annotate pca_raster.r @ 0:cf69ad260611 draft default tip

planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
author ecology
date Mon, 09 Jan 2023 13:36:02 +0000
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cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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1 #Rscript
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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3 ###########################################
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4 ## Getting PCA raster ##
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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5 ###########################################
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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7 #####Packages : stars
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8 # utils
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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9 # biodivmapr
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10 # raster
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11 # sf
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12 # mapview
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13 # leafpop
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14 # RColorBrewer
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15 # labdsv
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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16 # rgdal
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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17 # ggplot2
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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18 # gridExtra
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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19 ## remotes::install_github("jbferet/biodivMapR")
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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20 #####Load arguments
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22 args <- commandArgs(trailingOnly = TRUE)
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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24 #####Import the S2 data
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26 if (length(args) < 1) {
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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27 stop("This tool needs at least 1 argument")
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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28 }else {
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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29 data_raster <- args[1]
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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30 rasterheader <- args[2]
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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31 data <- args[3]
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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32 typepca <- as.character(args[4])
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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33 source(args[5])
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34 }
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cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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36 ################################################################################
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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37 ## DEFINE PARAMETERS FOR DATASET TO BE PROCESSED ##
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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38 ################################################################################
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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39 # expected to be in ENVI HDR
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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41 if (data_raster == "") {
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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42 #Create a directory where to unzip your folder of data
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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43 dir.create("data_dir")
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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44 unzip(data, exdir = "data_dir")
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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45 # Path to raster
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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46 data_raster <- list.files("data_dir/results/Reflectance", pattern = "_Refl")
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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47 input_image_file <- file.path("data_dir/results/Reflectance", data_raster[1])
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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48 input_header_file <- file.path("data_dir/results/Reflectance", data_raster[2])
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50 } else {
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51 input_image_file <- file.path(getwd(), data_raster, fsep = "/")
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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52 input_header_file <- file.path(getwd(), rasterheader, fsep = "/")
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53 }
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55 ################################################################################
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56 ## PROCESS IMAGE ##
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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57 ################################################################################
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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58 # 1- Filter data in order to discard non vegetated / shaded / cloudy pixels
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59 print("PERFORM PCA ON RASTER")
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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60 pca_output <- biodivMapR::perform_PCA(Input_Image_File = input_image_file, Input_Mask_File = input_mask_file,
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61 Output_Dir = output_dir, TypePCA = typepca, FilterPCA = filterpca, nbCPU = nbcpu, MaxRAM = maxram)
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64 pca_path <- file.path(output_dir, basename(data_raster), typepca, "PCA", "OutputPCA_8_PCs")
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65 pca_raster <- raster::raster(pca_path)
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66 get_pca <- convert_raster(pca_raster)
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68 colnames(get_pca) <- c("PCA", "longitude", "latitude")
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69 plot_indices(get_pca, titre = "PCA")
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71 write.table(get_pca, file = "PCA.tabular", sep = "\t", dec = ".", na = " ", row.names = FALSE, col.names = TRUE, quote = FALSE)
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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72 #### Get the raster layer files
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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73 pca_files <- file.path("RESULTS", basename(data_raster), typepca, "PCA")
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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74 to_dir_short <- output_dir
cf69ad260611 planemo upload for repository https://github.com/Marie59/Sentinel_2A/srs_tools commit b32737c1642aa02cc672534e42c5cb4abe0cd3e7
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75 file.copy(pca_files, to_dir_short) #copy files from long to short paths