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annotate test-data/annotemp/pivot_wider_jupytool_notebook.ipynb @ 3:36150f04b524 draft default tip

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planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 4b040fe7867d965fb88ce70cc08081367b62b063
author ecology
date Fri, 27 Sep 2024 13:01:53 +0000
parents 9eaf84bf856f
children
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9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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1 {
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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2 "cells": [
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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3 {
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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4 "cell_type": "markdown",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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5 "metadata": {},
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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6 "source": [
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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7 "# Pivot wider Jupytool "
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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8 ]
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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9 },
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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10 {
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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11 "cell_type": "markdown",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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12 "metadata": {},
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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13 "source": [
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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14 "This Jupyter notebook is dedicated to the pivot_wider function from the tidyr R package. \n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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15 "This script is the final part of the data preparation for the ecoregionalization Galaxy workflow. "
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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16 ]
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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17 },
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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18 {
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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19 "cell_type": "code",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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20 "execution_count": 62,
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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21 "metadata": {
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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22 "tags": []
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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23 },
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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24 "outputs": [],
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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25 "source": [
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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26 "#Date : 22/05/2024\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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27 "#Author : Seguineau Pauline & Yvan Le Bras \n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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28 "\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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29 "#Load libraries\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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30 "library(tidyr)\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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31 "\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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32 "#load file \n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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33 "\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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34 "input_path = \"galaxy_inputs\"\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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35 "\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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36 "for (dir in list.dirs(input_path)){\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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37 " for (file in list.files(dir)) {\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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38 " file_path = file.path(dir, file)}\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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39 "}\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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40 "\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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41 "file = read.table(file_path,header=T, sep = \"\\t\")\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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42 "\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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43 "#Run pivot_wider function\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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44 "pivot_file = pivot_wider(data = file,\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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45 " names_from = phylum_class_order_family_genus_specificEpithet,\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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46 " values_from = individualCount,\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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47 " values_fill = 0,\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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48 " values_fn = sum)\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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49 "\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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50 "#Replace all occurences >= 1 by 1 to have only presence (1) or absence (0) data\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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51 "for(c in 3:length(pivot_file)){\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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52 " pivot_file[c][pivot_file[c]>=1] <- 1}\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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53 "\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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54 "\n",
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55 "write.table(pivot_file, \"outputs/pivot_file.tabular\", sep = \"\\t\", quote = F, row.names = F)"
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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56 ]
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57 },
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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58 {
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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59 "cell_type": "markdown",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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60 "metadata": {},
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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61 "source": [
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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62 "In this Jupyter notebook, we used the pivot_wider function of the tidyr package to transform our data into a wider format and adapted to subsequent analyses as part of the Galaxy workflow for ecoregionalization. This transformation allowed us to convert our data to a format where each taxon becomes a separate column. We also took care to fill in the missing values with zeros and to sum the individual counts in case of duplications. Then all data >= 1 are replace by 1 to have only presence (1) or abscence (0) data.\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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63 "\n",
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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64 "Thus, this notebook is an essential building block of our analysis pipeline, ensuring that the data is properly formatted and ready to be explored and interpreted for ecoregionalization studies."
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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65 ]
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66 }
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67 ],
9eaf84bf856f planemo upload for repository https://github.com/galaxyecology/tools-ecology/tree/master/tools/EMLassemblyline commit 2d36dc964f548b5acbc43ffd78e51e6fc7dc80bb
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68 "metadata": {
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69 "kernelspec": {
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70 "display_name": "R",
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71 "language": "R",
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72 "name": "ir"
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73 },
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74 "language_info": {
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75 "codemirror_mode": "r",
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76 "file_extension": ".r",
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77 "mimetype": "text/x-r-source",
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78 "name": "R",
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79 "pygments_lexer": "r",
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80 "version": "4.0.3"
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81 }
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82 },
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83 "nbformat": 4,
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84 "nbformat_minor": 4
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85 }