Mercurial > repos > goeckslab > celesta
annotate celesta_plot_cells.R @ 0:8001319743c0 draft
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
author | goeckslab |
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date | Wed, 28 Aug 2024 12:46:48 +0000 |
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children | 283636dbfba5 |
rev | line source |
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0
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
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1 # --------------------------------------------------------------------------------- |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
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2 # Plot assigned cell type combinations with CELESTA |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
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3 # --------------------------------------------------------------------------------- |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
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4 |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
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5 suppressWarnings(suppressMessages(library(janitor))) |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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6 suppressWarnings(suppressMessages(library(optparse))) |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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7 suppressWarnings(suppressMessages(library(dplyr))) |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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8 suppressWarnings(suppressMessages(library(anndataR))) |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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9 suppressWarnings(suppressMessages(library(Rmixmod))) |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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10 suppressWarnings(suppressMessages(library(spdep))) |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
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11 suppressWarnings(suppressMessages(library(ggplot2))) |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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12 suppressWarnings(suppressMessages(library(reshape2))) |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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13 suppressWarnings(suppressMessages(library(zeallot))) |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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14 suppressWarnings(suppressMessages(library(CELESTA))) |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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15 |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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16 # define command line args |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
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17 option_list <- list( |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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18 make_option(c("-r", "--rds"), action = "store", default = "celestaobj.rds", type = "character", |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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19 help = "Path to CelestaObj RDS"), |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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20 make_option(c("-p", "--prior"), action = "store", default = NA, type = "character", |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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21 help = "Path to prior marker info file"), |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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22 make_option(c("-c", "--celltypes"), action = "store", default = NA, type = "character", |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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23 help = "Comma-separated list of cell types to plot"), |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
parents:
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24 make_option(c("-s", "--size"), action = "store", default = 1, type = "double", |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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25 help = "Point size for plotting"), |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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26 make_option(c("--width"), action = "store", default = 12, type = "integer", |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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diff
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27 help = "Width of plot (inches)"), |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
parents:
diff
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28 make_option(c("--height"), action = "store", default = 12, type = "integer", |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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diff
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29 help = "Height of plot (inches)"), |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
parents:
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30 make_option(c("--dpi"), action = "store", default = 300, type = "integer", |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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31 help = "DPI (dots per inch) of plot") |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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32 ) |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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33 |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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34 # parse args |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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35 opt <- parse_args(OptionParser(option_list = option_list)) |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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36 |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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37 CelestaObj <- readRDS(opt$rds) |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
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38 cell_types_to_plot <- strsplit(opt$celltypes, ",")[[1]] |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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39 |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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40 # read prior marker info |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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41 prior <- read.csv(opt$prior, row.names = 1) |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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42 |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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43 # get indices of cell types to plot from the prior marker table |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
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44 cell_type_indices <- which(row.names(prior) %in% cell_types_to_plot) |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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45 |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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46 print(cell_types_to_plot) |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
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47 print(cell_type_indices) |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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48 |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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49 print(row.names(prior)) |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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50 |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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51 # create output directory if it doesn"t already exist |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
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52 dir.create("cell_assign_plots") |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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53 |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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54 # create the cell type plot |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
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55 g <- PlotCellsAnyCombination(cell_type_assignment_to_plot = CelestaObj@final_cell_type_assignment[, (CelestaObj@total_rounds + 1)], |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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56 coords = CelestaObj@coords, |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
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57 prior_info = prior_marker_info, |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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58 cell_number_to_use = cell_type_indices, |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
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59 test_size = 1, |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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60 save_plot = FALSE) |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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61 |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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62 # create a unique output name for the plot based on the input cell types |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
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63 cell_types_cleaned <- paste(make_clean_names(cell_types_to_plot), collapse = "") |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
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64 output_name <- paste(c("plot_cells_", cell_types_cleaned, ".png"), collapse = "") |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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65 |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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66 # save to subdir |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
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67 # FIXME: may want to expose plotting params to galaxy |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
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68 ggsave( |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
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69 path = "cell_assign_plots", |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
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70 filename = output_name, |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
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71 plot = g, |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
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72 width = opt$width, |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
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73 height = opt$height, |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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74 units = "in", |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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75 dpi = opt$dpi |
8001319743c0
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/celesta commit 0ec46718dfd00f37ccae4e2fa133fa8393fe6d92
goeckslab
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76 ) |