annotate biodiv_indices_global.r @ 0:9adccd3da70c draft default tip

planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
author ecology
date Mon, 09 Jan 2023 13:37:37 +0000
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9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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1 #Rscript
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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3 ###########################################
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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4 ## Mapping biodiversity indicators ##
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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5 ###########################################
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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7 #####Packages : raster,
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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8 # rgdal,
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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9 # sp,
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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10 # rasterdiv,
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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11 # ggplot2,
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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13 #####Load arguments
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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15 args <- commandArgs(trailingOnly = TRUE)
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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17 #####Import the S2 data
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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19 if (length(args) < 1) {
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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20 stop("This tool needs at least 1 argument")
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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21 }else {
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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22 data_raster <- args[1]
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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23 data_header <- args[2]
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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24 data <- args[3]
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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25 alpha <- as.numeric(args[4])
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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26 source(args[5])
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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28 }
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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30 ########################################################################
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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31 ## COMPUTE BIODIVERSITY INDICES ##
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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32 ########################################################################
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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34 if (data_raster == "") {
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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35 #Create a directory where to unzip your folder of data
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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36 dir.create("data_dir")
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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37 unzip(data, exdir = "data_dir")
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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38 # Path to raster
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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39 data_raster <- list.files("data_dir/results/Reflectance", pattern = "_Refl")
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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40 data_raster <- file.path("data_dir/results/Reflectance", data_raster[1])
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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41 }
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42
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43 # Read raster
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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44 copndvi <- raster::raster(data_raster)
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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46 copndvilr <- raster::reclassify(copndvi, cbind(252, 255, NA), right = TRUE)
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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47
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48 #Resample using raster::aggregate and a linear factor of 10
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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49 copndvilr <- raster::aggregate(copndvilr, fact = 20)
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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50 #Set float numbers as integers to further speed up the calculation
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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51 storage.mode(copndvilr[]) <- "integer"
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52
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53 # Convert raster to SpatialPointsDataFrame
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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54 r_pts <- convert_raster(copndvilr)
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55
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56 #Shannon's Diversity
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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57 sha <- rasterdiv::Shannon(copndvilr, window = 9, np = 1)
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58 sha_df <- data.frame(raster::rasterToPoints(sha, spatial = TRUE))
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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59 sha_name <- "Shannon"
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60 r_pts[, sha_name] <- sha_df[, 1]
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61
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62 #Renyi's Index
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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63 ren <- rasterdiv::Renyi(copndvilr, window = 9, alpha = alpha, np = 1)
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64 ren_df <- data.frame(raster::rasterToPoints(ren[[1]]))
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65 ren_name <- "Renyi"
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66 r_pts[, ren_name] <- ren_df[, 3]
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67
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68 #Berger-Parker's Index
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69 ber <- rasterdiv::BergerParker(copndvilr, window = 9, np = 1)
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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70 ber_df <- data.frame(raster::rasterToPoints(ber, spatial = TRUE))
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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71 ber_name <- "Berger-Parker"
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72 r_pts[, ber_name] <- ber_df[, 1]
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73
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74 #Pielou's Evenness
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75 pie <- rasterdiv::Pielou(copndvilr, window = 9, np = 1)
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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76 pie_df <- data.frame(raster::rasterToPoints(pie))
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77 if (length(pie_df[, 1]) == length(r_pts[, 1])) {
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78 pie_name <- "Pielou"
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79 r_pts[, pie_name] <- pie_df[, 1]
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80 }
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81
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82 #Hill's numbers
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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83 hil <- rasterdiv::Hill(copndvilr, window = 9, alpha = alpha, np = 1)
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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84 hil_df <- data.frame(raster::rasterToPoints(hil[[1]]))
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85 hil_name <- "Hill"
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86 r_pts[, hil_name] <- hil_df[, 3]
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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87
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88 #Parametric Rao's quadratic entropy with alpha ranging from 1 to 5
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89 prao <- rasterdiv::paRao(copndvilr, window = 9, alpha = alpha, dist_m = "euclidean", np = 1)
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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90 prao_df <- data.frame(raster::rasterToPoints(prao$window.9[[1]]))
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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91 prao_name <- "Prao"
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92 r_pts[, prao_name] <- prao_df[, 3]
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93
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94 #Cumulative Residual Entropy
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95 cre <- rasterdiv::CRE(copndvilr, window = 9, np = 1)
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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96 cre_df <- data.frame(raster::rasterToPoints(cre))
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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97 if (length(cre_df[, 1]) == length(r_pts[, 1])) {
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98 cre_name <- "CRE"
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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99 r_pts[, cre_name] <- cre_df[, 1]
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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100 }
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101
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102 if (length(cre_df[, 1]) == length(r_pts[, 1]) || length(pie_df[, 1]) == length(r_pts[, 1])) {
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103 list_indice <- list("Shannon", "Renyi", "Berger-Parker", "Pielou", "Hill", "Prao", "CRE")
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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104 } else {
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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105 list_indice <- list("Shannon", "Renyi", "Berger-Parker", "Hill", "Prao")
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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106 }
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107 ## Plotting all the graph and writing a tabular
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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108 for (indice in list_indice) {
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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109 plot_indices(data = r_pts, titre = indice)
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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110 }
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111
9adccd3da70c planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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112 write.table(r_pts, file = "BiodivIndex.tabular", sep = "\t", dec = ".", na = " ", row.names = FALSE, col.names = TRUE, quote = FALSE)