Mercurial > repos > iuc > deseq2
annotate get_deseq_dataset.R @ 25:de44f8eff84a draft
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
author | iuc |
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date | Wed, 25 Nov 2020 18:36:55 +0000 |
parents | 0696db066a5b |
children | 8fe98f7094de |
rev | line source |
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25
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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1 get_deseq_dataset <- function(sample_table, header, design_formula, tximport, txtype, tx2gene) { |
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planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit b95582cea8320d5488056a9576474f79cec53be8
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2 |
d9e5cadc7f0b
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit b95582cea8320d5488056a9576474f79cec53be8
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3 dir <- "" |
d9e5cadc7f0b
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit b95582cea8320d5488056a9576474f79cec53be8
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de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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5 has_header <- !is.null(header) |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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6 use_txi <- !is.null(tximport) |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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7 if (use_txi) { |
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c56e0689e46e
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 5b6dc96c6e14582d5bb1dc213ac8d26dc7b2829e
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8 if (is.null(tx2gene)) stop("A transcript-to-gene map or a GTF/GFF3 file is required for tximport") |
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planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9ed3d83cc447ee897af867362bf1dd67af8a11c2
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9 if (tolower(file_ext(tx2gene)) == "gff") { |
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"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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10 gff_file <- tx2gene |
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d9e5cadc7f0b
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit b95582cea8320d5488056a9576474f79cec53be8
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11 } else { |
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"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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12 gff_file <- NULL |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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13 tx2gene <- read.table(tx2gene, header = has_header) |
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d9e5cadc7f0b
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit b95582cea8320d5488056a9576474f79cec53be8
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14 } |
d9e5cadc7f0b
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit b95582cea8320d5488056a9576474f79cec53be8
iuc
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15 } |
d9e5cadc7f0b
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit b95582cea8320d5488056a9576474f79cec53be8
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16 |
25
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
iuc
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17 if (!use_txi & has_header) { |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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18 countfiles <- lapply(as.character(sample_table$filename), read.delim, row.names = 1) |
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d9e5cadc7f0b
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit b95582cea8320d5488056a9576474f79cec53be8
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19 tbl <- do.call("cbind", countfiles) |
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de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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20 colnames(tbl) <- rownames(sample_table) # take sample ids from header |
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d9e5cadc7f0b
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit b95582cea8320d5488056a9576474f79cec53be8
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21 |
d9e5cadc7f0b
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit b95582cea8320d5488056a9576474f79cec53be8
iuc
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22 # check for htseq report lines (from DESeqDataSetFromHTSeqCount function) |
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"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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23 old_special_names <- c( |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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24 "no_feature", |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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25 "ambiguous", |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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26 "too_low_aQual", |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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27 "not_aligned", |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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28 "alignment_not_unique" |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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29 ) |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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30 special_rows <- (substr(rownames(tbl), 1, 1) == "_") | rownames(tbl) %in% old_special_names |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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31 tbl <- tbl[!special_rows, , drop = FALSE] |
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planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit b95582cea8320d5488056a9576474f79cec53be8
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32 |
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"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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33 dds <- DESeqDataSetFromMatrix( |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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34 countData = tbl, |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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35 colData = subset(sample_table, select = -filename), |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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36 design = design_formula |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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37 ) |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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38 } else if (!use_txi & !has_header) { |
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planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit b95582cea8320d5488056a9576474f79cec53be8
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39 |
d9e5cadc7f0b
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit b95582cea8320d5488056a9576474f79cec53be8
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40 # construct the object from HTSeq files |
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"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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41 dds <- DESeqDataSetFromHTSeqCount( |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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42 sampleTable = sample_table, |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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43 directory = dir, |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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44 design = design_formula |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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45 ) |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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46 colnames(dds) <- row.names(sample_table) |
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47 |
d9e5cadc7f0b
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit b95582cea8320d5488056a9576474f79cec53be8
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48 } else { |
d9e5cadc7f0b
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49 # construct the object using tximport |
d9e5cadc7f0b
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50 library("tximport") |
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"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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51 txi_files <- as.character(sample_table$filename) |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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52 labs <- row.names(sample_table) |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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53 names(txi_files) <- labs |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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54 if (!is.null(gff_file)) { |
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planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 5b6dc96c6e14582d5bb1dc213ac8d26dc7b2829e
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55 # first need to make the tx2gene table |
c56e0689e46e
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56 # this takes ~2-3 minutes using Bioconductor functions |
c56e0689e46e
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57 suppressPackageStartupMessages({ |
c56e0689e46e
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58 library("GenomicFeatures") |
c56e0689e46e
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59 }) |
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60 txdb <- makeTxDbFromGFF(gff_file) |
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61 k <- keys(txdb, keytype = "TXNAME") |
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62 tx2gene <- select(txdb, keys = k, columns = "GENEID", keytype = "TXNAME") |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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63 # Remove 'transcript:' from transcript IDs (when gff_file is a GFF3 from Ensembl and the transcript does not have a Name) |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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64 tx2gene$TXNAME <- sub("^transcript:", "", tx2gene$TXNAME) # nolint |
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65 } |
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66 try(txi <- tximport(txi_files, type = txtype, tx2gene = tx2gene)) |
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67 if (!exists("txi")) { |
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68 # Remove version from transcript IDs in tx2gene... |
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69 tx2gene$TXNAME <- sub("\\.[0-9]+$", "", tx2gene$TXNAME) # nolint |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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70 # ...and in txi_files |
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71 txi <- tximport(txi_files, type = txtype, tx2gene = tx2gene, ignoreTxVersion = TRUE) |
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72 } |
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73 dds <- DESeqDataSetFromTximport( |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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74 txi, |
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75 subset(sample_table, select = -c(filename)), |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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76 design_formula |
de44f8eff84a
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit 9eb6d07510ccf27d6499172d62c81661078ec57b"
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77 ) |
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78 } |
d9e5cadc7f0b
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79 return(dds) |
d9e5cadc7f0b
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/deseq2 commit b95582cea8320d5488056a9576474f79cec53be8
iuc
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80 } |