{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d55f48fd-cb0f-4f58-8336-47990d086275",
   "metadata": {},
   "source": [
    "# Social Vulnerability Ireland - Subet vulnerability results"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98928756-f7cf-4b99-9ddd-91e100b7a100",
   "metadata": {},
   "source": [
    "## Environment"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "baac1de9-9598-4a25-9d76-f6d10d584282",
   "metadata": {},
   "source": [
    "### R Libraries\n",
    "The relvant R libraries are imported in to the kernal:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "96674be0-1375-43fe-bebb-c1418936f5d4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading required package: pacman\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"Loaded Packages:\"\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
       ".list-inline>li {display: inline-block}\n",
       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li>'lubridate'</li><li>'forcats'</li><li>'stringr'</li><li>'dplyr'</li><li>'purrr'</li><li>'readr'</li><li>'tidyr'</li><li>'tibble'</li><li>'ggplot2'</li><li>'tidyverse'</li><li>'sf'</li><li>'pacman'</li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'lubridate'\n",
       "\\item 'forcats'\n",
       "\\item 'stringr'\n",
       "\\item 'dplyr'\n",
       "\\item 'purrr'\n",
       "\\item 'readr'\n",
       "\\item 'tidyr'\n",
       "\\item 'tibble'\n",
       "\\item 'ggplot2'\n",
       "\\item 'tidyverse'\n",
       "\\item 'sf'\n",
       "\\item 'pacman'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'lubridate'\n",
       "2. 'forcats'\n",
       "3. 'stringr'\n",
       "4. 'dplyr'\n",
       "5. 'purrr'\n",
       "6. 'readr'\n",
       "7. 'tidyr'\n",
       "8. 'tibble'\n",
       "9. 'ggplot2'\n",
       "10. 'tidyverse'\n",
       "11. 'sf'\n",
       "12. 'pacman'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       " [1] \"lubridate\" \"forcats\"   \"stringr\"   \"dplyr\"     \"purrr\"     \"readr\"    \n",
       " [7] \"tidyr\"     \"tibble\"    \"ggplot2\"   \"tidyverse\" \"sf\"        \"pacman\"   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load R libraries\n",
    "if(!require(\"pacman\"))\n",
    "    install.packages(\"pacman\")\n",
    "\n",
    "p_load(\"sf\", \"tidyverse\")\n",
    "\n",
    "print(\"Loaded Packages:\")\n",
    "p_loaded()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "374ca1db-9164-4bee-a25c-81d7baf88a82",
   "metadata": {},
   "source": [
    "### Output directory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "51c19b3e-6da1-41c3-aad2-d8da5f6f6060",
   "metadata": {},
   "outputs": [],
   "source": [
    "# create the output directory if it does not exist\n",
    "output_dir <- file.path(\"../..\",\"3_outputs\",\"Ireland\",\"2022\",\"Cork\")\n",
    "if(!dir.exists(output_dir)){\n",
    "    dir.create(output_dir, recursive = TRUE)\n",
    "    print(paste0(output_dir, \" created\"))\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "63922aa9-e8b9-4834-902f-b8e509306b2f",
   "metadata": {},
   "source": [
    "### Set the GUID"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f1bb1ce0-7979-48d0-902b-6cffdfff61a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "GUID <- \"SA_GUID__1\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "426814a1-aed4-4c67-a567-4fb73dd261a2",
   "metadata": {},
   "source": [
    "## Load Data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a10374e-37ab-46ca-af36-cb4ed609b552",
   "metadata": {},
   "source": [
    "### Import the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5a6d2229-c57d-4411-9878-16fab3e33a3e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading layer `social_vulnerability_index_ireland_2022' from data source \n",
      "  `/Cities/3_outputs/Ireland/2022/social_vulnerability_index_ireland_2022.geojson' \n",
      "  using driver `GeoJSON'\n",
      "Simple feature collection with 18919 features and 46 fields\n",
      "Geometry type: MULTIPOLYGON\n",
      "Dimension:     XY\n",
      "Bounding box:  xmin: 417471.5 ymin: 519663.7 xmax: 734481.1 ymax: 966896.3\n",
      "Projected CRS: IRENET95 / Irish Transverse Mercator\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Registered S3 method overwritten by 'geojsonsf':\n",
      "  method        from   \n",
      "  print.geojson geojson\n",
      "\n"
     ]
    },
    {
     "data": {
      "application/geo+json": {
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      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A sf: 6 × 47</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>SA_GUID__1</th><th scope=col>early_childhood</th><th scope=col>age_middle_to_oldest_old</th><th scope=col>poor_health</th><th scope=col>disability</th><th scope=col>one_parent_households</th><th scope=col>three_or_more_children_households</th><th scope=col>low_skilled_employment</th><th scope=col>farmers</th><th scope=col>unemployment</th><th scope=col>geometry</th><th scope=col>⋯</th><th scope=col>housing_characteristics</th><th scope=col>physical_environment</th><th scope=col>sensitivity</th><th scope=col>prepare</th><th scope=col>respond</th><th scope=col>recover</th><th scope=col>adaptive_capacity</th><th scope=col>enhanced_exposure</th><th scope=col>social_vulnerability</th><th scope=col>geometry</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>⋯</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;MULTIPOLYGON [m]&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>1</th><td>000581a3-4ebd-4a74-b5f8-0bd78cd7ede5</td><td> 3.3880435</td><td>-0.8683184</td><td>-0.72494112</td><td>-0.92235833</td><td>-0.9537932</td><td>-0.28864382</td><td>-0.3191812</td><td>-0.5775435</td><td>-0.61650259</td><td>MULTIPOLYGON (((676048.9 72...</td><td>⋯</td><td>-0.51537733</td><td> 0.2163239</td><td> 0.38290372</td><td>-0.4856123</td><td>-0.3377139</td><td>-1.3729086</td><td>-0.61316276</td><td>-0.3497016</td><td>-0.33398100</td><td>MULTIPOLYGON (((676048.9 72...</td></tr>\n",
       "\t<tr><th scope=row>2</th><td>00275248-3d78-4fdb-8e5c-8ff1f76aebea</td><td>-1.2041476</td><td> 1.0830212</td><td> 0.27801178</td><td>-0.62611003</td><td>-0.5813707</td><td> 0.24855343</td><td>-0.7175350</td><td> 0.2814244</td><td>-0.23523246</td><td>MULTIPOLYGON (((637187.3 72...</td><td>⋯</td><td>-0.08272206</td><td>-0.1150856</td><td>-0.20594059</td><td>-1.0185818</td><td>-0.9052009</td><td>-0.5397312</td><td>-1.02866162</td><td>-0.2313086</td><td>-0.93275401</td><td>MULTIPOLYGON (((637187.3 72...</td></tr>\n",
       "\t<tr><th scope=row>3</th><td>002b83e4-5cce-414a-8570-871a50ae0964</td><td> 0.2940109</td><td>-0.6563918</td><td> 0.07647292</td><td> 0.06773408</td><td> 0.3083236</td><td>-0.06192013</td><td>-0.7370951</td><td>-0.1126775</td><td> 0.22240140</td><td>MULTIPOLYGON (((645674.5 69...</td><td>⋯</td><td>-0.43095487</td><td> 0.3196619</td><td>-0.09575557</td><td> 1.3659655</td><td> 1.7874752</td><td>-0.1097374</td><td> 1.32022239</td><td>-0.1301417</td><td> 1.13569837</td><td>MULTIPOLYGON (((645674.5 69...</td></tr>\n",
       "\t<tr><th scope=row>4</th><td>005eec3f-d746-480f-ae2c-bc6f1151548d</td><td>-1.3337162</td><td> 1.4547264</td><td> 0.49313225</td><td> 0.45603900</td><td>-1.0918818</td><td>-1.18351563</td><td>-1.9157382</td><td>-0.5775435</td><td>-0.07660151</td><td>MULTIPOLYGON (((716705.1 72...</td><td>⋯</td><td>-0.34810226</td><td> 0.6397246</td><td> 0.46969785</td><td> 1.3940082</td><td> 0.8307672</td><td>-0.3008060</td><td> 0.88678611</td><td> 0.3410119</td><td> 1.02930797</td><td>MULTIPOLYGON (((716705.1 72...</td></tr>\n",
       "\t<tr><th scope=row>5</th><td>00b00ae4-229d-455d-84f1-d6face4876b1</td><td> 1.7131001</td><td>-1.2060316</td><td>-0.32805634</td><td>-0.03080027</td><td> 3.2416831</td><td> 1.26642096</td><td> 1.5271694</td><td>-0.5775435</td><td> 0.75768133</td><td>MULTIPOLYGON (((697195.3 79...</td><td>⋯</td><td>-0.57973227</td><td> 0.4764065</td><td> 0.06504954</td><td> 1.1356657</td><td>-0.5626938</td><td>-0.3603958</td><td> 0.06607222</td><td>-0.1208251</td><td> 0.19607516</td><td>MULTIPOLYGON (((697195.3 79...</td></tr>\n",
       "\t<tr><th scope=row>6</th><td>00df2b78-66c8-4009-89e0-0e14e15e4208</td><td> 1.5084163</td><td>-0.8589597</td><td>-1.03118100</td><td>-1.02730679</td><td>-0.4959203</td><td>-0.57201990</td><td> 0.4816479</td><td>-0.4599295</td><td>-0.97841257</td><td>MULTIPOLYGON (((662960.4 71...</td><td>⋯</td><td>-0.50830359</td><td> 0.1858483</td><td>-0.61841747</td><td>-0.5434782</td><td> 0.5417954</td><td>-1.2756320</td><td> 0.04443066</td><td>-0.3770668</td><td>-0.09735021</td><td>MULTIPOLYGON (((662960.4 71...</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A sf: 6 × 47\n",
       "\\begin{tabular}{r|lllllllllllllllllllll}\n",
       "  & SA\\_GUID\\_\\_1 & early\\_childhood & age\\_middle\\_to\\_oldest\\_old & poor\\_health & disability & one\\_parent\\_households & three\\_or\\_more\\_children\\_households & low\\_skilled\\_employment & farmers & unemployment & geometry & ⋯ & housing\\_characteristics & physical\\_environment & sensitivity & prepare & respond & recover & adaptive\\_capacity & enhanced\\_exposure & social\\_vulnerability & geometry\\\\\n",
       "  & <chr> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & ⋯ & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <MULTIPOLYGON {[}m{]}>\\\\\n",
       "\\hline\n",
       "\t1 & 000581a3-4ebd-4a74-b5f8-0bd78cd7ede5 &  3.3880435 & -0.8683184 & -0.72494112 & -0.92235833 & -0.9537932 & -0.28864382 & -0.3191812 & -0.5775435 & -0.61650259 & MULTIPOLYGON (((676048.9 72... & ⋯ & -0.51537733 &  0.2163239 &  0.38290372 & -0.4856123 & -0.3377139 & -1.3729086 & -0.61316276 & -0.3497016 & -0.33398100 & MULTIPOLYGON (((676048.9 72...\\\\\n",
       "\t2 & 00275248-3d78-4fdb-8e5c-8ff1f76aebea & -1.2041476 &  1.0830212 &  0.27801178 & -0.62611003 & -0.5813707 &  0.24855343 & -0.7175350 &  0.2814244 & -0.23523246 & MULTIPOLYGON (((637187.3 72... & ⋯ & -0.08272206 & -0.1150856 & -0.20594059 & -1.0185818 & -0.9052009 & -0.5397312 & -1.02866162 & -0.2313086 & -0.93275401 & MULTIPOLYGON (((637187.3 72...\\\\\n",
       "\t3 & 002b83e4-5cce-414a-8570-871a50ae0964 &  0.2940109 & -0.6563918 &  0.07647292 &  0.06773408 &  0.3083236 & -0.06192013 & -0.7370951 & -0.1126775 &  0.22240140 & MULTIPOLYGON (((645674.5 69... & ⋯ & -0.43095487 &  0.3196619 & -0.09575557 &  1.3659655 &  1.7874752 & -0.1097374 &  1.32022239 & -0.1301417 &  1.13569837 & MULTIPOLYGON (((645674.5 69...\\\\\n",
       "\t4 & 005eec3f-d746-480f-ae2c-bc6f1151548d & -1.3337162 &  1.4547264 &  0.49313225 &  0.45603900 & -1.0918818 & -1.18351563 & -1.9157382 & -0.5775435 & -0.07660151 & MULTIPOLYGON (((716705.1 72... & ⋯ & -0.34810226 &  0.6397246 &  0.46969785 &  1.3940082 &  0.8307672 & -0.3008060 &  0.88678611 &  0.3410119 &  1.02930797 & MULTIPOLYGON (((716705.1 72...\\\\\n",
       "\t5 & 00b00ae4-229d-455d-84f1-d6face4876b1 &  1.7131001 & -1.2060316 & -0.32805634 & -0.03080027 &  3.2416831 &  1.26642096 &  1.5271694 & -0.5775435 &  0.75768133 & MULTIPOLYGON (((697195.3 79... & ⋯ & -0.57973227 &  0.4764065 &  0.06504954 &  1.1356657 & -0.5626938 & -0.3603958 &  0.06607222 & -0.1208251 &  0.19607516 & MULTIPOLYGON (((697195.3 79...\\\\\n",
       "\t6 & 00df2b78-66c8-4009-89e0-0e14e15e4208 &  1.5084163 & -0.8589597 & -1.03118100 & -1.02730679 & -0.4959203 & -0.57201990 &  0.4816479 & -0.4599295 & -0.97841257 & MULTIPOLYGON (((662960.4 71... & ⋯ & -0.50830359 &  0.1858483 & -0.61841747 & -0.5434782 &  0.5417954 & -1.2756320 &  0.04443066 & -0.3770668 & -0.09735021 & MULTIPOLYGON (((662960.4 71...\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A sf: 6 × 47\n",
       "\n",
       "| <!--/--> | SA_GUID__1 &lt;chr&gt; | early_childhood &lt;dbl&gt; | age_middle_to_oldest_old &lt;dbl&gt; | poor_health &lt;dbl&gt; | disability &lt;dbl&gt; | one_parent_households &lt;dbl&gt; | three_or_more_children_households &lt;dbl&gt; | low_skilled_employment &lt;dbl&gt; | farmers &lt;dbl&gt; | unemployment &lt;dbl&gt; | geometry ⋯ | ⋯ &lt;dbl&gt; | housing_characteristics &lt;dbl&gt; | physical_environment &lt;dbl&gt; | sensitivity &lt;dbl&gt; | prepare &lt;dbl&gt; | respond &lt;dbl&gt; | recover &lt;dbl&gt; | adaptive_capacity &lt;dbl&gt; | enhanced_exposure &lt;dbl&gt; | social_vulnerability &lt;MULTIPOLYGON [m]&gt; | geometry &lt;chr&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 1 | 000581a3-4ebd-4a74-b5f8-0bd78cd7ede5 |  3.3880435 | -0.8683184 | -0.72494112 | -0.92235833 | -0.9537932 | -0.28864382 | -0.3191812 | -0.5775435 | -0.61650259 | MULTIPOLYGON (((676048.9 72... | ⋯ | -0.51537733 |  0.2163239 |  0.38290372 | -0.4856123 | -0.3377139 | -1.3729086 | -0.61316276 | -0.3497016 | -0.33398100 | MULTIPOLYGON (((676048.9 72... |\n",
       "| 2 | 00275248-3d78-4fdb-8e5c-8ff1f76aebea | -1.2041476 |  1.0830212 |  0.27801178 | -0.62611003 | -0.5813707 |  0.24855343 | -0.7175350 |  0.2814244 | -0.23523246 | MULTIPOLYGON (((637187.3 72... | ⋯ | -0.08272206 | -0.1150856 | -0.20594059 | -1.0185818 | -0.9052009 | -0.5397312 | -1.02866162 | -0.2313086 | -0.93275401 | MULTIPOLYGON (((637187.3 72... |\n",
       "| 3 | 002b83e4-5cce-414a-8570-871a50ae0964 |  0.2940109 | -0.6563918 |  0.07647292 |  0.06773408 |  0.3083236 | -0.06192013 | -0.7370951 | -0.1126775 |  0.22240140 | MULTIPOLYGON (((645674.5 69... | ⋯ | -0.43095487 |  0.3196619 | -0.09575557 |  1.3659655 |  1.7874752 | -0.1097374 |  1.32022239 | -0.1301417 |  1.13569837 | MULTIPOLYGON (((645674.5 69... |\n",
       "| 4 | 005eec3f-d746-480f-ae2c-bc6f1151548d | -1.3337162 |  1.4547264 |  0.49313225 |  0.45603900 | -1.0918818 | -1.18351563 | -1.9157382 | -0.5775435 | -0.07660151 | MULTIPOLYGON (((716705.1 72... | ⋯ | -0.34810226 |  0.6397246 |  0.46969785 |  1.3940082 |  0.8307672 | -0.3008060 |  0.88678611 |  0.3410119 |  1.02930797 | MULTIPOLYGON (((716705.1 72... |\n",
       "| 5 | 00b00ae4-229d-455d-84f1-d6face4876b1 |  1.7131001 | -1.2060316 | -0.32805634 | -0.03080027 |  3.2416831 |  1.26642096 |  1.5271694 | -0.5775435 |  0.75768133 | MULTIPOLYGON (((697195.3 79... | ⋯ | -0.57973227 |  0.4764065 |  0.06504954 |  1.1356657 | -0.5626938 | -0.3603958 |  0.06607222 | -0.1208251 |  0.19607516 | MULTIPOLYGON (((697195.3 79... |\n",
       "| 6 | 00df2b78-66c8-4009-89e0-0e14e15e4208 |  1.5084163 | -0.8589597 | -1.03118100 | -1.02730679 | -0.4959203 | -0.57201990 |  0.4816479 | -0.4599295 | -0.97841257 | MULTIPOLYGON (((662960.4 71... | ⋯ | -0.50830359 |  0.1858483 | -0.61841747 | -0.5434782 |  0.5417954 | -1.2756320 |  0.04443066 | -0.3770668 | -0.09735021 | MULTIPOLYGON (((662960.4 71... |\n",
       "\n"
      ],
      "text/plain": [
       "  SA_GUID__1                           early_childhood age_middle_to_oldest_old\n",
       "1 000581a3-4ebd-4a74-b5f8-0bd78cd7ede5  3.3880435      -0.8683184              \n",
       "2 00275248-3d78-4fdb-8e5c-8ff1f76aebea -1.2041476       1.0830212              \n",
       "3 002b83e4-5cce-414a-8570-871a50ae0964  0.2940109      -0.6563918              \n",
       "4 005eec3f-d746-480f-ae2c-bc6f1151548d -1.3337162       1.4547264              \n",
       "5 00b00ae4-229d-455d-84f1-d6face4876b1  1.7131001      -1.2060316              \n",
       "6 00df2b78-66c8-4009-89e0-0e14e15e4208  1.5084163      -0.8589597              \n",
       "  poor_health disability  one_parent_households\n",
       "1 -0.72494112 -0.92235833 -0.9537932           \n",
       "2  0.27801178 -0.62611003 -0.5813707           \n",
       "3  0.07647292  0.06773408  0.3083236           \n",
       "4  0.49313225  0.45603900 -1.0918818           \n",
       "5 -0.32805634 -0.03080027  3.2416831           \n",
       "6 -1.03118100 -1.02730679 -0.4959203           \n",
       "  three_or_more_children_households low_skilled_employment farmers   \n",
       "1 -0.28864382                       -0.3191812             -0.5775435\n",
       "2  0.24855343                       -0.7175350              0.2814244\n",
       "3 -0.06192013                       -0.7370951             -0.1126775\n",
       "4 -1.18351563                       -1.9157382             -0.5775435\n",
       "5  1.26642096                        1.5271694             -0.5775435\n",
       "6 -0.57201990                        0.4816479             -0.4599295\n",
       "  unemployment geometry                       ⋯ housing_characteristics\n",
       "1 -0.61650259  MULTIPOLYGON (((676048.9 72... ⋯ -0.51537733            \n",
       "2 -0.23523246  MULTIPOLYGON (((637187.3 72... ⋯ -0.08272206            \n",
       "3  0.22240140  MULTIPOLYGON (((645674.5 69... ⋯ -0.43095487            \n",
       "4 -0.07660151  MULTIPOLYGON (((716705.1 72... ⋯ -0.34810226            \n",
       "5  0.75768133  MULTIPOLYGON (((697195.3 79... ⋯ -0.57973227            \n",
       "6 -0.97841257  MULTIPOLYGON (((662960.4 71... ⋯ -0.50830359            \n",
       "  physical_environment sensitivity prepare    respond    recover   \n",
       "1  0.2163239            0.38290372 -0.4856123 -0.3377139 -1.3729086\n",
       "2 -0.1150856           -0.20594059 -1.0185818 -0.9052009 -0.5397312\n",
       "3  0.3196619           -0.09575557  1.3659655  1.7874752 -0.1097374\n",
       "4  0.6397246            0.46969785  1.3940082  0.8307672 -0.3008060\n",
       "5  0.4764065            0.06504954  1.1356657 -0.5626938 -0.3603958\n",
       "6  0.1858483           -0.61841747 -0.5434782  0.5417954 -1.2756320\n",
       "  adaptive_capacity enhanced_exposure social_vulnerability\n",
       "1 -0.61316276       -0.3497016        -0.33398100         \n",
       "2 -1.02866162       -0.2313086        -0.93275401         \n",
       "3  1.32022239       -0.1301417         1.13569837         \n",
       "4  0.88678611        0.3410119         1.02930797         \n",
       "5  0.06607222       -0.1208251         0.19607516         \n",
       "6  0.04443066       -0.3770668        -0.09735021         \n",
       "  geometry                      \n",
       "1 MULTIPOLYGON (((676048.9 72...\n",
       "2 MULTIPOLYGON (((637187.3 72...\n",
       "3 MULTIPOLYGON (((645674.5 69...\n",
       "4 MULTIPOLYGON (((716705.1 72...\n",
       "5 MULTIPOLYGON (((697195.3 79...\n",
       "6 MULTIPOLYGON (((662960.4 71..."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading layer `SMALL_AREA_2022' from data source \n",
      "  `/Cities/0_data/boundaries/Ireland/census_small_areas/2022/SMALL_AREA_2022.shp' \n",
      "  using driver `ESRI Shapefile'\n",
      "Simple feature collection with 18919 features and 28 fields\n",
      "Geometry type: MULTIPOLYGON\n",
      "Dimension:     XY\n",
      "Bounding box:  xmin: 417471.5 ymin: 519663.7 xmax: 734481.1 ymax: 966896.3\n",
      "Projected CRS: IRENET95 / Irish Transverse Mercator\n"
     ]
    },
    {
     "data": {
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          ],
          "type": "MultiPolygon"
         },
         "properties": {
          "COUNTY_COD": "01",
          "COUNTY_ENG": "CARLOW",
          "COUNTY_GAE": "Ceatharlach",
          "CSO_LEA": "CARLOW",
          "ED_ENGLISH": "CARLOW RURAL",
          "ED_GAEILGE": "CEATHARLACH (TUATH)",
          "ED_GUID": "2ae19629-1857-13a3-e055-000000000001",
          "ED_ID_STR": "017010",
          "ED_OFFICIA": "Y",
          "ED_PART_CO": 1,
          "OBJECTID": 6,
          "SA_CHANGE_": 4,
          "SA_GEOGID_": "A017010009",
          "SA_GUID_20": "4c07d11e-2df2-851d-e053-ca3ca8c0ca7f",
          "SA_GUID__1": "4c07d11e-2df2-851d-e053-ca3ca8c0ca7f",
          "SA_NUTS1": "IE0",
          "SA_NUTS1_N": "Ireland",
          "SA_NUTS2": "IE05",
          "SA_NUTS2_N": "Southern",
          "SA_NUTS3": "IE052",
          "SA_NUTS3_N": "South-East",
          "SA_PUB2011": "017010009",
          "SA_PUB2016": "017010009",
          "SA_PUB2022": "017010009",
          "SA_URBAN_1": "Carlow",
          "SA_URBAN_A": 1,
          "SHAPE_Area": 59299.198,
          "SHAPE_Leng": 1058.2899
         },
         "type": "Feature"
        }
       ],
       "type": "FeatureCollection"
      },
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A sf: 6 × 29</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>OBJECTID</th><th scope=col>SA_GUID_20</th><th scope=col>SA_GUID__1</th><th scope=col>SA_PUB2011</th><th scope=col>SA_PUB2016</th><th scope=col>SA_PUB2022</th><th scope=col>SA_GEOGID_</th><th scope=col>SA_CHANGE_</th><th scope=col>SA_URBAN_A</th><th scope=col>SA_URBAN_1</th><th scope=col>geometry</th><th scope=col>⋯</th><th scope=col>ED_GAEILGE</th><th scope=col>ED_ID_STR</th><th scope=col>ED_PART_CO</th><th scope=col>COUNTY_COD</th><th scope=col>COUNTY_ENG</th><th scope=col>COUNTY_GAE</th><th scope=col>CSO_LEA</th><th scope=col>SHAPE_Leng</th><th scope=col>SHAPE_Area</th><th scope=col>geometry</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>⋯</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;MULTIPOLYGON [m]&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>1</th><td>1</td><td>4c07d11e-0a4f-851d-e053-ca3ca8c0ca7f</td><td>4c07d11e-0a4f-851d-e053-ca3ca8c0ca7f</td><td>017010016</td><td>017010016</td><td>017010016</td><td>A017010016</td><td>0</td><td>1</td><td>Carlow</td><td>MULTIPOLYGON (((673146.5 67...</td><td>⋯</td><td>CEATHARLACH (TUATH)</td><td>017010</td><td>1</td><td>01</td><td>CARLOW</td><td>Ceatharlach</td><td>CARLOW</td><td>2123.346</td><td>204944.2</td><td>MULTIPOLYGON (((673146.5 67...</td></tr>\n",
       "\t<tr><th scope=row>2</th><td>2</td><td>4c07d11e-0a3a-851d-e053-ca3ca8c0ca7f</td><td>4c07d11e-0a3a-851d-e053-ca3ca8c0ca7f</td><td>017010046</td><td>017010046</td><td>017010046</td><td>A017010046</td><td>4</td><td>1</td><td>Carlow</td><td>MULTIPOLYGON (((673956.3 67...</td><td>⋯</td><td>CEATHARLACH (TUATH)</td><td>017010</td><td>1</td><td>01</td><td>CARLOW</td><td>Ceatharlach</td><td>CARLOW</td><td>2891.271</td><td>288225.4</td><td>MULTIPOLYGON (((673956.3 67...</td></tr>\n",
       "\t<tr><th scope=row>3</th><td>3</td><td>4c07d11e-0a4e-851d-e053-ca3ca8c0ca7f</td><td>4c07d11e-0a4e-851d-e053-ca3ca8c0ca7f</td><td>017010037</td><td>017010037</td><td>017010037</td><td>A017010037</td><td>0</td><td>1</td><td>Carlow</td><td>MULTIPOLYGON (((673720.6 67...</td><td>⋯</td><td>CEATHARLACH (TUATH)</td><td>017010</td><td>1</td><td>01</td><td>CARLOW</td><td>Ceatharlach</td><td>CARLOW</td><td>2436.986</td><td>208426.9</td><td>MULTIPOLYGON (((673720.6 67...</td></tr>\n",
       "\t<tr><th scope=row>4</th><td>4</td><td>4c07d11e-0a25-851d-e053-ca3ca8c0ca7f</td><td>4c07d11e-0a25-851d-e053-ca3ca8c0ca7f</td><td>017010005</td><td>017010005</td><td>017010005</td><td>A017010005</td><td>0</td><td>1</td><td>Carlow</td><td>MULTIPOLYGON (((671923.3 67...</td><td>⋯</td><td>CEATHARLACH (TUATH)</td><td>017010</td><td>1</td><td>01</td><td>CARLOW</td><td>Ceatharlach</td><td>CARLOW</td><td>2887.091</td><td>348798.6</td><td>MULTIPOLYGON (((671923.3 67...</td></tr>\n",
       "\t<tr><th scope=row>5</th><td>5</td><td>4c07d11e-0a57-851d-e053-ca3ca8c0ca7f</td><td>4c07d11e-0a57-851d-e053-ca3ca8c0ca7f</td><td>017010036</td><td>017010036</td><td>017010036</td><td>A017010036</td><td>0</td><td>1</td><td>Carlow</td><td>MULTIPOLYGON (((673711.8 67...</td><td>⋯</td><td>CEATHARLACH (TUATH)</td><td>017010</td><td>1</td><td>01</td><td>CARLOW</td><td>Ceatharlach</td><td>CARLOW</td><td>2844.410</td><td>429349.1</td><td>MULTIPOLYGON (((673711.8 67...</td></tr>\n",
       "\t<tr><th scope=row>6</th><td>6</td><td>4c07d11e-2df2-851d-e053-ca3ca8c0ca7f</td><td>4c07d11e-2df2-851d-e053-ca3ca8c0ca7f</td><td>017010009</td><td>017010009</td><td>017010009</td><td>A017010009</td><td>4</td><td>1</td><td>Carlow</td><td>MULTIPOLYGON (((673488.5 67...</td><td>⋯</td><td>CEATHARLACH (TUATH)</td><td>017010</td><td>1</td><td>01</td><td>CARLOW</td><td>Ceatharlach</td><td>CARLOW</td><td>1058.290</td><td> 59299.2</td><td>MULTIPOLYGON (((673488.5 67...</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A sf: 6 × 29\n",
       "\\begin{tabular}{r|lllllllllllllllllllll}\n",
       "  & OBJECTID & SA\\_GUID\\_20 & SA\\_GUID\\_\\_1 & SA\\_PUB2011 & SA\\_PUB2016 & SA\\_PUB2022 & SA\\_GEOGID\\_ & SA\\_CHANGE\\_ & SA\\_URBAN\\_A & SA\\_URBAN\\_1 & geometry & ⋯ & ED\\_GAEILGE & ED\\_ID\\_STR & ED\\_PART\\_CO & COUNTY\\_COD & COUNTY\\_ENG & COUNTY\\_GAE & CSO\\_LEA & SHAPE\\_Leng & SHAPE\\_Area & geometry\\\\\n",
       "  & <int> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <int> & <int> & <chr> & ⋯ & <chr> & <chr> & <int> & <chr> & <chr> & <chr> & <chr> & <dbl> & <dbl> & <MULTIPOLYGON {[}m{]}>\\\\\n",
       "\\hline\n",
       "\t1 & 1 & 4c07d11e-0a4f-851d-e053-ca3ca8c0ca7f & 4c07d11e-0a4f-851d-e053-ca3ca8c0ca7f & 017010016 & 017010016 & 017010016 & A017010016 & 0 & 1 & Carlow & MULTIPOLYGON (((673146.5 67... & ⋯ & CEATHARLACH (TUATH) & 017010 & 1 & 01 & CARLOW & Ceatharlach & CARLOW & 2123.346 & 204944.2 & MULTIPOLYGON (((673146.5 67...\\\\\n",
       "\t2 & 2 & 4c07d11e-0a3a-851d-e053-ca3ca8c0ca7f & 4c07d11e-0a3a-851d-e053-ca3ca8c0ca7f & 017010046 & 017010046 & 017010046 & A017010046 & 4 & 1 & Carlow & MULTIPOLYGON (((673956.3 67... & ⋯ & CEATHARLACH (TUATH) & 017010 & 1 & 01 & CARLOW & Ceatharlach & CARLOW & 2891.271 & 288225.4 & MULTIPOLYGON (((673956.3 67...\\\\\n",
       "\t3 & 3 & 4c07d11e-0a4e-851d-e053-ca3ca8c0ca7f & 4c07d11e-0a4e-851d-e053-ca3ca8c0ca7f & 017010037 & 017010037 & 017010037 & A017010037 & 0 & 1 & Carlow & MULTIPOLYGON (((673720.6 67... & ⋯ & CEATHARLACH (TUATH) & 017010 & 1 & 01 & CARLOW & Ceatharlach & CARLOW & 2436.986 & 208426.9 & MULTIPOLYGON (((673720.6 67...\\\\\n",
       "\t4 & 4 & 4c07d11e-0a25-851d-e053-ca3ca8c0ca7f & 4c07d11e-0a25-851d-e053-ca3ca8c0ca7f & 017010005 & 017010005 & 017010005 & A017010005 & 0 & 1 & Carlow & MULTIPOLYGON (((671923.3 67... & ⋯ & CEATHARLACH (TUATH) & 017010 & 1 & 01 & CARLOW & Ceatharlach & CARLOW & 2887.091 & 348798.6 & MULTIPOLYGON (((671923.3 67...\\\\\n",
       "\t5 & 5 & 4c07d11e-0a57-851d-e053-ca3ca8c0ca7f & 4c07d11e-0a57-851d-e053-ca3ca8c0ca7f & 017010036 & 017010036 & 017010036 & A017010036 & 0 & 1 & Carlow & MULTIPOLYGON (((673711.8 67... & ⋯ & CEATHARLACH (TUATH) & 017010 & 1 & 01 & CARLOW & Ceatharlach & CARLOW & 2844.410 & 429349.1 & MULTIPOLYGON (((673711.8 67...\\\\\n",
       "\t6 & 6 & 4c07d11e-2df2-851d-e053-ca3ca8c0ca7f & 4c07d11e-2df2-851d-e053-ca3ca8c0ca7f & 017010009 & 017010009 & 017010009 & A017010009 & 4 & 1 & Carlow & MULTIPOLYGON (((673488.5 67... & ⋯ & CEATHARLACH (TUATH) & 017010 & 1 & 01 & CARLOW & Ceatharlach & CARLOW & 1058.290 &  59299.2 & MULTIPOLYGON (((673488.5 67...\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A sf: 6 × 29\n",
       "\n",
       "| <!--/--> | OBJECTID &lt;int&gt; | SA_GUID_20 &lt;chr&gt; | SA_GUID__1 &lt;chr&gt; | SA_PUB2011 &lt;chr&gt; | SA_PUB2016 &lt;chr&gt; | SA_PUB2022 &lt;chr&gt; | SA_GEOGID_ &lt;chr&gt; | SA_CHANGE_ &lt;int&gt; | SA_URBAN_A &lt;int&gt; | SA_URBAN_1 &lt;chr&gt; | geometry ⋯ | ⋯ &lt;chr&gt; | ED_GAEILGE &lt;chr&gt; | ED_ID_STR &lt;int&gt; | ED_PART_CO &lt;chr&gt; | COUNTY_COD &lt;chr&gt; | COUNTY_ENG &lt;chr&gt; | COUNTY_GAE &lt;chr&gt; | CSO_LEA &lt;dbl&gt; | SHAPE_Leng &lt;dbl&gt; | SHAPE_Area &lt;MULTIPOLYGON [m]&gt; | geometry &lt;int&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 1 | 1 | 4c07d11e-0a4f-851d-e053-ca3ca8c0ca7f | 4c07d11e-0a4f-851d-e053-ca3ca8c0ca7f | 017010016 | 017010016 | 017010016 | A017010016 | 0 | 1 | Carlow | MULTIPOLYGON (((673146.5 67... | ⋯ | CEATHARLACH (TUATH) | 017010 | 1 | 01 | CARLOW | Ceatharlach | CARLOW | 2123.346 | 204944.2 | MULTIPOLYGON (((673146.5 67... |\n",
       "| 2 | 2 | 4c07d11e-0a3a-851d-e053-ca3ca8c0ca7f | 4c07d11e-0a3a-851d-e053-ca3ca8c0ca7f | 017010046 | 017010046 | 017010046 | A017010046 | 4 | 1 | Carlow | MULTIPOLYGON (((673956.3 67... | ⋯ | CEATHARLACH (TUATH) | 017010 | 1 | 01 | CARLOW | Ceatharlach | CARLOW | 2891.271 | 288225.4 | MULTIPOLYGON (((673956.3 67... |\n",
       "| 3 | 3 | 4c07d11e-0a4e-851d-e053-ca3ca8c0ca7f | 4c07d11e-0a4e-851d-e053-ca3ca8c0ca7f | 017010037 | 017010037 | 017010037 | A017010037 | 0 | 1 | Carlow | MULTIPOLYGON (((673720.6 67... | ⋯ | CEATHARLACH (TUATH) | 017010 | 1 | 01 | CARLOW | Ceatharlach | CARLOW | 2436.986 | 208426.9 | MULTIPOLYGON (((673720.6 67... |\n",
       "| 4 | 4 | 4c07d11e-0a25-851d-e053-ca3ca8c0ca7f | 4c07d11e-0a25-851d-e053-ca3ca8c0ca7f | 017010005 | 017010005 | 017010005 | A017010005 | 0 | 1 | Carlow | MULTIPOLYGON (((671923.3 67... | ⋯ | CEATHARLACH (TUATH) | 017010 | 1 | 01 | CARLOW | Ceatharlach | CARLOW | 2887.091 | 348798.6 | MULTIPOLYGON (((671923.3 67... |\n",
       "| 5 | 5 | 4c07d11e-0a57-851d-e053-ca3ca8c0ca7f | 4c07d11e-0a57-851d-e053-ca3ca8c0ca7f | 017010036 | 017010036 | 017010036 | A017010036 | 0 | 1 | Carlow | MULTIPOLYGON (((673711.8 67... | ⋯ | CEATHARLACH (TUATH) | 017010 | 1 | 01 | CARLOW | Ceatharlach | CARLOW | 2844.410 | 429349.1 | MULTIPOLYGON (((673711.8 67... |\n",
       "| 6 | 6 | 4c07d11e-2df2-851d-e053-ca3ca8c0ca7f | 4c07d11e-2df2-851d-e053-ca3ca8c0ca7f | 017010009 | 017010009 | 017010009 | A017010009 | 4 | 1 | Carlow | MULTIPOLYGON (((673488.5 67... | ⋯ | CEATHARLACH (TUATH) | 017010 | 1 | 01 | CARLOW | Ceatharlach | CARLOW | 1058.290 |  59299.2 | MULTIPOLYGON (((673488.5 67... |\n",
       "\n"
      ],
      "text/plain": [
       "  OBJECTID SA_GUID_20                          \n",
       "1 1        4c07d11e-0a4f-851d-e053-ca3ca8c0ca7f\n",
       "2 2        4c07d11e-0a3a-851d-e053-ca3ca8c0ca7f\n",
       "3 3        4c07d11e-0a4e-851d-e053-ca3ca8c0ca7f\n",
       "4 4        4c07d11e-0a25-851d-e053-ca3ca8c0ca7f\n",
       "5 5        4c07d11e-0a57-851d-e053-ca3ca8c0ca7f\n",
       "6 6        4c07d11e-2df2-851d-e053-ca3ca8c0ca7f\n",
       "  SA_GUID__1                           SA_PUB2011 SA_PUB2016 SA_PUB2022\n",
       "1 4c07d11e-0a4f-851d-e053-ca3ca8c0ca7f 017010016  017010016  017010016 \n",
       "2 4c07d11e-0a3a-851d-e053-ca3ca8c0ca7f 017010046  017010046  017010046 \n",
       "3 4c07d11e-0a4e-851d-e053-ca3ca8c0ca7f 017010037  017010037  017010037 \n",
       "4 4c07d11e-0a25-851d-e053-ca3ca8c0ca7f 017010005  017010005  017010005 \n",
       "5 4c07d11e-0a57-851d-e053-ca3ca8c0ca7f 017010036  017010036  017010036 \n",
       "6 4c07d11e-2df2-851d-e053-ca3ca8c0ca7f 017010009  017010009  017010009 \n",
       "  SA_GEOGID_ SA_CHANGE_ SA_URBAN_A SA_URBAN_1 geometry                       ⋯\n",
       "1 A017010016 0          1          Carlow     MULTIPOLYGON (((673146.5 67... ⋯\n",
       "2 A017010046 4          1          Carlow     MULTIPOLYGON (((673956.3 67... ⋯\n",
       "3 A017010037 0          1          Carlow     MULTIPOLYGON (((673720.6 67... ⋯\n",
       "4 A017010005 0          1          Carlow     MULTIPOLYGON (((671923.3 67... ⋯\n",
       "5 A017010036 0          1          Carlow     MULTIPOLYGON (((673711.8 67... ⋯\n",
       "6 A017010009 4          1          Carlow     MULTIPOLYGON (((673488.5 67... ⋯\n",
       "  ED_GAEILGE          ED_ID_STR ED_PART_CO COUNTY_COD COUNTY_ENG COUNTY_GAE \n",
       "1 CEATHARLACH (TUATH) 017010    1          01         CARLOW     Ceatharlach\n",
       "2 CEATHARLACH (TUATH) 017010    1          01         CARLOW     Ceatharlach\n",
       "3 CEATHARLACH (TUATH) 017010    1          01         CARLOW     Ceatharlach\n",
       "4 CEATHARLACH (TUATH) 017010    1          01         CARLOW     Ceatharlach\n",
       "5 CEATHARLACH (TUATH) 017010    1          01         CARLOW     Ceatharlach\n",
       "6 CEATHARLACH (TUATH) 017010    1          01         CARLOW     Ceatharlach\n",
       "  CSO_LEA SHAPE_Leng SHAPE_Area geometry                      \n",
       "1 CARLOW  2123.346   204944.2   MULTIPOLYGON (((673146.5 67...\n",
       "2 CARLOW  2891.271   288225.4   MULTIPOLYGON (((673956.3 67...\n",
       "3 CARLOW  2436.986   208426.9   MULTIPOLYGON (((673720.6 67...\n",
       "4 CARLOW  2887.091   348798.6   MULTIPOLYGON (((671923.3 67...\n",
       "5 CARLOW  2844.410   429349.1   MULTIPOLYGON (((673711.8 67...\n",
       "6 CARLOW  1058.290    59299.2   MULTIPOLYGON (((673488.5 67..."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load Social Vulnerability Index data\n",
    "svi_input <- st_read(\"../../3_outputs/Ireland/2022/social_vulnerability_index_ireland_2022.geojson\")\n",
    "head(svi_input)\n",
    "\n",
    "# Load census output areas\n",
    "census_areas <- st_read(\"../../0_data/boundaries/Ireland/census_small_areas/2022/SMALL_AREA_2022.shp\")\n",
    "head(census_areas)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0d12a0e-b211-45c0-b975-352d0bedfa54",
   "metadata": {},
   "source": [
    "## Filter Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "105808e8-2cb6-4131-83ef-9e758db062de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "2206"
      ],
      "text/latex": [
       "2206"
      ],
      "text/markdown": [
       "2206"
      ],
      "text/plain": [
       "[1] 2206"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
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             [
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              598679.047
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              580040.612,
              598684.825
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             [
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              598688.417
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             [
              580024.608,
              598691.686
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             [
              580013.374,
              598695.665
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             [
              580007.961,
              598697.554
             ],
             [
              580006.511,
              598698.06
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             [
              580003.282,
              598699.187
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             [
              579995.655,
              598701.34
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             [
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              598702.46
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             [
              579978.704,
              598704.717
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             [
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             ],
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             [
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             [
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             [
              579895.7085,
              598714.55
             ]
            ]
           ]
          ],
          "type": "MultiPolygon"
         },
         "properties": {
          "SA_GUID__1": "0ad9190d-7e7c-4402-b99c-1366ce4f8a4a",
          "adaptive_capacity": -0.4281,
          "age": -0.7621,
          "age_middle_to_oldest_old": -0.512,
          "disability": 0.0466,
          "early_childhood": -1.0123,
          "enhanced_exposure": -0.6073,
          "farmers": -0.4558,
          "foreign_nationals": -0.3813,
          "health": -0.1181,
          "housing_characteristics": -0.2605,
          "impervious": 0.0726,
          "income": -0.2574,
          "info_access_use": 0.3742,
          "journey_time": 0.4665,
          "local_knowledge": -0.4792,
          "low_skilled_employment": 0.2797,
          "mobile_home": -0.1878,
          "mobility": -0.5118,
          "new_residents": -0.5771,
          "no_car": -0.5118,
          "no_central_heating": -0.1848,
          "no_higher_education": -0.6042,
          "no_internet": 0.0101,
          "not_volunteers": -0.3412,
          "one_parent_households": -0.3198,
          "one_person_households": 0.0979,
          "physical_access": 0.4665,
          "physical_environment": -0.2589,
          "poor_health": -0.2828,
          "prepare": -0.4827,
          "primary_school_age": -0.1039,
          "private_water_supply": -0.3992,
          "recover": -0.3543,
          "rented": -0.5759,
          "respond": -0.2201,
          "sensitivity": -0.7726,
          "social_network": -0.1157,
          "social_vulnerability": -0.6444,
          "speak_english": 1.7167,
          "tenure": -0.5759,
          "three_or_more_children_households": -0.3914,
          "tree_cover_density": -0.5904,
          "unemployment": -0.3997,
          "unoccupied_dwellings": -0.4421,
          "year_built": -0.0884
         },
         "type": "Feature"
        }
       ],
       "type": "FeatureCollection"
      },
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A sf: 6 × 47</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>SA_GUID__1</th><th scope=col>early_childhood</th><th scope=col>age_middle_to_oldest_old</th><th scope=col>poor_health</th><th scope=col>disability</th><th scope=col>one_parent_households</th><th scope=col>three_or_more_children_households</th><th scope=col>low_skilled_employment</th><th scope=col>farmers</th><th scope=col>unemployment</th><th scope=col>geometry</th><th scope=col>⋯</th><th scope=col>housing_characteristics</th><th scope=col>physical_environment</th><th scope=col>sensitivity</th><th scope=col>prepare</th><th scope=col>respond</th><th scope=col>recover</th><th scope=col>adaptive_capacity</th><th scope=col>enhanced_exposure</th><th scope=col>social_vulnerability</th><th scope=col>geometry</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>⋯</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;MULTIPOLYGON [m]&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>1</th><td>04fa3a14-afbe-4e99-a760-f209f50d156e</td><td>-0.1751081</td><td> 0.90022941</td><td>-0.6374113</td><td> 1.0354936</td><td>-0.4338410</td><td>-1.0229980</td><td>-1.0620197</td><td> 0.8259487</td><td> 1.7070003</td><td>MULTIPOLYGON (((498746.1 53...</td><td>⋯</td><td> 1.17139451</td><td>-1.90814855</td><td> 0.49296903</td><td> 0.06113257</td><td>-0.05771688</td><td> 1.23755431</td><td> 0.2211145</td><td>-0.86153177</td><td>-0.1661047</td><td>MULTIPOLYGON (((498746.1 53...</td></tr>\n",
       "\t<tr><th scope=row>2</th><td>056f5166-a6a5-45aa-99c2-bd4e5ecab938</td><td> 0.8945241</td><td> 0.09879282</td><td>-0.1675958</td><td>-0.5858810</td><td>-0.3856101</td><td>-0.4588344</td><td> 0.2712924</td><td>-0.5775435</td><td> 0.3593869</td><td>MULTIPOLYGON (((545906.9 57...</td><td>⋯</td><td> 0.28067781</td><td> 0.09097864</td><td> 0.10526478</td><td>-0.56876794</td><td>-0.80338394</td><td>-0.20154873</td><td>-0.5886800</td><td> 0.43460072</td><td>-0.4278078</td><td>MULTIPOLYGON (((545906.9 57...</td></tr>\n",
       "\t<tr><th scope=row>3</th><td>06192d69-db1b-49af-b03e-8067305ba789</td><td> 0.6718825</td><td>-0.20471071</td><td>-0.5854947</td><td> 0.4152686</td><td> 0.7336784</td><td>-0.7301653</td><td> 0.6393685</td><td>-0.3244177</td><td>-0.3158771</td><td>MULTIPOLYGON (((570586.2 61...</td><td>⋯</td><td>-0.03881498</td><td> 0.14975495</td><td> 0.13032809</td><td> 0.66595662</td><td> 0.34384632</td><td> 0.09718817</td><td> 0.4813834</td><td> 0.12972893</td><td> 0.4712041</td><td>MULTIPOLYGON (((570586.2 61...</td></tr>\n",
       "\t<tr><th scope=row>4</th><td>0642d55d-8404-4fcf-8fc0-5e7ce85e11d8</td><td> 4.2077987</td><td>-1.21257418</td><td>-1.2695713</td><td>-1.5866988</td><td>-1.2516686</td><td>-0.6761514</td><td>-0.8403841</td><td>-0.5775435</td><td>-2.1269721</td><td>MULTIPOLYGON (((566496.6 56...</td><td>⋯</td><td> 0.17186172</td><td>-0.24804621</td><td> 0.06098647</td><td>-1.77335609</td><td>-2.15052250</td><td>-1.48747349</td><td>-1.8580879</td><td>-0.08908721</td><td>-1.5680132</td><td>MULTIPOLYGON (((566496.6 56...</td></tr>\n",
       "\t<tr><th scope=row>5</th><td>08ce1729-2944-4bf4-86f1-0b8c5545ed17</td><td> 2.6750215</td><td>-1.22113669</td><td>-0.4686445</td><td>-1.5073698</td><td> 0.4458323</td><td> 0.6247320</td><td> 0.7741581</td><td>-0.2219075</td><td>-0.4970439</td><td>MULTIPOLYGON (((548155.2 55...</td><td>⋯</td><td>-0.45394071</td><td> 0.15504147</td><td>-0.22916032</td><td> 0.67104277</td><td>-0.92585359</td><td>-0.91960294</td><td>-0.6444084</td><td>-0.34952125</td><td>-0.5551767</td><td>MULTIPOLYGON (((548155.2 55...</td></tr>\n",
       "\t<tr><th scope=row>6</th><td>0ad9190d-7e7c-4402-b99c-1366ce4f8a4a</td><td>-1.0122613</td><td>-0.51202199</td><td>-0.2827849</td><td> 0.0466368</td><td>-0.3198408</td><td>-0.3913507</td><td> 0.2796594</td><td>-0.4558315</td><td>-0.3996752</td><td>MULTIPOLYGON (((579895.7 59...</td><td>⋯</td><td>-0.26046751</td><td>-0.25889901</td><td>-0.77264543</td><td>-0.48273512</td><td>-0.22006800</td><td>-0.35431027</td><td>-0.4280592</td><td>-0.60732719</td><td>-0.6443571</td><td>MULTIPOLYGON (((579895.7 59...</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A sf: 6 × 47\n",
       "\\begin{tabular}{r|lllllllllllllllllllll}\n",
       "  & SA\\_GUID\\_\\_1 & early\\_childhood & age\\_middle\\_to\\_oldest\\_old & poor\\_health & disability & one\\_parent\\_households & three\\_or\\_more\\_children\\_households & low\\_skilled\\_employment & farmers & unemployment & geometry & ⋯ & housing\\_characteristics & physical\\_environment & sensitivity & prepare & respond & recover & adaptive\\_capacity & enhanced\\_exposure & social\\_vulnerability & geometry\\\\\n",
       "  & <chr> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & ⋯ & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <MULTIPOLYGON {[}m{]}>\\\\\n",
       "\\hline\n",
       "\t1 & 04fa3a14-afbe-4e99-a760-f209f50d156e & -0.1751081 &  0.90022941 & -0.6374113 &  1.0354936 & -0.4338410 & -1.0229980 & -1.0620197 &  0.8259487 &  1.7070003 & MULTIPOLYGON (((498746.1 53... & ⋯ &  1.17139451 & -1.90814855 &  0.49296903 &  0.06113257 & -0.05771688 &  1.23755431 &  0.2211145 & -0.86153177 & -0.1661047 & MULTIPOLYGON (((498746.1 53...\\\\\n",
       "\t2 & 056f5166-a6a5-45aa-99c2-bd4e5ecab938 &  0.8945241 &  0.09879282 & -0.1675958 & -0.5858810 & -0.3856101 & -0.4588344 &  0.2712924 & -0.5775435 &  0.3593869 & MULTIPOLYGON (((545906.9 57... & ⋯ &  0.28067781 &  0.09097864 &  0.10526478 & -0.56876794 & -0.80338394 & -0.20154873 & -0.5886800 &  0.43460072 & -0.4278078 & MULTIPOLYGON (((545906.9 57...\\\\\n",
       "\t3 & 06192d69-db1b-49af-b03e-8067305ba789 &  0.6718825 & -0.20471071 & -0.5854947 &  0.4152686 &  0.7336784 & -0.7301653 &  0.6393685 & -0.3244177 & -0.3158771 & MULTIPOLYGON (((570586.2 61... & ⋯ & -0.03881498 &  0.14975495 &  0.13032809 &  0.66595662 &  0.34384632 &  0.09718817 &  0.4813834 &  0.12972893 &  0.4712041 & MULTIPOLYGON (((570586.2 61...\\\\\n",
       "\t4 & 0642d55d-8404-4fcf-8fc0-5e7ce85e11d8 &  4.2077987 & -1.21257418 & -1.2695713 & -1.5866988 & -1.2516686 & -0.6761514 & -0.8403841 & -0.5775435 & -2.1269721 & MULTIPOLYGON (((566496.6 56... & ⋯ &  0.17186172 & -0.24804621 &  0.06098647 & -1.77335609 & -2.15052250 & -1.48747349 & -1.8580879 & -0.08908721 & -1.5680132 & MULTIPOLYGON (((566496.6 56...\\\\\n",
       "\t5 & 08ce1729-2944-4bf4-86f1-0b8c5545ed17 &  2.6750215 & -1.22113669 & -0.4686445 & -1.5073698 &  0.4458323 &  0.6247320 &  0.7741581 & -0.2219075 & -0.4970439 & MULTIPOLYGON (((548155.2 55... & ⋯ & -0.45394071 &  0.15504147 & -0.22916032 &  0.67104277 & -0.92585359 & -0.91960294 & -0.6444084 & -0.34952125 & -0.5551767 & MULTIPOLYGON (((548155.2 55...\\\\\n",
       "\t6 & 0ad9190d-7e7c-4402-b99c-1366ce4f8a4a & -1.0122613 & -0.51202199 & -0.2827849 &  0.0466368 & -0.3198408 & -0.3913507 &  0.2796594 & -0.4558315 & -0.3996752 & MULTIPOLYGON (((579895.7 59... & ⋯ & -0.26046751 & -0.25889901 & -0.77264543 & -0.48273512 & -0.22006800 & -0.35431027 & -0.4280592 & -0.60732719 & -0.6443571 & MULTIPOLYGON (((579895.7 59...\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A sf: 6 × 47\n",
       "\n",
       "| <!--/--> | SA_GUID__1 &lt;chr&gt; | early_childhood &lt;dbl&gt; | age_middle_to_oldest_old &lt;dbl&gt; | poor_health &lt;dbl&gt; | disability &lt;dbl&gt; | one_parent_households &lt;dbl&gt; | three_or_more_children_households &lt;dbl&gt; | low_skilled_employment &lt;dbl&gt; | farmers &lt;dbl&gt; | unemployment &lt;dbl&gt; | geometry ⋯ | ⋯ &lt;dbl&gt; | housing_characteristics &lt;dbl&gt; | physical_environment &lt;dbl&gt; | sensitivity &lt;dbl&gt; | prepare &lt;dbl&gt; | respond &lt;dbl&gt; | recover &lt;dbl&gt; | adaptive_capacity &lt;dbl&gt; | enhanced_exposure &lt;dbl&gt; | social_vulnerability &lt;MULTIPOLYGON [m]&gt; | geometry &lt;chr&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 1 | 04fa3a14-afbe-4e99-a760-f209f50d156e | -0.1751081 |  0.90022941 | -0.6374113 |  1.0354936 | -0.4338410 | -1.0229980 | -1.0620197 |  0.8259487 |  1.7070003 | MULTIPOLYGON (((498746.1 53... | ⋯ |  1.17139451 | -1.90814855 |  0.49296903 |  0.06113257 | -0.05771688 |  1.23755431 |  0.2211145 | -0.86153177 | -0.1661047 | MULTIPOLYGON (((498746.1 53... |\n",
       "| 2 | 056f5166-a6a5-45aa-99c2-bd4e5ecab938 |  0.8945241 |  0.09879282 | -0.1675958 | -0.5858810 | -0.3856101 | -0.4588344 |  0.2712924 | -0.5775435 |  0.3593869 | MULTIPOLYGON (((545906.9 57... | ⋯ |  0.28067781 |  0.09097864 |  0.10526478 | -0.56876794 | -0.80338394 | -0.20154873 | -0.5886800 |  0.43460072 | -0.4278078 | MULTIPOLYGON (((545906.9 57... |\n",
       "| 3 | 06192d69-db1b-49af-b03e-8067305ba789 |  0.6718825 | -0.20471071 | -0.5854947 |  0.4152686 |  0.7336784 | -0.7301653 |  0.6393685 | -0.3244177 | -0.3158771 | MULTIPOLYGON (((570586.2 61... | ⋯ | -0.03881498 |  0.14975495 |  0.13032809 |  0.66595662 |  0.34384632 |  0.09718817 |  0.4813834 |  0.12972893 |  0.4712041 | MULTIPOLYGON (((570586.2 61... |\n",
       "| 4 | 0642d55d-8404-4fcf-8fc0-5e7ce85e11d8 |  4.2077987 | -1.21257418 | -1.2695713 | -1.5866988 | -1.2516686 | -0.6761514 | -0.8403841 | -0.5775435 | -2.1269721 | MULTIPOLYGON (((566496.6 56... | ⋯ |  0.17186172 | -0.24804621 |  0.06098647 | -1.77335609 | -2.15052250 | -1.48747349 | -1.8580879 | -0.08908721 | -1.5680132 | MULTIPOLYGON (((566496.6 56... |\n",
       "| 5 | 08ce1729-2944-4bf4-86f1-0b8c5545ed17 |  2.6750215 | -1.22113669 | -0.4686445 | -1.5073698 |  0.4458323 |  0.6247320 |  0.7741581 | -0.2219075 | -0.4970439 | MULTIPOLYGON (((548155.2 55... | ⋯ | -0.45394071 |  0.15504147 | -0.22916032 |  0.67104277 | -0.92585359 | -0.91960294 | -0.6444084 | -0.34952125 | -0.5551767 | MULTIPOLYGON (((548155.2 55... |\n",
       "| 6 | 0ad9190d-7e7c-4402-b99c-1366ce4f8a4a | -1.0122613 | -0.51202199 | -0.2827849 |  0.0466368 | -0.3198408 | -0.3913507 |  0.2796594 | -0.4558315 | -0.3996752 | MULTIPOLYGON (((579895.7 59... | ⋯ | -0.26046751 | -0.25889901 | -0.77264543 | -0.48273512 | -0.22006800 | -0.35431027 | -0.4280592 | -0.60732719 | -0.6443571 | MULTIPOLYGON (((579895.7 59... |\n",
       "\n"
      ],
      "text/plain": [
       "  SA_GUID__1                           early_childhood age_middle_to_oldest_old\n",
       "1 04fa3a14-afbe-4e99-a760-f209f50d156e -0.1751081       0.90022941             \n",
       "2 056f5166-a6a5-45aa-99c2-bd4e5ecab938  0.8945241       0.09879282             \n",
       "3 06192d69-db1b-49af-b03e-8067305ba789  0.6718825      -0.20471071             \n",
       "4 0642d55d-8404-4fcf-8fc0-5e7ce85e11d8  4.2077987      -1.21257418             \n",
       "5 08ce1729-2944-4bf4-86f1-0b8c5545ed17  2.6750215      -1.22113669             \n",
       "6 0ad9190d-7e7c-4402-b99c-1366ce4f8a4a -1.0122613      -0.51202199             \n",
       "  poor_health disability one_parent_households\n",
       "1 -0.6374113   1.0354936 -0.4338410           \n",
       "2 -0.1675958  -0.5858810 -0.3856101           \n",
       "3 -0.5854947   0.4152686  0.7336784           \n",
       "4 -1.2695713  -1.5866988 -1.2516686           \n",
       "5 -0.4686445  -1.5073698  0.4458323           \n",
       "6 -0.2827849   0.0466368 -0.3198408           \n",
       "  three_or_more_children_households low_skilled_employment farmers   \n",
       "1 -1.0229980                        -1.0620197              0.8259487\n",
       "2 -0.4588344                         0.2712924             -0.5775435\n",
       "3 -0.7301653                         0.6393685             -0.3244177\n",
       "4 -0.6761514                        -0.8403841             -0.5775435\n",
       "5  0.6247320                         0.7741581             -0.2219075\n",
       "6 -0.3913507                         0.2796594             -0.4558315\n",
       "  unemployment geometry                       ⋯ housing_characteristics\n",
       "1  1.7070003   MULTIPOLYGON (((498746.1 53... ⋯  1.17139451            \n",
       "2  0.3593869   MULTIPOLYGON (((545906.9 57... ⋯  0.28067781            \n",
       "3 -0.3158771   MULTIPOLYGON (((570586.2 61... ⋯ -0.03881498            \n",
       "4 -2.1269721   MULTIPOLYGON (((566496.6 56... ⋯  0.17186172            \n",
       "5 -0.4970439   MULTIPOLYGON (((548155.2 55... ⋯ -0.45394071            \n",
       "6 -0.3996752   MULTIPOLYGON (((579895.7 59... ⋯ -0.26046751            \n",
       "  physical_environment sensitivity prepare     respond     recover    \n",
       "1 -1.90814855           0.49296903  0.06113257 -0.05771688  1.23755431\n",
       "2  0.09097864           0.10526478 -0.56876794 -0.80338394 -0.20154873\n",
       "3  0.14975495           0.13032809  0.66595662  0.34384632  0.09718817\n",
       "4 -0.24804621           0.06098647 -1.77335609 -2.15052250 -1.48747349\n",
       "5  0.15504147          -0.22916032  0.67104277 -0.92585359 -0.91960294\n",
       "6 -0.25889901          -0.77264543 -0.48273512 -0.22006800 -0.35431027\n",
       "  adaptive_capacity enhanced_exposure social_vulnerability\n",
       "1  0.2211145        -0.86153177       -0.1661047          \n",
       "2 -0.5886800         0.43460072       -0.4278078          \n",
       "3  0.4813834         0.12972893        0.4712041          \n",
       "4 -1.8580879        -0.08908721       -1.5680132          \n",
       "5 -0.6444084        -0.34952125       -0.5551767          \n",
       "6 -0.4280592        -0.60732719       -0.6443571          \n",
       "  geometry                      \n",
       "1 MULTIPOLYGON (((498746.1 53...\n",
       "2 MULTIPOLYGON (((545906.9 57...\n",
       "3 MULTIPOLYGON (((570586.2 61...\n",
       "4 MULTIPOLYGON (((566496.6 56...\n",
       "5 MULTIPOLYGON (((548155.2 55...\n",
       "6 MULTIPOLYGON (((579895.7 59..."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Merge  the Social Vulnerability Index data and the census areas\n",
    "merged_data <- merge(st_drop_geometry(svi_input), st_drop_geometry(census_areas), by = GUID)\n",
    "\n",
    "# Filter Cork data (Cork city and suburbs code is \"17\", the rest of county Cork code is \"18\")\n",
    "merged_data_cork <- merged_data %>% filter(COUNTY_COD == \"17\" | COUNTY_COD == \"18\")\n",
    "merged_data_cork_ids <- merged_data_cork[,GUID]\n",
    "\n",
    "svi_output_cork <- svi_input %>% filter(!!as.symbol(GUID) %in% merged_data_cork_ids)\n",
    "nrow(svi_output_cork)\n",
    "head(svi_output_cork)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d3c661af-fee0-4b75-84df-8b82f0d0e8dd",
   "metadata": {},
   "source": [
    "# Export"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b6cd2e54-d479-4b3a-b534-3e9c77ff2582",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Deleting source `../../3_outputs/Ireland/2022/Cork/social_vulnerability_index_cork_2022.geojson' using driver `GeoJSON'\n",
      "Writing layer `social_vulnerability_index_cork_2022' to data source \n",
      "  `../../3_outputs/Ireland/2022/Cork/social_vulnerability_index_cork_2022.geojson' using driver `GeoJSON'\n",
      "Writing 2206 features with 46 fields and geometry type Multi Polygon.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message in abbreviate_shapefile_names(obj):\n",
      "“Field names abbreviated for ESRI Shapefile driver”\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Deleting layer `social_vulnerability_index_cork_2022' using driver `ESRI Shapefile'\n",
      "Writing layer `social_vulnerability_index_cork_2022' to data source \n",
      "  `../../3_outputs/Ireland/2022/Cork/social_vulnerability_index_cork_2022.shp' using driver `ESRI Shapefile'\n",
      "Writing 2206 features with 46 fields and geometry type Multi Polygon.\n"
     ]
    }
   ],
   "source": [
    "# CSV\n",
    "write.csv(st_drop_geometry(svi_output_cork), file.path(output_dir, \"social_vulnerability_index_cork_2022.csv\"), row.names = FALSE)\n",
    "\n",
    "# GeoJSON\n",
    "st_write(svi_output_cork, file.path(output_dir, \"social_vulnerability_index_cork_2022.geojson\"), delete_dsn=TRUE)\n",
    "\n",
    "# Shapefile\n",
    "st_write(svi_output_cork, file.path(output_dir, \"social_vulnerability_index_cork_2022.shp\"), append = FALSE)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd3ac13a-60d8-43a1-a522-dfe14b76a423",
   "metadata": {},
   "source": [
    "**END**"
   ]
  }
 ],
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