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Back toMultiple platform build/check report for BioC 3.22:   simplified   long
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This page was generated on 2025-12-15 12:05 -0500 (Mon, 15 Dec 2025).

HostnameOSArch (*)R versionInstalled pkgs
nebbiolo2Linux (Ubuntu 24.04.3 LTS)x86_644.5.2 (2025-10-31) -- "[Not] Part in a Rumble"4882
merida1macOS 12.7.6 Montereyx86_644.5.2 (2025-10-31) -- "[Not] Part in a Rumble"4673
kjohnson1macOS 13.7.5 Venturaarm644.5.2 Patched (2025-11-04 r88984) -- "[Not] Part in a Rumble"4607
taishanLinux (openEuler 24.03 LTS)aarch644.5.0 (2025-04-11) -- "How About a Twenty-Six"4671
Click on any hostname to see more info about the system (e.g. compilers)      (*) as reported by 'uname -p', except on Windows and Mac OS X

Package1676/2361HostnameOS / ArchINSTALLBUILDCHECKBUILD BIN
qmtools 1.14.0  (landing page)
Jaehyun Joo
Snapshot Date: 2025-12-11 13:45 -0500 (Thu, 11 Dec 2025)
git_url: https://git.bioconductor.org/packages/qmtools
git_branch: RELEASE_3_22
git_last_commit: b38de25
git_last_commit_date: 2025-10-29 11:16:09 -0500 (Wed, 29 Oct 2025)
nebbiolo2Linux (Ubuntu 24.04.3 LTS) / x86_64  OK    OK    OK  UNNEEDED, same version is already published
merida1macOS 12.7.6 Monterey / x86_64  OK    OK    OK    OK  UNNEEDED, same version is already published
kjohnson1macOS 13.7.5 Ventura / arm64  OK    OK    OK    OK  UNNEEDED, same version is already published
taishanLinux (openEuler 24.03 LTS) / aarch64  OK    OK    OK  

CHECK results for qmtools on nebbiolo2

To the developers/maintainers of the qmtools package:
- Allow up to 24 hours (and sometimes 48 hours) for your latest push to git@git.bioconductor.org:packages/qmtools.git to reflect on this report. SeeTroubleshooting Build Report for more information.
- Use the followingRenviron settings to reproduce errors and warnings.
- If 'R CMD check' started to fail recently on the Linux builder(s) over a missing dependency, add the missing dependency to 'Suggests:' in your DESCRIPTION file. SeeRenviron.bioc for more information.

raw results


Summary

Package: qmtools
Version: 1.14.0
Command: /home/biocbuild/bbs-3.22-bioc/R/bin/R CMD check --install=check:qmtools.install-out.txt --library=/home/biocbuild/bbs-3.22-bioc/R/site-library --timings qmtools_1.14.0.tar.gz
StartedAt: 2025-12-12 03:47:53 -0500 (Fri, 12 Dec 2025)
EndedAt: 2025-12-12 03:51:48 -0500 (Fri, 12 Dec 2025)
EllapsedTime: 235.2 seconds
RetCode: 0
Status:  OK  
CheckDir: qmtools.Rcheck
Warnings: 0

Command output

################################################################################################################################################################## Running command:######   /home/biocbuild/bbs-3.22-bioc/R/bin/R CMD check --install=check:qmtools.install-out.txt --library=/home/biocbuild/bbs-3.22-bioc/R/site-library --timings qmtools_1.14.0.tar.gz###############################################################################################################################################################* using log directory ‘/home/biocbuild/bbs-3.22-bioc/meat/qmtools.Rcheck’* using R version 4.5.2 (2025-10-31)* using platform: x86_64-pc-linux-gnu* R was compiled by    gcc (Ubuntu 13.3.0-6ubuntu2~24.04) 13.3.0    GNU Fortran (Ubuntu 13.3.0-6ubuntu2~24.04) 13.3.0* running under: Ubuntu 24.04.3 LTS* using session charset: UTF-8* checking for file ‘qmtools/DESCRIPTION’ ... OK* this is package ‘qmtools’ version ‘1.14.0’* package encoding: UTF-8* checking package namespace information ... OK* checking package dependencies ... OK* checking if this is a source package ... OK* checking if there is a namespace ... OK* checking for hidden files and directories ... OK* checking for portable file names ... OK* checking for sufficient/correct file permissions ... OK* checking whether package ‘qmtools’ can be installed ... OK* checking installed package size ... OK* checking package directory ... OK* checking ‘build’ directory ... OK* checking DESCRIPTION meta-information ... OK* checking top-level files ... OK* checking for left-over files ... OK* checking index information ... OK* checking package subdirectories ... OK* checking code files for non-ASCII characters ... OK* checking R files for syntax errors ... OK* checking whether the package can be loaded ... OK* checking whether the package can be loaded with stated dependencies ... OK* checking whether the package can be unloaded cleanly ... OK* checking whether the namespace can be loaded with stated dependencies ... OK* checking whether the namespace can be unloaded cleanly ... OK* checking loading without being on the library search path ... OK* checking dependencies in R code ... OK* checking S3 generic/method consistency ... OK* checking replacement functions ... OK* checking foreign function calls ... OK* checking R code for possible problems ... OK* checking Rd files ... OK* checking Rd metadata ... OK* checking Rd cross-references ... NOTENon-topic package-anchored link(s) in Rd file 'compareSamples.Rd':  ‘[limma:ebayes]{limma::eBayes}’ ‘[limma:toptable]{limma::topTable}’Non-topic package-anchored link(s) in Rd file 'imputeIntensity.Rd':  ‘[MsCoreUtils:imputation]{MsCoreUtils::impute_matrix}’Non-topic package-anchored link(s) in Rd file 'normalizeIntensity.Rd':  ‘[MsCoreUtils:normalize]{MsCoreUtils::normalize_matrix}’See section 'Cross-references' in the 'Writing R Extensions' manual.Found the following Rd file(s) with Rd \link{} targets missing packageanchors:  clusterFeatures.Rd: SummarizedExperiment-class  compareSamples.Rd: SummarizedExperiment-class  faahko_se.Rd: SummarizedExperiment-class  imputeIntensity.Rd: SummarizedExperiment-class  imputeKNN.Rd: SummarizedExperiment-class  normalizeIntensity.Rd: SummarizedExperiment-class  normalizePQN.Rd: SummarizedExperiment-class  plotBox.Rd: SummarizedExperiment-class  plotCorr.Rd: SummarizedExperiment-class  plotMiss.Rd: SummarizedExperiment, SummarizedExperiment-class  plotRTgroup.Rd: SummarizedExperiment-class  reduceFeatures.Rd: SummarizedExperiment-class  reducePCA.Rd: SummarizedExperiment-class  reducePLSDA.Rd: SummarizedExperiment-class  reduceTSNE.Rd: SummarizedExperiment-class  removeBlankRatio.Rd: SummarizedExperiment-class  removeFeatures.Rd: SummarizedExperiment-class  removeICC.Rd: SummarizedExperiment-class  removeMiss.Rd: SummarizedExperiment-class  removeRSD.Rd: SummarizedExperiment-class  scaleCols.Rd: SummarizedExperiment-class  scaleRows.Rd: SummarizedExperiment-classPlease provide package anchors for all Rd \link{} targets not in thepackage itself and the base packages.* checking for missing documentation entries ... OK* checking for code/documentation mismatches ... OK* checking Rd \usage sections ... OK* checking Rd contents ... OK* checking for unstated dependencies in examples ... OK* checking contents of ‘data’ directory ... OK* checking data for non-ASCII characters ... OK* checking data for ASCII and uncompressed saves ... OK* checking files in ‘vignettes’ ... OK* checking examples ... OKExamples with CPU (user + system) or elapsed time > 5s          user system elapsedplotMiss 7.035  0.076   7.112plotCorr 5.613  0.141   5.756* checking for unstated dependencies in ‘tests’ ... OK* checking tests ...  Running ‘testthat.R’ OK* checking for unstated dependencies in vignettes ... OK* checking package vignettes ... OK* checking re-building of vignette outputs ... OK* checking PDF version of manual ... OK* DONEStatus: 1 NOTESee  ‘/home/biocbuild/bbs-3.22-bioc/meat/qmtools.Rcheck/00check.log’for details.

Installation output

qmtools.Rcheck/00install.out

################################################################################################################################################################## Running command:######   /home/biocbuild/bbs-3.22-bioc/R/bin/R CMD INSTALL qmtools###############################################################################################################################################################* installing to library ‘/home/biocbuild/bbs-3.22-bioc/R/site-library’* installing *source* package ‘qmtools’ ...** this is package ‘qmtools’ version ‘1.14.0’** using staged installation** R** data** inst** byte-compile and prepare package for lazy loading** help*** installing help indices** building package indices** installing vignettes** testing if installed package can be loaded from temporary location** testing if installed package can be loaded from final location** testing if installed package keeps a record of temporary installation path* DONE (qmtools)

Tests output

qmtools.Rcheck/tests/testthat.Rout

R version 4.5.2 (2025-10-31) -- "[Not] Part in a Rumble"Copyright (C) 2025 The R Foundation for Statistical ComputingPlatform: x86_64-pc-linux-gnuR is free software and comes with ABSOLUTELY NO WARRANTY.You are welcome to redistribute it under certain conditions.Type 'license()' or 'licence()' for distribution details.R is a collaborative project with many contributors.Type 'contributors()' for more information and'citation()' on how to cite R or R packages in publications.Type 'demo()' for some demos, 'help()' for on-line help, or'help.start()' for an HTML browser interface to help.Type 'q()' to quit R.> library(testthat)> library(qmtools)Loading required package: SummarizedExperimentLoading required package: MatrixGenericsLoading required package: matrixStatsAttaching package: 'MatrixGenerics'The following objects are masked from 'package:matrixStats':    colAlls, colAnyNAs, colAnys, colAvgsPerRowSet, colCollapse,    colCounts, colCummaxs, colCummins, colCumprods, colCumsums,    colDiffs, colIQRDiffs, colIQRs, colLogSumExps, colMadDiffs,    colMads, colMaxs, colMeans2, colMedians, colMins, colOrderStats,    colProds, colQuantiles, colRanges, colRanks, colSdDiffs, colSds,    colSums2, colTabulates, colVarDiffs, colVars, colWeightedMads,    colWeightedMeans, colWeightedMedians, colWeightedSds,    colWeightedVars, rowAlls, rowAnyNAs, rowAnys, rowAvgsPerColSet,    rowCollapse, rowCounts, rowCummaxs, rowCummins, rowCumprods,    rowCumsums, rowDiffs, rowIQRDiffs, rowIQRs, rowLogSumExps,    rowMadDiffs, rowMads, rowMaxs, rowMeans2, rowMedians, rowMins,    rowOrderStats, rowProds, rowQuantiles, rowRanges, rowRanks,    rowSdDiffs, rowSds, rowSums2, rowTabulates, rowVarDiffs, rowVars,    rowWeightedMads, rowWeightedMeans, rowWeightedMedians,    rowWeightedSds, rowWeightedVarsLoading required package: GenomicRangesLoading required package: stats4Loading required package: BiocGenericsLoading required package: genericsAttaching package: 'generics'The following objects are masked from 'package:base':    as.difftime, as.factor, as.ordered, intersect, is.element, setdiff,    setequal, unionAttaching package: 'BiocGenerics'The following objects are masked from 'package:stats':    IQR, mad, sd, var, xtabsThe following objects are masked from 'package:base':    Filter, Find, Map, Position, Reduce, anyDuplicated, aperm, append,    as.data.frame, basename, cbind, colnames, dirname, do.call,    duplicated, eval, evalq, get, grep, grepl, is.unsorted, lapply,    mapply, match, mget, order, paste, pmax, pmax.int, pmin, pmin.int,    rank, rbind, rownames, sapply, saveRDS, table, tapply, unique,    unsplit, which.max, which.minLoading required package: S4VectorsAttaching package: 'S4Vectors'The following object is masked from 'package:utils':    findMatchesThe following objects are masked from 'package:base':    I, expand.grid, unnameLoading required package: IRangesLoading required package: SeqinfoLoading required package: BiobaseWelcome to Bioconductor    Vignettes contain introductory material; view with    'browseVignettes()'. To cite Bioconductor, see    'citation("Biobase")', and for packages 'citation("pkgname")'.Attaching package: 'Biobase'The following object is masked from 'package:MatrixGenerics':    rowMediansThe following objects are masked from 'package:matrixStats':    anyMissing, rowMedians> > test_check("qmtools")Contrast: WT - KOContrast: WT - KO   ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF    94411.76    38481.41    72966.56    26091.68    58142.88    81602.23    wt16.CDF    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF    ko16.CDF   115136.49    54566.86   127449.24    50560.45    42013.32 10916520.72    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF    wt16.CDF 16919266.89  9305143.68 12506102.54 10618656.66 17225273.00 14486568.65    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF  8241701.35  5126289.71  6985859.52 13696151.22    ko15.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF    72346.82    38481.41    72966.56    26091.68    58142.88    81602.23    wt16.CDF    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF    ko15.CDF   115136.49    54566.86   127449.24    50560.45    42013.32 17140626.97    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF    wt16.CDF 16919266.89  9305143.68 12506102.54 10618656.66 17225273.00 14486568.65    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF  8241701.35  5126289.71  6985859.52 13696151.22    ko15.CDF    ko16.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF    72346.82    94411.76    72966.56    26091.68    58142.88    81602.23    wt16.CDF    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF    ko15.CDF   115136.49    54566.86   127449.24    50560.45    42013.32 17140626.97    ko16.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF    wt16.CDF 10916520.72  9305143.68 12506102.54 10618656.66 17225273.00 14486568.65    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF  8241701.35  5126289.71  6985859.52 13696151.22    ko15.CDF    ko16.CDF    ko18.CDF    ko21.CDF    ko22.CDF    wt15.CDF    72346.82    94411.76    38481.41    26091.68    58142.88    81602.23    wt16.CDF    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF    ko15.CDF   115136.49    54566.86   127449.24    50560.45    42013.32 17140626.97    ko16.CDF    ko18.CDF    ko21.CDF    ko22.CDF    wt15.CDF    wt16.CDF 10916520.72 16919266.89 12506102.54 10618656.66 17225273.00 14486568.65    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF  8241701.35  5126289.71  6985859.52 13696151.22    ko15.CDF    ko16.CDF    ko18.CDF    ko19.CDF    ko22.CDF    wt15.CDF    72346.82    94411.76    38481.41    72966.56    58142.88    81602.23    wt16.CDF    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF    ko15.CDF   115136.49    54566.86   127449.24    50560.45    42013.32 17140626.97    ko16.CDF    ko18.CDF    ko19.CDF    ko22.CDF    wt15.CDF    wt16.CDF 10916520.72 16919266.89  9305143.68 10618656.66 17225273.00 14486568.65    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF  8241701.35  5126289.71  6985859.52 13696151.22    ko15.CDF    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    wt15.CDF    72346.82    94411.76    38481.41    72966.56    26091.68    81602.23    wt16.CDF    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF    ko15.CDF   115136.49    54566.86   127449.24    50560.45    42013.32 17140626.97    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    wt15.CDF    wt16.CDF 10916520.72 16919266.89  9305143.68 12506102.54 17225273.00 14486568.65    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF  8241701.35  5126289.71  6985859.52 13696151.22    ko15.CDF    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    72346.82    94411.76    38481.41    72966.56    26091.68    58142.88    wt16.CDF    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF    ko15.CDF   115136.49    54566.86   127449.24    50560.45    42013.32 17140626.97    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt16.CDF 10916520.72 16919266.89  9305143.68 12506102.54 10618656.66 14486568.65    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF  8241701.35  5126289.71  6985859.52 13696151.22    ko15.CDF    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    72346.82    94411.76    38481.41    72966.56    26091.68    58142.88    wt15.CDF    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF    ko15.CDF    81602.23    54566.86   127449.24    50560.45    42013.32 17140626.97    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF 10916520.72 16919266.89  9305143.68 12506102.54 10618656.66 17225273.00    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF  8241701.35  5126289.71  6985859.52 13696151.22    ko15.CDF    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    72346.82    94411.76    38481.41    72966.56    26091.68    58142.88    wt15.CDF    wt16.CDF    wt19.CDF    wt21.CDF    wt22.CDF    ko15.CDF    81602.23   115136.49   127449.24    50560.45    42013.32 17140626.97    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF 10916520.72 16919266.89  9305143.68 12506102.54 10618656.66 17225273.00    wt16.CDF    wt19.CDF    wt21.CDF    wt22.CDF 14486568.65  5126289.71  6985859.52 13696151.22    ko15.CDF    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    72346.82    94411.76    38481.41    72966.56    26091.68    58142.88    wt15.CDF    wt16.CDF    wt18.CDF    wt21.CDF    wt22.CDF    ko15.CDF    81602.23   115136.49    54566.86    50560.45    42013.32 17140626.97    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF 10916520.72 16919266.89  9305143.68 12506102.54 10618656.66 17225273.00    wt16.CDF    wt18.CDF    wt21.CDF    wt22.CDF 14486568.65  8241701.35  6985859.52 13696151.22    ko15.CDF    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    72346.82    94411.76    38481.41    72966.56    26091.68    58142.88    wt15.CDF    wt16.CDF    wt18.CDF    wt19.CDF    wt22.CDF    ko15.CDF    81602.23   115136.49    54566.86   127449.24    42013.32 17140626.97    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF 10916520.72 16919266.89  9305143.68 12506102.54 10618656.66 17225273.00    wt16.CDF    wt18.CDF    wt19.CDF    wt22.CDF 14486568.65  8241701.35  5126289.71 13696151.22    ko15.CDF    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    72346.82    94411.76    38481.41    72966.56    26091.68    58142.88    wt15.CDF    wt16.CDF    wt18.CDF    wt19.CDF    wt21.CDF    ko15.CDF    81602.23   115136.49    54566.86   127449.24    50560.45 17140626.97    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF 10916520.72 16919266.89  9305143.68 12506102.54 10618656.66 17225273.00    wt16.CDF    wt18.CDF    wt19.CDF    wt21.CDF 14486568.65  8241701.35  5126289.71  6985859.52    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF    94411.76    38481.41    72966.56    26091.68    58142.88    81602.23    wt16.CDF    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF    ko16.CDF   115136.49    54566.86   127449.24    50560.45    42013.32 10916520.72    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF    wt16.CDF 16919266.89  9305143.68 12506102.54 10618656.66 17225273.00 14486568.65    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF  8241701.35  5126289.71  6985859.52 13696151.22    ko15.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF    72346.82    38481.41    72966.56    26091.68    58142.88    81602.23    wt16.CDF    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF    ko15.CDF   115136.49    54566.86   127449.24    50560.45    42013.32 17140626.97    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF    wt16.CDF 16919266.89  9305143.68 12506102.54 10618656.66 17225273.00 14486568.65    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF  8241701.35  5126289.71  6985859.52 13696151.22    ko15.CDF    ko16.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF    72346.82    94411.76    72966.56    26091.68    58142.88    81602.23    wt16.CDF    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF    ko15.CDF   115136.49    54566.86   127449.24    50560.45    42013.32 17140626.97    ko16.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF    wt16.CDF 10916520.72  9305143.68 12506102.54 10618656.66 17225273.00 14486568.65    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF  8241701.35  5126289.71  6985859.52 13696151.22    ko15.CDF    ko16.CDF    ko18.CDF    ko21.CDF    ko22.CDF    wt15.CDF    72346.82    94411.76    38481.41    26091.68    58142.88    81602.23    wt16.CDF    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF    ko15.CDF   115136.49    54566.86   127449.24    50560.45    42013.32 17140626.97    ko16.CDF    ko18.CDF    ko21.CDF    ko22.CDF    wt15.CDF    wt16.CDF 10916520.72 16919266.89 12506102.54 10618656.66 17225273.00 14486568.65    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF  8241701.35  5126289.71  6985859.52 13696151.22    ko15.CDF    ko16.CDF    ko18.CDF    ko19.CDF    ko22.CDF    wt15.CDF    72346.82    94411.76    38481.41    72966.56    58142.88    81602.23    wt16.CDF    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF    ko15.CDF   115136.49    54566.86   127449.24    50560.45    42013.32 17140626.97    ko16.CDF    ko18.CDF    ko19.CDF    ko22.CDF    wt15.CDF    wt16.CDF 10916520.72 16919266.89  9305143.68 10618656.66 17225273.00 14486568.65    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF  8241701.35  5126289.71  6985859.52 13696151.22    ko15.CDF    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    wt15.CDF    72346.82    94411.76    38481.41    72966.56    26091.68    81602.23    wt16.CDF    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF    ko15.CDF   115136.49    54566.86   127449.24    50560.45    42013.32 17140626.97    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    wt15.CDF    wt16.CDF 10916520.72 16919266.89  9305143.68 12506102.54 17225273.00 14486568.65    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF  8241701.35  5126289.71  6985859.52 13696151.22    ko15.CDF    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    72346.82    94411.76    38481.41    72966.56    26091.68    58142.88    wt16.CDF    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF    ko15.CDF   115136.49    54566.86   127449.24    50560.45    42013.32 17140626.97    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt16.CDF 10916520.72 16919266.89  9305143.68 12506102.54 10618656.66 14486568.65    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF  8241701.35  5126289.71  6985859.52 13696151.22    ko15.CDF    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    72346.82    94411.76    38481.41    72966.56    26091.68    58142.88    wt15.CDF    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF    ko15.CDF    81602.23    54566.86   127449.24    50560.45    42013.32 17140626.97    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF 10916520.72 16919266.89  9305143.68 12506102.54 10618656.66 17225273.00    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF  8241701.35  5126289.71  6985859.52 13696151.22    ko15.CDF    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    72346.82    94411.76    38481.41    72966.56    26091.68    58142.88    wt15.CDF    wt16.CDF    wt19.CDF    wt21.CDF    wt22.CDF    ko15.CDF    81602.23   115136.49   127449.24    50560.45    42013.32 17140626.97    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF 10916520.72 16919266.89  9305143.68 12506102.54 10618656.66 17225273.00    wt16.CDF    wt19.CDF    wt21.CDF    wt22.CDF 14486568.65  5126289.71  6985859.52 13696151.22    ko15.CDF    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    72346.82    94411.76    38481.41    72966.56    26091.68    58142.88    wt15.CDF    wt16.CDF    wt18.CDF    wt21.CDF    wt22.CDF    ko15.CDF    81602.23   115136.49    54566.86    50560.45    42013.32 17140626.97    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF 10916520.72 16919266.89  9305143.68 12506102.54 10618656.66 17225273.00    wt16.CDF    wt18.CDF    wt21.CDF    wt22.CDF 14486568.65  8241701.35  6985859.52 13696151.22    ko15.CDF    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    72346.82    94411.76    38481.41    72966.56    26091.68    58142.88    wt15.CDF    wt16.CDF    wt18.CDF    wt19.CDF    wt22.CDF    ko15.CDF    81602.23   115136.49    54566.86   127449.24    42013.32 17140626.97    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF 10916520.72 16919266.89  9305143.68 12506102.54 10618656.66 17225273.00    wt16.CDF    wt18.CDF    wt19.CDF    wt22.CDF 14486568.65  8241701.35  5126289.71 13696151.22    ko15.CDF    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    72346.82    94411.76    38481.41    72966.56    26091.68    58142.88    wt15.CDF    wt16.CDF    wt18.CDF    wt19.CDF    wt21.CDF    ko15.CDF    81602.23   115136.49    54566.86   127449.24    50560.45 17140626.97    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF 10916520.72 16919266.89  9305143.68 12506102.54 10618656.66 17225273.00    wt16.CDF    wt18.CDF    wt19.CDF    wt21.CDF 14486568.65  8241701.35  5126289.71  6985859.52    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF    94411.76    38481.41    72966.56    26091.68    58142.88    81602.23    wt16.CDF    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF    ko16.CDF   115136.49    54566.86   127449.24    50560.45    42013.32 10916520.72    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF    wt16.CDF 16919266.89  9305143.68 12506102.54 10618656.66 17225273.00 14486568.65    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF  8241701.35  5126289.71  6985859.52 13696151.22    ko15.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF    72346.82    38481.41    72966.56    26091.68    58142.88    81602.23    wt16.CDF    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF    ko15.CDF   115136.49    54566.86   127449.24    50560.45    42013.32 17140626.97    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF    wt16.CDF 16919266.89  9305143.68 12506102.54 10618656.66 17225273.00 14486568.65    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF  8241701.35  5126289.71  6985859.52 13696151.22    ko15.CDF    ko16.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF    72346.82    94411.76    72966.56    26091.68    58142.88    81602.23    wt16.CDF    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF    ko15.CDF   115136.49    54566.86   127449.24    50560.45    42013.32 17140626.97    ko16.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF    wt16.CDF 10916520.72  9305143.68 12506102.54 10618656.66 17225273.00 14486568.65    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF  8241701.35  5126289.71  6985859.52 13696151.22    ko15.CDF    ko16.CDF    ko18.CDF    ko21.CDF    ko22.CDF    wt15.CDF    72346.82    94411.76    38481.41    26091.68    58142.88    81602.23    wt16.CDF    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF    ko15.CDF   115136.49    54566.86   127449.24    50560.45    42013.32 17140626.97    ko16.CDF    ko18.CDF    ko21.CDF    ko22.CDF    wt15.CDF    wt16.CDF 10916520.72 16919266.89 12506102.54 10618656.66 17225273.00 14486568.65    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF  8241701.35  5126289.71  6985859.52 13696151.22    ko15.CDF    ko16.CDF    ko18.CDF    ko19.CDF    ko22.CDF    wt15.CDF    72346.82    94411.76    38481.41    72966.56    58142.88    81602.23    wt16.CDF    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF    ko15.CDF   115136.49    54566.86   127449.24    50560.45    42013.32 17140626.97    ko16.CDF    ko18.CDF    ko19.CDF    ko22.CDF    wt15.CDF    wt16.CDF 10916520.72 16919266.89  9305143.68 10618656.66 17225273.00 14486568.65    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF  8241701.35  5126289.71  6985859.52 13696151.22    ko15.CDF    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    wt15.CDF    72346.82    94411.76    38481.41    72966.56    26091.68    81602.23    wt16.CDF    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF    ko15.CDF   115136.49    54566.86   127449.24    50560.45    42013.32 17140626.97    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    wt15.CDF    wt16.CDF 10916520.72 16919266.89  9305143.68 12506102.54 17225273.00 14486568.65    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF  8241701.35  5126289.71  6985859.52 13696151.22    ko15.CDF    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    72346.82    94411.76    38481.41    72966.56    26091.68    58142.88    wt16.CDF    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF    ko15.CDF   115136.49    54566.86   127449.24    50560.45    42013.32 17140626.97    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt16.CDF 10916520.72 16919266.89  9305143.68 12506102.54 10618656.66 14486568.65    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF  8241701.35  5126289.71  6985859.52 13696151.22    ko15.CDF    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    72346.82    94411.76    38481.41    72966.56    26091.68    58142.88    wt15.CDF    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF    ko15.CDF    81602.23    54566.86   127449.24    50560.45    42013.32 17140626.97    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF 10916520.72 16919266.89  9305143.68 12506102.54 10618656.66 17225273.00    wt18.CDF    wt19.CDF    wt21.CDF    wt22.CDF  8241701.35  5126289.71  6985859.52 13696151.22    ko15.CDF    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    72346.82    94411.76    38481.41    72966.56    26091.68    58142.88    wt15.CDF    wt16.CDF    wt19.CDF    wt21.CDF    wt22.CDF    ko15.CDF    81602.23   115136.49   127449.24    50560.45    42013.32 17140626.97    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF 10916520.72 16919266.89  9305143.68 12506102.54 10618656.66 17225273.00    wt16.CDF    wt19.CDF    wt21.CDF    wt22.CDF 14486568.65  5126289.71  6985859.52 13696151.22    ko15.CDF    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    72346.82    94411.76    38481.41    72966.56    26091.68    58142.88    wt15.CDF    wt16.CDF    wt18.CDF    wt21.CDF    wt22.CDF    ko15.CDF    81602.23   115136.49    54566.86    50560.45    42013.32 17140626.97    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF 10916520.72 16919266.89  9305143.68 12506102.54 10618656.66 17225273.00    wt16.CDF    wt18.CDF    wt21.CDF    wt22.CDF 14486568.65  8241701.35  6985859.52 13696151.22    ko15.CDF    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    72346.82    94411.76    38481.41    72966.56    26091.68    58142.88    wt15.CDF    wt16.CDF    wt18.CDF    wt19.CDF    wt22.CDF    ko15.CDF    81602.23   115136.49    54566.86   127449.24    42013.32 17140626.97    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF 10916520.72 16919266.89  9305143.68 12506102.54 10618656.66 17225273.00    wt16.CDF    wt18.CDF    wt19.CDF    wt22.CDF 14486568.65  8241701.35  5126289.71 13696151.22    ko15.CDF    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    72346.82    94411.76    38481.41    72966.56    26091.68    58142.88    wt15.CDF    wt16.CDF    wt18.CDF    wt19.CDF    wt21.CDF    ko15.CDF    81602.23   115136.49    54566.86   127449.24    50560.45 17140626.97    ko16.CDF    ko18.CDF    ko19.CDF    ko21.CDF    ko22.CDF    wt15.CDF 10916520.72 16919266.89  9305143.68 12506102.54 10618656.66 17225273.00    wt16.CDF    wt18.CDF    wt19.CDF    wt21.CDF 14486568.65  8241701.35  5126289.71  6985859.52 Imputing along margin 1 (features/rows).Imputing along margin 1 (features/rows).Imputing along margin 1 (features/rows).Imputing along margin 2 (samples/columns).Imputing along margin 2 (samples/columns).Imputing along margin 2 (samples/columns).Imputing along margin 2 (samples/columns).Imputing along margin 2 (samples/columns).Imputing along margin 2 (samples/columns).Imputing along margin 2 (samples/columns).[1] 325618.6Imputing along margin 2 (samples/columns).[1] 325618.6Imputing along margin 2 (samples/columns).[1] 325618.6  ko16.CDF   ko18.CDF   ko19.CDF   ko21.CDF   ko22.CDF   wt15.CDF   wt16.CDF   94411.76   38481.41   72966.56   58587.34   58142.88   81602.23  115136.49   wt18.CDF   wt19.CDF   wt21.CDF   wt22.CDF   ko16.CDF   ko18.CDF   ko19.CDF   54566.86  127449.24   50560.45   42013.32 5313736.07 5169558.20 7452279.54   ko21.CDF   ko22.CDF   wt15.CDF   wt16.CDF   wt18.CDF   wt19.CDF   wt21.CDF 5226126.17 4014433.05 1911758.59 2480645.88 2330748.24 5126289.71 1934690.85   wt22.CDF 2796465.49   ko15.CDF   ko18.CDF   ko19.CDF   ko21.CDF   ko22.CDF   wt15.CDF   wt16.CDF   72346.82   38481.41   72966.56   58587.34   58142.88   81602.23  115136.49   wt18.CDF   wt19.CDF   wt21.CDF   wt22.CDF   ko15.CDF   ko18.CDF   ko19.CDF   54566.86  127449.24   50560.45   42013.32 4700903.22 5169558.20 7452279.54   ko21.CDF   ko22.CDF   wt15.CDF   wt16.CDF   wt18.CDF   wt19.CDF   wt21.CDF 5226126.17 4014433.05 1911758.59 2480645.88 2330748.24 5126289.71 1934690.85   wt22.CDF 2796465.49   ko15.CDF   ko16.CDF   ko19.CDF   ko21.CDF   ko22.CDF   wt15.CDF   wt16.CDF   72346.82   94411.76   72966.56   58587.34   58142.88   81602.23  115136.49   wt18.CDF   wt19.CDF   wt21.CDF   wt22.CDF   ko15.CDF   ko16.CDF   ko19.CDF   54566.86  127449.24   50560.45   42013.32 4700903.22 5313736.07 7452279.54   ko21.CDF   ko22.CDF   wt15.CDF   wt16.CDF   wt18.CDF   wt19.CDF   wt21.CDF 5226126.17 4014433.05 1911758.59 2480645.88 2330748.24 5126289.71 1934690.85   wt22.CDF 2796465.49   ko15.CDF   ko16.CDF   ko18.CDF   ko21.CDF   ko22.CDF   wt15.CDF   wt16.CDF   72346.82   94411.76   38481.41   58587.34   58142.88   81602.23  115136.49   wt18.CDF   wt19.CDF   wt21.CDF   wt22.CDF   ko15.CDF   ko16.CDF   ko18.CDF   54566.86  127449.24   50560.45   42013.32 4700903.22 5313736.07 5169558.20   ko21.CDF   ko22.CDF   wt15.CDF   wt16.CDF   wt18.CDF   wt19.CDF   wt21.CDF 5226126.17 4014433.05 1911758.59 2480645.88 2330748.24 5126289.71 1934690.85   wt22.CDF 2796465.49   ko15.CDF   ko16.CDF   ko18.CDF   ko19.CDF   ko22.CDF   wt15.CDF   wt16.CDF   72346.82   94411.76   38481.41   72966.56   58142.88   81602.23  115136.49   wt18.CDF   wt19.CDF   wt21.CDF   wt22.CDF   ko15.CDF   ko16.CDF   ko18.CDF   54566.86  127449.24   50560.45   42013.32 4700903.22 5313736.07 5169558.20   ko19.CDF   ko22.CDF   wt15.CDF   wt16.CDF   wt18.CDF   wt19.CDF   wt21.CDF 7452279.54 4014433.05 1911758.59 2480645.88 2330748.24 5126289.71 1934690.85   wt22.CDF 2796465.49   ko15.CDF   ko16.CDF   ko18.CDF   ko19.CDF   ko21.CDF   wt15.CDF   wt16.CDF   72346.82   94411.76   38481.41   72966.56   58587.34   81602.23  115136.49   wt18.CDF   wt19.CDF   wt21.CDF   wt22.CDF   ko15.CDF   ko16.CDF   ko18.CDF   54566.86  127449.24   50560.45   42013.32 4700903.22 5313736.07 5169558.20   ko19.CDF   ko21.CDF   wt15.CDF   wt16.CDF   wt18.CDF   wt19.CDF   wt21.CDF 7452279.54 5226126.17 1911758.59 2480645.88 2330748.24 5126289.71 1934690.85   wt22.CDF 2796465.49   ko15.CDF   ko16.CDF   ko18.CDF   ko19.CDF   ko21.CDF   ko22.CDF   wt16.CDF   72346.82   94411.76   38481.41   72966.56   58587.34   58142.88  115136.49   wt18.CDF   wt19.CDF   wt21.CDF   wt22.CDF   ko15.CDF   ko16.CDF   ko18.CDF   54566.86  127449.24   50560.45   42013.32 4700903.22 5313736.07 5169558.20   ko19.CDF   ko21.CDF   ko22.CDF   wt16.CDF   wt18.CDF   wt19.CDF   wt21.CDF 7452279.54 5226126.17 4014433.05 2480645.88 2330748.24 5126289.71 1934690.85   wt22.CDF 2796465.49   ko15.CDF   ko16.CDF   ko18.CDF   ko19.CDF   ko21.CDF   ko22.CDF   wt15.CDF   72346.82   94411.76   38481.41   72966.56   58587.34   58142.88   81602.23   wt18.CDF   wt19.CDF   wt21.CDF   wt22.CDF   ko15.CDF   ko16.CDF   ko18.CDF   54566.86  127449.24   50560.45   42013.32 4700903.22 5313736.07 5169558.20   ko19.CDF   ko21.CDF   ko22.CDF   wt15.CDF   wt18.CDF   wt19.CDF   wt21.CDF 7452279.54 5226126.17 4014433.05 1911758.59 2330748.24 5126289.71 1934690.85   wt22.CDF 2796465.49   ko15.CDF   ko16.CDF   ko18.CDF   ko19.CDF   ko21.CDF   ko22.CDF   wt15.CDF   72346.82   94411.76   38481.41   72966.56   58587.34   58142.88   81602.23   wt16.CDF   wt19.CDF   wt21.CDF   wt22.CDF   ko15.CDF   ko16.CDF   ko18.CDF  115136.49  127449.24   50560.45   42013.32 4700903.22 5313736.07 5169558.20   ko19.CDF   ko21.CDF   ko22.CDF   wt15.CDF   wt16.CDF   wt19.CDF   wt21.CDF 7452279.54 5226126.17 4014433.05 1911758.59 2480645.88 5126289.71 1934690.85   wt22.CDF 2796465.49   ko15.CDF   ko16.CDF   ko18.CDF   ko19.CDF   ko21.CDF   ko22.CDF   wt15.CDF   72346.82   94411.76   38481.41   72966.56   58587.34   58142.88   81602.23   wt16.CDF   wt18.CDF   wt21.CDF   wt22.CDF   ko15.CDF   ko16.CDF   ko18.CDF  115136.49   54566.86   50560.45   42013.32 4700903.22 5313736.07 5169558.20   ko19.CDF   ko21.CDF   ko22.CDF   wt15.CDF   wt16.CDF   wt18.CDF   wt21.CDF 7452279.54 5226126.17 4014433.05 1911758.59 2480645.88 2330748.24 1934690.85   wt22.CDF 2796465.49   ko15.CDF   ko16.CDF   ko18.CDF   ko19.CDF   ko21.CDF   ko22.CDF   wt15.CDF   72346.82   94411.76   38481.41   72966.56   58587.34   58142.88   81602.23   wt16.CDF   wt18.CDF   wt19.CDF   wt22.CDF   ko15.CDF   ko16.CDF   ko18.CDF  115136.49   54566.86  127449.24   42013.32 4700903.22 5313736.07 5169558.20   ko19.CDF   ko21.CDF   ko22.CDF   wt15.CDF   wt16.CDF   wt18.CDF   wt19.CDF 7452279.54 5226126.17 4014433.05 1911758.59 2480645.88 2330748.24 5126289.71   wt22.CDF 2796465.49   ko15.CDF   ko16.CDF   ko18.CDF   ko19.CDF   ko21.CDF   ko22.CDF   wt15.CDF   72346.82   94411.76   38481.41   72966.56   58587.34   58142.88   81602.23   wt16.CDF   wt18.CDF   wt19.CDF   wt21.CDF   ko15.CDF   ko16.CDF   ko18.CDF  115136.49   54566.86  127449.24   50560.45 4700903.22 5313736.07 5169558.20   ko19.CDF   ko21.CDF   ko22.CDF   wt15.CDF   wt16.CDF   wt18.CDF   wt19.CDF 7452279.54 5226126.17 4014433.05 1911758.59 2480645.88 2330748.24 5126289.71   wt21.CDF 1934690.85       FT001       FT003       FT004       FT005       FT006       FT007  1180288.24    54566.86   137260.97   300716.10   462770.82    86512.38       FT008       FT009       FT010       FT011       FT012       FT013    52101.92   109812.71    26091.68   143010.20  1038661.54  1018439.42       FT014       FT015       FT016       FT017       FT018       FT019  1099087.57   237881.42   195725.17    42013.32   323283.62    58142.88       FT020       FT021       FT022       FT023       FT024       FT025   330712.95   218937.90   342837.71  1458396.79    50560.45   314181.40       FT026       FT027       FT028       FT029       FT030       FT031   253511.85  1081022.16  1068470.75   527459.21   114232.29   267352.45       FT032       FT033       FT034       FT035       FT036       FT037    38481.41   157242.71   244934.14   237914.84   336390.35    94411.76       FT038       FT039       FT040       FT041       FT042       FT043   228156.79   131593.15   103368.25   503749.58   333228.80    94840.94       FT044       FT045       FT046       FT047       FT048       FT049   640553.97   138690.83   105774.28    89582.57   130434.06   230886.37       FT050       FT001       FT003       FT004       FT005       FT006   318183.57  2129885.09   451863.66   364299.51  1739516.56  1302065.34       FT007       FT008       FT009       FT010       FT011       FT012  1307135.87   265571.68   449023.81  1276600.76  2480645.88 17225273.00       FT013       FT014       FT015       FT016       FT017       FT018  2765093.32  3943470.50   401400.48  2674059.03   502256.84  1018511.62       FT019       FT020       FT021       FT022       FT023       FT024  4764196.37  1436402.20  1806238.39  5313736.07  3985784.55  1068664.36       FT025       FT026       FT027       FT028       FT029       FT030   840667.20   697359.77  2197153.52  3104302.53  1546956.00   264457.61       FT031       FT032       FT033       FT034       FT035       FT036   910711.42   568575.98   330179.80  8241701.35  1199152.63  1609450.61       FT037       FT038       FT039       FT040       FT041       FT042   401395.42   700293.28  5228030.43   482915.83  1201007.35  6910890.11       FT043       FT044       FT045       FT046       FT047       FT048   512005.80  1641637.87   430999.82  7452279.54  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT004       FT005       FT006       FT007  1180288.24    92590.27   137260.97   300716.10   462770.82    86512.38       FT008       FT009       FT010       FT011       FT012       FT013    52101.92   109812.71    26091.68   143010.20  1038661.54  1018439.42       FT014       FT015       FT016       FT017       FT018       FT019  1099087.57   237881.42   195725.17    42013.32   323283.62    58142.88       FT020       FT021       FT022       FT023       FT024       FT025   330712.95   218937.90   342837.71  1458396.79    50560.45   314181.40       FT026       FT027       FT028       FT029       FT030       FT031   253511.85  1081022.16  1068470.75   527459.21   114232.29   267352.45       FT032       FT033       FT034       FT035       FT036       FT037    38481.41   157242.71   244934.14   237914.84   336390.35    94411.76       FT038       FT039       FT040       FT041       FT042       FT043   228156.79   131593.15   103368.25   503749.58   333228.80    94840.94       FT044       FT045       FT046       FT047       FT048       FT049   640553.97   138690.83   105774.28    89582.57   130434.06   230886.37       FT050       FT001       FT002       FT004       FT005       FT006   318183.57  2129885.09   289500.67   364299.51  1739516.56  1302065.34       FT007       FT008       FT009       FT010       FT011       FT012  1307135.87   265571.68   449023.81  1276600.76  2480645.88 17225273.00       FT013       FT014       FT015       FT016       FT017       FT018  2765093.32  3943470.50   401400.48  2674059.03   502256.84  1018511.62       FT019       FT020       FT021       FT022       FT023       FT024  4764196.37  1436402.20  1806238.39  5313736.07  3985784.55  1068664.36       FT025       FT026       FT027       FT028       FT029       FT030   840667.20   697359.77  2197153.52  3104302.53  1546956.00   264457.61       FT031       FT032       FT033       FT034       FT035       FT036   910711.42   568575.98   330179.80  8241701.35  1199152.63  1609450.61       FT037       FT038       FT039       FT040       FT041       FT042   401395.42   700293.28  5228030.43   482915.83  1201007.35  6910890.11       FT043       FT044       FT045       FT046       FT047       FT048   512005.80  1641637.87   430999.82  7452279.54  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT005       FT006       FT007  1180288.24    92590.27    54566.86   300716.10   462770.82    86512.38       FT008       FT009       FT010       FT011       FT012       FT013    52101.92   109812.71    26091.68   143010.20  1038661.54  1018439.42       FT014       FT015       FT016       FT017       FT018       FT019  1099087.57   237881.42   195725.17    42013.32   323283.62    58142.88       FT020       FT021       FT022       FT023       FT024       FT025   330712.95   218937.90   342837.71  1458396.79    50560.45   314181.40       FT026       FT027       FT028       FT029       FT030       FT031   253511.85  1081022.16  1068470.75   527459.21   114232.29   267352.45       FT032       FT033       FT034       FT035       FT036       FT037    38481.41   157242.71   244934.14   237914.84   336390.35    94411.76       FT038       FT039       FT040       FT041       FT042       FT043   228156.79   131593.15   103368.25   503749.58   333228.80    94840.94       FT044       FT045       FT046       FT047       FT048       FT049   640553.97   138690.83   105774.28    89582.57   130434.06   230886.37       FT050       FT001       FT002       FT003       FT005       FT006   318183.57  2129885.09   289500.67   451863.66  1739516.56  1302065.34       FT007       FT008       FT009       FT010       FT011       FT012  1307135.87   265571.68   449023.81  1276600.76  2480645.88 17225273.00       FT013       FT014       FT015       FT016       FT017       FT018  2765093.32  3943470.50   401400.48  2674059.03   502256.84  1018511.62       FT019       FT020       FT021       FT022       FT023       FT024  4764196.37  1436402.20  1806238.39  5313736.07  3985784.55  1068664.36       FT025       FT026       FT027       FT028       FT029       FT030   840667.20   697359.77  2197153.52  3104302.53  1546956.00   264457.61       FT031       FT032       FT033       FT034       FT035       FT036   910711.42   568575.98   330179.80  8241701.35  1199152.63  1609450.61       FT037       FT038       FT039       FT040       FT041       FT042   401395.42   700293.28  5228030.43   482915.83  1201007.35  6910890.11       FT043       FT044       FT045       FT046       FT047       FT048   512005.80  1641637.87   430999.82  7452279.54  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT004       FT006       FT007  1180288.24    92590.27    54566.86   137260.97   462770.82    86512.38       FT008       FT009       FT010       FT011       FT012       FT013    52101.92   109812.71    26091.68   143010.20  1038661.54  1018439.42       FT014       FT015       FT016       FT017       FT018       FT019  1099087.57   237881.42   195725.17    42013.32   323283.62    58142.88       FT020       FT021       FT022       FT023       FT024       FT025   330712.95   218937.90   342837.71  1458396.79    50560.45   314181.40       FT026       FT027       FT028       FT029       FT030       FT031   253511.85  1081022.16  1068470.75   527459.21   114232.29   267352.45       FT032       FT033       FT034       FT035       FT036       FT037    38481.41   157242.71   244934.14   237914.84   336390.35    94411.76       FT038       FT039       FT040       FT041       FT042       FT043   228156.79   131593.15   103368.25   503749.58   333228.80    94840.94       FT044       FT045       FT046       FT047       FT048       FT049   640553.97   138690.83   105774.28    89582.57   130434.06   230886.37       FT050       FT001       FT002       FT003       FT004       FT006   318183.57  2129885.09   289500.67   451863.66   364299.51  1302065.34       FT007       FT008       FT009       FT010       FT011       FT012  1307135.87   265571.68   449023.81  1276600.76  2480645.88 17225273.00       FT013       FT014       FT015       FT016       FT017       FT018  2765093.32  3943470.50   401400.48  2674059.03   502256.84  1018511.62       FT019       FT020       FT021       FT022       FT023       FT024  4764196.37  1436402.20  1806238.39  5313736.07  3985784.55  1068664.36       FT025       FT026       FT027       FT028       FT029       FT030   840667.20   697359.77  2197153.52  3104302.53  1546956.00   264457.61       FT031       FT032       FT033       FT034       FT035       FT036   910711.42   568575.98   330179.80  8241701.35  1199152.63  1609450.61       FT037       FT038       FT039       FT040       FT041       FT042   401395.42   700293.28  5228030.43   482915.83  1201007.35  6910890.11       FT043       FT044       FT045       FT046       FT047       FT048   512005.80  1641637.87   430999.82  7452279.54  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT004       FT005       FT007  1180288.24    92590.27    54566.86   137260.97   300716.10    86512.38       FT008       FT009       FT010       FT011       FT012       FT013    52101.92   109812.71    26091.68   143010.20  1038661.54  1018439.42       FT014       FT015       FT016       FT017       FT018       FT019  1099087.57   237881.42   195725.17    42013.32   323283.62    58142.88       FT020       FT021       FT022       FT023       FT024       FT025   330712.95   218937.90   342837.71  1458396.79    50560.45   314181.40       FT026       FT027       FT028       FT029       FT030       FT031   253511.85  1081022.16  1068470.75   527459.21   114232.29   267352.45       FT032       FT033       FT034       FT035       FT036       FT037    38481.41   157242.71   244934.14   237914.84   336390.35    94411.76       FT038       FT039       FT040       FT041       FT042       FT043   228156.79   131593.15   103368.25   503749.58   333228.80    94840.94       FT044       FT045       FT046       FT047       FT048       FT049   640553.97   138690.83   105774.28    89582.57   130434.06   230886.37       FT050       FT001       FT002       FT003       FT004       FT005   318183.57  2129885.09   289500.67   451863.66   364299.51  1739516.56       FT007       FT008       FT009       FT010       FT011       FT012  1307135.87   265571.68   449023.81  1276600.76  2480645.88 17225273.00       FT013       FT014       FT015       FT016       FT017       FT018  2765093.32  3943470.50   401400.48  2674059.03   502256.84  1018511.62       FT019       FT020       FT021       FT022       FT023       FT024  4764196.37  1436402.20  1806238.39  5313736.07  3985784.55  1068664.36       FT025       FT026       FT027       FT028       FT029       FT030   840667.20   697359.77  2197153.52  3104302.53  1546956.00   264457.61       FT031       FT032       FT033       FT034       FT035       FT036   910711.42   568575.98   330179.80  8241701.35  1199152.63  1609450.61       FT037       FT038       FT039       FT040       FT041       FT042   401395.42   700293.28  5228030.43   482915.83  1201007.35  6910890.11       FT043       FT044       FT045       FT046       FT047       FT048   512005.80  1641637.87   430999.82  7452279.54  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT004       FT005       FT006  1180288.24    92590.27    54566.86   137260.97   300716.10   462770.82       FT008       FT009       FT010       FT011       FT012       FT013    52101.92   109812.71    26091.68   143010.20  1038661.54  1018439.42       FT014       FT015       FT016       FT017       FT018       FT019  1099087.57   237881.42   195725.17    42013.32   323283.62    58142.88       FT020       FT021       FT022       FT023       FT024       FT025   330712.95   218937.90   342837.71  1458396.79    50560.45   314181.40       FT026       FT027       FT028       FT029       FT030       FT031   253511.85  1081022.16  1068470.75   527459.21   114232.29   267352.45       FT032       FT033       FT034       FT035       FT036       FT037    38481.41   157242.71   244934.14   237914.84   336390.35    94411.76       FT038       FT039       FT040       FT041       FT042       FT043   228156.79   131593.15   103368.25   503749.58   333228.80    94840.94       FT044       FT045       FT046       FT047       FT048       FT049   640553.97   138690.83   105774.28    89582.57   130434.06   230886.37       FT050       FT001       FT002       FT003       FT004       FT005   318183.57  2129885.09   289500.67   451863.66   364299.51  1739516.56       FT006       FT008       FT009       FT010       FT011       FT012  1302065.34   265571.68   449023.81  1276600.76  2480645.88 17225273.00       FT013       FT014       FT015       FT016       FT017       FT018  2765093.32  3943470.50   401400.48  2674059.03   502256.84  1018511.62       FT019       FT020       FT021       FT022       FT023       FT024  4764196.37  1436402.20  1806238.39  5313736.07  3985784.55  1068664.36       FT025       FT026       FT027       FT028       FT029       FT030   840667.20   697359.77  2197153.52  3104302.53  1546956.00   264457.61       FT031       FT032       FT033       FT034       FT035       FT036   910711.42   568575.98   330179.80  8241701.35  1199152.63  1609450.61       FT037       FT038       FT039       FT040       FT041       FT042   401395.42   700293.28  5228030.43   482915.83  1201007.35  6910890.11       FT043       FT044       FT045       FT046       FT047       FT048   512005.80  1641637.87   430999.82  7452279.54  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT004       FT005       FT006  1180288.24    92590.27    54566.86   137260.97   300716.10   462770.82       FT007       FT009       FT010       FT011       FT012       FT013    86512.38   109812.71    26091.68   143010.20  1038661.54  1018439.42       FT014       FT015       FT016       FT017       FT018       FT019  1099087.57   237881.42   195725.17    42013.32   323283.62    58142.88       FT020       FT021       FT022       FT023       FT024       FT025   330712.95   218937.90   342837.71  1458396.79    50560.45   314181.40       FT026       FT027       FT028       FT029       FT030       FT031   253511.85  1081022.16  1068470.75   527459.21   114232.29   267352.45       FT032       FT033       FT034       FT035       FT036       FT037    38481.41   157242.71   244934.14   237914.84   336390.35    94411.76       FT038       FT039       FT040       FT041       FT042       FT043   228156.79   131593.15   103368.25   503749.58   333228.80    94840.94       FT044       FT045       FT046       FT047       FT048       FT049   640553.97   138690.83   105774.28    89582.57   130434.06   230886.37       FT050       FT001       FT002       FT003       FT004       FT005   318183.57  2129885.09   289500.67   451863.66   364299.51  1739516.56       FT006       FT007       FT009       FT010       FT011       FT012  1302065.34  1307135.87   449023.81  1276600.76  2480645.88 17225273.00       FT013       FT014       FT015       FT016       FT017       FT018  2765093.32  3943470.50   401400.48  2674059.03   502256.84  1018511.62       FT019       FT020       FT021       FT022       FT023       FT024  4764196.37  1436402.20  1806238.39  5313736.07  3985784.55  1068664.36       FT025       FT026       FT027       FT028       FT029       FT030   840667.20   697359.77  2197153.52  3104302.53  1546956.00   264457.61       FT031       FT032       FT033       FT034       FT035       FT036   910711.42   568575.98   330179.80  8241701.35  1199152.63  1609450.61       FT037       FT038       FT039       FT040       FT041       FT042   401395.42   700293.28  5228030.43   482915.83  1201007.35  6910890.11       FT043       FT044       FT045       FT046       FT047       FT048   512005.80  1641637.87   430999.82  7452279.54  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT004       FT005       FT006  1180288.24    92590.27    54566.86   137260.97   300716.10   462770.82       FT007       FT008       FT010       FT011       FT012       FT013    86512.38    52101.92    26091.68   143010.20  1038661.54  1018439.42       FT014       FT015       FT016       FT017       FT018       FT019  1099087.57   237881.42   195725.17    42013.32   323283.62    58142.88       FT020       FT021       FT022       FT023       FT024       FT025   330712.95   218937.90   342837.71  1458396.79    50560.45   314181.40       FT026       FT027       FT028       FT029       FT030       FT031   253511.85  1081022.16  1068470.75   527459.21   114232.29   267352.45       FT032       FT033       FT034       FT035       FT036       FT037    38481.41   157242.71   244934.14   237914.84   336390.35    94411.76       FT038       FT039       FT040       FT041       FT042       FT043   228156.79   131593.15   103368.25   503749.58   333228.80    94840.94       FT044       FT045       FT046       FT047       FT048       FT049   640553.97   138690.83   105774.28    89582.57   130434.06   230886.37       FT050       FT001       FT002       FT003       FT004       FT005   318183.57  2129885.09   289500.67   451863.66   364299.51  1739516.56       FT006       FT007       FT008       FT010       FT011       FT012  1302065.34  1307135.87   265571.68  1276600.76  2480645.88 17225273.00       FT013       FT014       FT015       FT016       FT017       FT018  2765093.32  3943470.50   401400.48  2674059.03   502256.84  1018511.62       FT019       FT020       FT021       FT022       FT023       FT024  4764196.37  1436402.20  1806238.39  5313736.07  3985784.55  1068664.36       FT025       FT026       FT027       FT028       FT029       FT030   840667.20   697359.77  2197153.52  3104302.53  1546956.00   264457.61       FT031       FT032       FT033       FT034       FT035       FT036   910711.42   568575.98   330179.80  8241701.35  1199152.63  1609450.61       FT037       FT038       FT039       FT040       FT041       FT042   401395.42   700293.28  5228030.43   482915.83  1201007.35  6910890.11       FT043       FT044       FT045       FT046       FT047       FT048   512005.80  1641637.87   430999.82  7452279.54  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT004       FT005       FT006  1180288.24    92590.27    54566.86   137260.97   300716.10   462770.82       FT007       FT008       FT009       FT010       FT012       FT013    86512.38    52101.92   109812.71    26091.68  1038661.54  1018439.42       FT014       FT015       FT016       FT017       FT018       FT019  1099087.57   237881.42   195725.17    42013.32   323283.62    58142.88       FT020       FT021       FT022       FT023       FT024       FT025   330712.95   218937.90   342837.71  1458396.79    50560.45   314181.40       FT026       FT027       FT028       FT029       FT030       FT031   253511.85  1081022.16  1068470.75   527459.21   114232.29   267352.45       FT032       FT033       FT034       FT035       FT036       FT037    38481.41   157242.71   244934.14   237914.84   336390.35    94411.76       FT038       FT039       FT040       FT041       FT042       FT043   228156.79   131593.15   103368.25   503749.58   333228.80    94840.94       FT044       FT045       FT046       FT047       FT048       FT049   640553.97   138690.83   105774.28    89582.57   130434.06   230886.37       FT050       FT001       FT002       FT003       FT004       FT005   318183.57  2129885.09   289500.67   451863.66   364299.51  1739516.56       FT006       FT007       FT008       FT009       FT010       FT012  1302065.34  1307135.87   265571.68   449023.81  1276600.76 17225273.00       FT013       FT014       FT015       FT016       FT017       FT018  2765093.32  3943470.50   401400.48  2674059.03   502256.84  1018511.62       FT019       FT020       FT021       FT022       FT023       FT024  4764196.37  1436402.20  1806238.39  5313736.07  3985784.55  1068664.36       FT025       FT026       FT027       FT028       FT029       FT030   840667.20   697359.77  2197153.52  3104302.53  1546956.00   264457.61       FT031       FT032       FT033       FT034       FT035       FT036   910711.42   568575.98   330179.80  8241701.35  1199152.63  1609450.61       FT037       FT038       FT039       FT040       FT041       FT042   401395.42   700293.28  5228030.43   482915.83  1201007.35  6910890.11       FT043       FT044       FT045       FT046       FT047       FT048   512005.80  1641637.87   430999.82  7452279.54  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT004       FT005       FT006  1180288.24    92590.27    54566.86   137260.97   300716.10   462770.82       FT007       FT008       FT009       FT010       FT011       FT012    86512.38    52101.92   109812.71    26091.68   143010.20  1038661.54       FT013       FT014       FT016       FT017       FT018       FT019  1018439.42  1099087.57   195725.17    42013.32   323283.62    58142.88       FT020       FT021       FT022       FT023       FT024       FT025   330712.95   218937.90   342837.71  1458396.79    50560.45   314181.40       FT026       FT027       FT028       FT029       FT030       FT031   253511.85  1081022.16  1068470.75   527459.21   114232.29   267352.45       FT032       FT033       FT034       FT035       FT036       FT037    38481.41   157242.71   244934.14   237914.84   336390.35    94411.76       FT038       FT039       FT040       FT041       FT042       FT043   228156.79   131593.15   103368.25   503749.58   333228.80    94840.94       FT044       FT045       FT046       FT047       FT048       FT049   640553.97   138690.83   105774.28    89582.57   130434.06   230886.37       FT050       FT001       FT002       FT003       FT004       FT005   318183.57  2129885.09   289500.67   451863.66   364299.51  1739516.56       FT006       FT007       FT008       FT009       FT010       FT011  1302065.34  1307135.87   265571.68   449023.81  1276600.76  2480645.88       FT012       FT013       FT014       FT016       FT017       FT018 17225273.00  2765093.32  3943470.50  2674059.03   502256.84  1018511.62       FT019       FT020       FT021       FT022       FT023       FT024  4764196.37  1436402.20  1806238.39  5313736.07  3985784.55  1068664.36       FT025       FT026       FT027       FT028       FT029       FT030   840667.20   697359.77  2197153.52  3104302.53  1546956.00   264457.61       FT031       FT032       FT033       FT034       FT035       FT036   910711.42   568575.98   330179.80  8241701.35  1199152.63  1609450.61       FT037       FT038       FT039       FT040       FT041       FT042   401395.42   700293.28  5228030.43   482915.83  1201007.35  6910890.11       FT043       FT044       FT045       FT046       FT047       FT048   512005.80  1641637.87   430999.82  7452279.54  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT004       FT005       FT006  1180288.24    92590.27    54566.86   137260.97   300716.10   462770.82       FT007       FT008       FT009       FT010       FT011       FT012    86512.38    52101.92   109812.71    26091.68   143010.20  1038661.54       FT013       FT014       FT015       FT016       FT018       FT019  1018439.42  1099087.57   237881.42   195725.17   323283.62    58142.88       FT020       FT021       FT022       FT023       FT024       FT025   330712.95   218937.90   342837.71  1458396.79    50560.45   314181.40       FT026       FT027       FT028       FT029       FT030       FT031   253511.85  1081022.16  1068470.75   527459.21   114232.29   267352.45       FT032       FT033       FT034       FT035       FT036       FT037    38481.41   157242.71   244934.14   237914.84   336390.35    94411.76       FT038       FT039       FT040       FT041       FT042       FT043   228156.79   131593.15   103368.25   503749.58   333228.80    94840.94       FT044       FT045       FT046       FT047       FT048       FT049   640553.97   138690.83   105774.28    89582.57   130434.06   230886.37       FT050       FT001       FT002       FT003       FT004       FT005   318183.57  2129885.09   289500.67   451863.66   364299.51  1739516.56       FT006       FT007       FT008       FT009       FT010       FT011  1302065.34  1307135.87   265571.68   449023.81  1276600.76  2480645.88       FT012       FT013       FT014       FT015       FT016       FT018 17225273.00  2765093.32  3943470.50   401400.48  2674059.03  1018511.62       FT019       FT020       FT021       FT022       FT023       FT024  4764196.37  1436402.20  1806238.39  5313736.07  3985784.55  1068664.36       FT025       FT026       FT027       FT028       FT029       FT030   840667.20   697359.77  2197153.52  3104302.53  1546956.00   264457.61       FT031       FT032       FT033       FT034       FT035       FT036   910711.42   568575.98   330179.80  8241701.35  1199152.63  1609450.61       FT037       FT038       FT039       FT040       FT041       FT042   401395.42   700293.28  5228030.43   482915.83  1201007.35  6910890.11       FT043       FT044       FT045       FT046       FT047       FT048   512005.80  1641637.87   430999.82  7452279.54  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT004       FT005       FT006  1180288.24    92590.27    54566.86   137260.97   300716.10   462770.82       FT007       FT008       FT009       FT010       FT011       FT012    86512.38    52101.92   109812.71    26091.68   143010.20  1038661.54       FT013       FT014       FT015       FT016       FT017       FT018  1018439.42  1099087.57   237881.42   195725.17    42013.32   323283.62       FT020       FT021       FT022       FT023       FT024       FT025   330712.95   218937.90   342837.71  1458396.79    50560.45   314181.40       FT026       FT027       FT028       FT029       FT030       FT031   253511.85  1081022.16  1068470.75   527459.21   114232.29   267352.45       FT032       FT033       FT034       FT035       FT036       FT037    38481.41   157242.71   244934.14   237914.84   336390.35    94411.76       FT038       FT039       FT040       FT041       FT042       FT043   228156.79   131593.15   103368.25   503749.58   333228.80    94840.94       FT044       FT045       FT046       FT047       FT048       FT049   640553.97   138690.83   105774.28    89582.57   130434.06   230886.37       FT050       FT001       FT002       FT003       FT004       FT005   318183.57  2129885.09   289500.67   451863.66   364299.51  1739516.56       FT006       FT007       FT008       FT009       FT010       FT011  1302065.34  1307135.87   265571.68   449023.81  1276600.76  2480645.88       FT012       FT013       FT014       FT015       FT016       FT017 17225273.00  2765093.32  3943470.50   401400.48  2674059.03   502256.84       FT018       FT020       FT021       FT022       FT023       FT024  1018511.62  1436402.20  1806238.39  5313736.07  3985784.55  1068664.36       FT025       FT026       FT027       FT028       FT029       FT030   840667.20   697359.77  2197153.52  3104302.53  1546956.00   264457.61       FT031       FT032       FT033       FT034       FT035       FT036   910711.42   568575.98   330179.80  8241701.35  1199152.63  1609450.61       FT037       FT038       FT039       FT040       FT041       FT042   401395.42   700293.28  5228030.43   482915.83  1201007.35  6910890.11       FT043       FT044       FT045       FT046       FT047       FT048   512005.80  1641637.87   430999.82  7452279.54  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT004       FT005       FT006  1180288.24    92590.27    54566.86   137260.97   300716.10   462770.82       FT007       FT008       FT009       FT010       FT011       FT012    86512.38    52101.92   109812.71    26091.68   143010.20  1038661.54       FT013       FT014       FT015       FT016       FT017       FT018  1018439.42  1099087.57   237881.42   195725.17    42013.32   323283.62       FT019       FT020       FT022       FT023       FT024       FT025    58142.88   330712.95   342837.71  1458396.79    50560.45   314181.40       FT026       FT027       FT028       FT029       FT030       FT031   253511.85  1081022.16  1068470.75   527459.21   114232.29   267352.45       FT032       FT033       FT034       FT035       FT036       FT037    38481.41   157242.71   244934.14   237914.84   336390.35    94411.76       FT038       FT039       FT040       FT041       FT042       FT043   228156.79   131593.15   103368.25   503749.58   333228.80    94840.94       FT044       FT045       FT046       FT047       FT048       FT049   640553.97   138690.83   105774.28    89582.57   130434.06   230886.37       FT050       FT001       FT002       FT003       FT004       FT005   318183.57  2129885.09   289500.67   451863.66   364299.51  1739516.56       FT006       FT007       FT008       FT009       FT010       FT011  1302065.34  1307135.87   265571.68   449023.81  1276600.76  2480645.88       FT012       FT013       FT014       FT015       FT016       FT017 17225273.00  2765093.32  3943470.50   401400.48  2674059.03   502256.84       FT018       FT019       FT020       FT022       FT023       FT024  1018511.62  4764196.37  1436402.20  5313736.07  3985784.55  1068664.36       FT025       FT026       FT027       FT028       FT029       FT030   840667.20   697359.77  2197153.52  3104302.53  1546956.00   264457.61       FT031       FT032       FT033       FT034       FT035       FT036   910711.42   568575.98   330179.80  8241701.35  1199152.63  1609450.61       FT037       FT038       FT039       FT040       FT041       FT042   401395.42   700293.28  5228030.43   482915.83  1201007.35  6910890.11       FT043       FT044       FT045       FT046       FT047       FT048   512005.80  1641637.87   430999.82  7452279.54  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT004       FT005       FT006  1180288.24    92590.27    54566.86   137260.97   300716.10   462770.82       FT007       FT008       FT009       FT010       FT011       FT012    86512.38    52101.92   109812.71    26091.68   143010.20  1038661.54       FT013       FT014       FT015       FT016       FT017       FT018  1018439.42  1099087.57   237881.42   195725.17    42013.32   323283.62       FT019       FT020       FT021       FT023       FT024       FT025    58142.88   330712.95   218937.90  1458396.79    50560.45   314181.40       FT026       FT027       FT028       FT029       FT030       FT031   253511.85  1081022.16  1068470.75   527459.21   114232.29   267352.45       FT032       FT033       FT034       FT035       FT036       FT037    38481.41   157242.71   244934.14   237914.84   336390.35    94411.76       FT038       FT039       FT040       FT041       FT042       FT043   228156.79   131593.15   103368.25   503749.58   333228.80    94840.94       FT044       FT045       FT046       FT047       FT048       FT049   640553.97   138690.83   105774.28    89582.57   130434.06   230886.37       FT050       FT001       FT002       FT003       FT004       FT005   318183.57  2129885.09   289500.67   451863.66   364299.51  1739516.56       FT006       FT007       FT008       FT009       FT010       FT011  1302065.34  1307135.87   265571.68   449023.81  1276600.76  2480645.88       FT012       FT013       FT014       FT015       FT016       FT017 17225273.00  2765093.32  3943470.50   401400.48  2674059.03   502256.84       FT018       FT019       FT020       FT021       FT023       FT024  1018511.62  4764196.37  1436402.20  1806238.39  3985784.55  1068664.36       FT025       FT026       FT027       FT028       FT029       FT030   840667.20   697359.77  2197153.52  3104302.53  1546956.00   264457.61       FT031       FT032       FT033       FT034       FT035       FT036   910711.42   568575.98   330179.80  8241701.35  1199152.63  1609450.61       FT037       FT038       FT039       FT040       FT041       FT042   401395.42   700293.28  5228030.43   482915.83  1201007.35  6910890.11       FT043       FT044       FT045       FT046       FT047       FT048   512005.80  1641637.87   430999.82  7452279.54  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT004       FT005       FT006  1180288.24    92590.27    54566.86   137260.97   300716.10   462770.82       FT007       FT008       FT009       FT010       FT011       FT012    86512.38    52101.92   109812.71    26091.68   143010.20  1038661.54       FT013       FT014       FT015       FT016       FT017       FT018  1018439.42  1099087.57   237881.42   195725.17    42013.32   323283.62       FT019       FT020       FT021       FT022       FT023       FT025    58142.88   330712.95   218937.90   342837.71  1458396.79   314181.40       FT026       FT027       FT028       FT029       FT030       FT031   253511.85  1081022.16  1068470.75   527459.21   114232.29   267352.45       FT032       FT033       FT034       FT035       FT036       FT037    38481.41   157242.71   244934.14   237914.84   336390.35    94411.76       FT038       FT039       FT040       FT041       FT042       FT043   228156.79   131593.15   103368.25   503749.58   333228.80    94840.94       FT044       FT045       FT046       FT047       FT048       FT049   640553.97   138690.83   105774.28    89582.57   130434.06   230886.37       FT050       FT001       FT002       FT003       FT004       FT005   318183.57  2129885.09   289500.67   451863.66   364299.51  1739516.56       FT006       FT007       FT008       FT009       FT010       FT011  1302065.34  1307135.87   265571.68   449023.81  1276600.76  2480645.88       FT012       FT013       FT014       FT015       FT016       FT017 17225273.00  2765093.32  3943470.50   401400.48  2674059.03   502256.84       FT018       FT019       FT020       FT021       FT022       FT023  1018511.62  4764196.37  1436402.20  1806238.39  5313736.07  3985784.55       FT025       FT026       FT027       FT028       FT029       FT030   840667.20   697359.77  2197153.52  3104302.53  1546956.00   264457.61       FT031       FT032       FT033       FT034       FT035       FT036   910711.42   568575.98   330179.80  8241701.35  1199152.63  1609450.61       FT037       FT038       FT039       FT040       FT041       FT042   401395.42   700293.28  5228030.43   482915.83  1201007.35  6910890.11       FT043       FT044       FT045       FT046       FT047       FT048   512005.80  1641637.87   430999.82  7452279.54  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT004       FT005       FT006  1180288.24    92590.27    54566.86   137260.97   300716.10   462770.82       FT007       FT008       FT009       FT010       FT011       FT012    86512.38    52101.92   109812.71    26091.68   143010.20  1038661.54       FT013       FT014       FT015       FT016       FT017       FT018  1018439.42  1099087.57   237881.42   195725.17    42013.32   323283.62       FT019       FT020       FT021       FT022       FT023       FT024    58142.88   330712.95   218937.90   342837.71  1458396.79    50560.45       FT026       FT027       FT028       FT029       FT030       FT031   253511.85  1081022.16  1068470.75   527459.21   114232.29   267352.45       FT032       FT033       FT034       FT035       FT036       FT037    38481.41   157242.71   244934.14   237914.84   336390.35    94411.76       FT038       FT039       FT040       FT041       FT042       FT043   228156.79   131593.15   103368.25   503749.58   333228.80    94840.94       FT044       FT045       FT046       FT047       FT048       FT049   640553.97   138690.83   105774.28    89582.57   130434.06   230886.37       FT050       FT001       FT002       FT003       FT004       FT005   318183.57  2129885.09   289500.67   451863.66   364299.51  1739516.56       FT006       FT007       FT008       FT009       FT010       FT011  1302065.34  1307135.87   265571.68   449023.81  1276600.76  2480645.88       FT012       FT013       FT014       FT015       FT016       FT017 17225273.00  2765093.32  3943470.50   401400.48  2674059.03   502256.84       FT018       FT019       FT020       FT021       FT022       FT023  1018511.62  4764196.37  1436402.20  1806238.39  5313736.07  3985784.55       FT024       FT026       FT027       FT028       FT029       FT030  1068664.36   697359.77  2197153.52  3104302.53  1546956.00   264457.61       FT031       FT032       FT033       FT034       FT035       FT036   910711.42   568575.98   330179.80  8241701.35  1199152.63  1609450.61       FT037       FT038       FT039       FT040       FT041       FT042   401395.42   700293.28  5228030.43   482915.83  1201007.35  6910890.11       FT043       FT044       FT045       FT046       FT047       FT048   512005.80  1641637.87   430999.82  7452279.54  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT004       FT005       FT006  1180288.24    92590.27    54566.86   137260.97   300716.10   462770.82       FT007       FT008       FT009       FT010       FT011       FT012    86512.38    52101.92   109812.71    26091.68   143010.20  1038661.54       FT013       FT014       FT015       FT016       FT017       FT018  1018439.42  1099087.57   237881.42   195725.17    42013.32   323283.62       FT019       FT020       FT021       FT022       FT023       FT024    58142.88   330712.95   218937.90   342837.71  1458396.79    50560.45       FT025       FT027       FT028       FT029       FT030       FT031   314181.40  1081022.16  1068470.75   527459.21   114232.29   267352.45       FT032       FT033       FT034       FT035       FT036       FT037    38481.41   157242.71   244934.14   237914.84   336390.35    94411.76       FT038       FT039       FT040       FT041       FT042       FT043   228156.79   131593.15   103368.25   503749.58   333228.80    94840.94       FT044       FT045       FT046       FT047       FT048       FT049   640553.97   138690.83   105774.28    89582.57   130434.06   230886.37       FT050       FT001       FT002       FT003       FT004       FT005   318183.57  2129885.09   289500.67   451863.66   364299.51  1739516.56       FT006       FT007       FT008       FT009       FT010       FT011  1302065.34  1307135.87   265571.68   449023.81  1276600.76  2480645.88       FT012       FT013       FT014       FT015       FT016       FT017 17225273.00  2765093.32  3943470.50   401400.48  2674059.03   502256.84       FT018       FT019       FT020       FT021       FT022       FT023  1018511.62  4764196.37  1436402.20  1806238.39  5313736.07  3985784.55       FT024       FT025       FT027       FT028       FT029       FT030  1068664.36   840667.20  2197153.52  3104302.53  1546956.00   264457.61       FT031       FT032       FT033       FT034       FT035       FT036   910711.42   568575.98   330179.80  8241701.35  1199152.63  1609450.61       FT037       FT038       FT039       FT040       FT041       FT042   401395.42   700293.28  5228030.43   482915.83  1201007.35  6910890.11       FT043       FT044       FT045       FT046       FT047       FT048   512005.80  1641637.87   430999.82  7452279.54  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT004       FT005       FT006  1180288.24    92590.27    54566.86   137260.97   300716.10   462770.82       FT007       FT008       FT009       FT010       FT011       FT012    86512.38    52101.92   109812.71    26091.68   143010.20  1038661.54       FT013       FT014       FT015       FT016       FT017       FT018  1018439.42  1099087.57   237881.42   195725.17    42013.32   323283.62       FT019       FT020       FT021       FT022       FT023       FT024    58142.88   330712.95   218937.90   342837.71  1458396.79    50560.45       FT025       FT026       FT028       FT029       FT030       FT031   314181.40   253511.85  1068470.75   527459.21   114232.29   267352.45       FT032       FT033       FT034       FT035       FT036       FT037    38481.41   157242.71   244934.14   237914.84   336390.35    94411.76       FT038       FT039       FT040       FT041       FT042       FT043   228156.79   131593.15   103368.25   503749.58   333228.80    94840.94       FT044       FT045       FT046       FT047       FT048       FT049   640553.97   138690.83   105774.28    89582.57   130434.06   230886.37       FT050       FT001       FT002       FT003       FT004       FT005   318183.57  2129885.09   289500.67   451863.66   364299.51  1739516.56       FT006       FT007       FT008       FT009       FT010       FT011  1302065.34  1307135.87   265571.68   449023.81  1276600.76  2480645.88       FT012       FT013       FT014       FT015       FT016       FT017 17225273.00  2765093.32  3943470.50   401400.48  2674059.03   502256.84       FT018       FT019       FT020       FT021       FT022       FT023  1018511.62  4764196.37  1436402.20  1806238.39  5313736.07  3985784.55       FT024       FT025       FT026       FT028       FT029       FT030  1068664.36   840667.20   697359.77  3104302.53  1546956.00   264457.61       FT031       FT032       FT033       FT034       FT035       FT036   910711.42   568575.98   330179.80  8241701.35  1199152.63  1609450.61       FT037       FT038       FT039       FT040       FT041       FT042   401395.42   700293.28  5228030.43   482915.83  1201007.35  6910890.11       FT043       FT044       FT045       FT046       FT047       FT048   512005.80  1641637.87   430999.82  7452279.54  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT004       FT005       FT006  1180288.24    92590.27    54566.86   137260.97   300716.10   462770.82       FT007       FT008       FT009       FT010       FT011       FT012    86512.38    52101.92   109812.71    26091.68   143010.20  1038661.54       FT013       FT014       FT015       FT016       FT017       FT018  1018439.42  1099087.57   237881.42   195725.17    42013.32   323283.62       FT019       FT020       FT021       FT022       FT023       FT024    58142.88   330712.95   218937.90   342837.71  1458396.79    50560.45       FT025       FT026       FT027       FT028       FT029       FT031   314181.40   253511.85  1081022.16  1068470.75   527459.21   267352.45       FT032       FT033       FT034       FT035       FT036       FT037    38481.41   157242.71   244934.14   237914.84   336390.35    94411.76       FT038       FT039       FT040       FT041       FT042       FT043   228156.79   131593.15   103368.25   503749.58   333228.80    94840.94       FT044       FT045       FT046       FT047       FT048       FT049   640553.97   138690.83   105774.28    89582.57   130434.06   230886.37       FT050       FT001       FT002       FT003       FT004       FT005   318183.57  2129885.09   289500.67   451863.66   364299.51  1739516.56       FT006       FT007       FT008       FT009       FT010       FT011  1302065.34  1307135.87   265571.68   449023.81  1276600.76  2480645.88       FT012       FT013       FT014       FT015       FT016       FT017 17225273.00  2765093.32  3943470.50   401400.48  2674059.03   502256.84       FT018       FT019       FT020       FT021       FT022       FT023  1018511.62  4764196.37  1436402.20  1806238.39  5313736.07  3985784.55       FT024       FT025       FT026       FT027       FT028       FT029  1068664.36   840667.20   697359.77  2197153.52  3104302.53  1546956.00       FT031       FT032       FT033       FT034       FT035       FT036   910711.42   568575.98   330179.80  8241701.35  1199152.63  1609450.61       FT037       FT038       FT039       FT040       FT041       FT042   401395.42   700293.28  5228030.43   482915.83  1201007.35  6910890.11       FT043       FT044       FT045       FT046       FT047       FT048   512005.80  1641637.87   430999.82  7452279.54  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT004       FT005       FT006  1180288.24    92590.27    54566.86   137260.97   300716.10   462770.82       FT007       FT008       FT009       FT010       FT011       FT012    86512.38    52101.92   109812.71    26091.68   143010.20  1038661.54       FT013       FT014       FT015       FT016       FT017       FT018  1018439.42  1099087.57   237881.42   195725.17    42013.32   323283.62       FT019       FT020       FT021       FT022       FT023       FT024    58142.88   330712.95   218937.90   342837.71  1458396.79    50560.45       FT025       FT026       FT027       FT028       FT029       FT030   314181.40   253511.85  1081022.16  1068470.75   527459.21   114232.29       FT031       FT033       FT034       FT035       FT036       FT037   267352.45   157242.71   244934.14   237914.84   336390.35    94411.76       FT038       FT039       FT040       FT041       FT042       FT043   228156.79   131593.15   103368.25   503749.58   333228.80    94840.94       FT044       FT045       FT046       FT047       FT048       FT049   640553.97   138690.83   105774.28    89582.57   130434.06   230886.37       FT050       FT001       FT002       FT003       FT004       FT005   318183.57  2129885.09   289500.67   451863.66   364299.51  1739516.56       FT006       FT007       FT008       FT009       FT010       FT011  1302065.34  1307135.87   265571.68   449023.81  1276600.76  2480645.88       FT012       FT013       FT014       FT015       FT016       FT017 17225273.00  2765093.32  3943470.50   401400.48  2674059.03   502256.84       FT018       FT019       FT020       FT021       FT022       FT023  1018511.62  4764196.37  1436402.20  1806238.39  5313736.07  3985784.55       FT024       FT025       FT026       FT027       FT028       FT029  1068664.36   840667.20   697359.77  2197153.52  3104302.53  1546956.00       FT030       FT031       FT033       FT034       FT035       FT036   264457.61   910711.42   330179.80  8241701.35  1199152.63  1609450.61       FT037       FT038       FT039       FT040       FT041       FT042   401395.42   700293.28  5228030.43   482915.83  1201007.35  6910890.11       FT043       FT044       FT045       FT046       FT047       FT048   512005.80  1641637.87   430999.82  7452279.54  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT004       FT005       FT006  1180288.24    92590.27    54566.86   137260.97   300716.10   462770.82       FT007       FT008       FT009       FT010       FT011       FT012    86512.38    52101.92   109812.71    26091.68   143010.20  1038661.54       FT013       FT014       FT015       FT016       FT017       FT018  1018439.42  1099087.57   237881.42   195725.17    42013.32   323283.62       FT019       FT020       FT021       FT022       FT023       FT024    58142.88   330712.95   218937.90   342837.71  1458396.79    50560.45       FT025       FT026       FT027       FT028       FT029       FT030   314181.40   253511.85  1081022.16  1068470.75   527459.21   114232.29       FT031       FT032       FT034       FT035       FT036       FT037   267352.45    38481.41   244934.14   237914.84   336390.35    94411.76       FT038       FT039       FT040       FT041       FT042       FT043   228156.79   131593.15   103368.25   503749.58   333228.80    94840.94       FT044       FT045       FT046       FT047       FT048       FT049   640553.97   138690.83   105774.28    89582.57   130434.06   230886.37       FT050       FT001       FT002       FT003       FT004       FT005   318183.57  2129885.09   289500.67   451863.66   364299.51  1739516.56       FT006       FT007       FT008       FT009       FT010       FT011  1302065.34  1307135.87   265571.68   449023.81  1276600.76  2480645.88       FT012       FT013       FT014       FT015       FT016       FT017 17225273.00  2765093.32  3943470.50   401400.48  2674059.03   502256.84       FT018       FT019       FT020       FT021       FT022       FT023  1018511.62  4764196.37  1436402.20  1806238.39  5313736.07  3985784.55       FT024       FT025       FT026       FT027       FT028       FT029  1068664.36   840667.20   697359.77  2197153.52  3104302.53  1546956.00       FT030       FT031       FT032       FT034       FT035       FT036   264457.61   910711.42   568575.98  8241701.35  1199152.63  1609450.61       FT037       FT038       FT039       FT040       FT041       FT042   401395.42   700293.28  5228030.43   482915.83  1201007.35  6910890.11       FT043       FT044       FT045       FT046       FT047       FT048   512005.80  1641637.87   430999.82  7452279.54  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT004       FT005       FT006  1180288.24    92590.27    54566.86   137260.97   300716.10   462770.82       FT007       FT008       FT009       FT010       FT011       FT012    86512.38    52101.92   109812.71    26091.68   143010.20  1038661.54       FT013       FT014       FT015       FT016       FT017       FT018  1018439.42  1099087.57   237881.42   195725.17    42013.32   323283.62       FT019       FT020       FT021       FT022       FT023       FT024    58142.88   330712.95   218937.90   342837.71  1458396.79    50560.45       FT025       FT026       FT027       FT028       FT029       FT030   314181.40   253511.85  1081022.16  1068470.75   527459.21   114232.29       FT031       FT032       FT033       FT034       FT035       FT037   267352.45    38481.41   157242.71   244934.14   237914.84    94411.76       FT038       FT039       FT040       FT041       FT042       FT043   228156.79   131593.15   103368.25   503749.58   333228.80    94840.94       FT044       FT045       FT046       FT047       FT048       FT049   640553.97   138690.83   105774.28    89582.57   130434.06   230886.37       FT050       FT001       FT002       FT003       FT004       FT005   318183.57  2129885.09   289500.67   451863.66   364299.51  1739516.56       FT006       FT007       FT008       FT009       FT010       FT011  1302065.34  1307135.87   265571.68   449023.81  1276600.76  2480645.88       FT012       FT013       FT014       FT015       FT016       FT017 17225273.00  2765093.32  3943470.50   401400.48  2674059.03   502256.84       FT018       FT019       FT020       FT021       FT022       FT023  1018511.62  4764196.37  1436402.20  1806238.39  5313736.07  3985784.55       FT024       FT025       FT026       FT027       FT028       FT029  1068664.36   840667.20   697359.77  2197153.52  3104302.53  1546956.00       FT030       FT031       FT032       FT033       FT034       FT035   264457.61   910711.42   568575.98   330179.80  8241701.35  1199152.63       FT037       FT038       FT039       FT040       FT041       FT042   401395.42   700293.28  5228030.43   482915.83  1201007.35  6910890.11       FT043       FT044       FT045       FT046       FT047       FT048   512005.80  1641637.87   430999.82  7452279.54  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT004       FT005       FT006  1180288.24    92590.27    54566.86   137260.97   300716.10   462770.82       FT007       FT008       FT009       FT010       FT011       FT012    86512.38    52101.92   109812.71    26091.68   143010.20  1038661.54       FT013       FT014       FT015       FT016       FT017       FT018  1018439.42  1099087.57   237881.42   195725.17    42013.32   323283.62       FT019       FT020       FT021       FT022       FT023       FT024    58142.88   330712.95   218937.90   342837.71  1458396.79    50560.45       FT025       FT026       FT027       FT028       FT029       FT030   314181.40   253511.85  1081022.16  1068470.75   527459.21   114232.29       FT031       FT032       FT033       FT034       FT035       FT036   267352.45    38481.41   157242.71   244934.14   237914.84   336390.35       FT038       FT039       FT040       FT041       FT042       FT043   228156.79   131593.15   103368.25   503749.58   333228.80    94840.94       FT044       FT045       FT046       FT047       FT048       FT049   640553.97   138690.83   105774.28    89582.57   130434.06   230886.37       FT050       FT001       FT002       FT003       FT004       FT005   318183.57  2129885.09   289500.67   451863.66   364299.51  1739516.56       FT006       FT007       FT008       FT009       FT010       FT011  1302065.34  1307135.87   265571.68   449023.81  1276600.76  2480645.88       FT012       FT013       FT014       FT015       FT016       FT017 17225273.00  2765093.32  3943470.50   401400.48  2674059.03   502256.84       FT018       FT019       FT020       FT021       FT022       FT023  1018511.62  4764196.37  1436402.20  1806238.39  5313736.07  3985784.55       FT024       FT025       FT026       FT027       FT028       FT029  1068664.36   840667.20   697359.77  2197153.52  3104302.53  1546956.00       FT030       FT031       FT032       FT033       FT034       FT035   264457.61   910711.42   568575.98   330179.80  8241701.35  1199152.63       FT036       FT038       FT039       FT040       FT041       FT042  1609450.61   700293.28  5228030.43   482915.83  1201007.35  6910890.11       FT043       FT044       FT045       FT046       FT047       FT048   512005.80  1641637.87   430999.82  7452279.54  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT004       FT005       FT006  1180288.24    92590.27    54566.86   137260.97   300716.10   462770.82       FT007       FT008       FT009       FT010       FT011       FT012    86512.38    52101.92   109812.71    26091.68   143010.20  1038661.54       FT013       FT014       FT015       FT016       FT017       FT018  1018439.42  1099087.57   237881.42   195725.17    42013.32   323283.62       FT019       FT020       FT021       FT022       FT023       FT024    58142.88   330712.95   218937.90   342837.71  1458396.79    50560.45       FT025       FT026       FT027       FT028       FT029       FT030   314181.40   253511.85  1081022.16  1068470.75   527459.21   114232.29       FT031       FT032       FT033       FT034       FT035       FT036   267352.45    38481.41   157242.71   244934.14   237914.84   336390.35       FT037       FT039       FT040       FT041       FT042       FT043    94411.76   131593.15   103368.25   503749.58   333228.80    94840.94       FT044       FT045       FT046       FT047       FT048       FT049   640553.97   138690.83   105774.28    89582.57   130434.06   230886.37       FT050       FT001       FT002       FT003       FT004       FT005   318183.57  2129885.09   289500.67   451863.66   364299.51  1739516.56       FT006       FT007       FT008       FT009       FT010       FT011  1302065.34  1307135.87   265571.68   449023.81  1276600.76  2480645.88       FT012       FT013       FT014       FT015       FT016       FT017 17225273.00  2765093.32  3943470.50   401400.48  2674059.03   502256.84       FT018       FT019       FT020       FT021       FT022       FT023  1018511.62  4764196.37  1436402.20  1806238.39  5313736.07  3985784.55       FT024       FT025       FT026       FT027       FT028       FT029  1068664.36   840667.20   697359.77  2197153.52  3104302.53  1546956.00       FT030       FT031       FT032       FT033       FT034       FT035   264457.61   910711.42   568575.98   330179.80  8241701.35  1199152.63       FT036       FT037       FT039       FT040       FT041       FT042  1609450.61   401395.42  5228030.43   482915.83  1201007.35  6910890.11       FT043       FT044       FT045       FT046       FT047       FT048   512005.80  1641637.87   430999.82  7452279.54  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT004       FT005       FT006  1180288.24    92590.27    54566.86   137260.97   300716.10   462770.82       FT007       FT008       FT009       FT010       FT011       FT012    86512.38    52101.92   109812.71    26091.68   143010.20  1038661.54       FT013       FT014       FT015       FT016       FT017       FT018  1018439.42  1099087.57   237881.42   195725.17    42013.32   323283.62       FT019       FT020       FT021       FT022       FT023       FT024    58142.88   330712.95   218937.90   342837.71  1458396.79    50560.45       FT025       FT026       FT027       FT028       FT029       FT030   314181.40   253511.85  1081022.16  1068470.75   527459.21   114232.29       FT031       FT032       FT033       FT034       FT035       FT036   267352.45    38481.41   157242.71   244934.14   237914.84   336390.35       FT037       FT038       FT039       FT040       FT042       FT043    94411.76   228156.79   131593.15   103368.25   333228.80    94840.94       FT044       FT045       FT046       FT047       FT048       FT049   640553.97   138690.83   105774.28    89582.57   130434.06   230886.37       FT050       FT001       FT002       FT003       FT004       FT005   318183.57  2129885.09   289500.67   451863.66   364299.51  1739516.56       FT006       FT007       FT008       FT009       FT010       FT011  1302065.34  1307135.87   265571.68   449023.81  1276600.76  2480645.88       FT012       FT013       FT014       FT015       FT016       FT017 17225273.00  2765093.32  3943470.50   401400.48  2674059.03   502256.84       FT018       FT019       FT020       FT021       FT022       FT023  1018511.62  4764196.37  1436402.20  1806238.39  5313736.07  3985784.55       FT024       FT025       FT026       FT027       FT028       FT029  1068664.36   840667.20   697359.77  2197153.52  3104302.53  1546956.00       FT030       FT031       FT032       FT033       FT034       FT035   264457.61   910711.42   568575.98   330179.80  8241701.35  1199152.63       FT036       FT037       FT038       FT039       FT040       FT042  1609450.61   401395.42   700293.28  5228030.43   482915.83  6910890.11       FT043       FT044       FT045       FT046       FT047       FT048   512005.80  1641637.87   430999.82  7452279.54  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT004       FT005       FT006  1180288.24    92590.27    54566.86   137260.97   300716.10   462770.82       FT007       FT008       FT009       FT010       FT011       FT012    86512.38    52101.92   109812.71    26091.68   143010.20  1038661.54       FT013       FT014       FT015       FT016       FT017       FT018  1018439.42  1099087.57   237881.42   195725.17    42013.32   323283.62       FT019       FT020       FT021       FT022       FT023       FT024    58142.88   330712.95   218937.90   342837.71  1458396.79    50560.45       FT025       FT026       FT027       FT028       FT029       FT030   314181.40   253511.85  1081022.16  1068470.75   527459.21   114232.29       FT031       FT032       FT033       FT034       FT035       FT036   267352.45    38481.41   157242.71   244934.14   237914.84   336390.35       FT037       FT038       FT039       FT040       FT041       FT042    94411.76   228156.79   131593.15   103368.25   503749.58   333228.80       FT043       FT045       FT046       FT047       FT048       FT049    94840.94   138690.83   105774.28    89582.57   130434.06   230886.37       FT050       FT001       FT002       FT003       FT004       FT005   318183.57  2129885.09   289500.67   451863.66   364299.51  1739516.56       FT006       FT007       FT008       FT009       FT010       FT011  1302065.34  1307135.87   265571.68   449023.81  1276600.76  2480645.88       FT012       FT013       FT014       FT015       FT016       FT017 17225273.00  2765093.32  3943470.50   401400.48  2674059.03   502256.84       FT018       FT019       FT020       FT021       FT022       FT023  1018511.62  4764196.37  1436402.20  1806238.39  5313736.07  3985784.55       FT024       FT025       FT026       FT027       FT028       FT029  1068664.36   840667.20   697359.77  2197153.52  3104302.53  1546956.00       FT030       FT031       FT032       FT033       FT034       FT035   264457.61   910711.42   568575.98   330179.80  8241701.35  1199152.63       FT036       FT037       FT038       FT039       FT040       FT041  1609450.61   401395.42   700293.28  5228030.43   482915.83  1201007.35       FT042       FT043       FT045       FT046       FT047       FT048  6910890.11   512005.80   430999.82  7452279.54  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT004       FT005       FT006  1180288.24    92590.27    54566.86   137260.97   300716.10   462770.82       FT007       FT008       FT009       FT010       FT011       FT012    86512.38    52101.92   109812.71    26091.68   143010.20  1038661.54       FT013       FT014       FT015       FT016       FT017       FT018  1018439.42  1099087.57   237881.42   195725.17    42013.32   323283.62       FT019       FT020       FT021       FT022       FT023       FT024    58142.88   330712.95   218937.90   342837.71  1458396.79    50560.45       FT025       FT026       FT027       FT028       FT029       FT030   314181.40   253511.85  1081022.16  1068470.75   527459.21   114232.29       FT031       FT032       FT033       FT034       FT035       FT036   267352.45    38481.41   157242.71   244934.14   237914.84   336390.35       FT037       FT038       FT039       FT040       FT041       FT042    94411.76   228156.79   131593.15   103368.25   503749.58   333228.80       FT043       FT044       FT046       FT047       FT048       FT049    94840.94   640553.97   105774.28    89582.57   130434.06   230886.37       FT050       FT001       FT002       FT003       FT004       FT005   318183.57  2129885.09   289500.67   451863.66   364299.51  1739516.56       FT006       FT007       FT008       FT009       FT010       FT011  1302065.34  1307135.87   265571.68   449023.81  1276600.76  2480645.88       FT012       FT013       FT014       FT015       FT016       FT017 17225273.00  2765093.32  3943470.50   401400.48  2674059.03   502256.84       FT018       FT019       FT020       FT021       FT022       FT023  1018511.62  4764196.37  1436402.20  1806238.39  5313736.07  3985784.55       FT024       FT025       FT026       FT027       FT028       FT029  1068664.36   840667.20   697359.77  2197153.52  3104302.53  1546956.00       FT030       FT031       FT032       FT033       FT034       FT035   264457.61   910711.42   568575.98   330179.80  8241701.35  1199152.63       FT036       FT037       FT038       FT039       FT040       FT041  1609450.61   401395.42   700293.28  5228030.43   482915.83  1201007.35       FT042       FT043       FT044       FT046       FT047       FT048  6910890.11   512005.80  1641637.87  7452279.54  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT004       FT005       FT006  1180288.24    92590.27    54566.86   137260.97   300716.10   462770.82       FT007       FT008       FT009       FT010       FT011       FT012    86512.38    52101.92   109812.71    26091.68   143010.20  1038661.54       FT013       FT014       FT015       FT016       FT017       FT018  1018439.42  1099087.57   237881.42   195725.17    42013.32   323283.62       FT019       FT020       FT021       FT022       FT023       FT024    58142.88   330712.95   218937.90   342837.71  1458396.79    50560.45       FT025       FT026       FT027       FT028       FT029       FT030   314181.40   253511.85  1081022.16  1068470.75   527459.21   114232.29       FT031       FT032       FT033       FT034       FT035       FT036   267352.45    38481.41   157242.71   244934.14   237914.84   336390.35       FT037       FT038       FT039       FT040       FT041       FT042    94411.76   228156.79   131593.15   103368.25   503749.58   333228.80       FT043       FT044       FT045       FT047       FT048       FT049    94840.94   640553.97   138690.83    89582.57   130434.06   230886.37       FT050       FT001       FT002       FT003       FT004       FT005   318183.57  2129885.09   289500.67   451863.66   364299.51  1739516.56       FT006       FT007       FT008       FT009       FT010       FT011  1302065.34  1307135.87   265571.68   449023.81  1276600.76  2480645.88       FT012       FT013       FT014       FT015       FT016       FT017 17225273.00  2765093.32  3943470.50   401400.48  2674059.03   502256.84       FT018       FT019       FT020       FT021       FT022       FT023  1018511.62  4764196.37  1436402.20  1806238.39  5313736.07  3985784.55       FT024       FT025       FT026       FT027       FT028       FT029  1068664.36   840667.20   697359.77  2197153.52  3104302.53  1546956.00       FT030       FT031       FT032       FT033       FT034       FT035   264457.61   910711.42   568575.98   330179.80  8241701.35  1199152.63       FT036       FT037       FT038       FT039       FT040       FT041  1609450.61   401395.42   700293.28  5228030.43   482915.83  1201007.35       FT042       FT043       FT044       FT045       FT047       FT048  6910890.11   512005.80  1641637.87   430999.82  1636669.03  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT004       FT005       FT006  1180288.24    92590.27    54566.86   137260.97   300716.10   462770.82       FT007       FT008       FT009       FT010       FT011       FT012    86512.38    52101.92   109812.71    26091.68   143010.20  1038661.54       FT013       FT014       FT015       FT016       FT017       FT018  1018439.42  1099087.57   237881.42   195725.17    42013.32   323283.62       FT019       FT020       FT021       FT022       FT023       FT024    58142.88   330712.95   218937.90   342837.71  1458396.79    50560.45       FT025       FT026       FT027       FT028       FT029       FT030   314181.40   253511.85  1081022.16  1068470.75   527459.21   114232.29       FT031       FT032       FT033       FT034       FT035       FT036   267352.45    38481.41   157242.71   244934.14   237914.84   336390.35       FT037       FT038       FT039       FT040       FT041       FT042    94411.76   228156.79   131593.15   103368.25   503749.58   333228.80       FT043       FT044       FT045       FT046       FT048       FT049    94840.94   640553.97   138690.83   105774.28   130434.06   230886.37       FT050       FT001       FT002       FT003       FT004       FT005   318183.57  2129885.09   289500.67   451863.66   364299.51  1739516.56       FT006       FT007       FT008       FT009       FT010       FT011  1302065.34  1307135.87   265571.68   449023.81  1276600.76  2480645.88       FT012       FT013       FT014       FT015       FT016       FT017 17225273.00  2765093.32  3943470.50   401400.48  2674059.03   502256.84       FT018       FT019       FT020       FT021       FT022       FT023  1018511.62  4764196.37  1436402.20  1806238.39  5313736.07  3985784.55       FT024       FT025       FT026       FT027       FT028       FT029  1068664.36   840667.20   697359.77  2197153.52  3104302.53  1546956.00       FT030       FT031       FT032       FT033       FT034       FT035   264457.61   910711.42   568575.98   330179.80  8241701.35  1199152.63       FT036       FT037       FT038       FT039       FT040       FT041  1609450.61   401395.42   700293.28  5228030.43   482915.83  1201007.35       FT042       FT043       FT044       FT045       FT046       FT048  6910890.11   512005.80  1641637.87   430999.82  7452279.54  4381724.84       FT049       FT050   501318.57   687435.02       FT001       FT002       FT003       FT004       FT005       FT006  1180288.24    92590.27    54566.86   137260.97   300716.10   462770.82       FT007       FT008       FT009       FT010       FT011       FT012    86512.38    52101.92   109812.71    26091.68   143010.20  1038661.54       FT013       FT014       FT015       FT016       FT017       FT018  1018439.42  1099087.57   237881.42   195725.17    42013.32   323283.62       FT019       FT020       FT021       FT022       FT023       FT024    58142.88   330712.95   218937.90   342837.71  1458396.79    50560.45       FT025       FT026       FT027       FT028       FT029       FT030   314181.40   253511.85  1081022.16  1068470.75   527459.21   114232.29       FT031       FT032       FT033       FT034       FT035       FT036   267352.45    38481.41   157242.71   244934.14   237914.84   336390.35       FT037       FT038       FT039       FT040       FT041       FT042    94411.76   228156.79   131593.15   103368.25   503749.58   333228.80       FT043       FT044       FT045       FT046       FT047       FT049    94840.94   640553.97   138690.83   105774.28    89582.57   230886.37       FT050       FT001       FT002       FT003       FT004       FT005   318183.57  2129885.09   289500.67   451863.66   364299.51  1739516.56       FT006       FT007       FT008       FT009       FT010       FT011  1302065.34  1307135.87   265571.68   449023.81  1276600.76  2480645.88       FT012       FT013       FT014       FT015       FT016       FT017 17225273.00  2765093.32  3943470.50   401400.48  2674059.03   502256.84       FT018       FT019       FT020       FT021       FT022       FT023  1018511.62  4764196.37  1436402.20  1806238.39  5313736.07  3985784.55       FT024       FT025       FT026       FT027       FT028       FT029  1068664.36   840667.20   697359.77  2197153.52  3104302.53  1546956.00       FT030       FT031       FT032       FT033       FT034       FT035   264457.61   910711.42   568575.98   330179.80  8241701.35  1199152.63       FT036       FT037       FT038       FT039       FT040       FT041  1609450.61   401395.42   700293.28  5228030.43   482915.83  1201007.35       FT042       FT043       FT044       FT045       FT046       FT047  6910890.11   512005.80  1641637.87   430999.82  7452279.54  1636669.03       FT049       FT050   501318.57   687435.02 Imputing along margin 1 (features/rows).Missing value(s) in 'x'.12% of values are missing. Please consider missing value imputation.Performing NIPALS PCA...Missing value(s) in 'x'.12% of values are missing. Please consider missing value imputation.Performing NIPALS PCA...Calculating ICC...  |                                                                              |                                                                      |   0%  |                                                                              |=                                                                     |   2%  |                                                                              |===                                                                   |   4%  |                                                                              |====                                                                  |   6%  |                                                                              |======                                                                |   8%  |                                                                              |=======                                       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|======================================================================| 100%Calculating ICC...  |                                                                              |                                                                      |   0%  |                                                                              |=                                                                     |   2%  |                                                                              |===                                                                   |   4%  |                                                                              |====                                                                  |   6%  |                                                                              |======                                                                |   8%  |                                                                              |=======                           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|=============================================================         |  88%  |                                                                              |===============================================================       |  90%  |                                                                              |================================================================      |  92%  |                                                                              |==================================================================    |  94%  |                                                                              |===================================================================   |  96%  |                                                                              |===================================================================== |  98%  |                                                                              |======================================================================| 100%[ FAIL 0 | WARN 1 | SKIP 0 | PASS 200 ][ FAIL 0 | WARN 1 | SKIP 0 | PASS 200 ]> > proc.time()   user  system elapsed  19.607   1.039  20.551

Example timings

qmtools.Rcheck/qmtools-Ex.timings

nameusersystemelapsed
clusterFeatures0.2150.0050.220
compareSamples0.0770.0020.080
faahko_se0.0130.0000.014
imputeIntensity0.9350.0821.017
imputeKNN0.8700.0020.873
normalizeIntensity0.0500.0010.052
normalizePQN0.0260.0020.029
plotBox1.2090.0751.285
plotCorr5.6130.1415.756
plotMiss7.0350.0767.112
plotRTgroup0.3070.0030.310
plotReduced0.5510.0010.552
reduceFeatures0.0390.0010.041
reducePCA0.0190.0000.019
reducePLSDA0.0240.0000.024
reduceTSNE0.0330.0030.036
removeBlankRatio0.0050.0000.006
removeFeatures0.0470.0020.049
removeICC0.5020.0030.506
removeMiss0.0250.0020.026
removeRSD0.0020.0000.003
scaleCols0.0200.0030.023
scaleRows0.0260.0030.029
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