097 4058.05106076542 3602.91174116783 28555.0700237153 95192.4657668683 53507.6194503947 24463.6798631311 158182.734727286 69028.6677502372 8306.83799600415 142847.700569601 2354.51692222438 148431.454533957 93844.4268958133 155370.464532777 106781.242836163 1269.54767227586 113622.572363206 85825.191915178 53559.4520603486 46657.6673394413 0 85057.0384965004 65581.4762021258 45243.7488807995 150723.946510414 7622.92908921996 470422.806943624 6633.84620932505 5061.00560871176 146446.564542703 133986.906268792 65857.2915602562 175009.933091664 101527.99768205 215553.9045747 3430202.67005707 34920.605756733 63458.8317190174 5332.41817243543 95911.6007809161 6238.81539014822 94421.668052824 600.091560756142 73288.7131100336 95571.0073810065 594.72782622284 16597.7804257179 22176.7483881323 NA 19633.2015926031 16585.5076591026 18612.0844208193 39030.0295877976 810025.627005788 10642.8362222389 23366.0913322975 26064.5753876321 NA 24232.5119760461 11700.5340561374 121045.678192916 130489.695246035 4204.72263597684 8288.61025796719 7731.04585708465 51815.2097381422 21087.3126142179 2588.55628772077 47654.376382838 32322.980808594 29797.0742130681 9491.36795277481 8861.82783016661 86299.4681840906 21650.932520357 17174.3929658802 7690.44536270453 254535.259224435 5883.10606756786 3158.33767788106 60072.5067920189 34919.4152307524 34339.0088532853 4241293.38885469 42402.1956842674 41821.3494447825 6467.95351780189 18594.8014584916 19681.5653540626 5376.33598207075 123162.030931772 770483.471783931 9664.95148260329 862274.056266761 4364.60352180601 141884.864771304 573890.988306578 45649.9390495543 3046.99765781487 157401.649605189 14669.5499098053 70823.8970064132 106449.330492073 277800.588417414 1586.82709931995 63843.1160817475 6882.61910359776 8025.38678610992 58045.5268678149 167926.880083173 3449.87151531425 1757.97404957637 58025.6604952907 24706.5396177911 51979.4932765265 5924.20376646111 6876.31670303783 1609201.0232276 5266.87120808728 30558.5592944929 15414.5669605465 9644.80326173987 9603.3536352501 65216.7613722075 32327.3399561727 385989.723672775 11460.9673852959 8278.93960490445 61723.070911229 770769.611048436 134084.901548469 6075.7811786002 8569.13027729889 28843.3871027337 7219.9632426458 12672.939509926 18607.6791889213 145702.429828171 2509.31642229433 0 7234.3474958405 54561.6119167667 85438.9762604957 48470.9527199914 122899.194359721 2733.2857627945 1031956.65453385 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391288.16830173 4471476.70936633 209666.293867021 9547.14094954761 59731.5325157343 48272.2021875747 142031.51218039 40021.090291293 44338.9815039968 289062.316359683 100619.552230619 173687.445535866 372517.219626516 46824.8735197936 555397.282624715 65781.8321516442 78434.5210712195 64135.1714626163 54437.6391737053 52579.280388823 115689.932757231 29910.3776338227 1618.19004879743 252782.266959976 31252.862741877 315410.521971037 958805.392401192 175483.425046103 43982.0093244714 0 97781.1130660995 47104.057803053 152481.057883388 13097.337237976 245526.418117053 636871.658588625 343037.937042262 398781.306484711 254016.699040279 129857.87846457 70978.2680922822 107269.135973831 6980.53593654969 49991.1860333354 10250.5183970063 62829.8681576079 37193.9710044537 630347.157454245 314628.368501434 159613.880284983 43809.8019335947 229556.325123184 127421.887819881 206856.823035389 36579.781060422 18311.9822928326 2988.78720976877 266688.641224922 210401.607152386 4217.80566722311 2282250.49213736 406490.560981518 146720.786187603 181183.947786444 288055.619979003 839785.336374289 51659.7716137845 52600.4763896891 374188.571655251 30997.7199035633 202074.162438326 180166.855940104 22361.1313159885 89869.5903513628 223379.345531891 59178.866074278 920341.41266247 51345.4550212171 330888.642373315 235971.675406485 107321.896999116 41878.6792257459 584658.771231202 47064.9197567085 2202.9351910364 9983.26764025733 97893.6047626956 34093.9165852684 243431.110260756 167385.509225259 69481.0873738038 9686.03791608811 104957.358341181 36700.2471703966 127581.528518162 392320.159549458 12815.6168724232 11086.0706239563 55943.194782252 940020.138722753 243626.986169762 233682.177922049 511268.106052196 4364.67081338725 114706.554390715 53747.1227987083 115368.127884165 21989.2363352161 9054.39556925776 91032.1146146688 99296.6528040232 187946.125880073 55301.4913108484 2203842.52316404 740291.087814981 29982.0815251902 78050.7849501035 172927.157347006 37673.9442613364 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 40724.0473667188 488523.698435433 83292.8025890573 35272.6752175777 6226.90897584241 45023.1589530453 11177.6378288838 201416.902275427 4683.54733607348 14715.4885118945 20897.8523122502 111922.753282558 6245.17003351876 35725.7552433817 0 256961.076689445 1864.51245591302 378593.855220273 51343.3377915425 1270666.02937758 87104.063887382 211094.470080003 13588.4024761515 71173.6760589795 102475.234606049 283287.258344802 203053.800278004 4453.71316631709 30802.0331504681 112409.355279963 130953.721933836 57989.9102153273 220018.647369635 354242.875936406 16820.1002272067 224.025013941198 94410.1215310562 61166.5172571192 18812.8366734855 2067748.35432543 44122.3813103271 619621.761126701 55291.7697641403 848381.845271243 10877.6913169718 296948.22493478 26535.5974446399 104984.527564222 1112605.0203327 198698.271328908 1075849.38456544 10230.2687512328 41194.8544798703 70666.496727622 216676.751759051 290794.570844686 355593.81216927 14358.89853405 31422.6138522076 134054.871107497 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 34200.5761484014 23294.2239533067 6898.95105253117 80943.4563119646 1321.96124849376 42559.48588643 448792.188525842 67673.8518432396 194207.577729021 240565.376861843 9499.235617976 29895.4553337893 16539.8567918072 69768.4234619129 70241.4219559683 106447.447771875 448923.387824341 448896.933417415 389417.696966231 0 4599.54389045952 152577.765536123 91358.6504107335 363566.33368 73121.0854059845 449760.336360043 11902.5305916598 99815.1138293385 60857.878496423 15906.8742352089 44683.1051202267 33674.9536492737 13967.9324808063 22839.4796906387 41542.2811887968 109387.756196542 144832.127190025 1023922.1338339 89940.5513473284 126457.90044572 55860.2808390021 386614.550026835 451880.020540368 36704.0926780056 20436.2428234986 47458.2461895786 256254.701518757 17987.8338772567 20056.0229442727 3677.30490376819 262008.761719641 145265.39898812 43764.2642942138 442828.892051993 197.375393014323 9651.50927055828 77833.229607811 1494784.22388105 2038897.58749947 2937956.67539071 452368.679326448 211689.199108968 17614.0240799864 182988.035300559 865022.604548928 499484.100008519 325679.750635083 278538.866844442 85919.3169836522 331165.509062918 50180.185290828 80341.2193776331 67158.7571044818 166793.899405492 150979.562298437 1694.6472267125 59408.8398453176 40762.2308762211 229469.058150354 44107.8756857083 57612.3606209539 3265.46382324885 132369.289051212 32629.3370900299 297087.704552326 5873.26176850795 14279.921689721 14925.179697589 45530.297264118 69896.9891733661 200906.212235782 60415.5302273959 102773.513433014 8636.90928890475 48632.8384253148 50595.594816566 1046296.11437225 643409.641319479 1497289.33866735 115924.092563062 1217.81329354126 175079.955635669 84039.9284458286 11575.4985329961 192262.260161632 8214.83605866294 0 345152.458035849 3718.04922811271 34767.6669246857 98201.6858918598 332646.666777622 153032.002853136 261067.687204601 72833.9930671809 4693.36936474626 9982.88312124241 7658.94628383386 45651.6265487996 545695.925009991 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 67134.6477030135 8764.97735300474 8769.14698518077 47053.895500819 233144.192360995 3200.05171601709 2566.45599666039 41065.8906675442 33346.0104858581 46818.4130437137 6288.37168414455 7926.17630060674 1383681.13803502 4330.76395961787 28641.4895686226 12662.0841469982 8727.18831520804 8422.69723966415 117937.959351944 25409.5386148653 325843.465867124 10834.5629344999 6659.67130361184 48894.1379260836 596856.025942769 130307.927883006 5724.13531377564 8632.74709588176 31139.2780922072 8376.86319417436 11627.3232768377 19422.6573685851 171959.405103912 2249.84330573658 1277.95199089294 8369.67618424362 64342.0036442555 122455.740890026 72021.1494721546 268994.233422034 3728.48840077106 739398.767810255 6949088.61670346 105208.875462926 194914.734657515 134841.607929244 850222.169224691 376097.171165386 42364.9624840691 4138.7983453822 8559.46780001701 2734.28596774649 1434.79456168671 34915.8488958395 241576.498606727 9798.22419936752 11362.1637597864 4894.17389543589 85279.6566307216 8710.8211201032 93599.5334607843 28967.0460497124 39775.385321802 2576.82138303353 33256.7265597734 31838.882784136 311857.863561631 7935.71239951189 1636675.47508343 204281.794010651 21598.763367381 169252.608980191 53088.565453834 25890.1019425664 69728.543600247 54322.9872994631 3167.0022364807 44050.9383031807 26308.4144513196 3687.25785282593 7390.22166209198 55580.0343523904 268544.626233759 21329.1495346496 34365.3386543547 33512.6665159319 6197.6903497876 8764.14764547632 4923.37569356102 17411.0005066689 21031.7098905028 39896.1608080884 23677.1159154763 56383.3848358784 2811.39646023766 1880.28452145313 87884.4484820447 74165.2975875657 40545.5661247669 32812.4458589126 5466.07749015947 21050.6123501473 5006.64129108224 4539.181912 336.743376885653 22720.2661570621 1495.25876348763 11869.7871923553 5365.40474318717 2410.17873392866 21884.3391956958 28395.2110686704 8093501.86489561 2832.79496980124 298443.970221067 103593.448980375 50396.252580363 NA 1646648.40249138 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 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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 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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 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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 450973.536603973 16113.5049560875 40707.6592226563 104937.567569201 565154.212460809 10234.0016681784 172042.12757268 173433.75766094 226032.368245162 64550.9503865022 62113.1284448362 74405.497512993 1308561.84094891 657070.990623921 35381.3735943223 516894.832129033 0 276050.667734549 1101228.18279641 259771.924602952 867172.440837979 432795.806835512 538577.684028758 230715.938041927 4103.19203873732 145614.260545798 17967.5638855789 53389.0147291383 5923.40172377283 6280.4321120896 4847.11321484366 4779.11602249118 23444.9114124438 241821.713981646 10529.0594670954 130942.72698583 3594.40746711493 62545.4004914665 180198.679961931 52048.2447165705 117308.506140212 518946.617796688 26504.0674613731 157636.181166175 213902.134400932 289517.052431307 69705.9551684122 48070.7020049584 45761.4151236042 5983.96763463287 113701.657093253 114207.338240123 5894.33854462275 44559.9604729625 10969.6629261604 8090.06860622317 75586.1354680485 921.777267161009 387399.073379588 31758.9120019832 88953.3267061425 10769.371195697 74389.4390835575 148761.056307533 3570.44095685891 58101.3034886749 127621.514602714 3067.35942872889 1755.68392077239 39948.8731620318 161578.754346495 43244.070390431 2380.65353696965 20145.9783605327 85783.4256012539 10552.5682555616 63738.3642037793 133213.020326249 123595.068260078 119736.465133754 45439.0545699463 9749.45396334266 60110.5293772082 47190.7634361547 34716.4980745869 10787.8835585775 3728.14684042589 4071.45763691965 193895.396175277 54214.6485028827 106771.470105788 245551.924082126 2602.54038226546 184286.970552367 70153.7796700801 69607.8576206149 70494.2777995855 292136.064521964 70134.4136398 77782.1279247229 65269.7980342741 105853.059357073 6911.81042416734 6874.35368934938 95521.3341013016 44108.978206477 5891.13025555026 43884.8603604627 171360.770776331 31436.6491649309 67470.9479601576 45616.3479222698 51397.4205504232 1184897.51552273 147681.160673235 539988.671126542 63722.3947879479 14739.4723394987 138021.048146748 617.219981220416 186319.892925627 89278.0204536494 156229.197343277 105942.320700012 66635.8487641759 48121.7952036728 198086.77481527 547092.733997141 883.353271457494 393894.943915238 15572.8979081015 165372.899557577 132123.525044101 49785.4009744456 668.013646501131 8234.68803919697 6012.54421066435 135667.531380096 3178.58468105027 2927.77065444822 29973.4930827165 22102.1784972753 329151.721757629 77430.0275730683 328374.350078261 357570.142330862 2926605.84329579 27411.8711920136 100813.557825664 NA 41711.7032479733 625294.152950622 716418.713915291 NA 83088.0410561627 270973.558466885 NA 74813.84205105 307534.345262229 114620.213097289 2151.47080742554 2634.87075103125 2729.46732539182 277845.733739835 340673.507415665 226382.641135871 0 99553.6165911693 175161.023187147 691253.457701746 635936.851366068 81964.891074368 89883.7622152158 178623.089425564 461359.81205107 550485.053449866 896.928749119039 186793.811799311 38802.2686611537 26829.1357709436 2364424.2000999 729.147148467724 196122.669853334 100249.325636088 2168073.01966048 178591.785310446 4305.98369247869 91906.4511282313 45951.0048771007 88141.953024943 236.619209434641 62920.3412721879 37722.4988321898 90448.387066026 302528.971643805 37877.8568614607 441.700375725983 85326.1889259959 0 102126.545283199 515.159849708822 0 0 139910.490968357 49732.3977284089 1850882.01916684 3228709.93504012 1114759.12155132 733292.62843233 27705.8944568481 287800.074675073 521401.768817126 1205060.71695337 293463.916161765 1753147.82408968 188080.450472075 232341.114569898 914626.540688265 1181067.57046515 142818.995989029 1934066.91571441 14594892.9789314 1062254.95357606 7042689.94612829 567672.275702511 912167.581119671 9387497.6148392 NA 0 1066.40674443073 176966.810796068 75978.4332322559 87019.6994651461 114719.858190927 29308.6495614049 39303.6740478558 136898.66597455 343.109401499947 516632.477977866 3732.81140918944 1515.78292906015 0 1171.16741612368 17483.9931292974 7111.99049424463 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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 241588.8329691 105727.878433365 795799.062435901 100306.57673099 97801.6137246456 13921.2795913617 177662.079812055 548334.690434189 87357.9748158723 3881.18277442734 36955.2017571481 132459.230601821 102463.13706165 153852.246387436 182088.13979513 126867.999420744 282134.549477829 104803.736432327 125569.808589209 74548.9645661794 46840.6093182308 193991.503292382 46655.1905255735 41263.4642866259 263114.292710863 110600.738225449 65101.8737963539 4152.60807094019 4899.67313335413 14153.5920046998 6637.72094043311 110799.739439843 17791.0420270434 28694.8583286736 223163.710099603 579907.923631649 54143.7073798455 32573.9771442973 13996.9578543364 41038.9430803669 131805.127144865 127703.114248201 47056.1266580799 2690.50545494478 3782.09559196529 88874.6303886898 546250.844794743 165260.487815845 124261.090102838 130530.445619895 132723.510680741 11020.5446149458 69818.8730609991 157319.782077973 120370.794697916 315745.468212625 561221.182435709 17067.7672381072 10333.0668582007 211066.652640927 58909.6186457167 113570.452410147 92821.2840146903 14248.3371930099 2735.56607285013 1997986.77044841 4155.40127794847 22637.9347838967 40299.3521724093 1427072.36680621 204123.376878823 13552.5110043344 363899.164620385 3801.51602002227 4910.16078815541 4009.7459756159 4773.87603434785 33591.4446541984 60781.032567106 44637.5014265645 44631.7093300528 200195.045542391 58900.1782253378 9029.9402462151 375459.294101175 2833.59077740167 166381.613712575 179607.665248923 185954.923790565 128037.890381207 1141.33393304548 106335.256521578 87424.2285173132 48751.9782511375 63814.6045415586 0 63552.7635611954 88019.8182578657 66677.0591681553 80085.8684260375 8055.23867864617 732767.351447617 5936.25920796145 3347.42769951339 234792.19667927 111732.403888099 71276.801911898 138245.349667567 85470.3557324216 302203.257038211 3428050.84645811 55752.3470023428 148573.346216151 5545.8809818633 104879.057598425 5901.71236222756 87772.1792186306 1539.41278768145 32248.8709884959 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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6851.31910882316 100783.392923837 40688.9191188983 41703.8850529058 2648.57961330672 45797.2826349404 27857.8908792407 257938.857936789 6858.19098539312 1973285.7643291 297893.649096836 56860.2084403965 167501.278346617 43501.7875184097 24412.1627843579 89101.2744998813 59899.7623360614 3894.43687881556 52985.1712012944 30063.7513906429 2625.26388355331 6583.49179862999 26857.5183623706 314948.477370219 19929.5440667721 34592.8231969962 31124.6397356944 5951.90585920203 14662.0595948561 5192.60609311988 15996.7244837646 22116.5669519644 40063.2616729361 81667.9570948887 24601.1262367281 3513.87463674643 1710.87957712065 100006.531541308 435556.006646408 282265.313211889 42107.5127522657 4474.33175257546 23524.0762302732 7355.33628500743 3830.98596312218 1138.24144901112 25694.6449855822 6137.03950731561 66806.1006885321 6281.76941746748 2513.841737512 16996.653655004 85804.9858259313 7960540.53077191 2583.27552521678 293764.389627228 98849.0071354846 46673.9069613791 NA 1635399.08576179 38451.7496052289 59449.479926068 28434.9264886809 676097.657689828 306627.526029086 1125021.24185761 25572.7488907909 168527.652888882 7966.23070189167 238424.804076082 108791.44698972 81561.9897554936 6531.81908048657 48258.4493086712 42159.5139772549 44765.56233005 80176.7168820537 11697.0090276184 150034.285425364 11084.910344831 4986.06482934934 9093.19813086195 7674.0919209304 480190.197817017 8794.33879138819 5797.86909545003 108684.742734601 330371.742100969 151859.253328899 38680.4342209949 4686073.94422722 781414.554219331 459182.072055888 52631.5394569551 68650.3017222483 199760.358762351 386643.699840418 107761.144222243 47566.7824330869 31741.5932681563 13244.1615671481 1560654.17757064 65510.469955438 132572.18789285 3516.74145215541 2834.27061865188 48614.4216221849 30658.4613705078 1123595.65092977 15672.3760138894 105565.802016361 6539.96803954274 39895.5035647424 31706.6813750958 26776.6607463971 82974.4938388588 7116.95105743954 8094.45334237901 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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 91809.8020402579 33260.2379182763 206008.636294625 224602.365724663 47129.8197747964 1394946.1210364 25609.2101941141 1754692.2282974 1531871.26260047 3524.05273231293 73426.1459366583 336086.983096455 96362.6640505735 234885.727165707 279998.347832069 29385.8709337101 83442.8856752872 7640.9332310662 665734.110126424 28916.2952349245 4995.42014050896 21377.3983279643 3923827.184229 44032.5059598262 36363.4406462447 181194.141611594 1957119.64469921 833633.898979319 59867.4510496006 40816.8425346287 1303608.10294474 331620.29024535 103035.00186056 87182.1745557595 108554.021786958 196686.963325752 3171922.91795751 119971.787000467 126948.180197341 741695.590123805 46823.0581405887 216193.068852079 9608.53175372627 71554.131284329 125114.937436882 1641233.52970041 9736141.61038985 482493.60784228 70453.1236222323 92634.1685939001 844076.412333097 1003265.24966094 333930.764753276 179420.866156143 633032.281744434 101749.106512454 60904.6263479692 484149.84614337 6060276.42318508 4131600.1093887 3008193.55408654 2551384.71133044 113088.867378002 511501.573000661 87492.162590066 149589.67578032 126375.122427925 1004779.37566366 321921.873950121 65597.6903154852 51750.4856179421 404826.174924672 192536.039981451 13185.4154325833 86341.9208565786 149968.129270288 162440.854990313 2091025.01571142 3656.61014488609 84854.9900676339 2161.89577912898 271567.866133998 376460.461181689 223903.215961635 198174.67522394 319892.672358863 86030.9768910837 268300.668650297 6253658.97242898 93018.8382800211 281235.372492829 95944.9589471177 37588.2334566153 40701.2055612883 103191.121535497 12102.6629788558 2517584.3461502 263478.344810764 448178.926341843 1064801.78586313 74346.0612691609 88669.2927764846 36193.5229289799 121275.026215424 199750.413085935 69157.888800152 420792.453518205 7029.53355775621 202963.360341721 21174.0625647363 1267760.04007921 165239.676233149 2169364.35594516 138777.700364203 145651.949432841 77055.0623078536 35543.366402328 35012.5547694761 453163.386797639 663165.1636039 142312.234295141 63795.4225267658 83111.7854245121 8897541.27178992 4075317.28332788 1823986.48509658 2066176.00867292 2367394.36631957 2593359.67958989 1344818.20043923 620786.39967203 301922.541101576 299078.611858108 26491.3843099986 946225.020432513 72818.7806723598 136647.275581089 66924.856394572 93168.0689473734 106374.535760814 247076.150923505 233421.902510008 151840.48825374 195922.98847308 388768.664460707 123727.963591283 109300.919976571 385817.904828261 40595.5383317488 63955.5685241959 8596.63861073627 13148221.3279739 4984143.23909205 1730948.30807527 2243463.17616001 507308.425599777 281661.074736979 491153.554748663 224643.58150262 85657.9954218015 58798.9421268054 126106.926980855 74978.3687357333 154916.155147481 525477.455981186 81434.7717485393 633603.388260886 254358.377746322 108883.362380519 131753.733203754 1875219.77622275 49959.3448291106 147952.78542494 325778.774267477 534949.907371307 477314.426193954 248131.748494364 1020326.7571893 264976.133758566 252315.643484236 84978.2336599726 130886.639048568 175659.004861577 44371.0672720925 42033.5919581687 152342.188554702 16123.8802312079 625838.506677239 441055.622210177 12412.3739501697 156332.940300833 135103.825187143 182862.966506332 15518670.5262245 822024.708964922 292541.205517444 128205.708988317 129167.846537671 135389.206499552 98905.2185204656 131005.890075076 1669917.40184197 13672.0853891204 66333.5700199158 148052.4338405 309619.713220912 90027.6849293816 35794.8002099766 17112.5693045481 80387.4553490721 267223.543878042 60544.7421998065 25437.602073607 48104.4747888552 1014015.810624 208846.38710672 104934.139234397 41445.6105012924 63863.4610972722 1007391.71930991 848002.525988313 1424572.02645278 2220614.17519757 582428.701068423 65421.1591370526 101441.180850741 74278.3302449048 145693.212077767 117676.943280962 1151800.11362927 128378.235128833 946147.513080395 52549.7626937933 1458467.44542372 46137.5410257625 54031.1488849471 262898.48897083 150145.573573993 63087.6793699707 255328.891142773 299631.929485967 156433.92576481 168018.053931776 11288.8457804954 368842.011897942 491231.059205422 72098.2628868837 905724.712842356 1414929.31520649 989006.813815052 659795.220683237 1020343.35917474 265750.291825107 256330.607536803 265482.221378733 38529.9858974998 57608.5060765202 9395.54613969593 87647.5329600297 31423.0772370045 16308.8205708995 3028307.16580314 119717.992483506 113542.561527488 301099.886095685 6674639.75072847 353637.401115563 156063.0394095 336313.959821215 148048.376158846 1207460.32474188 224491.830333231 212293.891805128 42380.0063766247 603613.111377073 892421.572410051 668595.208202263 1043536.20091082 414215.53678074 371708.563555112 525628.402216826 1110600.22192357 8059.38150777342 76019.6944705756 6645891.10406503 4260935.08828321 3345132.92411739 3125238.47802138 2602043.10840371 8561146.11027944 104011.251847677 28320.5975836349 170741.552685261 1381473.97540396 2006097.35935335 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 2515.82262491418 5012.84837070635 162197.440447759 144911.577073182 316587.630587342 8139.65786195992 539.151918751274 385630.313885415 329719.766711797 196303.877706547 32780.5274329825 309994.751803522 335303.835188929 123796.232315953 0 77557.5311814018 50189.1080464946 25482.2176989615 249698.32358368 76503.9770543135 599.624905763635 1386.77670901059 100482.531282556 14843.7502012391 2555903.74349366 2225884.11031764 557960.957571101 819545.412603853 2619309.353166 1908147.12656803 22480.2808564287 83994.2593476181 6356.73028099212 97021.5130108368 638688.37987825 1506331.51300177 304638.235784062 265293.923936838 75232.9024068516 77266.6300416646 375822.225316755 92173.1078031944 43698.6026823742 2286004.80955235 6017.64671783522 48805.9899275277 220596.7825517 1443402.85274908 1459338.72454832 312726.166999886 1352072.76328202 49332.1244408859 106295.190217834 27479.2121145495 199275.059004519 79476.9130721286 621719.425562138 4170.15560567222 113535.277082034 19882.8269751914 75565.0992047552 332239.30619211 10366.516084789 2436.88146919848 127271.527909937 140871.974890846 26372.8334535696 92593.7367989808 52120.1838252344 834523.55159157 1943.41651764154 87227.6663073731 226216.909229748 216045.770363489 76870.1136715157 48371.4785087639 249256.986803685 654651.189177914 144788.931985566 52033.9825182162 56115.8470021048 28175.3032249029 309244.046643834 1146.11720759966 306856.525394487 32032.1175990939 0 177922.685514575 48425.9803407754 42003.0927997491 51450.1712133064 288425.416226531 154776.590704672 5766025.38404598 1493560.43227042 1760864.7829255 1573213.46493529 556321.514727268 57926.3867114575 3675241.99635537 105297.388322565 1030712.8863909 255107.073154917 1533215.03653377 669482.129240167 435471.692637694 114295.259915439 191477.651936496 495402.002252171 72317.9072625276 112247.217984406 183093.870389725 155830.937261232 67078.704156908 53612.6785857531 66660.0548265657 22894.9564803495 456397.440071919 226943.606622016 8818.0492517023 78623.0431375907 115176.642767576 8603.75268646526 8856.58436023636 58322.4533799789 533193.092880533 5513.7349344771 39211.1568797759 62005.689218372 728691.280328377 66258.528759197 11783.7230747264 130872.738841154 103650.538884605 482754.811151697 120827.339795385 14742.323701397 1728.49670198146 3298.35033174726 113.25764387223 62610.8140576887 148711.984759 94063.8423375333 307606.937834184 42646.8321796802 79576.3945686232 150783.743364102 432305.228083394 3240496.38847663 909432.388984662 57708.0340222446 12900.0304970944 79890.5393661466 35003.5501866868 117009.619014804 94061.6995480517 411289.045429572 74009.509003702 3168596.93270057 194648.393830555 46325.728933952 85460.6191927633 70473.393451026 64993.1260641518 678986.348202735 96583.7628789962 643812.694190542 210702.576838106 5024.83526392646 79480.980715941 142370.253718235 0 136.729319181505 50781.7327864791 18626.7043435476 72958.5328641758 41606.952817525 673921.464603183 158661.547729416 109063.283619912 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438407.192695319 634133.584638435 60792.423075472 449647.134858702 4327630.98762584 220965.371543729 13774.7985721234 62710.4961449316 44294.6401652773 137751.567615172 32961.2386425656 40970.9500901029 274748.006205301 93922.6434863976 228836.919780003 363280.444999393 55853.8344397234 533594.342460707 58496.5783957585 51901.6267918385 86753.3801335918 41009.6267864408 55315.868281537 116179.956951408 29751.4252404702 2162.57825123688 186822.222931567 34174.4558523045 323044.32453254 817062.021015982 154512.119623506 38865.0490040713 0 77163.2937146153 49538.2090333514 131804.170181758 12082.6855481407 566427.258339235 403532.944632809 383793.948732723 1747531.73820453 227223.687024212 95763.4072226758 34046.8317668822 134054.995956377 6488.91272592765 69200.9755788133 9185.31336200788 53793.9298492231 36020.1588986663 461331.943375797 248020.168823147 144632.670441948 42791.5346874623 172434.856216885 78831.4928628256 105541.968287835 32917.477179427 16442.4497096738 3302.10201453773 105192.249296202 332791.960662505 3819.09046336015 2145056.23492791 234459.533338085 187269.550201571 828440.06930794 273760.27779838 1309077.33602695 42906.0090596925 115636.158927136 334519.72819353 43347.6591374755 201206.281222481 116214.751803813 22848.1457797019 179896.306506725 147886.245337491 45889.2320759345 332069.349484791 53458.6303268219 350119.154528501 237088.738968992 124315.185841619 593033.512532724 945695.721787552 55502.6157278157 3376.9545376477 9236.42954617498 144481.394195176 20437.9564722855 380944.936149987 87931.9051519189 234766.143776967 10918.1077239365 161878.579666488 64203.5668096881 124936.991088127 311318.261130894 11672.266320059 10231.3047594732 63871.0653843551 850617.056146397 92665.6682301187 190378.380225157 376789.945068479 4882.87330921706 102990.61341644 50387.3892527418 63461.1837294275 20757.5224367835 8491.91292469302 91875.003678823 72796.9734269837 140596.28678381 45233.2324487381 1575727.1310403 1242425.23391308 45695.0433586314 66011.4092812639 125536.977433617 37553.5313503521 24262.2785806642 219122.759344149 54286.7338953905 286692.610599449 360388.654546438 3628076.09312962 865681.976883942 292246.630950069 12678.8614891656 34970.4211983 56078.2114905218 7732.95833819311 134611.913787253 119243.729375026 65153.1655786763 56736.5817853045 41164.3148244196 38412.7010501809 673951.269695467 1254557.5170725 128964.789670795 85782.8025989472 710240.446319272 258685.980910316 67734.6361050376 3173.16438851498 344851.469445214 333516.633625204 94309.9162400363 6680.75986547477 30825.3207246833 120656.644211527 134300.278770527 9783.16421617465 1131241.93228602 49439.1532962992 12264.4748515073 338636.465241768 47678.4633180868 1293768.10148992 90861.1376543301 748651.368928187 113831.851955465 1404654.56067449 123641.230540607 915493.517248931 30047.3528611685 53528.4256732001 191674.962768408 399932.053271064 63903.5228376496 43969.3855268403 1192340.17848978 116935.203080686 125788.312296333 453333.034645952 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 26378.7183983531 36509.7420281855 156653.248565596 6649.40699369861 7737.00560992466 146743.236880617 26592.5466893946 382290.528098699 485190.366783965 41498.5867075083 10762.8223927019 18284.0341425139 6776.69697020729 15199.0531784683 5996.05134726858 6176.78388525695 15601.1004034384 94180.7748287624 3600.62981727128 209399.650904763 2116.33927087071 1624.37139153904 54439.9805092026 62461.2110347273 189900.992547312 269.131601001211 5544.64787199311 3164.68096027293 4685.99048899411 26530.7189025923 1877.81586794506 25952.4902391385 32655.9913428482 112276.089451968 4946.47227084107 13563.0603960254 602.613740919717 4751.13832722357 214715.458527406 4708.9996858839 548.980793368733 5732.67254795973 20768.9233020748 477953.905134279 563510.237408514 2087488.66197281 584918.41742092 1720567.65948919 901891.340871116 209721.959544291 9305.47343835497 63291.6771524648 9142.72404596306 69310.7905724488 202240.41020268 178756.808315828 105156.691312958 111266.979961366 90889.8080997468 3333747.32556583 5756.26843314891 176333.352918563 63391.0850096918 1008483.73260058 38089.3157917838 168184.450434178 33058.6661551986 5705.00017801262 206664.98490593 638718.87663513 71082.2957983305 3445.69391371329 24316.8045688053 3489.71397785465 4223.37722445538 6372.93453035377 6774.54744000216 111660.393035822 542.395588161612 138770.397874846 7859.40796608257 25538.5854669336 82521.2679231241 1437.9580662252 86691.8077136468 5242.79779433663 14786.8297366715 19198.6956107234 82704.9418384519 330985.240635202 32288.0712046301 4354.28135069284 50100.1434908134 3722.84028728106 564899.663493262 1567.08533448087 101343.059119121 3821.99038845016 61707.72652157 211153.83466348 14842.2220771759 286609.623231706 948632.645807412 28312.7814404448 19038.980664008 2566.8530435541 32538.9292401178 62789.4758248868 62670.7379540716 130561.447732381 261446.469776934 449.288421984976 10810.6840645954 10952.3737526707 74123.3509979373 98933.5943521216 3208.84430117871 1720.40784938337 39714.5275680422 3110.91460395592 54636.1096391359 72827.712081312 78979.6716915116 71148.0808948808 168064.061248483 113089.117915444 105278.00931849 577487.985836871 23533.4259403397 127282.747192707 160374.56549282 57348.0472848016 5494.39658841586 142253.613966014 21764.0676085442 4051.95453872581 16798.6598267327 2197782.01795696 71851.6984857295 147152.290103328 174562.263093705 5106.42273660639 52788.4531656854 17032.0578188806 4500.40325426355 502479.716403966 5323.94074586896 17383.8743145503 84875.1524598489 358124.048848263 76552.7687340475 9337.023751437 80328.0571481492 1751.67904894304 265837.350202447 9604.84373793135 49308.7044181706 284213.637902464 82587.0856371103 155745.1409581 130062.852754117 58870.6078644037 125488.624538989 114923.529788387 42845.8694101113 122240.459014473 21996.5683665995 6311.53020836749 10144.8636663804 63781.4954620038 113236.174278545 69924.5072687935 6457.17820834932 1274.19544332224 273938.508950583 313585.893141846 52994.4923412871 11839.264374241 560752.867385483 99655.4328028881 138128.730499226 38850.2723284142 78789.9835146458 775482.520052658 16105.5369592495 7395.8516550057 180750.51952558 80713.130658993 70291.3106470861 153504.709154399 1230.24938620013 133495.882624919 205121.125443513 22493.1273618301 124806.2623211 85223.2691002485 4361.13928358635 35352.5340302484 35513.0574621565 243308.641134255 935.318078482802 80876.1039503387 34885.9199591838 43766.5673838982 12337.1294148126 60425.0007361961 6682.5045959279 156139.185921434 38804.1502560366 11419.7231103645 2016.75740961435 22764.7685260955 367719.114451162 4130.07529145224 9881.93746650386 90946.9640750482 4587.02972365015 82968.7904660799 2373.35775468679 0 66930.8436042634 53153.4528306599 108156.261360454 133922.555686011 1251.79220695281 7762.97878720562 22563.5677206905 28309.8011827546 NA 1135905.25864 9100.96723909435 1494.72991820146 257242.442399471 3931.20443430194 237390.312471558 1709117.74128182 18641.6176293962 1494231.58308251 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40500.7612122046 65346.3281140559 166786.170690714 74015.0145859437 54371.5202089289 293029.718313397 146577.895017043 226.186834407911 76028.5804595493 1669833.32484696 927818.745200716 95733.5369566368 937224.80664207 652452.388135215 50666.1327530217 187080.767868015 107959.366480689 2984.5998060885 0 2111345.5305685 76509.9539709404 14620.5508537123 507.342776050743 9929.83018573599 81587.7593257385 591794.357069589 29239.3510622174 2268.09445492541 118353.48123981 6457428.08828999 257561.391312312 99515.3275930356 2862.09583917598 6373.2052124445 1754407.47125379 83263.4206356549 NA 4019588.93409698 240164.511669153 101105.178705457 99566.3342195018 51344.8003888379 1435447.64766617 83025.3595949648 13045.4626690023 323813.200911953 339734.953927293 5185.4460125473 310416.431367644 48038.7854421833 103373.75231029 99523.3713022861 17630.2792383296 9053.58689393107 3122.90454541152 637.575292413858 730512.789699485 13468.9032792173 7056.53530912792 3933.21812896257 137470.585035713 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156114.696506825 1766.31036433478 9732.85646495321 3114.43072024472 50435.9306903796 4191.86974583956 51069.3341143856 42685.1993857497 12621.5529674253 8233.53821615086 42019.7640133968 269821.069470396 2552.34103654193 251266.626260387 95578.0999230536 19628.8379903776 24287.372557508 26149.3950299386 503373.741410212 6744.92176733944 4390.77563010459 43264.0003175195 170189.458376248 4530.25480757267 1441194.14944655 37134.6934054443 179713.399949495 322214.435519021 8703.17925135061 100402.272252918 13286.3904004357 2003.83639147739 459608.532179809 91778.5684876093 126390.476406242 1717.50143168942 3228.83902805213 236414.714811253 34826.5851819081 10009.1493680875 53496.9379405858 43045.9726901097 86275.6517243624 243051.736373376 224803.575910073 71434.3233904882 336.021565065149 67987.5937548013 132233.264326016 122.68437516576 24558.0998450443 116572.630549523 69711.5648427 61924.5551569346 37422.5011491809 28860.7527500443 44805.6195742087 14923.7083743702 42894.6975627599 6623.94234952217 355412.862722838 104818.52432971 74795.5194711628 3707.38090326937 8565.04562497871 6861.48529667531 0 242646.278761011 0 75411.1920923897 214647.365183829 753628.828087699 30094.3701812992 287980.46054421 631488.408524751 81380.4484462988 72108.1968693641 295471.708184617 249951.292511495 95560.88381086 216685.155216194 61082.9157390297 1051169.35149769 49825.7491378234 300093.98682807 60127.0177569204 3900690.31166816 1369309.58287535 3802830.53749822 895865.97635535 195618.733698232 1047704.17390016 962597.323031513 418751.416524468 78024.4675831783 34842.9024288701 1107.00601562761 15677.0642376243 12177.3623882561 3574850.85231621 429071.642169867 4690.77139654162 170422.602892515 582031.972297271 0 505.798261767706 60053.8919090206 148669.597071897 16665.9509382041 57934.6454780925 0 10851.3988197287 3354.53237784939 22978.979884153 282178.734304708 NA 89093.048704471 12378.3916356536 4372.1279136985 324663.925723004 4435.96466652009 2571.41872569617 1478391.65571251 81744.3068095571 107069.008294966 1972.56705367961 460919.355185257 0 44352.1737857307 106191.324128341 605466.238207968 4119.72764007496 259789.163596409 186301.312851371 257718.697304501 56495.6283200588 86273.0692654301 55564.9388399845 1683097.38609529 1564151.70549463 35513.5852547084 985327.00345565 81.2273851160234 391195.696647097 1083113.09023575 120317.737929873 802282.447732791 474966.231919765 142717.750214734 291742.443640499 2943.84753328854 170733.545364531 15530.2329167017 62198.7409888041 3570.12607645741 4771.66623190426 6203.14086485663 4026.61128255163 24197.9358741259 153287.437952793 10468.0261903762 200087.45682938 7062.95461750253 123184.401185292 54220.5710965585 59082.8842741697 119011.199953269 544850.868652117 26142.4399830905 170872.775155201 220137.561226816 119602.728186782 38277.9793951147 27294.9795871635 47067.5408000728 7479.06255757194 180986.377557055 113029.18425414 4503.08895812652 44239.7217105608 14051.7313385857 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77654.099459559 94781.3012232856 26282.9286585479 4683.63373070735 345458.41840972 1082875.23794528 140984.458171172 4347.34672952375 23355.2586565739 3502.2135223898 2724.71275746523 6208.73484045011 5118.50366027712 121991.65077668 826.74751180243 239137.258903092 8313.92092860253 28712.0715285198 85173.8442582512 1415.98876151437 168774.293917656 5115.59882735429 8476.57480508123 27769.6980843692 88871.9237232672 307926.840548858 39491.3746773604 6831.40698810285 42517.377758498 4353.31862169783 583120.491401657 697.097241354847 50862.1644439805 3656.21358825278 73109.951712224 236447.268899636 12774.5290998688 452388.457090094 924505.921352651 21815.3026285788 12919.5282780978 3234.55878136693 37222.816801259 103116.828765265 88456.3017181243 168888.336539016 263548.342739211 2003.9231759354 9557.02503474083 12923.4932638908 90520.0266977468 155750.370683748 2210.98436558403 1574.35157902637 40555.2318435413 3574.13519752288 66234.5883827674 59687.5973330839 118892.697227222 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132168.918866064 748040.974536671 15784.3878217401 6864.3721119448 310646.510651679 127011.08745302 108298.540482922 236694.274817836 1178.23715384836 227010.278479729 201974.999597744 41904.1102860908 186269.042020809 98424.9443795884 3239.7162700608 35784.7237358109 32534.9258769577 287088.385556355 984.697677009167 122975.447298591 78962.0225717547 68518.20689221 11455.0782418175 71349.9166381122 5893.92131661888 151465.725282305 33901.6045614671 13306.5762642023 3089.33035939429 40922.0321933464 506063.863913703 3488.21906623355 8615.56848376244 173095.033227752 5163.47531300801 142521.588848786 2264.51845517608 1109.17881004916 113462.470497808 52899.2833180029 106587.526877748 224945.161740855 689.00531638987 4888.18008517811 26257.2073390338 24587.4616247272 0 1445584.58777242 11263.4491184788 0 330748.55153093 3719.22955824634 343547.986252163 2224298.21431861 17691.5068920923 2548901.37122079 548096.880220491 72891.5394723548 24818.4941736431 622934.285641242 160180.178530907 104144.720954747 6832538.83481079 298479.898538113 83358.7579827572 40149.3862693989 124334.310559074 25554.6014907094 1769779.06765005 57490.7635394326 325213.132274358 3164112.49036143 132695.021012661 4165.89350746293 5302.3905900672 5040.15711796746 5796.86617414002 36972.2880481806 805956.159096837 148264.116901882 1379209.29242768 213638.54826596 528.111106458892 1905.93212505409 342226.255205726 19985.9464683128 1903.70576134612 106063.1891409 19627.7441682377 620.396633388008 1893.71031932215 949.472716627353 151.087301629852 20547.5258171883 118.48357659766 0 12518.3238060811 80488.6462820528 9186.5134643999 781.847097628004 33460.2216980093 6582.79462682358 103696.231109327 40600.7168110288 277962.744371573 618.707010312296 446.235218621819 869266.374636815 113647.003478327 221697.914104736 8856.03426324524 14701.6573187034 36681.0715832596 11606.1633630228 3840.89320396315 163733.563733603 19186.3426248082 195975.649982205 165779.080800042 53081.3624708425 3067.49264432018 3151.6595428311 3309.95756792384 4406.20490007282 629213.81103693 278917.640835739 205112.238104384 17876.9143499012 68944.3027824335 13364.9859904183 169326.447659296 15274.6009436811 4695.07594505435 3477.58668213176 3139958.95722977 230076.109191361 796.464637969258 2860.02396412104 8173.71809441638 0 28955.0702548482 821605.845229286 336657.999128071 12497.3881167391 214456.438152873 132492.117825067 685646.849411702 28706.6198709105 37345.5762305943 0 88741.2412697538 77217.5617402526 172273.081057482 5445.13011547961 1051191.28987133 123739.164133448 1124522.35550389 264184.363608663 266370.462851295 44488.1289411375 3288720.20543827 106149.550762964 17644.8129279841 233366.438044848 831474.224704956 129924.721331204 1886597.58579122 206803.149905486 11145.2385099013 8283.14251208647 33492.4054521336 301.181667847123 462910.4600865 1479.06422871155 60792.0398140912 64875.6270757669 105589.770751101 1601052.69586699 2446.02624173012 749.007833389744 2007.13847469573 3038.72018837213 407810.816353683 5519.10558595835 4837.5875541095 119044.644007931 13397.7594732179 716540.393875846 14847.9010859755 6139.45537943096 5045.21291059607 387649.970696091 203066.946604622 176082.04799343 5523.45695760702 168385.283957196 210665.315196538 57813.8020147879 40271.4440506839 137939.881110062 590693.074403202 901.22547013771 16949.4012976124 3013.52139493364 157838.450717092 49952.1882903477 56667.1371447466 31691.191406825 3913.43250642819 2059.56761936195 364093.353125746 284826.449807658 218240.745100999 2121166.23140158 266929.568098245 90855.7609667489 456335.190501311 18765.9768162503 97062.765985516 247848.556995659 91986.0489951335 37625.6218186952 3319317.94707336 100423.486253846 58258.2583991995 145224.610647947 784266.391438457 46993.746722821 124209.59384261 2298972.96274452 774457.545489521 65933.7901631777 4059.82282056317 259391.341037148 457.661222417783 78982.0149432367 199230.843507456 682640.960806578 78724.7405294288 254013.082522951 136774.61423342 12983400.56451 622246.507141465 190531.379291882 132812.182676838 222688.253231737 62942.8159940731 0 3856264.56764539 23491.1197135583 217958.510211509 543724.70007421 128876.661326534 136674.923508955 686890.702155139 9065424.99473136 381292.874636391 98495.0078721147 85185.9222366812 142267.778931608 27734.6740436079 1668674.12913333 135357.931902163 146223.95417322 1003681.97536606 7730.84650624673 514738.535624165 375984.758878727 2707.70485108064 238036.09242185 1790.84041607207 41013.0817961326 1223.35579525538 31875.7176781851 308380.196200589 273680.204794027 90575.3359243986 65956.2317536675 62464.256228769 3012.38883790338 9390.49789698583 141479.70132657 10116.5451837016 40551.1353485011 71246.7175288587 112511.447426056 77430.3607243053 107173.372914602 42052.2945716605 116575.446199308 9564.9062605291 63970.9196535632 300519.413120358 95253.748983269 202693.051376666 608009.233747007 4203.4161044246 388419.545595129 23051.0447521439 86094.4555340447 167386.232735692 155229.619226094 66512.1539418274 206882.230610871 277703.455586499 142202.727166284 420.936627957381 65979.3828903938 3419580.08736868 735840.992566688 88214.7932148683 2196399.99016361 627750.556489505 192538.843676955 205391.293000884 137000.749454895 2952.31641329229 0 2807163.32357226 36419.9476699197 22190.547807298 455.753147918438 3202.69610120438 120327.425419386 794090.753767155 16959.3890839504 2728.77247244664 158609.491552691 7245120.44979041 300147.626503993 126794.826042081 2355.31940247106 5489.46363188448 2052522.63020096 102147.100459762 NA 4569832.48821275 269733.455595612 121813.966172017 135472.903373355 56113.0751277253 1597451.42295125 93123.6633712616 13000.2916279751 352852.324734422 223996.173595775 3752.42469075612 430586.198336327 51993.5429816716 64474.8714620609 137749.503441332 13861.1517611673 4074.23102313577 2941.26423785027 601.351023255387 525161.734601568 9903.46878905571 5853.52874993371 2954.22070114842 187624.362231765 76352.2734349252 145450.512641976 5896.61491175242 26830.4826903933 3801.86137894812 244548.975891296 3223.62594239056 53726.3739267204 72275.5634694483 237696.695529559 24745.3915696239 398257.891284317 2311.11169207433 1842.8177946911 236770.810575364 98889.4945518639 0 289553.143074071 62339.2805292234 92190.8671030603 186568.915468587 43830.1077247483 40389.3729806735 10305.8997760197 216037.22528519 2223.21746229619 56905.0603949937 40663.3553897017 65822.9552334381 1060217.13606099 28401.2706232586 22512.0115021694 146.010452408913 30738.0535695636 53.986009146091 15662.8847501355 17617.6589059213 40391.8288923585 59436.1244902658 3441.35454698557 16187.0357710783 28175.9225200085 81736.5176753016 23806.145423547 52929.773522029 3282.09353198138 17837.2638218001 2909.74843151179 8452.91331859026 106693.320985755 6439.99550431917 2380.58811304947 12519.4848946703 5015.62121667721 NA 0 31077.415782001 8725.47000177994 113699.090985748 13071.3576972055 75165.3724375231 121692.489770743 1564.87656608852 5983.85049148204 1683.43851099532 60296.8621295391 5749.43942060471 156754.697960803 114998.098650532 37225.2719784411 3926.56295403702 112015.859908798 175718.525748941 2152.90853702103 157718.333467745 53359.7719386434 15748.8337338447 31894.426943805 24269.9005057247 359824.570751962 6589.25463525798 2949.57791760405 90563.138494256 119645.129312452 3264.02915681234 1092789.49790289 31144.9369099588 155557.189541549 358461.247187647 6822.62880631615 93012.9429687034 8881.53691797098 692.976728383265 832452.187992787 84052.0611308201 221601.774572949 1854.02077506228 1891.5931782541 205235.829987006 30484.9394682548 5361.37170109882 46398.7674561436 45157.7287229664 76185.4486316701 217077.656729991 222493.930718327 99789.0229186733 164.009925490454 55498.4729743536 130923.474943727 162.073438544102 14345.1135218945 303266.767816276 64677.3868819661 76060.6356851874 83955.9757859907 30530.4877166387 116161.260301227 11675.2302323088 44631.5514498757 5383.4475175566 523610.302413832 159008.761070692 73028.5252082438 3043.42993813189 674.732280424535 3547.15601965019 NA 292652.860489941 0 87223.6854347242 238500.804014188 860965.52482002 63213.1176727078 377252.23795393 801532.384846596 116846.703177542 85541.9755770186 307539.864567799 280254.468504857 119055.33826593 274798.248231873 61320.1958868454 1087871.14612066 66258.0832802604 325028.173458835 68388.8964830395 3792194.20661834 1045493.03094426 4486966.83529926 895987.840795635 1059609.99495883 654998.961213014 564401.266124863 412561.634723775 313591.323516411 104231.786874434 867.144863144772 89164.4978883026 7348.92348078269 3020196.48455744 3054538.73980831 24481.494041309 115592.94936067 1063912.07215839 741353.600879066 0 38202.6215097058 207915.17547318 11781.3754118277 59707.740069779 0 9275.32069371507 2303.1936301187 19878.2044127934 427864.418229545 NA 128258.446046515 11395.8657067092 3124.64919304341 224683.327101456 1672.41941704165 768.767352144506 2003434.0676895 97825.7794046124 73064.4117476017 1609.10688061637 632855.561224821 42563.7445778576 45824.3756121572 144528.879574624 817665.495776747 15078.4018372618 241299.353922203 247867.811527527 320519.266700472 73336.6753094112 106156.763520066 73864.9819076622 640045.178938789 217115.961314137 12588.4301899435 529578.454903114 135.984376485478 357486.440253276 1095311.50011651 87055.5299437662 866477.919166221 474298.696887563 1000549.05575367 274573.916494164 2103.49533000991 224359.866253596 11883.8880972201 76325.6599654627 3025.84910603665 5406.93431121089 7065.26021880381 5253.15463708395 19239.090642806 149059.318455005 12078.7755207434 165418.823078353 7021.98035108986 97743.3720523387 47644.9151144706 51176.3492432268 160577.747765553 690657.099498433 32650.0048944521 222415.056109184 292531.459013219 129906.196075639 45700.9872678616 56546.3010434437 43619.4799139431 14991.6088949601 101132.196948478 115895.131475837 2378.77743119322 45244.0921068146 13529.1948101561 7801.62436620188 59822.8223376954 465.873511532578 280210.525409259 23954.593394358 94774.8432569087 8147.49422992526 97152.8878415978 214745.729459848 1704.80931047707 79672.4578084787 102250.500309488 1858.70313909478 714.96517431775 41989.1591134557 205690.757733889 44795.8160924095 1891.9987759768 18749.8866639904 76772.6089838833 6426.29309422463 53539.8208281609 133415.625447894 112138.278360703 138379.562613118 51345.6024389913 10114.6079358212 54297.9921217694 35470.2921692339 11835.9868737627 3182.45243413525 12776.7012332172 2905.27807359667 321285.206034209 90859.8951846202 175086.706274253 263698.420089982 7261.23948996578 207836.576391906 83821.4388279937 44953.3340591124 84278.055096997 351651.670790444 85962.4829267107 92844.1391726505 74924.6987810352 110624.674791473 5110.308733207 4982.02442987762 85290.161940997 53651.9799924391 6517.87175699672 25158.7900273631 195669.910595221 18880.2286217333 83098.5424561314 39967.9513831401 59791.3045261265 717433.670722883 46731.1403168907 380182.646902425 43840.5296888154 5073.77540493132 110107.286931383 1129.56164173612 205304.850020191 127074.355558728 360055.124428573 115560.28422874 80844.0517556159 63685.4205365063 502992.82507505 41926.3565338006 1338.85194293308 34795.9979510252 15921.8171779398 NA 135155.855221464 50495.4501189425 172.54845232064 7083.34919617443 4340.08850039192 318995.358123001 3392.99140887461 2190.87067860369 197453.847248284 50440.5866514149 766639.845043527 67916.3371626112 66714.7119561782 53415.6214512044 98101.5127146762 28360.3727471675 8871.37931812563 4191.52630660521 53826.3157968063 NA 783905.522753163 1854.27919975834 88834.7628812372 305187.107559621 413.116876132792 80438.523915371 336072.302274483 126880.302973671 2424.32975486549 3552.78196271045 591.376977738179 25691.2350030001 1728.7231741597 132043.013175627 68652.7446835028 0 279182442.499563 4590820.6294058 3025916.92995701 71453.3734387977 NA 206648.844933954 62271.6555467435 120362.339191891 0 110162.642832973 49002.3344430907 91166.1626728061 126637.645229472 132.912275948383 149235.978526841 NA 1189977.28757096 545493.334254495 4617.63199345652 111442.321957823 41981.9058369262 57358.1003977102 0 106833.297128288 26117.7168683827 89631.6067162485 154293.81477139 29741.684019439 614.720262975428 48306.8660666726 13017.3268963562 101671.310591782 382.27995781244 4470.8717288951 0 27975.7159419633 46546.7697790817 121003.793222157 391116.601254808 1004634.26716553 851620.734016357 9791.59378842026 140651.866552838 141118.004796702 1093588.84842277 90323.861334345 6515293.92615181 17191.5182243907 481484.780350373 4625160.32533176 38765.9240976602 97955.3037630834 90197.5910131055 3854047.32413813 37584.2037795858 937725.998711677 21307.2373555486 47247.1807703201 1332677.62109145 3556.2139518513 1856.33228178117 0 427391.478285658 131789.723449531 170081.777583106 114276.36590631 50429.1657295026 65663.3418031694 138448.143000697 430.969821864951 722696.306303 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2019.90651694169 42660.7832557019 4136.50168577161 53301.6231104169 62372.6676879067 68615.0921327324 87170.1439874626 143739.092714015 129708.056559193 165385.89325028 826803.42062857 25505.6130996252 176774.866998729 195443.532741817 57880.6856136436 4343.47030209887 182770.448790457 23882.9641947887 5231.7292181 19856.4880614739 1895691.84848801 48412.9341189195 164549.841349929 214253.978697926 3828.81815261019 50196.6895861152 16298.1465632028 3691.69784740308 432509.218906726 4869.70302534203 15854.7355614302 75920.8372114782 302280.892212527 91332.8723028795 8109.33601505081 68433.7067109334 1856.11780485327 1278069.50169881 7543.50595467659 45186.5519804999 295449.374063203 73284.678003387 151051.258240849 139487.712272554 62335.9348319073 143733.140215817 85100.7388024807 44867.6686267979 111802.004393016 23672.2078861173 6121.08993279504 11062.0497244271 79106.084790549 122171.942630002 80233.1548316195 7114.51077211029 2059.54401308046 251368.629099107 290663.031612626 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14275.1288265366 1395683.02800113 375066.550762571 77964.9770587168 18171.2180619979 335426.850662332 101552.142235997 80514.0648542523 5442615.38100193 215424.833882747 59763.9510506015 43447.6562906872 68911.9440825801 23671.1289145022 1386134.22522261 64736.3240661173 247010.208170679 2330345.73895175 69323.3281404424 4951.37035275747 5326.99903898129 4054.83471623585 7911.20672124274 33293.0772689868 581898.659409373 100818.093838557 859816.17599815 117632.768978533 1136.4684538704 383.393775178597 205956.543927402 162302.81706857 2467.49504551838 46569.9312231025 14589.1662485709 970.347571039641 2036.73857798918 859.719528657502 182.191906747088 252857.546247417 111.920502756523 NA 13576.9285079209 82142.402382733 9260.64897025747 1231.71240406449 32847.0379188806 5341.74644899948 61233.5931645643 33803.8189397247 48866.1718862078 611.061657111265 1568.10428700899 615018.320000849 105723.500010898 218202.772171673 8227.30790739326 11598.4668627517 30107.7873734162 10432.8837736856 4941.22369771392 95820.7723649708 18010.452978164 201877.971953704 170070.735118004 57210.9063705197 2030.7088286878 2374.97174968129 2100.68973868789 4455.52392808603 282384.3367311 163981.062136652 83175.6781435638 153731.161781992 50818.8667404339 14265.6307550588 80085.8790248718 14154.1990991243 7888.12251682878 40713.2430382932 1778470.90568694 99442.6632741166 6455.63070311567 521.545561947367 3200.45160250372 0 18552.8648010347 462123.453667176 244021.785040538 8466.61576149336 122326.793615997 152831.425164854 331338.987466213 341272.391136907 113976.618831207 543.089179912752 73281.0677364429 58435.4524823967 87109.9124642318 56621.9649508717 741356.139380548 76211.4560406813 577537.719313077 178187.673431493 136900.256542334 30628.0399089444 2654353.4451355 78257.3424275786 18150.4115982365 120377.326716569 669770.002265477 100654.982358136 1396820.74832828 196645.02752453 34695.2112947159 8178.20040393788 30207.2904602712 605.962929409268 346473.984898099 1596.55105051512 52977.0971370903 45302.6922281671 59560.3141710791 1070647.3862931 2662.24392751063 765.702027685771 4858.47135101613 1535.21119867522 262706.387558566 4657.40749585985 4709.81540613368 58503.4196616904 10168.7126975231 699614.415806083 12580.6694399675 7521.8794941911 3669.48439725103 282876.365528534 204772.488740346 87874.8764243975 3417.06476536592 121137.921924926 193532.395487557 45411.5624298006 36148.4027802881 61791.247519922 722076.442779181 267.84215934892 25064.7075931819 2443.46029672143 197785.441139648 37142.3519354182 25635.3477654259 34146.0392089901 4029.77432954333 1984.999476183 167184.39597126 155514.461735689 138235.370138945 870388.463176809 248815.951643274 44925.6659375463 236502.658357994 13969.3516402723 45335.8811127377 232938.223908119 52211.8061696318 44250.9406507987 1795136.45290019 99882.4636723326 59107.9590792191 70480.1871837023 532417.147220535 71233.8299219741 84779.5036739919 1214626.95946273 370953.711638149 67761.6224497673 3921.38382661573 155784.90449456 0 35992.5506701532 94778.3138800976 176356.44818903 47130.1622458003 189488.788542898 85684.7413994455 8717935.84435561 384943.596855038 163037.384699461 80194.4878941758 61013.5302331738 48758.4865350466 0 2561366.41450957 18933.7465544753 131966.989102518 537230.159881349 59372.768218788 81681.7704727032 431903.797377909 6121058.3518899 241068.503688883 118905.363392103 46468.8891596021 126964.787266763 28547.2408342532 967721.1473187 79133.3542555568 47891.0620383639 401777.383538919 7128.87880520259 324147.221106723 453212.470751571 4014.95412303705 79036.2969485734 1505.01616629554 55595.4490746744 456.168866448937 35098.2995249546 229993.908758093 219478.55698339 132201.226393073 52697.5025634906 58825.4942291444 3085.31417928017 7552.96184682891 85401.2461556066 10044.1173052111 34677.3282742274 60433.9216214369 64254.028917295 111518.833185757 61102.3443033154 92027.831460662 44215.0349948026 9291.07980328406 60112.8139637086 194676.490373534 65246.7860742457 140645.585803958 728582.94482934 5656.87125265111 397285.919244172 32132.5843493426 59925.1949365819 201487.442770008 159398.045479683 68293.1217848678 68669.5804397542 185593.119645649 156066.289018137 347.327830989758 48995.144605764 899055.949158059 750912.420168185 41744.7171767513 2022542.155862 699521.516991622 32869.704679153 205255.088618832 152424.497591073 2254.24519686965 0 1493965.73632865 32127.5531794162 46760.8439537065 356.961549306169 5855.40972262176 69806.4660889865 422729.174567621 21494.7442220507 495.963480383972 87648.136141471 5531133.65745195 209335.258679933 84829.5783520752 2840.38705846898 4546.18697748256 1327647.27056734 70147.5723375266 1391457.47423363 2984765.81417723 175265.420413619 74513.6737449331 71283.5435321653 47902.9789431249 952149.589343697 55288.0760795532 34312.1401025081 250124.501477308 224182.466614281 2609.5738400493 310869.910061222 42624.0507533652 53924.2916242904 95501.4279431044 13730.369864103 3702.54014254242 1904.1936097041 598.571223035217 504680.845569203 9373.18616701159 3666.49125685261 3480.89378415984 50795.4565223232 74409.260750033 141005.729061022 2609.91358249009 28758.8854188396 4802.66564363321 320032.013040445 2028.22003777352 88463.938983778 38302.8286538405 130935.615950446 119052.310570241 211755.215761785 3195.58894642377 3766.66461991434 187249.672452524 51830.7801511749 490.87431716977 235621.93427359 35440.0898256707 73992.7938621057 134044.976404976 41831.1857657414 47068.8237534596 8832.30714890989 129463.73497396 1470.82610750906 45848.7028880078 101455.947305546 42890.4566828402 221034.066761996 30413.3923550629 21167.493972559 1305.31178360528 30458.9472987591 198.991489375238 7226.99208174337 9896.5735994865 33441.2473756489 46433.6357958038 2661.14487419869 6378.82202701246 19019.0853619379 84298.9366774742 394210.103415502 53118.1812279909 2768.029474042 18637.5660923986 2603.31486210741 7826.21051136681 118368.960492715 81600.8255886886 2175.8466001409 12469.5924829371 20009.2763427783 NA 3267.03752405462 41841.2470193692 5990.03278063684 81225.6528435451 74025.6918496734 44472.4270506778 113534.304926639 338.787270819297 5591.55405834235 1600.59819922378 47605.9655500217 4756.84121319675 213648.655708625 52069.7038548791 49034.360989795 7655.22278537062 54013.8967279584 168138.001449041 1316.41759312272 142691.16597776 47476.3689948638 13090.8656297597 27750.7642205902 26162.6279119312 351068.649787689 4186.97605804611 2730.20062446112 50644.2594075411 117779.88989644 2474.98023739231 1265238.27289942 26550.7708649322 162357.815746445 244102.708890709 6265.50144786306 60265.3501327015 8551.34454826152 0 353338.754685862 66615.383509847 91528.6447190133 21545.0323108099 2702.47040389519 192766.395050025 31769.0236655305 5484.25009590195 47348.1498009141 58177.2864851976 95970.5412476162 167625.642074869 234159.269185133 57966.1866857747 302.025784547693 39898.9503536647 149497.077133979 294.162161016104 11529.2821889191 239102.260746807 61945.7244644674 37470.7698348221 73708.5246856468 24848.0601478644 87018.5993156039 10340.030495254 44492.3718598903 4739.16261551673 281445.99316648 76967.1598881622 83994.824771396 2843.5795641129 0 4324.21400542136 NA 178745.132029537 NA 79444.7136923573 163984.243146525 577986.782543566 76092.0121878552 228733.001155663 482691.754521794 78162.2721315586 97026.8627881393 239486.303709334 164226.413803373 72464.1091639891 165574.079891128 51604.7691727087 789492.09244019 36867.145226052 258212.030597531 48691.4990808079 4054609.15746633 1497493.67674494 0 885660.664912655 1116506.76485634 1281915.97231257 1834129.6588575 423319.236191939 404914.423482822 86236.1009698576 1681.54224964713 278873.537678239 7563.6567113113 2625524.25683655 3092738.53215304 73843.8784178397 102953.493665438 1098291.91860292 784029.592214687 6414.86910167538 40271.5053689254 116243.788116212 11472.0159054651 71788.2714326413 1306.65199980306 4022.43860657424 3223.34623730476 21462.1486552796 225996.848603805 NA 72653.4780659447 8673.07028534869 2704.98966037109 211282.946747641 4028.44752967602 1243.23121591191 1144164.55485719 69935.6270507546 69477.3762410203 3140.05789606844 357797.329638404 18152.4924768276 47584.3841248233 80855.2946491464 437145.201310213 20632.1067314613 181091.50928631 138762.146573468 165628.003932519 43683.5069506351 74905.0273370423 75347.0606910345 680737.021592782 262697.918172677 14895.5985006644 285413.938434273 0 612565.890488944 1105355.30300161 394160.308429815 746772.85788813 467793.98095704 207566.3471842 320804.402094988 11733.646123202 128287.139447326 12273.3820144034 44129.416972541 5079.23559258329 17180.0449831607 103110.054859967 5670.64858275383 18361.0851217079 215936.180487334 9998.14143950498 169566.879958656 2048.65776373802 96819.3745509663 53987.5005570622 43263.7948427632 87107.7460801069 407168.644426415 23615.1598588734 124127.884366698 159279.539778481 130329.665714101 42936.9514142731 36053.4264128852 55637.2677609791 19380.1903908041 110706.500992865 118738.409973303 2790.84123351699 44686.5995601819 14657.952887736 7106.64479524846 47134.2036634051 476.936292954424 350171.748328 25022.5531864886 65035.502514246 8958.84927359323 61412.1664327925 130405.203439623 1778.61886866595 45657.8953952878 78754.5355605572 1854.11671446161 1325.94819936686 30919.9959359121 127105.431250756 31724.8839800042 1094.06829581333 16588.4484939158 71841.4083942136 5215.98219570054 49084.9038255894 142041.420134054 110346.438069154 81438.2182567852 31262.418955129 3150.14698121618 37544.8443590191 52685.1665252911 14328.7329381586 14062.7225591982 0 0 243780.991290871 55875.1431994771 129902.771674862 223999.637413692 8376.09499666185 104876.396159343 72279.4949191607 54695.9291501528 36328.8669486176 274092.988484214 56795.7275339878 74329.4689525377 158787.25679251 64127.5796547854 4093.38016498792 5564.48452094136 85130.2285949566 43779.7617479691 3674.86154010793 35333.8778619524 120268.746246644 24827.5731944253 43440.8942319912 28203.9818538325 33597.8795476068 588022.9091472 325723.67840749 191609.782110302 102622.431406923 38828.7475999094 84173.9343383954 1918.49883411139 127504.955028449 136431.62351105 156788.462242498 64675.8875255167 47902.0631243316 64239.8985914699 293252.440251106 1969148.62129352 122750.885278979 1179193.69661736 11973.2721037712 NA 93662.296067039 37242.4112297362 802.209814576158 4942.82852427826 4894.35148423551 748237.372123104 30535.2075808745 2846.68361449981 121526.755698988 18227.2188687668 334999.284515457 128572.865810358 1003888.91991288 578155.327885685 1478244.51212562 54422.3809721517 1730.00750530331 7431.59552951659 13962.4029911676 NA 573510.607842442 1734.91202052568 59865.1637914132 220955.80753085 777.715447856559 55737.8349268748 243877.520434115 90236.9681481843 1523.09753226419 3053.90448730729 717.171062238968 0 0 804398.339112096 1437973.73788425 0 16819996.7908915 2369336.21678156 1667899.7348013 113320.92333684 NA 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