Mercurial > repos > ecology > ecology_presence_abs_abund
annotate graph_pres_abs_abund.r @ 1:4ed07d2d442b draft default tip
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 60627aba07951226c8fd6bb3115be4bd118edd4e"
author | ecology |
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date | Fri, 13 Aug 2021 18:16:26 +0000 |
parents | f9bce5117161 |
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rev | line source |
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f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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1 #Rscript |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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2 |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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3 ######################################################### |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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4 ## Presence abscence and abundance in environment ## |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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5 ######################################################### |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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6 |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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7 #####Packages : ggplot2 |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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8 # vegan |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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9 |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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10 #####Load arguments |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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11 |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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12 args <- commandArgs(trailingOnly = TRUE) |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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13 |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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14 if (length(args) < 5) { |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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15 stop("This tool needs at least 5 arguments") |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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16 }else{ |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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17 table <- args[1] |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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18 hr <- args[2] |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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19 abundance <- as.logical(args[3]) |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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20 presabs <- as.logical(args[4]) |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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21 rarefaction <- as.logical(args[5]) |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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22 lat <- as.numeric(args[6]) |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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23 long <- as.numeric(args[7]) |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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24 ind <- as.character(args[8]) |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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25 loc <- as.numeric(args[9]) |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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26 num <- as.character(args[10]) |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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27 spe <- as.numeric(args[11]) |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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28 abond <- as.numeric(args[12]) |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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29 } |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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30 |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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31 if (hr == "false") { |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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32 hr <- FALSE |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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33 }else{ |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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34 hr <- TRUE |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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35 } |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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36 |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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37 #####Import data |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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38 data <- read.table(table, sep = "\t", dec = ".", header = hr, fill = TRUE, encoding = "UTF-8") |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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39 |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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40 if (abundance) { |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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41 collat <- colnames(data)[lat] |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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42 collong <- colnames(data)[long] |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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43 } |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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44 |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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45 if (presabs) { |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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46 colloc <- colnames(data)[loc] |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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47 } |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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48 |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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49 if (presabs | rarefaction | abundance) { |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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50 colabond <- colnames(data)[abond] |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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51 colspe <- colnames(data)[spe] |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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52 data <- data[grep("^$", data[, colspe], invert = TRUE), ] |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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53 } |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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54 |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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55 #####Your analysis |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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56 |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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57 ####The abundance in the environment#### |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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58 |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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59 ##Representation of the environment## |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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60 |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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61 ## Mapping |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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62 graph_map <- function(data, collong, collat, colabond, ind, colspe) { |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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63 cat("\nCoordinates range\n\nLatitude from ", min(data[, collat], na.rm = TRUE), " to ", max(data[, collat], na.rm = TRUE), "\nLongitude from ", min(data[, collong], na.rm = TRUE), " to ", max(data[, collong], na.rm = TRUE), file = "Data_abund.txt", fill = 1, append = TRUE) |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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64 if (mult0) { |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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65 mappy <- ggplot2::ggplot(data, ggplot2::aes_string(x = collong, y = collat, cex = colabond, color = colspe)) + |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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66 ggplot2::geom_point() + ggplot2::ggtitle(paste("Abundance of", ind, "in the environment")) + ggplot2::xlab("Longitude") + ggplot2::ylab("Latitude") + ggplot2::theme(axis.text.x = ggplot2::element_text(angle = 90, vjust = 0.5, hjust = 1), legend.text = ggplot2::element_text(size = 8)) + ggplot2::guides(cex = ggplot2::guide_legend(reverse = TRUE)) |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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67 |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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68 }else{ |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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69 mappy <- ggplot2::ggplot(data, ggplot2::aes_string(x = collong, y = collat, cex = colabond, color = colabond)) + |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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70 ggplot2::geom_point() + ggplot2::ggtitle(paste("Abundance of", ind, "in the environment")) + ggplot2::xlab("Longitude") + ggplot2::ylab("Latitude") + ggplot2::theme(axis.text.x = ggplot2::element_text(angle = 90, vjust = 0.5, hjust = 1), legend.text = ggplot2::element_text(size = 8)) + ggplot2::guides(cex = ggplot2::guide_legend(reverse = TRUE)) |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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71 } |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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72 ggplot2::ggsave("mappy.png", mappy, width = 20, height = 9, units = "cm") |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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73 } |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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74 |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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75 ####Presence absence abundance#### |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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76 |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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77 ## Histogram |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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78 graph_hist <- function(data, col1, col2, col3) { |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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79 cat("\nLocations\n", unique(data[, col1]), file = "Locations.txt", fill = 1, append = TRUE) |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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80 if (mult1) { |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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81 for (loc in unique(data[, col1])) { |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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82 data_cut <- data[data[, col1] == loc, ] |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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83 data_cut <- data_cut[data_cut[, col3] > 0, ] |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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84 if (length(unique(data_cut[, col2])) <= 40) { |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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85 top <- nrow(data_cut) |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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86 var <- nchar(as.character(round(top * 0.1, digits = 0))) |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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87 step <- round(top * 0.1, digits = ifelse(var == 1, 1, -var + 1)) |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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88 graph <- ggplot2::ggplot(data_cut) + |
f9bce5117161
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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89 ggplot2::geom_bar(ggplot2::aes_string(x = col1, fill = col2)) + |
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90 ggplot2::scale_y_continuous(breaks = seq(from = 0, to = top, by = step)) + |
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91 ggplot2::theme(plot.title = ggplot2::element_text(color = "black", size = 12, face = "bold")) + |
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92 ggplot2::ggtitle("Number of presence") |
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93 |
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94 ggplot2::ggsave(paste("number_in_", loc, ".png"), graph) |
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95 }else{ |
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96 cat(paste0("\n", loc, " had more than 40 species and plot isn't readable please select a higher taxon level or cut your data")) |
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97 } |
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98 } |
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99 }else{ |
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100 top <- nrow(data) |
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101 var <- nchar(as.character(round(top * 0.1, digits = 0))) |
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102 step <- round(top * 0.1, digits = ifelse(var == 1, 1, -var + 1)) |
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103 graph <- ggplot2::ggplot(data) + |
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104 ggplot2::geom_bar(ggplot2::aes_string(x = col1, fill = col2)) + |
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105 ggplot2::scale_y_continuous(breaks = seq(from = 0, to = top, by = step)) + |
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106 ggplot2::theme(plot.title = ggplot2::element_text(color = "black", size = 12, face = "bold")) + |
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107 ggplot2::ggtitle("Number of individuals") |
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108 |
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109 ggplot2::ggsave("number.png", graph) |
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110 } |
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111 } |
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112 |
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113 rare <- function(data, spe, abond, rare, num) { |
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114 # Put the data in form |
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115 new_data <- as.data.frame(data[, spe]) |
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116 colnames(new_data) <- c("Species") |
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117 new_data$total <- data[, abond] |
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118 |
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119 new_data$rarefaction <- as.integer(rare) |
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120 |
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121 end <- length(unique(new_data$Species)) |
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122 out <- vegan::rarecurve(new_data[, 2:3], step = 10, sample = rarefy_sample, label = FALSE) |
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123 names(out) <- paste(unique(new_data$Species), sep = "") |
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124 |
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125 # Coerce data into "long" form. |
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126 protox <- mapply(FUN = function(x, y) { |
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127 mydf <- as.data.frame(x) |
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128 colnames(mydf) <- "value" |
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129 mydf$species <- y |
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130 mydf$subsample <- attr(x, "Subsample") |
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131 mydf <- na.omit(mydf) |
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132 mydf |
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133 }, x = out, y = as.list(names(out)), SIMPLIFY = FALSE) |
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134 |
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135 xy <- do.call(rbind, protox) |
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136 rownames(xy) <- NULL # pretty |
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137 |
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138 # Plot. |
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139 |
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140 if (mult2) { |
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141 for (spe in unique(data[, spe])) { |
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142 xy_cut <- xy[xy$species == spe, ] |
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143 top <- max(xy_cut$subsample) |
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144 var <- nchar(as.character(round(top * 0.1, digits = 0))) |
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145 step <- round(top * 0.1, digits = ifelse(var == 1, 1, -var + 1)) |
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146 courbe <- ggplot2::ggplot(xy_cut, ggplot2::aes(x = subsample, y = value)) + |
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147 ggplot2::theme_gray() + |
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148 ggplot2::geom_line(size = 1) + |
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149 ggplot2::scale_x_continuous(breaks = seq(from = 0, to = top, by = step)) + |
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150 ggplot2::xlab("Abundance") + ggplot2::ylab("Value") + |
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151 ggplot2::ggtitle("rarefaction curve") |
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152 |
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153 ggplot2::ggsave(paste("rarefaction_of_", spe, ".png"), courbe) |
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154 } |
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155 }else{ |
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156 top <- max(xy$subsample) |
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157 var <- nchar(as.character(round(top * 0.1, digits = 0))) |
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158 step <- round(top * 0.1, digits = ifelse(var == 1, 1, -var + 1)) |
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159 courbe <- ggplot2::ggplot(xy, ggplot2::aes(x = subsample, y = value, color = species)) + |
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160 ggplot2::theme_gray() + |
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161 ggplot2::geom_line(size = 1) + |
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162 ggplot2::scale_x_continuous(breaks = seq(from = 0, to = top, by = step)) + |
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163 ggplot2::xlab("Subsample") + ggplot2::ylab("Value") + |
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164 ggplot2::ggtitle("rarefaction curves") |
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165 |
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166 ggplot2::ggsave("rarefaction.png", courbe) |
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167 } |
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168 } |
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169 |
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170 if (abundance) { |
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171 #Maps |
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172 mult0 <- ifelse(length(unique(data[, colspe])) > 10, FALSE, TRUE) |
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173 graph_map(data, collong = collong, collat = collat, colabond = colabond, ind = ind, colspe = colspe) |
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174 } |
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175 |
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176 if (presabs) { |
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177 #Presence absence count |
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178 mult1 <- ifelse(length(unique(data[, colloc])) <= 10, FALSE, TRUE) |
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179 graph_hist(data, col1 = colloc, col2 = colspe, col3 = colabond) |
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180 } |
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181 |
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182 if (rarefaction) { |
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183 #rarefaction |
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184 |
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185 #### rarefaction indice #### |
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186 rarefy_sample <- as.numeric(num) |
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"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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187 |
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188 ## Calcul de la rarefaction |
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"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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189 rarefaction <- vegan::rarefy(data[, abond], rarefy_sample) |
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"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958"
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190 |
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191 write.table(rarefaction, "rare.tabular") |
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192 |
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193 mult2 <- ifelse(length(unique(data[, colspe])) <= 30, FALSE, TRUE) |
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194 rare(data, spe = colspe, abond = colabond, rare = rarefaction, num = rarefy_sample) |
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195 } |