coastal_zones_2018_labels.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "958b9931-ccd3-4774-ad21-691d67e69628",
   "metadata": {},
   "source": [
    "# Dictionary with class labels for the Copernicus Coastal Zones 2018 layer\n",
    "\n",
    "The coastal zones dataset consists of a coastal typology at different levels. The geopackage is available [here at Copernicus](https://land.copernicus.eu/local/coastal-zones/coastal-zones-2018), but does not have class labels. The labels are given in [this document](https://land.copernicus.eu/user-corner/technical-library/coastal-zones-nomenclature-and-mapping-guideline.pdf). The dictionaries below contain the labels in programmatic environment. The Copernicus labels are defined following MAES ecosystem typology."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "edfc923b-38b6-4a1c-ad0d-247d0be0abff",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pathlib\n",
    "\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b6883b43-82d0-48ea-858d-bf2d5c16aaef",
   "metadata": {},
   "outputs": [],
   "source": [
    "LEVEL_1 = {\n",
    "    1: \"Urban\",\n",
    "    2: \"Cropland\",\n",
    "    3: \"Woodland and forest\",\n",
    "    4: \"Grassland\",\n",
    "    5: \"Heathland and scrub\",\n",
    "    6: \"Open spaces with little or no vegetation\",\n",
    "    7: \"Wetland\",\n",
    "    8: \"Water\",\n",
    "}\n",
    "\n",
    "LEVEL_2 = {\n",
    "    11: \"Urban fabric, industrial, commercial, public, military and private units\",\n",
    "    12: \"Transport infrastructure\",\n",
    "    13: \"Mineral extraction, dump and construction sites, land without current use\",\n",
    "    14: \"Green urban, sports and leisure facilities\",\n",
    "    21: \"Arable land\",\n",
    "    22: \"Permanent crops\",\n",
    "    23: \"Heterogeneous agricultural area\",\n",
    "    31: \"Broadleaved forest\",\n",
    "    32: \"Coniferous forest\",\n",
    "    33: \"Mixed forest\",\n",
    "    34: \"Transitional woodland and scrub\",\n",
    "    35: \"Lines of trees and scrub\",\n",
    "    36: \"Damaged forest\",\n",
    "    41: \"Managed grassland\",\n",
    "    42: \"Natural & semi-natural grassland\",\n",
    "    51: \"Healthland and moorland\",\n",
    "    52: \"Alpine scrub land\",\n",
    "    53: \"Sclerophyllous scrubs\",\n",
    "    61: \"Sparsely vegetated areas\",\n",
    "    62: \"Beaches, dunes, river banks\",\n",
    "    63: \"Bare rocks, burnt areas, glaciers and perpetual snow\",\n",
    "    71: \"Inland wetlands\",\n",
    "    72: \"Coastal wetlands\",\n",
    "    81: \"Water courses\",\n",
    "    82: \"Lakes and reservoirs\",\n",
    "    83: \"Transitional waters\",\n",
    "    84: \"Sea and ocean\",\n",
    "}\n",
    "\n",
    "LEVEL_3 = {\n",
    "    111: \"Urban fabric (predominantly public and private units)\",\n",
    "    112: \"Industrial, commercial, public and military units\",\n",
    "    121: \"Road networks and associated land\",\n",
    "    122: \"Railways and associated land\",\n",
    "    123: \"Port areas and associated land\",\n",
    "    124: \"Airports and associated land\",\n",
    "    131: \"Mineral extraction, dump and construction sites\",\n",
    "    132: \"Land without current use\",\n",
    "    140: \"\",\n",
    "    211: \"Arable irrigated and non-irrigated land\",\n",
    "    212: \"Greenhouses\",\n",
    "    221: \"Vineyards, fruit trees and berry plantations\",\n",
    "    222: \"Olive groves\",\n",
    "    231: \"Annual crops associated with permanent crops\",\n",
    "    232: \"Complex cultivation patterns\",\n",
    "    233: \"Land principally occupied by agriculture with significant areas of natural vegetation\",\n",
    "    234: \"Agro-forestry\",\n",
    "    311: \"Natural & semi-natural broadleaved forest\",\n",
    "    312: \"Highly artifical broadleaved plantations\",\n",
    "    321: \"Natural & semi-natural coniferous forest\",\n",
    "    322: \"Highly artifical coniferous plantations\",\n",
    "    331: \"Natural & semi-natural mixed forest\",\n",
    "    332: \"Highly artifical mixed plantations\",\n",
    "    340: \"\",\n",
    "    350: \"\",\n",
    "    360: \"\",\n",
    "    410: \"\",\n",
    "    421: \"Semi-natural grassland\",\n",
    "    422: \"Alpine and sub-alpine natural grassland\",\n",
    "    510: \"\",\n",
    "    520: \"\",\n",
    "    530: \"\",\n",
    "    611: \"Sparse vegetation on sands\",\n",
    "    612: \"Sparse vegetation on rocks\",\n",
    "    621: \"Beaches and dunes\",\n",
    "    622: \"River banks\",\n",
    "    631: \"Bare rocks, outcrops, cliffs\",\n",
    "    632: \"Burnt areas (except burnt forest)\",\n",
    "    633: \"Glaciers and perpetual snow\",\n",
    "    711: \"Inland marshes\",\n",
    "    712: \"Peat bogs\",\n",
    "    721: \"Salt marshes\",\n",
    "    722: \"Salines\",\n",
    "    723: \"Intertidal flats\",\n",
    "    811: \"Natural & semi-natural water courses\",\n",
    "    812: \"Highly modified water courses and canals\",\n",
    "    813: \"Seasonally connected water courses (oxbows)\",\n",
    "    821: \"Natural lakes\",\n",
    "    822: \"Reservoirs\",\n",
    "    823: \"Aquaculture ponds\",\n",
    "    824: \"Standing water bodies of extractive industrial sites\",\n",
    "    831: \"Lagoons\",\n",
    "    832: \"Estuaries\",\n",
    "    833: \"Marine inlets and fjords\",\n",
    "    841: \"Open sea\",\n",
    "    842: \"Coastal waters\",\n",
    "}\n",
    "\n",
    "LEVEL_4 = {\n",
    "    1111: \"Continuous urban fabric(IMD => 80%)\",\n",
    "    1112: \"Dense urban fabric (IMD =>30-80%)\",\n",
    "    1113: \"Low density fabric (IMD <30%)\",\n",
    "    1121: \"Industrial, commercial, public and military units (other)\",\n",
    "    1122: \"Nuclear energy plants and associated land\",\n",
    "    1210: \"\",\n",
    "    1220: \"\",\n",
    "    1231: \"Cargo port\",\n",
    "    1232: \"Passenger port\",\n",
    "    1233: \"Fishing port\",\n",
    "    1234: \"Naval port\",\n",
    "    1235: \"Marinas\",\n",
    "    1236: \"Local multi-functional harbours\",\n",
    "    1237: \"Shipyards\",\n",
    "    1240: \"\",\n",
    "    1311: \"Mineral extraction sites\",\n",
    "    1312: \"Dump sites\",\n",
    "    1313: \"Construction sites\",\n",
    "    1320: \"\",\n",
    "    1400: \"\",\n",
    "    2110: \"\",\n",
    "    2120: \"\",\n",
    "    2210: \"\",\n",
    "    2220: \"\",\n",
    "    2310: \"\",\n",
    "    2320: \"\",\n",
    "    2330: \"\",\n",
    "    3110: \"\",\n",
    "    3120: \"\",\n",
    "    3210: \"\",\n",
    "    3220: \"\",\n",
    "    3310: \"\",\n",
    "    3320: \"\",\n",
    "    3400: \"\",\n",
    "    3500: \"\",\n",
    "    3600: \"\",\n",
    "    4100: \"\",\n",
    "    4210: \"\",\n",
    "    4220: \"\",\n",
    "    5100: \"\",\n",
    "    5200: \"\",\n",
    "    5300: \"\",\n",
    "    6110: \"\",\n",
    "    6120: \"\",\n",
    "    6211: \"Beaches\",\n",
    "    6212: \"Dunes\",\n",
    "    6220: \"\",\n",
    "    6311: \"Bare rocks and outcrops\",\n",
    "    6312: \"Coastal cliffs\",\n",
    "    6320: \"\",\n",
    "    6330: \"\",\n",
    "    7110: \"\",\n",
    "    7121: \"Exploited peat bogs\",\n",
    "    7122: \"Unexploited peat bogs\",\n",
    "    7210: \"\",\n",
    "    7220: \"\",\n",
    "    7230: \"\",\n",
    "    8110: \"\",\n",
    "    8120: \"\",\n",
    "    8130: \"\",\n",
    "    8210: \"\",\n",
    "    8220: \"\",\n",
    "    8230: \"\",\n",
    "    8240: \"\",\n",
    "    8310: \"\",\n",
    "    8320: \"\",\n",
    "    8330: \"\",\n",
    "    8410: \"\",\n",
    "    8420: \"\",\n",
    "}\n",
    "\n",
    "LEVEL_5 = {\n",
    "    11110: \"\",\n",
    "    11120: \"\",\n",
    "    11130: \"\",\n",
    "    11210: \"\",\n",
    "    11220: \"\",\n",
    "    12100: \"\",\n",
    "    12200: \"\",\n",
    "    12310: \"\",\n",
    "    12320: \"\",\n",
    "    12330: \"\",\n",
    "    12340: \"\",\n",
    "    12350: \"\",\n",
    "    12360: \"\",\n",
    "    12370: \"\",\n",
    "    12400: \"\",\n",
    "    13110: \"\",\n",
    "    13120: \"\",\n",
    "    13130: \"\",\n",
    "    13200: \"\",\n",
    "    14000: \"\",\n",
    "    21100: \"\",\n",
    "    21200: \"\",\n",
    "    22100: \"\",\n",
    "    22200: \"\",\n",
    "    23100: \"\",\n",
    "    23200: \"\",\n",
    "    23300: \"\",\n",
    "    31100: \"\",\n",
    "    31200: \"\",\n",
    "    32100: \"\",\n",
    "    32200: \"\",\n",
    "    33100: \"\",\n",
    "    33200: \"\",\n",
    "    34000: \"\",\n",
    "    35000: \"\",\n",
    "    36000: \"\",\n",
    "    41000: \"\",\n",
    "    42100: \"\",\n",
    "    42200: \"\",\n",
    "    51000: \"\",\n",
    "    52000: \"\",\n",
    "    53000: \"\",\n",
    "    61100: \"\",\n",
    "    61200: \"\",\n",
    "    62111: \"Sandy beaches\",\n",
    "    62112: \"Shingle beaches\",\n",
    "    62120: \"\",\n",
    "    62200: \"\",\n",
    "    63110: \"\",\n",
    "    63120: \"\",\n",
    "    63200: \"\",\n",
    "    63300: \"\",\n",
    "    71100: \"\",\n",
    "    71210: \"\",\n",
    "    71220: \"\",\n",
    "    72100: \"\",\n",
    "    72200: \"\",\n",
    "    72300: \"\",\n",
    "    81100: \"\",\n",
    "    81200: \"\",\n",
    "    81300: \"\",\n",
    "    82100: \"\",\n",
    "    82200: \"\",\n",
    "    82300: \"\",\n",
    "    82400: \"\",\n",
    "    83100: \"\",\n",
    "    83200: \"\",\n",
    "    83300: \"\",\n",
    "    84100: \"\",\n",
    "    84200: \"\",\n",
    "}\n",
    "\n",
    "\n",
    "def fill_empty_labels(level_low, level_up):\n",
    "    for k, v in level_low.items():\n",
    "        if not v:\n",
    "            level_low[k] = level_up[k / 10]\n",
    "    return level_low\n",
    "\n",
    "\n",
    "levels = [LEVEL_1, LEVEL_2, LEVEL_3, LEVEL_4, LEVEL_5]\n",
    "\n",
    "# fill empty classes with labels from higher level\n",
    "for i in range(1, len(levels)):\n",
    "    levels[i] = fill_empty_labels(levels[i], levels[i - 1])\n",
    "\n",
    "level_1, level_2, level_3, level_4, level_5 = levels"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "758b624b-9e43-4091-9031-e0dc399082cb",
   "metadata": {},
   "source": [
    "## Save results as csv "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1e7d8a8e-053e-429f-8c06-a254b78d0a4b",
   "metadata": {},
   "outputs": [],
   "source": [
    "series = [pd.Series(level) for level in levels]\n",
    "df = pd.concat(series).reset_index().rename({0: \"class\"}, axis=\"columns\")\n",
    "\n",
    "outdir = pathlib.Path().absolute().joinpath(\"data\")\n",
    "if not outdir.exists():\n",
    "    outdir.mkdir(exist_ok=True, parents=True)\n",
    "outpath = outdir / \"coastal_zones_class_labels.csv\"\n",
    "\n",
    "df.to_csv(outpath, index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d95688a4-453a-4466-b663-afe124350614",
   "metadata": {},
   "source": [
    "## This can now be read from GH "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "347e24ee-99e4-4fd9-813a-aad3739310ba",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"https://raw.githubusercontent.com/FlorisCalkoen/notebooks/master/data/coastal_zones_class_labels.csv\")\n",
    "coastal_zones_mapper = pd.Series(df[\"class\"].values, df[\"index\"].values).to_dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d954673c-5c6d-4244-af86-a34a6e150408",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{1: 'Urban',\n",
       " 2: 'Cropland',\n",
       " 3: 'Woodland and forest',\n",
       " 4: 'Grassland',\n",
       " 5: 'Heathland and scrub',\n",
       " 6: 'Open spaces with little or no vegetation',\n",
       " 7: 'Wetland',\n",
       " 8: 'Water',\n",
       " 11: 'Urban fabric, industrial, commercial, public, military and private units',\n",
       " 12: 'Transport infrastructure',\n",
       " 13: 'Mineral extraction, dump and construction sites, land without current use',\n",
       " 14: 'Green urban, sports and leisure facilities',\n",
       " 21: 'Arable land',\n",
       " 22: 'Permanent crops',\n",
       " 23: 'Heterogeneous agricultural area',\n",
       " 31: 'Broadleaved forest',\n",
       " 32: 'Coniferous forest',\n",
       " 33: 'Mixed forest',\n",
       " 34: 'Transitional woodland and scrub',\n",
       " 35: 'Lines of trees and scrub',\n",
       " 36: 'Damaged forest',\n",
       " 41: 'Managed grassland',\n",
       " 42: 'Natural & semi-natural grassland',\n",
       " 51: 'Healthland and moorland',\n",
       " 52: 'Alpine scrub land',\n",
       " 53: 'Sclerophyllous scrubs',\n",
       " 61: 'Sparsely vegetated areas',\n",
       " 62: 'Beaches, dunes, river banks',\n",
       " 63: 'Bare rocks, burnt areas, glaciers and perpetual snow',\n",
       " 71: 'Inland wetlands',\n",
       " 72: 'Coastal wetlands',\n",
       " 81: 'Water courses',\n",
       " 82: 'Lakes and reservoirs',\n",
       " 83: 'Transitional waters',\n",
       " 84: 'Sea and ocean',\n",
       " 111: 'Urban fabric (predominantly public and private units)',\n",
       " 112: 'Industrial, commercial, public and military units',\n",
       " 121: 'Road networks and associated land',\n",
       " 122: 'Railways and associated land',\n",
       " 123: 'Port areas and associated land',\n",
       " 124: 'Airports and associated land',\n",
       " 131: 'Mineral extraction, dump and construction sites',\n",
       " 132: 'Land without current use',\n",
       " 140: 'Green urban, sports and leisure facilities',\n",
       " 211: 'Arable irrigated and non-irrigated land',\n",
       " 212: 'Greenhouses',\n",
       " 221: 'Vineyards, fruit trees and berry plantations',\n",
       " 222: 'Olive groves',\n",
       " 231: 'Annual crops associated with permanent crops',\n",
       " 232: 'Complex cultivation patterns',\n",
       " 233: 'Land principally occupied by agriculture with significant areas of natural vegetation',\n",
       " 234: 'Agro-forestry',\n",
       " 311: 'Natural & semi-natural broadleaved forest',\n",
       " 312: 'Highly artifical broadleaved plantations',\n",
       " 321: 'Natural & semi-natural coniferous forest',\n",
       " 322: 'Highly artifical coniferous plantations',\n",
       " 331: 'Natural & semi-natural mixed forest',\n",
       " 332: 'Highly artifical mixed plantations',\n",
       " 340: 'Transitional woodland and scrub',\n",
       " 350: 'Lines of trees and scrub',\n",
       " 360: 'Damaged forest',\n",
       " 410: 'Managed grassland',\n",
       " 421: 'Semi-natural grassland',\n",
       " 422: 'Alpine and sub-alpine natural grassland',\n",
       " 510: 'Healthland and moorland',\n",
       " 520: 'Alpine scrub land',\n",
       " 530: 'Sclerophyllous scrubs',\n",
       " 611: 'Sparse vegetation on sands',\n",
       " 612: 'Sparse vegetation on rocks',\n",
       " 621: 'Beaches and dunes',\n",
       " 622: 'River banks',\n",
       " 631: 'Bare rocks, outcrops, cliffs',\n",
       " 632: 'Burnt areas (except burnt forest)',\n",
       " 633: 'Glaciers and perpetual snow',\n",
       " 711: 'Inland marshes',\n",
       " 712: 'Peat bogs',\n",
       " 721: 'Salt marshes',\n",
       " 722: 'Salines',\n",
       " 723: 'Intertidal flats',\n",
       " 811: 'Natural & semi-natural water courses',\n",
       " 812: 'Highly modified water courses and canals',\n",
       " 813: 'Seasonally connected water courses (oxbows)',\n",
       " 821: 'Natural lakes',\n",
       " 822: 'Reservoirs',\n",
       " 823: 'Aquaculture ponds',\n",
       " 824: 'Standing water bodies of extractive industrial sites',\n",
       " 831: 'Lagoons',\n",
       " 832: 'Estuaries',\n",
       " 833: 'Marine inlets and fjords',\n",
       " 841: 'Open sea',\n",
       " 842: 'Coastal waters',\n",
       " 1111: 'Continuous urban fabric(IMD => 80%)',\n",
       " 1112: 'Dense urban fabric (IMD =>30-80%)',\n",
       " 1113: 'Low density fabric (IMD <30%)',\n",
       " 1121: 'Industrial, commercial, public and military units (other)',\n",
       " 1122: 'Nuclear energy plants and associated land',\n",
       " 1210: 'Road networks and associated land',\n",
       " 1220: 'Railways and associated land',\n",
       " 1231: 'Cargo port',\n",
       " 1232: 'Passenger port',\n",
       " 1233: 'Fishing port',\n",
       " 1234: 'Naval port',\n",
       " 1235: 'Marinas',\n",
       " 1236: 'Local multi-functional harbours',\n",
       " 1237: 'Shipyards',\n",
       " 1240: 'Airports and associated land',\n",
       " 1311: 'Mineral extraction sites',\n",
       " 1312: 'Dump sites',\n",
       " 1313: 'Construction sites',\n",
       " 1320: 'Land without current use',\n",
       " 1400: 'Green urban, sports and leisure facilities',\n",
       " 2110: 'Arable irrigated and non-irrigated land',\n",
       " 2120: 'Greenhouses',\n",
       " 2210: 'Vineyards, fruit trees and berry plantations',\n",
       " 2220: 'Olive groves',\n",
       " 2310: 'Annual crops associated with permanent crops',\n",
       " 2320: 'Complex cultivation patterns',\n",
       " 2330: 'Land principally occupied by agriculture with significant areas of natural vegetation',\n",
       " 3110: 'Natural & semi-natural broadleaved forest',\n",
       " 3120: 'Highly artifical broadleaved plantations',\n",
       " 3210: 'Natural & semi-natural coniferous forest',\n",
       " 3220: 'Highly artifical coniferous plantations',\n",
       " 3310: 'Natural & semi-natural mixed forest',\n",
       " 3320: 'Highly artifical mixed plantations',\n",
       " 3400: 'Transitional woodland and scrub',\n",
       " 3500: 'Lines of trees and scrub',\n",
       " 3600: 'Damaged forest',\n",
       " 4100: 'Managed grassland',\n",
       " 4210: 'Semi-natural grassland',\n",
       " 4220: 'Alpine and sub-alpine natural grassland',\n",
       " 5100: 'Healthland and moorland',\n",
       " 5200: 'Alpine scrub land',\n",
       " 5300: 'Sclerophyllous scrubs',\n",
       " 6110: 'Sparse vegetation on sands',\n",
       " 6120: 'Sparse vegetation on rocks',\n",
       " 6211: 'Beaches',\n",
       " 6212: 'Dunes',\n",
       " 6220: 'River banks',\n",
       " 6311: 'Bare rocks and outcrops',\n",
       " 6312: 'Coastal cliffs',\n",
       " 6320: 'Burnt areas (except burnt forest)',\n",
       " 6330: 'Glaciers and perpetual snow',\n",
       " 7110: 'Inland marshes',\n",
       " 7121: 'Exploited peat bogs',\n",
       " 7122: 'Unexploited peat bogs',\n",
       " 7210: 'Salt marshes',\n",
       " 7220: 'Salines',\n",
       " 7230: 'Intertidal flats',\n",
       " 8110: 'Natural & semi-natural water courses',\n",
       " 8120: 'Highly modified water courses and canals',\n",
       " 8130: 'Seasonally connected water courses (oxbows)',\n",
       " 8210: 'Natural lakes',\n",
       " 8220: 'Reservoirs',\n",
       " 8230: 'Aquaculture ponds',\n",
       " 8240: 'Standing water bodies of extractive industrial sites',\n",
       " 8310: 'Lagoons',\n",
       " 8320: 'Estuaries',\n",
       " 8330: 'Marine inlets and fjords',\n",
       " 8410: 'Open sea',\n",
       " 8420: 'Coastal waters',\n",
       " 11110: 'Continuous urban fabric(IMD => 80%)',\n",
       " 11120: 'Dense urban fabric (IMD =>30-80%)',\n",
       " 11130: 'Low density fabric (IMD <30%)',\n",
       " 11210: 'Industrial, commercial, public and military units (other)',\n",
       " 11220: 'Nuclear energy plants and associated land',\n",
       " 12100: 'Road networks and associated land',\n",
       " 12200: 'Railways and associated land',\n",
       " 12310: 'Cargo port',\n",
       " 12320: 'Passenger port',\n",
       " 12330: 'Fishing port',\n",
       " 12340: 'Naval port',\n",
       " 12350: 'Marinas',\n",
       " 12360: 'Local multi-functional harbours',\n",
       " 12370: 'Shipyards',\n",
       " 12400: 'Airports and associated land',\n",
       " 13110: 'Mineral extraction sites',\n",
       " 13120: 'Dump sites',\n",
       " 13130: 'Construction sites',\n",
       " 13200: 'Land without current use',\n",
       " 14000: 'Green urban, sports and leisure facilities',\n",
       " 21100: 'Arable irrigated and non-irrigated land',\n",
       " 21200: 'Greenhouses',\n",
       " 22100: 'Vineyards, fruit trees and berry plantations',\n",
       " 22200: 'Olive groves',\n",
       " 23100: 'Annual crops associated with permanent crops',\n",
       " 23200: 'Complex cultivation patterns',\n",
       " 23300: 'Land principally occupied by agriculture with significant areas of natural vegetation',\n",
       " 31100: 'Natural & semi-natural broadleaved forest',\n",
       " 31200: 'Highly artifical broadleaved plantations',\n",
       " 32100: 'Natural & semi-natural coniferous forest',\n",
       " 32200: 'Highly artifical coniferous plantations',\n",
       " 33100: 'Natural & semi-natural mixed forest',\n",
       " 33200: 'Highly artifical mixed plantations',\n",
       " 34000: 'Transitional woodland and scrub',\n",
       " 35000: 'Lines of trees and scrub',\n",
       " 36000: 'Damaged forest',\n",
       " 41000: 'Managed grassland',\n",
       " 42100: 'Semi-natural grassland',\n",
       " 42200: 'Alpine and sub-alpine natural grassland',\n",
       " 51000: 'Healthland and moorland',\n",
       " 52000: 'Alpine scrub land',\n",
       " 53000: 'Sclerophyllous scrubs',\n",
       " 61100: 'Sparse vegetation on sands',\n",
       " 61200: 'Sparse vegetation on rocks',\n",
       " 62111: 'Sandy beaches',\n",
       " 62112: 'Shingle beaches',\n",
       " 62120: 'Dunes',\n",
       " 62200: 'River banks',\n",
       " 63110: 'Bare rocks and outcrops',\n",
       " 63120: 'Coastal cliffs',\n",
       " 63200: 'Burnt areas (except burnt forest)',\n",
       " 63300: 'Glaciers and perpetual snow',\n",
       " 71100: 'Inland marshes',\n",
       " 71210: 'Exploited peat bogs',\n",
       " 71220: 'Unexploited peat bogs',\n",
       " 72100: 'Salt marshes',\n",
       " 72200: 'Salines',\n",
       " 72300: 'Intertidal flats',\n",
       " 81100: 'Natural & semi-natural water courses',\n",
       " 81200: 'Highly modified water courses and canals',\n",
       " 81300: 'Seasonally connected water courses (oxbows)',\n",
       " 82100: 'Natural lakes',\n",
       " 82200: 'Reservoirs',\n",
       " 82300: 'Aquaculture ponds',\n",
       " 82400: 'Standing water bodies of extractive industrial sites',\n",
       " 83100: 'Lagoons',\n",
       " 83200: 'Estuaries',\n",
       " 83300: 'Marine inlets and fjords',\n",
       " 84100: 'Open sea',\n",
       " 84200: 'Coastal waters'}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coastal_zones_mapper"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "68b393b5-5175-4199-a804-3059ee785354",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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