unsupervised.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import geemap, ee"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "Map = geemap.Map()\n",
    "Map.add_basemap(\"SATELLITE\")\n",
    "# Map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Change to Sentinel 2 TOA and check cloud covers; change ROI and clustering ROI for better accuracy!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# point = ee.Geometry.Point([-122.4439, 37.7538])\n",
    "# point = ee.Geometry.Point([-87.7719, 41.8799]) # Michigan\n",
    "# point = ee.Geometry.Point([18.08, 59.32]) # Stockholm\n",
    "# region = ee.Geometry.BBox(17.82, 59.22, 18.34, 59.42) # Stockholm\n",
    "region = ee.Geometry.BBox(17.70, 59.20, 18.70, 59.60) # Stockholm\n",
    "\n",
    "image = (\n",
    "    ee.ImageCollection('COPERNICUS/S2_SR_HARMONIZED')\n",
    "    .filterBounds(region)\n",
    "    .filterDate('2023-06-01', '2023-08-31')\n",
    "    .sort('CLOUDY_PIXEL_PERCENTAGE', False)\n",
    "    .mosaic()\n",
    "    .unitScale(0, 10000)\n",
    "    .clip(region)\n",
    "    # .select('B[1-7]')\n",
    ")\n",
    "\n",
    "# True Color Display:\n",
    "vis_params = {'min': 0, 'max': 0.3, 'bands': ['B4', 'B3', 'B2']}\n",
    "\n",
    "Map.centerObject(region, 10)\n",
    "Map.addLayer(image, vis_params, \"Sentinel-2\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "props = geemap.image_props(image)\n",
    "props.getInfo()\n",
    "# props.get('IMAGE_DATE').getInfo() # For LandSat-8; Sentinel-2 does not have these image properties\n",
    "# props.get('CLOUD_COVER').getInfo() # For LandSat-8; Sentinel-2 does not have these image properties"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Construct Training Data Set:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "ndvi = image.normalizedDifference(['B8', 'B4']).rename('ndvi')\n",
    "ndwi = image.normalizedDifference(['B3', 'B8']).rename('ndwi')\n",
    "input = image.addBands([ndvi, ndwi])\n",
    "\n",
    "# Define the input features for the classifier\n",
    "# inputBands = ['B2', 'B3', 'B4', 'B8', 'B8A', 'B11', 'ndvi', 'ndwi']\n",
    "inputBands = ['B2', 'B3', 'B4', 'B8', 'B11', 'ndvi', 'ndwi']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Make the training dataset.\n",
    "training = input.select(inputBands).sample(\n",
    "    **{\n",
    "        'region': region,\n",
    "        'scale': 30,\n",
    "        'numPixels': 5000, # Default, given\n",
    "        # 'numPixels': 10000,\n",
    "        # 'seed': 0,\n",
    "        # 'geometries': True,  # Set this to False to ignore geometries\n",
    "    }\n",
    ")\n",
    "\n",
    "# Plot the training sample data (not really necessary)\n",
    "# Map.addLayer(training, {}, 'training', False)\n",
    "# Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Instantiate the clusterer and train it.\n",
    "n_clusters = 15\n",
    "clusterer = ee.Clusterer.wekaKMeans(n_clusters).train(training)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Cluster the input using the trained clusterer.\n",
    "result_unclassified = input.select(inputBands).cluster(clusterer)\n",
    "# geemap.image_props(result)\n",
    "\n",
    "# # Display the clusters with random colors.\n",
    "# Map.addLayer(result.randomVisualizer(), {}, 'clusters')\n",
    "# Map.addLayer(result, {}, 'clusters')\n",
    "# Map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Unlabelled cluster:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a845771335104bb6998149f1fb3e5584",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Map(center=[59.399925146053874, 18.19999999999986], controls=(WidgetControl(options=['position', 'transparent_…"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Define 15 colors to distinguish the clusters and look at what they are!\n",
    "# legend_keys = ['One', 'Two', 'Three', 'Four', 'ect']\n",
    "# legend_colors = ['#8DD3C7', '#FFFFB3', '#BEBADA', '#FB8072', '#80B1D3']\n",
    "legend_keys = ['0','1','2','3','4','5','6','7','8','9','10','11','12','13','14']\n",
    "legend_colors = ['#e6194B','#3cb44b','#ffe119','#4363d8','#f58231','#911eb4','#42d4f4','#f032e6','#bfef45','#fabed4','#469990','#9A6324','#800000','#808000','#000075']\n",
    "\n",
    "Map.addLayer(\n",
    "    result_unclassified, {'min': 0, 'max': 14, 'palette': legend_colors}, 'Unclassified clusters'\n",
    ")\n",
    "Map.add_legend(\n",
    "    keys=legend_keys, colors=legend_colors, position='bottomright'\n",
    ")\n",
    "Map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cluster-Class Remapping:\n",
    "## 0 - Urban: 7 (darker/road), 9 (metallic rooftop or cloud)\n",
    "## 1 - Water: 2 (deep), 13 (shallow), 14 (?, close to outer seas)\n",
    "## 2 - Vegetation: 0 (larger), 1 (wet?), 3, 4 (slight veg) , 5 (tall), 8 (very wet), 11 (more disperse veg)\n",
    "## 3 - Bare Field: 6 (a bit more veg), 10 (barer), 12 (even more barer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 0 - Urban\n",
    "# 1 - Water\n",
    "# 2 - Forest/Veg\n",
    "# 3 - Bare Fields\n",
    "\n",
    "# Define Classification Correspondance Scheme: ['Urban', 'Water', 'Vegetation',  'Bare Field'] = [0,1,2,3]\n",
    "legend_keys_classified = ['Urban', 'Water', 'Vegetation', 'Bare Field']\n",
    "legend_colors_classified = ['#a9a9a9','#4363d8', '#3cb44b', '#ffe119']\n",
    "\n",
    "# Remap the spectral classes from clusters:\n",
    "fromClusters = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14]\n",
    "toClasses = [2, 2, 1, 2, 2, 2, 3, 0, 2, 0, 3, 2, 3, 1, 1]\n",
    "\n",
    "# Reclassify the map\n",
    "result_classified = result_unclassified.remap(fromClusters, toClasses)\n",
    "\n",
    "Map.addLayer(\n",
    "    result_classified, {'min': 0, 'max': 3, 'palette': legend_colors_classified}, 'Labelled clusters'\n",
    ")\n",
    "Map.add_legend(\n",
    "    keys=legend_keys_classified, colors=legend_colors_classified, position='bottomleft'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Split bar (problematic, to remove)\n",
    "# import geemap.foliumap as gf\n",
    "import geemap as gf\n",
    "Map2 = gf.Map()\n",
    "Map2.centerObject(region, 8)\n",
    "Map2.add_basemap(\"SATELLITE\")\n",
    "\n",
    "tile_img = gf.ee_tile_layer(image, vis_params, 'Sentinel-2 True Colour')\n",
    "tile_cluster = gf.ee_tile_layer(result, {'min': 0, 'max': 14, 'palette': legend_colors}, 'Sentinel-2 Clustered Unclassified')\n",
    "\n",
    "\n",
    "Map2.split_map(left_layer=tile_img, right_layer=tile_cluster)\n",
    "Map2.addLayerControl\n",
    "\n",
    "Map2.add_legend(\n",
    "    labels=legend_keys, colors=legend_colors, position='bottomright'\n",
    ")\n",
    "# Map2.add_legend(\n",
    "#     keys=legend_keys, colors=legend_colors, position='bottomright'\n",
    "# )\n",
    "\n",
    "Map2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Unsupervised Classification - Accuracy Assessment:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import User Labelled Polygons from Supervised Classification for Accuracy Assessment:\n",
    "# 0 - Urban\n",
    "urban = ee.FeatureCollection(\n",
    "        [ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.052726907332364, 59.33283313087029],\n",
    "                  [18.052726907332364, 59.33097251700143],\n",
    "                  [18.056632203658047, 59.33097251700143],\n",
    "                  [18.056632203658047, 59.33283313087029]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"0\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.123178256624882, 59.34183084125545],\n",
    "                  [18.123178256624882, 59.33977376018854],\n",
    "                  [18.1297013889491, 59.33977376018854],\n",
    "                  [18.1297013889491, 59.34183084125545]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"1\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.08752600541425, 59.302238496085714],\n",
    "                  [18.08752600541425, 59.30166886554873],\n",
    "                  [18.088727635052923, 59.30166886554873],\n",
    "                  [18.088727635052923, 59.302238496085714]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"2\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.091452759412054, 59.30506459883667],\n",
    "                  [18.091452759412054, 59.304681226570594],\n",
    "                  [18.091903370526556, 59.304681226570594],\n",
    "                  [18.091903370526556, 59.30506459883667]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"3\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.09853379121137, 59.30164695649144],\n",
    "                  [18.09853379121137, 59.301011587691676],\n",
    "                  [18.099864166882757, 59.301011587691676],\n",
    "                  [18.099864166882757, 59.30164695649144]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"4\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.110914868024114, 59.30852570710506],\n",
    "                  [18.110914868024114, 59.30794522935226],\n",
    "                  [18.112695854810003, 59.30794522935226],\n",
    "                  [18.112695854810003, 59.30852570710506]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"5\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.066261452344182, 59.307101876095324],\n",
    "                  [18.066261452344182, 59.30677329124305],\n",
    "                  [18.06681935181928, 59.30677329124305],\n",
    "                  [18.06681935181928, 59.307101876095324]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"6\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.054513376858953, 59.30043098168759],\n",
    "                  [18.054513376858953, 59.3000256470941],\n",
    "                  [18.055232208874944, 59.3000256470941],\n",
    "                  [18.055232208874944, 59.30043098168759]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"7\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.075874489453557, 59.306357079206215],\n",
    "                  [18.075874489453557, 59.30611611201477],\n",
    "                  [18.076260727551702, 59.30611611201477],\n",
    "                  [18.076260727551702, 59.306357079206215]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"8\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.0802947699101, 59.29939024801239],\n",
    "                  [18.0802947699101, 59.29859050471372],\n",
    "                  [18.08209721436811, 59.29859050471372],\n",
    "                  [18.08209721436811, 59.29939024801239]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"9\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.013330830686225, 59.35244870217859],\n",
    "                  [18.013330830686225, 59.347646506653334],\n",
    "                  [18.01674260055317, 59.347646506653334],\n",
    "                  [18.01674260055317, 59.35244870217859]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"10\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.028608693235054, 59.34636653580566],\n",
    "                  [18.028608693235054, 59.34530532681132],\n",
    "                  [18.031076325528755, 59.34530532681132],\n",
    "                  [18.031076325528755, 59.34636653580566]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"11\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.064890368250243, 59.33083229652714],\n",
    "                  [18.064890368250243, 59.329803438513316],\n",
    "                  [18.066907389429442, 59.329803438513316],\n",
    "                  [18.066907389429442, 59.33083229652714]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"12\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.067894442346923, 59.32531550203633],\n",
    "                  [18.067894442346923, 59.32406753145792],\n",
    "                  [18.071027262476317, 59.32406753145792],\n",
    "                  [18.071027262476317, 59.32531550203633]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"13\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.102990455395624, 59.33686060020329],\n",
    "                  [18.102990455395624, 59.33613834195931],\n",
    "                  [18.104921645886346, 59.33613834195931],\n",
    "                  [18.104921645886346, 59.33686060020329]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"14\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.1086532678983, 59.3073255536445],\n",
    "                  [18.1086532678983, 59.30637265509399],\n",
    "                  [18.11120673088048, 59.30637265509399],\n",
    "                  [18.11120673088048, 59.3073255536445]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"15\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.120450899216287, 59.30631788999817],\n",
    "                  [18.120450899216287, 59.30538686987756],\n",
    "                  [18.122489378067606, 59.30538686987756],\n",
    "                  [18.122489378067606, 59.30631788999817]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"16\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.12557928285276, 59.306186453408486],\n",
    "                  [18.12557928285276, 59.305047315020744],\n",
    "                  [18.12787525376951, 59.305047315020744],\n",
    "                  [18.12787525376951, 59.306186453408486]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"17\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.106975481125467, 59.31198013407072],\n",
    "                  [18.106975481125467, 59.311377812491756],\n",
    "                  [18.108541891190164, 59.311377812491756],\n",
    "                  [18.108541891190164, 59.31198013407072]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"18\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.096783086868875, 59.316009938495576],\n",
    "                  [18.096783086868875, 59.315002532165614],\n",
    "                  [18.099358007523172, 59.315002532165614],\n",
    "                  [18.099358007523172, 59.316009938495576]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"19\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.036620268257007, 59.413166157244326],\n",
    "                  [18.036620268257007, 59.412352711824404],\n",
    "                  [18.03825105133806, 59.412352711824404],\n",
    "                  [18.03825105133806, 59.413166157244326]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"20\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.036180385978565, 59.41186135948843],\n",
    "                  [18.036180385978565, 59.410960528358245],\n",
    "                  [18.038122305305347, 59.410960528358245],\n",
    "                  [18.038122305305347, 59.41186135948843]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"21\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.018676289947376, 59.40400148298783],\n",
    "                  [18.018676289947376, 59.403870424087835],\n",
    "                  [18.01906252804552, 59.403870424087835],\n",
    "                  [18.01906252804552, 59.40400148298783]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"22\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.017640957267627, 59.40342263568758],\n",
    "                  [18.017640957267627, 59.40324515694002],\n",
    "                  [18.018005737693652, 59.40324515694002],\n",
    "                  [18.018005737693652, 59.40342263568758]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"23\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.01033138367726, 59.4058735853814],\n",
    "                  [18.01033138367726, 59.40572478710592],\n",
    "                  [18.010580829115646, 59.40572478710592],\n",
    "                  [18.010580829115646, 59.4058735853814]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"24\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.11234152220315, 59.372992776659515],\n",
    "                  [18.11234152220315, 59.37257190943273],\n",
    "                  [18.112953065858544, 59.37257190943273],\n",
    "                  [18.112953065858544, 59.372992776659515]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"25\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.108804353600288, 59.35238505130048],\n",
    "                  [18.108804353600288, 59.3508536703185],\n",
    "                  [18.114683755760932, 59.3508536703185],\n",
    "                  [18.114683755760932, 59.35238505130048]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"26\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.100156911736274, 59.35345697688813],\n",
    "                  [18.100156911736274, 59.35190376757798],\n",
    "                  [18.105907567864204, 59.35190376757798],\n",
    "                  [18.105907567864204, 59.35345697688813]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"27\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.096122869377876, 59.36079547656358],\n",
    "                  [18.096122869377876, 59.35911137101829],\n",
    "                  [18.098333009606147, 59.35911137101829],\n",
    "                  [18.098333009606147, 59.36079547656358]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"28\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.09073699367597, 59.359669103538366],\n",
    "                  [18.09073699367597, 59.35802868760927],\n",
    "                  [18.094406255608344, 59.35802868760927],\n",
    "                  [18.094406255608344, 59.359669103538366]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"29\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.08848393810346, 59.357645912484216],\n",
    "                  [18.08848393810346, 59.35544760604216],\n",
    "                  [18.090887197380805, 59.35544760604216],\n",
    "                  [18.090887197380805, 59.357645912484216]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"30\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.105585702782417, 59.35618039067538],\n",
    "                  [18.105585702782417, 59.35414605403671],\n",
    "                  [18.10852540386274, 59.35414605403671],\n",
    "                  [18.10852540386274, 59.35618039067538]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"31\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.102109559899116, 59.35873954424672],\n",
    "                  [18.102109559899116, 59.35708814671702],\n",
    "                  [18.105156549340034, 59.35708814671702],\n",
    "                  [18.105156549340034, 59.35873954424672]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"32\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.093333372002387, 59.3566288033207],\n",
    "                  [18.093333372002387, 59.35618039067568],\n",
    "                  [18.094191678887153, 59.35618039067568],\n",
    "                  [18.094191678887153, 59.3566288033207]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"33\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.090715536003852, 59.35133496892889],\n",
    "                  [18.090715536003852, 59.35014264852597],\n",
    "                  [18.095715173607612, 59.35014264852597],\n",
    "                  [18.095715173607612, 59.35133496892889]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"34\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.098676332360053, 59.35055832461343],\n",
    "                  [18.098676332360053, 59.34933315943475],\n",
    "                  [18.101658948784614, 59.34933315943475],\n",
    "                  [18.101658948784614, 59.35055832461343]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"35\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.10897601497724, 59.34908155754267],\n",
    "                  [18.10897601497724, 59.346959276090146],\n",
    "                  [18.11298859966352, 59.346959276090146],\n",
    "                  [18.11298859966352, 59.34908155754267]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"36\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.113632329827094, 59.34688269644495],\n",
    "                  [18.113632329827094, 59.34516507902331],\n",
    "                  [18.11601413143232, 59.34516507902331],\n",
    "                  [18.11601413143232, 59.34688269644495]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"37\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.113546499138618, 59.34366619538469],\n",
    "                  [18.113546499138618, 59.33977097675323],\n",
    "                  [18.118631967430854, 59.33977097675323],\n",
    "                  [18.118631967430854, 59.34366619538469]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"38\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.125326761132026, 59.34627005306504],\n",
    "                  [18.125326761132026, 59.34502285203013],\n",
    "                  [18.1289960230644, 59.34502285203013],\n",
    "                  [18.1289960230644, 59.34627005306504]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"39\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.132171758538032, 59.341795233202745],\n",
    "                  [18.132171758538032, 59.33898312541352],\n",
    "                  [18.13620580089643, 59.33898312541352],\n",
    "                  [18.13620580089643, 59.341795233202745]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"40\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.081445821648384, 59.334551121116775],\n",
    "                  [18.081445821648384, 59.33190258576638],\n",
    "                  [18.08702481639936, 59.33190258576638],\n",
    "                  [18.08702481639936, 59.334551121116775]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"41\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.076102861290718, 59.330665802264626],\n",
    "                  [18.076102861290718, 59.32895831035639],\n",
    "                  [18.077883848076606, 59.32895831035639],\n",
    "                  [18.077883848076606, 59.330665802264626]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"42\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.06681168926313, 59.33242793150725],\n",
    "                  [18.06681168926313, 59.33050162407892],\n",
    "                  [18.070995935326362, 59.33050162407892],\n",
    "                  [18.070995935326362, 59.33242793150725]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"43\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.057627805596137, 59.33543756823588],\n",
    "                  [18.057627805596137, 59.332734379438314],\n",
    "                  [18.063142427330757, 59.332734379438314],\n",
    "                  [18.063142427330757, 59.33543756823588]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"44\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.066918977623725, 59.336367765649314],\n",
    "                  [18.066918977623725, 59.333325378356406],\n",
    "                  [18.07202590358808, 59.333325378356406],\n",
    "                  [18.07202590358808, 59.336367765649314]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"45\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.074965604668403, 59.33634587894395],\n",
    "                  [18.074965604668403, 59.334748111364725],\n",
    "                  [18.07655347240522, 59.334748111364725],\n",
    "                  [18.07655347240522, 59.33634587894395]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"46\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.061940797692085, 59.32557590961766],\n",
    "                  [18.061940797692085, 59.324327948601535],\n",
    "                  [18.06427968395307, 59.324327948601535],\n",
    "                  [18.06427968395307, 59.32557590961766]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"47\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.070116170769477, 59.327053698925624],\n",
    "                  [18.070116170769477, 59.32536791929732],\n",
    "                  [18.072605260735298, 59.32536791929732],\n",
    "                  [18.072605260735298, 59.327053698925624]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"48\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.073688873177314, 59.32490814670384],\n",
    "                  [18.073688873177314, 59.32308541557434],\n",
    "                  [18.07600630176618, 59.32308541557434],\n",
    "                  [18.07600630176618, 59.32490814670384]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"49\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.014933906145004, 59.298658811950276],\n",
    "                  [18.014933906145004, 59.291843811956106],\n",
    "                  [18.02853807026854, 59.291843811956106],\n",
    "                  [18.02853807026854, 59.298658811950276]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"50\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.02896722371092, 59.29605130436041],\n",
    "                  [18.02896722371092, 59.29322445274832],\n",
    "                  [18.032615027971175, 59.29322445274832],\n",
    "                  [18.032615027971175, 59.29605130436041]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"51\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.007123313493636, 59.2935969970161],\n",
    "                  [18.007123313493636, 59.29050694765425],\n",
    "                  [18.01304563099852, 59.29050694765425],\n",
    "                  [18.01304563099852, 59.2935969970161]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"52\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.050762952358074, 59.287753021604054],\n",
    "                  [18.050762952358074, 59.28615296911046],\n",
    "                  [18.054153264552898, 59.28615296911046],\n",
    "                  [18.054153264552898, 59.287753021604054]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"53\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.04408961632902, 59.292004850361536],\n",
    "                  [18.04408961632902, 59.290043376807],\n",
    "                  [18.047994912654705, 59.290043376807],\n",
    "                  [18.047994912654705, 59.292004850361536]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"54\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.054196179897136, 59.28957216799478],\n",
    "                  [18.054196179897136, 59.287621513277216],\n",
    "                  [18.057264627010174, 59.287621513277216],\n",
    "                  [18.057264627010174, 59.28957216799478]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"55\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.0106585631674, 59.28036585000463],\n",
    "                  [18.0106585631674, 59.27793233568166],\n",
    "                  [18.019499124080486, 59.27793233568166],\n",
    "                  [18.019499124080486, 59.28036585000463]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"56\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.001753629237957, 59.272626232999606],\n",
    "                  [18.001753629237957, 59.2706088200282],\n",
    "                  [18.008319676906414, 59.2706088200282],\n",
    "                  [18.008319676906414, 59.272626232999606]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 0,\n",
    "              \"system:index\": \"57\"\n",
    "            })])\n",
    "# 1 - Water\n",
    "water = ee.FeatureCollection(\n",
    "        [ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.1287605285643, 59.420668377041466],\n",
    "                  [18.1287605285643, 59.41855057178141],\n",
    "                  [18.132880401611175, 59.41855057178141],\n",
    "                  [18.132880401611175, 59.420668377041466]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 1,\n",
    "              \"system:index\": \"0\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.155077293266338, 59.390922117625365],\n",
    "                  [18.155077293266338, 59.388518363011805],\n",
    "                  [18.160570457328838, 59.388518363011805],\n",
    "                  [18.160570457328838, 59.390922117625365]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 1,\n",
    "              \"system:index\": \"1\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.101690605033916, 59.36862621806919],\n",
    "                  [18.101690605033916, 59.36512749188252],\n",
    "                  [18.107784583915752, 59.36512749188252],\n",
    "                  [18.107784583915752, 59.36862621806919]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 1,\n",
    "              \"system:index\": \"2\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.078485317078293, 59.322705646967805],\n",
    "                  [18.078485317078293, 59.32136999522701],\n",
    "                  [18.0823047827155, 59.32136999522701],\n",
    "                  [18.0823047827155, 59.322705646967805]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 1,\n",
    "              \"system:index\": \"3\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.056233263540545, 59.32401824428743],\n",
    "                  [18.056233263540545, 59.322047668267054],\n",
    "                  [18.059752321768084, 59.322047668267054],\n",
    "                  [18.059752321768084, 59.32401824428743]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 1,\n",
    "              \"system:index\": \"4\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.990464791118104, 59.330316839397135],\n",
    "                  [17.990464791118104, 59.32834662857648],\n",
    "                  [17.994155510722596, 59.32834662857648],\n",
    "                  [17.994155510722596, 59.330316839397135]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 1,\n",
    "              \"system:index\": \"5\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.98780403977533, 59.34467403662359],\n",
    "                  [17.98780403977533, 59.34252959696393],\n",
    "                  [17.991494759379822, 59.34252959696393],\n",
    "                  [17.991494759379822, 59.34467403662359]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 1,\n",
    "              \"system:index\": \"6\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.25405792757162, 59.37983915870227],\n",
    "                  [18.25405792757162, 59.37826529692743],\n",
    "                  [18.25731949373373, 59.37826529692743],\n",
    "                  [18.25731949373373, 59.37983915870227]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 1,\n",
    "              \"system:index\": \"7\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.789414237013364, 59.3573267225729],\n",
    "                  [17.789414237013364, 59.35277679343631],\n",
    "                  [17.797653983107114, 59.35277679343631],\n",
    "                  [17.797653983107114, 59.3573267225729]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 1,\n",
    "              \"system:index\": \"8\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.732422659864927, 59.4209617222526],\n",
    "                  [17.732422659864927, 59.41711904193939],\n",
    "                  [17.736542532911802, 59.41711904193939],\n",
    "                  [17.736542532911802, 59.4209617222526]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 1,\n",
    "              \"system:index\": \"9\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.76881487177899, 59.44645209758956],\n",
    "                  [17.76881487177899, 59.4440086473052],\n",
    "                  [17.779114554396177, 59.4440086473052],\n",
    "                  [17.779114554396177, 59.44645209758956]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 1,\n",
    "              \"system:index\": \"10\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.316071341505552, 59.30794491711008],\n",
    "                  [18.316071341505552, 59.30373889551123],\n",
    "                  [18.324311087599302, 59.30373889551123],\n",
    "                  [18.324311087599302, 59.30794491711008]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 1,\n",
    "              \"system:index\": \"11\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.161232779493833, 59.32695314970951],\n",
    "                  [18.161232779493833, 59.32485137940307],\n",
    "                  [18.166382620802427, 59.32485137940307],\n",
    "                  [18.166382620802427, 59.32695314970951]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 1,\n",
    "              \"system:index\": \"12\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.280552863119695, 59.38369091578032],\n",
    "                  [18.280552863119695, 59.37980028875377],\n",
    "                  [18.289565085409734, 59.37980028875377],\n",
    "                  [18.289565085409734, 59.38369091578032]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 1,\n",
    "              \"system:index\": \"13\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.033239451895742, 59.50996377764133],\n",
    "                  [18.033239451895742, 59.50482454456448],\n",
    "                  [18.0418225207434, 59.50482454456448],\n",
    "                  [18.0418225207434, 59.50996377764133]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 1,\n",
    "              \"system:index\": \"14\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.09538833818113, 59.31835313775008],\n",
    "                  [18.09538833818113, 59.31728010393107],\n",
    "                  [18.098478242966287, 59.31728010393107],\n",
    "                  [18.098478242966287, 59.31835313775008]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 1,\n",
    "              \"system:index\": \"15\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.09163324556028, 59.32151729537798],\n",
    "                  [18.09163324556028, 59.31990788176361],\n",
    "                  [18.09493772706663, 59.31990788176361],\n",
    "                  [18.09493772706663, 59.32151729537798]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 1,\n",
    "              \"system:index\": \"16\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.04970794169684, 59.30631471939471],\n",
    "                  [18.04970794169684, 59.30451837520289],\n",
    "                  [18.05350594966193, 59.30451837520289],\n",
    "                  [18.05350594966193, 59.30631471939471]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 1,\n",
    "              \"system:index\": \"17\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.033850722000796, 59.30993997876862],\n",
    "                  [18.033850722000796, 59.30795763406247],\n",
    "                  [18.037112288162906, 59.30795763406247],\n",
    "                  [18.037112288162906, 59.30993997876862]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 1,\n",
    "              \"system:index\": \"18\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.01400237529059, 59.312108378207],\n",
    "                  [18.01400237529059, 59.31138559375791],\n",
    "                  [18.01655583827277, 59.31138559375791],\n",
    "                  [18.01655583827277, 59.312108378207]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 1,\n",
    "              \"system:index\": \"19\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.00598936987815, 59.399749007250186],\n",
    "                  [18.00598936987815, 59.39735680230275],\n",
    "                  [18.009744462499, 59.39735680230275],\n",
    "                  [18.009744462499, 59.399749007250186]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 1,\n",
    "              \"system:index\": \"20\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.991934594640114, 59.415146831337566],\n",
    "                  [17.991934594640114, 59.41191496074184],\n",
    "                  [17.99704152060447, 59.41191496074184],\n",
    "                  [17.99704152060447, 59.415146831337566]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 1,\n",
    "              \"system:index\": \"21\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.05465537024436, 59.40777640587995],\n",
    "                  [18.05465537024436, 59.40706111625854],\n",
    "                  [18.05623250914512, 59.40706111625854],\n",
    "                  [18.05623250914512, 59.40777640587995]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 1,\n",
    "              \"system:index\": \"22\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.060865223528232, 59.37764527486218],\n",
    "                  [18.060865223528232, 59.374934514359545],\n",
    "                  [18.067259609819736, 59.374934514359545],\n",
    "                  [18.067259609819736, 59.37764527486218]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 1,\n",
    "              \"system:index\": \"23\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.022541821123447, 59.37646480901623],\n",
    "                  [18.022541821123447, 59.37438796382078],\n",
    "                  [18.025545895220127, 59.37438796382078],\n",
    "                  [18.025545895220127, 59.37646480901623]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 1,\n",
    "              \"system:index\": \"24\"\n",
    "            })])\n",
    "# 2 - Forest/Veg\n",
    "vegetation = ee.FeatureCollection(\n",
    "    [ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.01369561111225, 59.34494428938679],\n",
    "              [18.01369561111225, 59.344594188824566],\n",
    "              [18.01425351058735, 59.344594188824566],\n",
    "              [18.01425351058735, 59.34494428938679]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"0\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.014038933866157, 59.341924553350076],\n",
    "              [18.014038933866157, 59.341661954918315],\n",
    "              [18.0149830714394, 59.341661954918315],\n",
    "              [18.0149830714394, 59.341924553350076]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"1\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.02884909415171, 59.36211740667467],\n",
    "              [18.02884909415171, 59.36028026804388],\n",
    "              [18.032239406346534, 59.36028026804388],\n",
    "              [18.032239406346534, 59.36211740667467]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"2\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.060434787511085, 59.36064661017352],\n",
    "              [18.060434787511085, 59.35982096784676],\n",
    "              [18.061969011067603, 59.35982096784676],\n",
    "              [18.061969011067603, 59.36064661017352]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"3\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.063610522984717, 59.36341865303429],\n",
    "              [18.063610522984717, 59.362489196440386],\n",
    "              [18.066153257130836, 59.362489196440386],\n",
    "              [18.066153257130836, 59.36341865303429]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"4\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.049169509648536, 59.36349519538389],\n",
    "              [18.049169509648536, 59.36255480597621],\n",
    "              [18.051122157811378, 59.36255480597621],\n",
    "              [18.051122157811378, 59.36349519538389]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"5\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.071378200291846, 59.35682442829472],\n",
    "              [18.071378200291846, 59.3545713812703],\n",
    "              [18.07674261832163, 59.3545713812703],\n",
    "              [18.07674261832163, 59.35682442829472]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"6\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.039706676243995, 59.35710878282482],\n",
    "              [18.039706676243995, 59.355818231598626],\n",
    "              [18.04232451224253, 59.355818231598626],\n",
    "              [18.04232451224253, 59.35710878282482]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"7\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.078321700064755, 59.364546150150915],\n",
    "              [18.078321700064755, 59.363693266342196],\n",
    "              [18.081046824423886, 59.363693266342196],\n",
    "              [18.081046824423886, 59.364546150150915]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"8\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.082505946127988, 59.36660173071935],\n",
    "              [18.082505946127988, 59.36565049348929],\n",
    "              [18.08473754402838, 59.36565049348929],\n",
    "              [18.08473754402838, 59.36660173071935]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"9\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.090574030844785, 59.36484137416718],\n",
    "              [18.090574030844785, 59.36314653467683],\n",
    "              [18.093513731925107, 59.36314653467683],\n",
    "              [18.093513731925107, 59.36484137416718]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"10\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.121429990560365, 59.328055748769714],\n",
    "              [18.121429990560365, 59.32693923570562],\n",
    "              [18.123361181051088, 59.32693923570562],\n",
    "              [18.123361181051088, 59.328055748769714]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"11\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.13576371553595, 59.32540670706443],\n",
    "              [18.13576371553595, 59.32398358287265],\n",
    "              [18.13825280550177, 59.32398358287265],\n",
    "              [18.13825280550177, 59.32540670706443]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"12\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.048286438822153, 59.31351383988241],\n",
    "              [18.048286438822153, 59.31245160437228],\n",
    "              [18.050754071115854, 59.31245160437228],\n",
    "              [18.050754071115854, 59.31351383988241]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"13\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.12301317314356, 59.338600584300885],\n",
    "              [18.12301317314356, 59.33581009907216],\n",
    "              [18.128549252550297, 59.33581009907216],\n",
    "              [18.128549252550297, 59.338600584300885]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"14\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[17.909927846933623, 59.40869750046596],\n",
    "              [17.909927846933623, 59.406819201511915],\n",
    "              [17.913446905161162, 59.406819201511915],\n",
    "              [17.913446905161162, 59.40869750046596]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"15\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[17.912331106210967, 59.399588962709345],\n",
    "              [17.912331106210967, 59.39823448657892],\n",
    "              [17.915592672373077, 59.39823448657892],\n",
    "              [17.915592672373077, 59.399588962709345]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"16\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[17.88470670100653, 59.40917671266396],\n",
    "              [17.88470670100653, 59.4071892351965],\n",
    "              [17.88865491267645, 59.4071892351965],\n",
    "              [17.88865491267645, 59.40917671266396]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"17\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[17.979135726798837, 59.411884660487154],\n",
    "              [17.979135726798837, 59.410661709009055],\n",
    "              [17.98059484850294, 59.410661709009055],\n",
    "              [17.98059484850294, 59.411884660487154]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"18\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[17.985658859123056, 59.409657108689025],\n",
    "              [17.985658859123056, 59.40822659376949],\n",
    "              [17.988405441154306, 59.40822659376949],\n",
    "              [17.988405441154306, 59.409657108689025]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"19\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.014604199818365, 59.407413737428996],\n",
    "              [18.014604199818365, 59.40660015384685],\n",
    "              [18.016084779194586, 59.40660015384685],\n",
    "              [18.016084779194586, 59.407413737428996]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"20\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.010623801640264, 59.405022073609665],\n",
    "              [18.010623801640264, 59.40459068248083],\n",
    "              [18.011525023869268, 59.40459068248083],\n",
    "              [18.011525023869268, 59.405022073609665]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"21\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[17.99300747824607, 59.40285097587157],\n",
    "              [17.99300747824607, 59.401540319550485],\n",
    "              [17.996075925359108, 59.401540319550485],\n",
    "              [17.996075925359108, 59.40285097587157]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"22\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[17.995432195195534, 59.39848192429468],\n",
    "              [17.995432195195534, 59.397040013642794],\n",
    "              [17.997642335423805, 59.397040013642794],\n",
    "              [17.997642335423805, 59.39848192429468]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"23\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[17.988222417363502, 59.39558711737275],\n",
    "              [17.988222417363502, 59.39446189926777],\n",
    "              [17.990196523198463, 59.39446189926777],\n",
    "              [17.990196523198463, 59.39558711737275]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"24\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.12486536027203, 59.32542601751094],\n",
    "              [18.12486536027203, 59.32542601751094],\n",
    "              [18.12486536027203, 59.32542601751094],\n",
    "              [18.12486536027203, 59.32542601751094]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"25\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.19188899993881, 59.401253844064165],\n",
    "              [18.19188899993881, 59.39686273883423],\n",
    "              [18.205235671996917, 59.39686273883423],\n",
    "              [18.205235671996917, 59.401253844064165]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"26\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.17871398925766, 59.401712583422345],\n",
    "              [18.17871398925766, 59.39852312413049],\n",
    "              [18.187125396728362, 59.39852312413049],\n",
    "              [18.187125396728362, 59.401712583422345]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"27\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.220341873168792, 59.40096985944426],\n",
    "              [18.220341873168792, 59.39917851698454],\n",
    "              [18.226478767394866, 59.39917851698454],\n",
    "              [18.226478767394866, 59.40096985944426]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"28\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.24785060882553, 59.39948436264513],\n",
    "              [18.24785060882553, 59.39507117924598],\n",
    "              [18.2565624237059, 59.39507117924598],\n",
    "              [18.2565624237059, 59.39948436264513]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"29\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.239911270141448, 59.4133319089714],\n",
    "              [18.239911270141448, 59.40961939989581],\n",
    "              [18.246176910400237, 59.40961939989581],\n",
    "              [18.246176910400237, 59.4133319089714]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"30\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.204076957702483, 59.41189063024432],\n",
    "              [18.204076957702483, 59.40651805097141],\n",
    "              [18.21235961914047, 59.40651805097141],\n",
    "              [18.21235961914047, 59.41189063024432]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"31\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.208583068847503, 59.401996561818244],\n",
    "              [18.208583068847503, 59.398392044039454],\n",
    "              [18.214462471008147, 59.398392044039454],\n",
    "              [18.214462471008147, 59.401996561818244]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"32\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.254169893264617, 59.388264574351766],\n",
    "              [18.254169893264617, 59.3861665971439],\n",
    "              [18.25683064460739, 59.3861665971439],\n",
    "              [18.25683064460739, 59.388264574351766]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"33\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.227948617935027, 59.393312299964],\n",
    "              [18.227948617935027, 59.390471681059225],\n",
    "              [18.23258347511276, 59.390471681059225],\n",
    "              [18.23258347511276, 59.393312299964]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"34\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.21842141151413, 59.39471067105573],\n",
    "              [18.21842141151413, 59.39156425496446],\n",
    "              [18.223742914199676, 59.39156425496446],\n",
    "              [18.223742914199676, 59.39471067105573]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"35\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.268975687026824, 59.40128661136959],\n",
    "              [18.268975687026824, 59.398534047451],\n",
    "              [18.28433938026413, 59.398534047451],\n",
    "              [18.28433938026413, 59.40128661136959]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"36\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[18.268031549453582, 59.39805341812341],\n",
    "              [18.268031549453582, 59.39643670581045],\n",
    "              [18.270949792861785, 59.39643670581045],\n",
    "              [18.270949792861785, 59.39805341812341]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"37\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[17.896681380610467, 59.435167361517486],\n",
    "              [17.896681380610467, 59.43180645095442],\n",
    "              [17.90929849181652, 59.43180645095442],\n",
    "              [17.90929849181652, 59.435167361517486]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"38\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[17.910500121455193, 59.43377066000129],\n",
    "              [17.910500121455193, 59.42813962235309],\n",
    "              [17.915478301386834, 59.42813962235309],\n",
    "              [17.915478301386834, 59.43377066000129]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"39\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[17.87839944396496, 59.44175726897757],\n",
    "              [17.87839944396496, 59.43486183798698],\n",
    "              [17.88758332763195, 59.43486183798698],\n",
    "              [17.88758332763195, 59.44175726897757]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"40\"\n",
    "        }),\n",
    "    ee.Feature(\n",
    "        ee.Geometry.Polygon(\n",
    "            [[[17.844858141287663, 59.35946616041206],\n",
    "              [17.844858141287663, 59.35450089533381],\n",
    "              [17.85468575511823, 59.35450089533381],\n",
    "              [17.85468575511823, 59.35946616041206]]], None, False),\n",
    "        {\n",
    "          \"landcover\": 2,\n",
    "          \"system:index\": \"41\"\n",
    "        })]\n",
    ")\n",
    "# 3 - Bare Fields\n",
    "bare = ee.FeatureCollection(\n",
    "        [ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.982329285031298, 59.490137777722076],\n",
    "                  [17.982329285031298, 59.48892854715184],\n",
    "                  [17.983960068112353, 59.48892854715184],\n",
    "                  [17.983960068112353, 59.490137777722076]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"0\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.9967917560396, 59.48749048685693],\n",
    "                  [17.9967917560396, 59.48559476834364],\n",
    "                  [18.00129786718462, 59.48559476834364],\n",
    "                  [18.00129786718462, 59.48749048685693]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"1\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.001619732266406, 59.495965443814505],\n",
    "                  [18.001619732266406, 59.494898021360086],\n",
    "                  [18.003701126461962, 59.494898021360086],\n",
    "                  [18.003701126461962, 59.495965443814505]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"2\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.041058933621386, 59.49537727643328],\n",
    "                  [18.041058933621386, 59.493558249490505],\n",
    "                  [18.043269073849658, 59.493558249490505],\n",
    "                  [18.043269073849658, 59.49537727643328]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"3\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.88718596685503, 59.49958135881831],\n",
    "                  [17.88718596685503, 59.49840513982099],\n",
    "                  [17.889589226132372, 59.49840513982099],\n",
    "                  [17.889589226132372, 59.49958135881831]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"4\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.887774834533488, 59.591804275916374],\n",
    "                  [17.887774834533488, 59.59067471774544],\n",
    "                  [17.88949144830302, 59.59067471774544],\n",
    "                  [17.88949144830302, 59.591804275916374]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"5\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.90395391931132, 59.58652543804897],\n",
    "                  [17.90395391931132, 59.58411384133924],\n",
    "                  [17.905756363769328, 59.58411384133924],\n",
    "                  [17.905756363769328, 59.58652543804897]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"6\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.104920177676632, 59.342211009243925],\n",
    "                  [18.104920177676632, 59.34031808274802],\n",
    "                  [18.10751655600305, 59.34031808274802],\n",
    "                  [18.10751655600305, 59.342211009243925]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"7\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.859531383896055, 59.46593785221798],\n",
    "                  [17.859531383896055, 59.46515292925379],\n",
    "                  [17.861462574386778, 59.46515292925379],\n",
    "                  [17.861462574386778, 59.46593785221798]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"8\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.98619808294641, 59.21044807923359],\n",
    "                  [17.98619808294641, 59.209239830315425],\n",
    "                  [17.988987580321897, 59.209239830315425],\n",
    "                  [17.988987580321897, 59.21044807923359]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"9\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.955642357848753, 59.213589326313965],\n",
    "                  [17.955642357848753, 59.21288641500727],\n",
    "                  [17.957101479552854, 59.21288641500727],\n",
    "                  [17.957101479552854, 59.213589326313965]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"10\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.05248183016572, 59.21055217055643],\n",
    "                  [18.05248183016572, 59.20967345099012],\n",
    "                  [18.054370105312206, 59.20967345099012],\n",
    "                  [18.054370105312206, 59.21055217055643]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"11\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.032912433193065, 59.22640917081584],\n",
    "                  [18.032912433193065, 59.22601393348114],\n",
    "                  [18.034199893520213, 59.22601393348114],\n",
    "                  [18.034199893520213, 59.22640917081584]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"12\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.06801718477998, 59.21661471918568],\n",
    "                  [18.06801718477998, 59.21556044024356],\n",
    "                  [18.070849597499706, 59.21556044024356],\n",
    "                  [18.070849597499706, 59.21661471918568]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"13\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.108980596171627, 59.337238095878476],\n",
    "                  [18.108980596171627, 59.33472109681369],\n",
    "                  [18.117284715281734, 59.33472109681369],\n",
    "                  [18.117284715281734, 59.337238095878476]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"14\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.91700887873294, 59.4046786873661],\n",
    "                  [17.91700887873294, 59.40304044742301],\n",
    "                  [17.919669630075713, 59.40304044742301],\n",
    "                  [17.919669630075713, 59.4046786873661]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"15\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.909155370737334, 59.401686109258584],\n",
    "                  [17.909155370737334, 59.40055017098978],\n",
    "                  [17.911687376047393, 59.40055017098978],\n",
    "                  [17.911687376047393, 59.401686109258584]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"16\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.889414312387725, 59.414157080424516],\n",
    "                  [17.889414312387725, 59.41262848674568],\n",
    "                  [17.892203809763213, 59.41262848674568],\n",
    "                  [17.892203809763213, 59.414157080424516]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"17\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.901322141057115, 59.40799004051288],\n",
    "                  [17.901322141057115, 59.40589328415362],\n",
    "                  [17.905742421513658, 59.40589328415362],\n",
    "                  [17.905742421513658, 59.40799004051288]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"18\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.917372479802232, 59.40185229387586],\n",
    "                  [17.917372479802232, 59.40058528957054],\n",
    "                  [17.919303670292955, 59.40058528957054],\n",
    "                  [17.919303670292955, 59.40185229387586]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"19\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.025706080799527, 59.39583357416297],\n",
    "                  [18.025706080799527, 59.39505794802263],\n",
    "                  [18.027014998798794, 59.39505794802263],\n",
    "                  [18.027014998798794, 59.39583357416297]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"20\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.016447095280117, 59.402343764127906],\n",
    "                  [18.016447095280117, 59.40198879439989],\n",
    "                  [18.017015723591275, 59.40198879439989],\n",
    "                  [18.017015723591275, 59.402343764127906]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"21\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.036756781940884, 59.409322259739454],\n",
    "                  [18.036756781940884, 59.40821933808673],\n",
    "                  [18.038033513431973, 59.40821933808673],\n",
    "                  [18.038033513431973, 59.409322259739454]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"22\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.04106977403683, 59.40983002842758],\n",
    "                  [18.04106977403683, 59.408759883383944],\n",
    "                  [18.043204812412686, 59.408759883383944],\n",
    "                  [18.043204812412686, 59.40983002842758]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"23\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.030555514698452, 59.411478859202056],\n",
    "                  [18.030555514698452, 59.41109668702971],\n",
    "                  [18.031531838779873, 59.41109668702971],\n",
    "                  [18.031531838779873, 59.411478859202056]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"24\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.22510547637924, 59.405251221143196],\n",
    "                  [18.22510547637924, 59.403394574599446],\n",
    "                  [18.229954910278167, 59.403394574599446],\n",
    "                  [18.229954910278167, 59.405251221143196]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"25\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.229568672180022, 59.406692782403084],\n",
    "                  [18.229568672180022, 59.40529490571912],\n",
    "                  [18.23265857696518, 59.40529490571912],\n",
    "                  [18.23265857696518, 59.406692782403084]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"26\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.228796195983733, 59.41042745122415],\n",
    "                  [18.228796195983733, 59.409291806028676],\n",
    "                  [18.23115653991684, 59.409291806028676],\n",
    "                  [18.23115653991684, 59.41042745122415]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"27\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.25158424377426, 59.409269966324835],\n",
    "                  [18.25158424377426, 59.40800323940825],\n",
    "                  [18.253215026855315, 59.40800323940825],\n",
    "                  [18.253215026855315, 59.409269966324835]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"28\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.282440376281585, 59.406255952135965],\n",
    "                  [18.282440376281585, 59.40400618705258],\n",
    "                  [18.28510112762436, 59.40400618705258],\n",
    "                  [18.28510112762436, 59.406255952135965]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"29\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.28183956146225, 59.4090515685122],\n",
    "                  [18.28183956146225, 59.40782851473693],\n",
    "                  [18.283942413329925, 59.40782851473693],\n",
    "                  [18.283942413329925, 59.4090515685122]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"30\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.279221725463714, 59.391138155329855],\n",
    "                  [18.279221725463714, 59.39022038407913],\n",
    "                  [18.28085250854477, 59.39022038407913],\n",
    "                  [18.28085250854477, 59.391138155329855]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"31\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.858805628165104, 59.35688518815741],\n",
    "                  [17.858805628165104, 59.35566025129503],\n",
    "                  [17.864770861014225, 59.35566025129503],\n",
    "                  [17.864770861014225, 59.35688518815741]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"32\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.860683517374998, 59.332439573903464],\n",
    "                  [17.860683517374998, 59.33145454431394],\n",
    "                  [17.86235721580029, 59.33145454431394],\n",
    "                  [17.86235721580029, 59.332439573903464]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"33\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.864545898356443, 59.332133123313604],\n",
    "                  [17.864545898356443, 59.33088540309],\n",
    "                  [17.866691665568357, 59.33088540309],\n",
    "                  [17.866691665568357, 59.332133123313604]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"34\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.868193702616697, 59.331914228342875],\n",
    "                  [17.868193702616697, 59.33049137665799],\n",
    "                  [17.871498184123045, 59.33049137665799],\n",
    "                  [17.871498184123045, 59.331914228342875]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"35\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.83562095633984, 59.3441264117299],\n",
    "                  [17.83562095633984, 59.34169745624415],\n",
    "                  [17.83914001456738, 59.34169745624415],\n",
    "                  [17.83914001456738, 59.3441264117299]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"36\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.84291656486035, 59.34158803974601],\n",
    "                  [17.84291656486035, 59.33990298116078],\n",
    "                  [17.845748977580076, 59.33990298116078],\n",
    "                  [17.845748977580076, 59.34158803974601]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"37\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.848495559611326, 59.3405157394099],\n",
    "                  [17.848495559611326, 59.33861177580446],\n",
    "                  [17.853516654887205, 59.33861177580446],\n",
    "                  [17.853516654887205, 59.3405157394099]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"38\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.82815368644238, 59.334059338247684],\n",
    "                  [17.82815368644238, 59.32933116118502],\n",
    "                  [17.83394725791455, 59.32933116118502],\n",
    "                  [17.83394725791455, 59.334059338247684]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"39\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.84235866538525, 59.32639760951473],\n",
    "                  [17.84235866538525, 59.323704648867974],\n",
    "                  [17.846736030497556, 59.323704648867974],\n",
    "                  [17.846736030497556, 59.32639760951473]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"40\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.84862430564404, 59.32512778473945],\n",
    "                  [17.84862430564404, 59.32256609726451],\n",
    "                  [17.85287292472363, 59.32256609726451],\n",
    "                  [17.85287292472363, 59.32512778473945]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"41\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.83038528434277, 59.326726004751904],\n",
    "                  [17.83038528434277, 59.32309158735917],\n",
    "                  [17.83639343253613, 59.32309158735917],\n",
    "                  [17.83639343253613, 59.326726004751904]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"42\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.8421870040083, 59.31691656562004],\n",
    "                  [17.8421870040083, 59.314091447685044],\n",
    "                  [17.849096374430662, 59.314091447685044],\n",
    "                  [17.849096374430662, 59.31691656562004]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"43\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.841841254603512, 59.32060021763849],\n",
    "                  [17.841841254603512, 59.31868418871741],\n",
    "                  [17.844802413355954, 59.31868418871741],\n",
    "                  [17.844802413355954, 59.32060021763849]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"44\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.833236728083737, 59.32049073318122],\n",
    "                  [17.833236728083737, 59.318673239670744],\n",
    "                  [17.837785754572995, 59.318673239670744],\n",
    "                  [17.837785754572995, 59.32049073318122]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"45\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.82637027300561, 59.32159650999785],\n",
    "                  [17.82637027300561, 59.32035935136658],\n",
    "                  [17.82939580477441, 59.32035935136658],\n",
    "                  [17.82939580477441, 59.32159650999785]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"46\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.911386801709615, 59.30495284544078],\n",
    "                  [17.911386801709615, 59.30383009648415],\n",
    "                  [17.913639857282124, 59.30383009648415],\n",
    "                  [17.913639857282124, 59.30495284544078]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"47\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.91147263239809, 59.30640414893083],\n",
    "                  [17.91147263239809, 59.30563743027495],\n",
    "                  [17.913296534528218, 59.30563743027495],\n",
    "                  [17.913296534528218, 59.30640414893083]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"48\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.164245902422277, 59.40147789136356],\n",
    "                  [18.164245902422277, 59.39962103802994],\n",
    "                  [18.168237029436437, 59.39962103802994],\n",
    "                  [18.168237029436437, 59.40147789136356]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"49\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.167528926256505, 59.40305067576268],\n",
    "                  [18.167528926256505, 59.40210046058491],\n",
    "                  [18.16967469346842, 59.40210046058491],\n",
    "                  [18.16967469346842, 59.40305067576268]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"50\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.17594033372721, 59.404710757868614],\n",
    "                  [18.17594033372721, 59.40360768606332],\n",
    "                  [18.178064643267003, 59.40360768606332],\n",
    "                  [18.178064643267003, 59.404710757868614]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"51\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.16014748704752, 59.398266563181615],\n",
    "                  [18.16014748704752, 59.39675910009842],\n",
    "                  [18.162250338915197, 59.39675910009842],\n",
    "                  [18.162250338915197, 59.398266563181615]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"52\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.12552726172036, 59.377682086785626],\n",
    "                  [18.12552726172036, 59.376736625386705],\n",
    "                  [18.126417755113305, 59.376736625386705],\n",
    "                  [18.126417755113305, 59.377682086785626]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"53\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.128681539521875, 59.37983523576857],\n",
    "                  [18.128681539521875, 59.378632986694015],\n",
    "                  [18.130215763078393, 59.378632986694015],\n",
    "                  [18.130215763078393, 59.37983523576857]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"54\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.12276995085305, 59.382818815234884],\n",
    "                  [18.12276995085305, 59.381709566346395],\n",
    "                  [18.124711870179834, 59.381709566346395],\n",
    "                  [18.124711870179834, 59.382818815234884]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"55\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.038017095119304, 59.29157749983399],\n",
    "                  [18.038017095119304, 59.290120084600815],\n",
    "                  [18.040313066036052, 59.290120084600815],\n",
    "                  [18.040313066036052, 59.29157749983399]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"56\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.04288798669035, 59.28893657368063],\n",
    "                  [18.04288798669035, 59.28844343198375],\n",
    "                  [18.04366046288664, 59.28844343198375],\n",
    "                  [18.04366046288664, 59.28893657368063]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"57\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[18.022524655849285, 59.27946700461082],\n",
    "                  [18.022524655849285, 59.278403705641374],\n",
    "                  [18.024713338405437, 59.278403705641374],\n",
    "                  [18.024713338405437, 59.27946700461082]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"58\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.858364131567903, 59.20866757305105],\n",
    "                  [17.858364131567903, 59.20537207616205],\n",
    "                  [17.866603877661653, 59.20537207616205],\n",
    "                  [17.866603877661653, 59.20866757305105]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"59\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.84797861826224, 59.22795083625247],\n",
    "                  [17.84797861826224, 59.222944384598115],\n",
    "                  [17.855617549536653, 59.222944384598115],\n",
    "                  [17.855617549536653, 59.22795083625247]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"60\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.84720614206595, 59.20335068070559],\n",
    "                  [17.84720614206595, 59.20247177579459],\n",
    "                  [17.855016734717317, 59.20247177579459],\n",
    "                  [17.855016734717317, 59.20335068070559]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"61\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.823817279456087, 59.22507441214528],\n",
    "                  [17.823817279456087, 59.222856545556446],\n",
    "                  [17.826048877356477, 59.222856545556446],\n",
    "                  [17.826048877356477, 59.22507441214528]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"62\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.786652591345735, 59.233812720874845],\n",
    "                  [17.786652591345735, 59.231880825241866],\n",
    "                  [17.790343310950227, 59.231880825241866],\n",
    "                  [17.790343310950227, 59.233812720874845]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"63\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.789356258032747, 59.23073919911932],\n",
    "                  [17.789356258032747, 59.2291145114572],\n",
    "                  [17.79330446970267, 59.2291145114572],\n",
    "                  [17.79330446970267, 59.23073919911932]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"64\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.788583781836458, 59.22621622783845],\n",
    "                  [17.788583781836458, 59.22456936609292],\n",
    "                  [17.79403403055472, 59.22456936609292],\n",
    "                  [17.79403403055472, 59.22621622783845]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"65\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.793089892981477, 59.220704418395066],\n",
    "                  [17.793089892981477, 59.219760074860105],\n",
    "                  [17.79523566019339, 59.219760074860105],\n",
    "                  [17.79523566019339, 59.220704418395066]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"66\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.802445438025423, 59.23949800609466],\n",
    "                  [17.802445438025423, 59.23765423364748],\n",
    "                  [17.80523493540091, 59.23765423364748],\n",
    "                  [17.80523493540091, 59.23949800609466]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"67\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.78304770242972, 59.25198474509537],\n",
    "                  [17.78304770242972, 59.24849594100947],\n",
    "                  [17.78927042734427, 59.24849594100947],\n",
    "                  [17.78927042734427, 59.25198474509537]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"68\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.799312617896028, 59.25490277865673],\n",
    "                  [17.799312617896028, 59.25259908871209],\n",
    "                  [17.803904559729524, 59.25259908871209],\n",
    "                  [17.803904559729524, 59.25490277865673]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"69\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.77081682932181, 59.254946656954],\n",
    "                  [17.77081682932181, 59.25150203877126],\n",
    "                  [17.77630999338431, 59.25150203877126],\n",
    "                  [17.77630999338431, 59.254946656954]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"70\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.74401592004314, 59.260941517051975],\n",
    "                  [17.74401592004314, 59.25881372891631],\n",
    "                  [17.746848332762866, 59.25881372891631],\n",
    "                  [17.746848332762866, 59.260941517051975]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"71\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.747406232237964, 59.26032732380907],\n",
    "                  [17.747406232237964, 59.255413379284974],\n",
    "                  [17.753586041808276, 59.255413379284974],\n",
    "                  [17.753586041808276, 59.26032732380907]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"72\"\n",
    "            }),\n",
    "        ee.Feature(\n",
    "            ee.Geometry.Polygon(\n",
    "                [[[17.754916417479663, 59.25762912949226],\n",
    "                  [17.754916417479663, 59.25468939007088],\n",
    "                  [17.75826381433025, 59.25468939007088],\n",
    "                  [17.75826381433025, 59.25762912949226]]], None, False),\n",
    "            {\n",
    "              \"landcover\": 3,\n",
    "              \"system:index\": \"73\"\n",
    "            })])\n",
    "\n",
    "Map.addLayer(water, {}, \"water\")\n",
    "Map.addLayer(vegetation, {}, \"vegetation\")\n",
    "Map.addLayer(urban, {}, \"urban\")\n",
    "Map.addLayer(bare, {}, \"bare\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Combine labelled polygons to one training feature:\n",
    "trainingFeatures = water.merge(vegetation).merge(urban).merge(bare)\n",
    "classifierTraining = input.select(inputBands).sampleRegions(\n",
    "  **{\n",
    "  'collection': trainingFeatures,\n",
    "  'properties': ['landcover'],\n",
    "  'scale': 30,\n",
    "  'geometries': True\n",
    "  }\n",
    ")\n",
    "\n",
    "# Separate into training & testing sets, but only the testing set is used for Unsupervised Learning Accuracy Assessment:\n",
    "trainingTesting = classifierTraining.randomColumn()\n",
    "trainingSet = trainingTesting.filter(ee.Filter.lessThan('random',0.6)) # Not used\n",
    "testingSet = trainingTesting.filter(ee.Filter.greaterThanOrEquals('random',0.6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
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       "  list-style-type: none;\n",
       "}\n",
       "\n",
       ".ee ul {\n",
       "  padding-left: 1.5em !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".ee > ul {\n",
       "  padding-left: 0 !important;\n",
       "}\n",
       "\n",
       ".ee-open,\n",
       ".ee-shut {\n",
       "  color: var(--font-color-secondary);\n",
       "  cursor: pointer;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".ee-open:hover,\n",
       ".ee-shut:hover {\n",
       "  color: var(--font-color-primary);\n",
       "}\n",
       "\n",
       ".ee-k {\n",
       "  color: var(--font-color-accent);\n",
       "  margin-right: 6px;\n",
       "}\n",
       "\n",
       ".ee-v {\n",
       "  color: var(--font-color-primary);\n",
       "}\n",
       "\n",
       ".ee-toggle {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".ee-shut + ul {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".ee-open + ul {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".ee-shut::before {\n",
       "  display: inline-block;\n",
       "  content: \"▼\";\n",
       "  margin-right: 6px;\n",
       "  transform: rotate(-90deg);\n",
       "  transition: transform 0.2s;\n",
       "}\n",
       "\n",
       ".ee-open::before {\n",
       "  transform: rotate(0deg);\n",
       "  display: inline-block;\n",
       "  content: \"▼\";\n",
       "  margin-right: 6px;\n",
       "  transition: transform 0.2s;\n",
       "}\n",
       "</style><div class='ee'><ul><li><span class='ee-v'>remapped</span></li></ul></div><script>function toggleHeader() {\n",
       "    const parent = this.parentElement;\n",
       "    parent.className = parent.className === \"ee-open\" ? \"ee-shut\" : \"ee-open\";\n",
       "}\n",
       "\n",
       "for (let c of document.getElementsByClassName(\"ee-toggle\")) {\n",
       "    c.onclick = toggleHeader;\n",
       "}</script></div>"
      ],
      "text/plain": [
       "<ee.computedobject.ComputedObject at 0x21424af70a0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_classified.bandNames().get(0) # Verify the property inherited from the remap function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Construct Confusion Matrix:\n",
    "testVec = result_classified.sampleRegions(\n",
    "    **{\n",
    "        'collection': testingSet,\n",
    "        'scale': 30,\n",
    "        'geometries': True    \n",
    "    }\n",
    ")\n",
    "\n",
    "confusionMatrix = testVec.errorMatrix('landcover',result_classified.bandNames().get(0))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Print Confusion Matrix and relevant accuracies:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><style>:root {\n",
       "  --font-color-primary: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --font-color-secondary: var(--jp-content-font-color2, rgba(0, 0, 0, 0.6));\n",
       "  --font-color-accent: rgba(123, 31, 162, 1);\n",
       "  --border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --background-color: var(--jp-layout-color0, white);\n",
       "  --background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=\"dark\"],\n",
       "body[data-theme=\"dark\"],\n",
       "body.vscode-dark {\n",
       "  --font-color-primary: rgba(255, 255, 255, 1);\n",
       "  --font-color-secondary: rgba(255, 255, 255, 0.6);\n",
       "  --font-color-accent: rgb(173, 132, 190);\n",
       "  --border-color: #2e2e2e;\n",
       "  --background-color: #111111;\n",
       "  --background-color-row-even: #111111;\n",
       "  --background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".ee {\n",
       "  padding: 1em;\n",
       "  line-height: 1.5em;\n",
       "  min-width: 300px;\n",
       "  max-width: 1200px;\n",
       "  overflow-y: scroll;\n",
       "  max-height: 600px;\n",
       "  border: 1px solid var(--border-color);\n",
       "  font-family: monospace;\n",
       "}\n",
       "\n",
       ".ee li {\n",
       "  list-style-type: none;\n",
       "}\n",
       "\n",
       ".ee ul {\n",
       "  padding-left: 1.5em !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".ee > ul {\n",
       "  padding-left: 0 !important;\n",
       "}\n",
       "\n",
       ".ee-open,\n",
       ".ee-shut {\n",
       "  color: var(--font-color-secondary);\n",
       "  cursor: pointer;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".ee-open:hover,\n",
       ".ee-shut:hover {\n",
       "  color: var(--font-color-primary);\n",
       "}\n",
       "\n",
       ".ee-k {\n",
       "  color: var(--font-color-accent);\n",
       "  margin-right: 6px;\n",
       "}\n",
       "\n",
       ".ee-v {\n",
       "  color: var(--font-color-primary);\n",
       "}\n",
       "\n",
       ".ee-toggle {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".ee-shut + ul {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".ee-open + ul {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".ee-shut::before {\n",
       "  display: inline-block;\n",
       "  content: \"▼\";\n",
       "  margin-right: 6px;\n",
       "  transform: rotate(-90deg);\n",
       "  transition: transform 0.2s;\n",
       "}\n",
       "\n",
       ".ee-open::before {\n",
       "  transform: rotate(0deg);\n",
       "  display: inline-block;\n",
       "  content: \"▼\";\n",
       "  margin-right: 6px;\n",
       "  transition: transform 0.2s;\n",
       "}\n",
       "</style><div class='ee'><ul><li><label class='ee-shut'>List (4 elements)<input type='checkbox' class='ee-toggle'></label><ul><li><label class='ee-shut'>0: [1976, 0, 269, 76]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1976</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>269</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>76</span></li></ul></li><li><label class='ee-shut'>1: [0, 1870, 0, 0]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>1870</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>0</span></li></ul></li><li><label class='ee-shut'>2: [0, 0, 3207, 13]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>3207</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>13</span></li></ul></li><li><label class='ee-shut'>3: [150, 0, 1121, 1589]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>150</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>1121</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>1589</span></li></ul></li></ul></li></ul></div><script>function toggleHeader() {\n",
       "    const parent = this.parentElement;\n",
       "    parent.className = parent.className === \"ee-open\" ? \"ee-shut\" : \"ee-open\";\n",
       "}\n",
       "\n",
       "for (let c of document.getElementsByClassName(\"ee-toggle\")) {\n",
       "    c.onclick = toggleHeader;\n",
       "}</script></div>"
      ],
      "text/plain": [
       "<ee.ConfusionMatrix at 0x21424b2ce20>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "confusionMatrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  --background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=\"dark\"],\n",
       "body[data-theme=\"dark\"],\n",
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       "  --font-color-primary: rgba(255, 255, 255, 1);\n",
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       "  --background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".ee {\n",
       "  padding: 1em;\n",
       "  line-height: 1.5em;\n",
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       "  border: 1px solid var(--border-color);\n",
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       "\n",
       ".ee li {\n",
       "  list-style-type: none;\n",
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       "\n",
       ".ee-open,\n",
       ".ee-shut {\n",
       "  color: var(--font-color-secondary);\n",
       "  cursor: pointer;\n",
       "  margin: 0;\n",
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       "\n",
       ".ee-open:hover,\n",
       ".ee-shut:hover {\n",
       "  color: var(--font-color-primary);\n",
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       "\n",
       ".ee-k {\n",
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       "\n",
       ".ee-v {\n",
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       "\n",
       ".ee-toggle {\n",
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       "\n",
       ".ee-shut + ul {\n",
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       "\n",
       ".ee-open + ul {\n",
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       "}\n",
       "\n",
       ".ee-shut::before {\n",
       "  display: inline-block;\n",
       "  content: \"▼\";\n",
       "  margin-right: 6px;\n",
       "  transform: rotate(-90deg);\n",
       "  transition: transform 0.2s;\n",
       "}\n",
       "\n",
       ".ee-open::before {\n",
       "  transform: rotate(0deg);\n",
       "  display: inline-block;\n",
       "  content: \"▼\";\n",
       "  margin-right: 6px;\n",
       "  transition: transform 0.2s;\n",
       "}\n",
       "</style><div class='ee'><ul><li><span class='ee-v'>0.8413981111868367</span></li></ul></div><script>function toggleHeader() {\n",
       "    const parent = this.parentElement;\n",
       "    parent.className = parent.className === \"ee-open\" ? \"ee-shut\" : \"ee-open\";\n",
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       "\n",
       "for (let c of document.getElementsByClassName(\"ee-toggle\")) {\n",
       "    c.onclick = toggleHeader;\n",
       "}</script></div>"
      ],
      "text/plain": [
       "<ee.ee_number.Number at 0x21424b40b50>"
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     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "confusionMatrix.accuracy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><style>:root {\n",
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       "  --font-color-secondary: var(--jp-content-font-color2, rgba(0, 0, 0, 0.6));\n",
       "  --font-color-accent: rgba(123, 31, 162, 1);\n",
       "  --border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --background-color: var(--jp-layout-color0, white);\n",
       "  --background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=\"dark\"],\n",
       "body[data-theme=\"dark\"],\n",
       "body.vscode-dark {\n",
       "  --font-color-primary: rgba(255, 255, 255, 1);\n",
       "  --font-color-secondary: rgba(255, 255, 255, 0.6);\n",
       "  --font-color-accent: rgb(173, 132, 190);\n",
       "  --border-color: #2e2e2e;\n",
       "  --background-color: #111111;\n",
       "  --background-color-row-even: #111111;\n",
       "  --background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".ee {\n",
       "  padding: 1em;\n",
       "  line-height: 1.5em;\n",
       "  min-width: 300px;\n",
       "  max-width: 1200px;\n",
       "  overflow-y: scroll;\n",
       "  max-height: 600px;\n",
       "  border: 1px solid var(--border-color);\n",
       "  font-family: monospace;\n",
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       "\n",
       ".ee li {\n",
       "  list-style-type: none;\n",
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       "\n",
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       ".ee > ul {\n",
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       "\n",
       ".ee-open,\n",
       ".ee-shut {\n",
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       "\n",
       ".ee-open:hover,\n",
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       "\n",
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       "\n",
       ".ee-open::before {\n",
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       "</style><div class='ee'><ul><li><label class='ee-shut'>List (4 elements)<input type='checkbox' class='ee-toggle'></label><ul><li><label class='ee-shut'>0: [0.8513571736320551]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>0.8513571736320551</span></li></ul></li><li><label class='ee-shut'>1: [1]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1</span></li></ul></li><li><label class='ee-shut'>2: [0.9959627329192546]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>0.9959627329192546</span></li></ul></li><li><label class='ee-shut'>3: [0.5555944055944056]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>0.5555944055944056</span></li></ul></li></ul></li></ul></div><script>function toggleHeader() {\n",
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       "\n",
       "for (let c of document.getElementsByClassName(\"ee-toggle\")) {\n",
       "    c.onclick = toggleHeader;\n",
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      "text/plain": [
       "<ee.Array at 0x21424ad8400>"
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     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "confusionMatrix.producersAccuracy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "\n",
       ".ee {\n",
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     "execution_count": 17,
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   "source": [
    "confusionMatrix.consumersAccuracy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
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  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
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     "execution_count": 19,
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   ],
   "source": [
    "testingSet.size() # Check size of testing set"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Unsupervised Classification - Final Plot Map:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "model_id": "fae0dae872d34fba953b18048e9caf1b",
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       "Map(center=[59.399925146053874, 18.19999999999986], controls=(WidgetControl(options=['position', 'transparent_…"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Replotting the unsupervised classification result:\n",
    "Map2 = geemap.Map()\n",
    "Map2.centerObject(region, 10)\n",
    "Map2.addLayer(image, vis_params, \"Sentinel-2\")\n",
    "\n",
    "\n",
    "Map2.addLayer(\n",
    "    result_classified, {'min': 0, 'max': 3, 'palette': legend_colors_classified}, 'Unsupervised Classification'\n",
    ")\n",
    "Map2.add_legend(\n",
    "    keys=legend_keys_classified, colors=legend_colors_classified, position='bottomleft'\n",
    ")\n",
    "Map2.addLayer(water, {}, \"water\")\n",
    "Map2.addLayer(vegetation, {}, \"vegetation\")\n",
    "Map2.addLayer(urban, {}, \"urban\")\n",
    "Map2.addLayer(bare, {}, \"bare\")\n",
    "\n",
    "Map2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1501"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Memory cleaning to improve performance:\n",
    "import gc\n",
    "gc.collect()"
   ]
  }
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