diff --git a/reports/agriculture/report.ipynb b/reports/agriculture/report.ipynb
index eeb0ac1..3f888ef 100644
--- a/reports/agriculture/report.ipynb
+++ b/reports/agriculture/report.ipynb
@@ -72,7 +72,210 @@
      "hide-input"
     ]
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\WB514197\\AppData\\Local\\Temp\\ipykernel_15444\\3742192984.py:20: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
+      "\n",
+      "  centx, centy = one.centroid.x.iloc[0], one.centroid.y.iloc[0]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
+       "&lt;html&gt;\n",
+       "&lt;head&gt;\n",
+       "    \n",
+       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
+       "    \n",
+       "        &lt;script&gt;\n",
+       "            L_NO_TOUCH = false;\n",
+       "            L_DISABLE_3D = false;\n",
+       "        &lt;/script&gt;\n",
+       "    \n",
+       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
+       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
+       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
+       "    &lt;script src=&quot;https://code.jquery.com/jquery-3.7.1.min.js&quot;&gt;&lt;/script&gt;\n",
+       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
+       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
+       "    \n",
+       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
+       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
+       "            &lt;style&gt;\n",
+       "                #map_5a83d04d22321d4cc101b0ebcd55a8d3 {\n",
+       "                    position: relative;\n",
+       "                    width: 100.0%;\n",
+       "                    height: 100.0%;\n",
+       "                    left: 0.0%;\n",
+       "                    top: 0.0%;\n",
+       "                }\n",
+       "                .leaflet-container { font-size: 1rem; }\n",
+       "            &lt;/style&gt;\n",
+       "        \n",
+       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet.fullscreen@3.0.0/Control.FullScreen.min.js&quot;&gt;&lt;/script&gt;\n",
+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet.fullscreen@3.0.0/Control.FullScreen.css&quot;/&gt;\n",
+       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.draw/1.0.2/leaflet.draw.js&quot;&gt;&lt;/script&gt;\n",
+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.draw/1.0.2/leaflet.draw.css&quot;/&gt;\n",
+       "    &lt;script src=&quot;https://unpkg.com/leaflet-control-geocoder/dist/Control.Geocoder.js&quot;&gt;&lt;/script&gt;\n",
+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://unpkg.com/leaflet-control-geocoder/dist/Control.Geocoder.css&quot;/&gt;\n",
+       "&lt;/head&gt;\n",
+       "&lt;body&gt;\n",
+       "    \n",
+       "    \n",
+       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_5a83d04d22321d4cc101b0ebcd55a8d3&quot; &gt;&lt;/div&gt;\n",
+       "        \n",
+       "&lt;/body&gt;\n",
+       "&lt;script&gt;\n",
+       "    \n",
+       "    \n",
+       "            var map_5a83d04d22321d4cc101b0ebcd55a8d3 = L.map(\n",
+       "                &quot;map_5a83d04d22321d4cc101b0ebcd55a8d3&quot;,\n",
+       "                {\n",
+       "                    center: [17.420444446407295, 9.400408867794077],\n",
+       "                    crs: L.CRS.EPSG3857,\n",
+       "                    zoom: 6,\n",
+       "                    zoomControl: true,\n",
+       "                    preferCanvas: false,\n",
+       "                    eeInitialize: true,\n",
+       "                    addGoogleMap: false,\n",
+       "                    pluginLatlngpopup: false,\n",
+       "                    pluginFullscreen: true,\n",
+       "                    pluginDraw: true,\n",
+       "                    DrawExport: false,\n",
+       "                    pluginMinimap: false,\n",
+       "                    locateControl: false,\n",
+       "                    searchControl: true,\n",
+       "                    layersControl: true,\n",
+       "                }\n",
+       "            );\n",
+       "\n",
+       "            \n",
+       "\n",
+       "        \n",
+       "    \n",
+       "            var tile_layer_0bccfe98291b0bff3a8c1fea99823972 = L.tileLayer(\n",
+       "                &quot;https://tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
+       "                {&quot;attribution&quot;: &quot;\\u0026copy; \\u003ca href=\\&quot;https://www.openstreetmap.org/copyright\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e contributors&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 19, &quot;maxZoom&quot;: 19, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
+       "            );\n",
+       "        \n",
+       "    \n",
+       "            tile_layer_0bccfe98291b0bff3a8c1fea99823972.addTo(map_5a83d04d22321d4cc101b0ebcd55a8d3);\n",
+       "        \n",
+       "    \n",
+       "            L.control.fullscreen(\n",
+       "                {&quot;forceSeparateButton&quot;: false, &quot;position&quot;: &quot;topleft&quot;, &quot;title&quot;: &quot;Full Screen&quot;, &quot;titleCancel&quot;: &quot;Exit Full Screen&quot;}\n",
+       "            ).addTo(map_5a83d04d22321d4cc101b0ebcd55a8d3);\n",
+       "        \n",
+       "    \n",
+       "            var options = {\n",
+       "              position: &quot;topleft&quot;,\n",
+       "              draw: {},\n",
+       "              edit: {},\n",
+       "            }\n",
+       "            // FeatureGroup is to store editable layers.\n",
+       "            var drawnItems_draw_control_bc1e9c3302a17d4de64c70330bd79025 = new L.featureGroup().addTo(\n",
+       "                map_5a83d04d22321d4cc101b0ebcd55a8d3\n",
+       "            );\n",
+       "            options.edit.featureGroup = drawnItems_draw_control_bc1e9c3302a17d4de64c70330bd79025;\n",
+       "            var draw_control_bc1e9c3302a17d4de64c70330bd79025 = new L.Control.Draw(\n",
+       "                options\n",
+       "            ).addTo( map_5a83d04d22321d4cc101b0ebcd55a8d3 );\n",
+       "            map_5a83d04d22321d4cc101b0ebcd55a8d3.on(L.Draw.Event.CREATED, function(e) {\n",
+       "                var layer = e.layer,\n",
+       "                    type = e.layerType;\n",
+       "                var coords = JSON.stringify(layer.toGeoJSON());\n",
+       "                layer.on(&#x27;click&#x27;, function() {\n",
+       "                    alert(coords);\n",
+       "                    console.log(coords);\n",
+       "                });\n",
+       "                drawnItems_draw_control_bc1e9c3302a17d4de64c70330bd79025.addLayer(layer);\n",
+       "             });\n",
+       "            map_5a83d04d22321d4cc101b0ebcd55a8d3.on(&#x27;draw:created&#x27;, function(e) {\n",
+       "                drawnItems_draw_control_bc1e9c3302a17d4de64c70330bd79025.addLayer(e.layer);\n",
+       "            });\n",
+       "            \n",
+       "        \n",
+       "    \n",
+       "            L.Control.geocoder(\n",
+       "                {&quot;collapsed&quot;: true, &quot;defaultMarkGeocode&quot;: true, &quot;position&quot;: &quot;topleft&quot;}\n",
+       "            ).on(&#x27;markgeocode&#x27;, function(e) {\n",
+       "                map_5a83d04d22321d4cc101b0ebcd55a8d3.setView(e.geocode.center, 11);\n",
+       "            }).addTo(map_5a83d04d22321d4cc101b0ebcd55a8d3);\n",
+       "\n",
+       "        \n",
+       "    \n",
+       "            map_5a83d04d22321d4cc101b0ebcd55a8d3.fitBounds(\n",
+       "                [[17.420444446407295, 9.400408867794077], [17.420444446407295, 9.400408867794077]],\n",
+       "                {&quot;maxZoom&quot;: 6}\n",
+       "            );\n",
+       "        \n",
+       "    \n",
+       "            var tile_layer_71baa79150b24abe926ee0bb288713fd = L.tileLayer(\n",
+       "                &quot;https://earthengine.googleapis.com/v1/projects/earthengine-legacy/maps/915cff656e511ab4171dcd5168001778-e1623384893a05106d89ff0b77a568b1/tiles/{z}/{x}/{y}&quot;,\n",
+       "                {&quot;attribution&quot;: &quot;Google Earth Engine&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 24, &quot;maxZoom&quot;: 24, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1.0, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
+       "            );\n",
+       "        \n",
+       "    \n",
+       "            tile_layer_71baa79150b24abe926ee0bb288713fd.addTo(map_5a83d04d22321d4cc101b0ebcd55a8d3);\n",
+       "        \n",
+       "    \n",
+       "            var tile_layer_3186bd150f9599abb12040f829bca3ac = L.tileLayer(\n",
+       "                &quot;https://earthengine.googleapis.com/v1/projects/earthengine-legacy/maps/189352e0a04c2a96ec940ad17b41b840-0d668c425ebbbf5b145d4934d0707079/tiles/{z}/{x}/{y}&quot;,\n",
+       "                {&quot;attribution&quot;: &quot;Google Earth Engine&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 24, &quot;maxZoom&quot;: 24, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1.0, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
+       "            );\n",
+       "        \n",
+       "    \n",
+       "            tile_layer_3186bd150f9599abb12040f829bca3ac.addTo(map_5a83d04d22321d4cc101b0ebcd55a8d3);\n",
+       "        \n",
+       "    \n",
+       "            var tile_layer_7578c55c34ef7a5f331785982d2a5586 = L.tileLayer(\n",
+       "                &quot;https://earthengine.googleapis.com/v1/projects/earthengine-legacy/maps/d97232e543f2121612341acacb780d5e-dcfe1ea0472a856c7daa16ee53d659e6/tiles/{z}/{x}/{y}&quot;,\n",
+       "                {&quot;attribution&quot;: &quot;Google Earth Engine&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 24, &quot;maxZoom&quot;: 24, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1.0, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
+       "            );\n",
+       "        \n",
+       "    \n",
+       "            tile_layer_7578c55c34ef7a5f331785982d2a5586.addTo(map_5a83d04d22321d4cc101b0ebcd55a8d3);\n",
+       "        \n",
+       "    \n",
+       "            var layer_control_1d6c4df18abd78b2043f01cc9fba592b_layers = {\n",
+       "                base_layers : {\n",
+       "                    &quot;openstreetmap&quot; : tile_layer_0bccfe98291b0bff3a8c1fea99823972,\n",
+       "                },\n",
+       "                overlays :  {\n",
+       "                    &quot;Crop Mask (LGRIP30)&quot; : tile_layer_71baa79150b24abe926ee0bb288713fd,\n",
+       "                    &quot;Crop Mask (Digital Earth Africa)&quot; : tile_layer_3186bd150f9599abb12040f829bca3ac,\n",
+       "                    &quot;Country Boundary&quot; : tile_layer_7578c55c34ef7a5f331785982d2a5586,\n",
+       "                },\n",
+       "            };\n",
+       "            let layer_control_1d6c4df18abd78b2043f01cc9fba592b = L.control.layers(\n",
+       "                layer_control_1d6c4df18abd78b2043f01cc9fba592b_layers.base_layers,\n",
+       "                layer_control_1d6c4df18abd78b2043f01cc9fba592b_layers.overlays,\n",
+       "                {&quot;autoZIndex&quot;: true, &quot;collapsed&quot;: true, &quot;position&quot;: &quot;topright&quot;}\n",
+       "            ).addTo(map_5a83d04d22321d4cc101b0ebcd55a8d3);\n",
+       "\n",
+       "        \n",
+       "&lt;/script&gt;\n",
+       "&lt;/html&gt;\" width=\"100%\" height=\"600\"style=\"border:none !important;\" \"allowfullscreen\" \"webkitallowfullscreen\" \"mozallowfullscreen\"></iframe>"
+      ],
+      "text/plain": [
+       "<geemap.foliumap.Map at 0x173a28d6c10>"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "from geemap.foliumap import Map\n",
     "import requests\n",
@@ -149,7 +352,137 @@
      "hide-input"
     ]
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "            <style>\n",
+       "                .geemap-dark {\n",
+       "                    --jp-widgets-color: white;\n",
+       "                    --jp-widgets-label-color: white;\n",
+       "                    --jp-ui-font-color1: white;\n",
+       "                    --jp-layout-color2: #454545;\n",
+       "                    background-color: #383838;\n",
+       "                }\n",
+       "                    \n",
+       "                .geemap-dark .jupyter-button {\n",
+       "                    --jp-layout-color3: #383838;\n",
+       "                }\n",
+       "                \n",
+       "                .geemap-colab {\n",
+       "                    background-color: var(--colab-primary-surface-color, white);\n",
+       "                }\n",
+       "                    \n",
+       "                .geemap-colab .jupyter-button {\n",
+       "                    --jp-layout-color3: var(--colab-primary-surface-color, white);\n",
+       "                }\n",
+       "            </style>\n",
+       "            "
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Region</th>\n",
+       "      <th>Crop Area ha.</th>\n",
+       "      <th>Crop Area Share</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Maradi</td>\n",
+       "      <td>2,519,230</td>\n",
+       "      <td>61.74%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Zinder</td>\n",
+       "      <td>2,190,192</td>\n",
+       "      <td>14.35%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Dosso</td>\n",
+       "      <td>1,236,565</td>\n",
+       "      <td>38.27%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Tillabéri</td>\n",
+       "      <td>1,087,188</td>\n",
+       "      <td>11.68%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Tahoua</td>\n",
+       "      <td>956,003</td>\n",
+       "      <td>8.54%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Diffa</td>\n",
+       "      <td>122,461</td>\n",
+       "      <td>0.79%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Agadez</td>\n",
+       "      <td>55,050</td>\n",
+       "      <td>0.08%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Niamey</td>\n",
+       "      <td>4,843</td>\n",
+       "      <td>8.71%</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Region Crop Area ha. Crop Area Share\n",
+       "0     Maradi     2,519,230          61.74%\n",
+       "1     Zinder     2,190,192          14.35%\n",
+       "2      Dosso     1,236,565          38.27%\n",
+       "3  Tillabéri     1,087,188          11.68%\n",
+       "4     Tahoua       956,003           8.54%\n",
+       "5      Diffa       122,461           0.79%\n",
+       "6     Agadez        55,050           0.08%\n",
+       "7     Niamey         4,843           8.71%"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "import pandas as pd\n",
     "import json\n",
@@ -205,7 +538,276 @@
      "hide-input"
     ]
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "            <style>\n",
+       "                .geemap-dark {\n",
+       "                    --jp-widgets-color: white;\n",
+       "                    --jp-widgets-label-color: white;\n",
+       "                    --jp-ui-font-color1: white;\n",
+       "                    --jp-layout-color2: #454545;\n",
+       "                    background-color: #383838;\n",
+       "                }\n",
+       "                    \n",
+       "                .geemap-dark .jupyter-button {\n",
+       "                    --jp-layout-color3: #383838;\n",
+       "                }\n",
+       "                \n",
+       "                .geemap-colab {\n",
+       "                    background-color: var(--colab-primary-surface-color, white);\n",
+       "                }\n",
+       "                    \n",
+       "                .geemap-colab .jupyter-button {\n",
+       "                    --jp-layout-color3: var(--colab-primary-surface-color, white);\n",
+       "                }\n",
+       "            </style>\n",
+       "            "
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
+       "&lt;html&gt;\n",
+       "&lt;head&gt;\n",
+       "    \n",
+       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
+       "    \n",
+       "        &lt;script&gt;\n",
+       "            L_NO_TOUCH = false;\n",
+       "            L_DISABLE_3D = false;\n",
+       "        &lt;/script&gt;\n",
+       "    \n",
+       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
+       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
+       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
+       "    &lt;script src=&quot;https://code.jquery.com/jquery-3.7.1.min.js&quot;&gt;&lt;/script&gt;\n",
+       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
+       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
+       "    \n",
+       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
+       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
+       "            &lt;style&gt;\n",
+       "                #map_8c72c56c0b5b5488295d146a90a40dec {\n",
+       "                    position: relative;\n",
+       "                    width: 100.0%;\n",
+       "                    height: 100.0%;\n",
+       "                    left: 0.0%;\n",
+       "                    top: 0.0%;\n",
+       "                }\n",
+       "                .leaflet-container { font-size: 1rem; }\n",
+       "            &lt;/style&gt;\n",
+       "        \n",
+       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet.fullscreen@3.0.0/Control.FullScreen.min.js&quot;&gt;&lt;/script&gt;\n",
+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet.fullscreen@3.0.0/Control.FullScreen.css&quot;/&gt;\n",
+       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.draw/1.0.2/leaflet.draw.js&quot;&gt;&lt;/script&gt;\n",
+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.draw/1.0.2/leaflet.draw.css&quot;/&gt;\n",
+       "    &lt;script src=&quot;https://unpkg.com/leaflet-control-geocoder/dist/Control.Geocoder.js&quot;&gt;&lt;/script&gt;\n",
+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://unpkg.com/leaflet-control-geocoder/dist/Control.Geocoder.css&quot;/&gt;\n",
+       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js&quot;&gt;&lt;/script&gt;\n",
+       "&lt;/head&gt;\n",
+       "&lt;body&gt;\n",
+       "    \n",
+       "    \n",
+       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_8c72c56c0b5b5488295d146a90a40dec&quot; &gt;&lt;/div&gt;\n",
+       "        \n",
+       "&lt;/body&gt;\n",
+       "&lt;script&gt;\n",
+       "    \n",
+       "    \n",
+       "            var map_8c72c56c0b5b5488295d146a90a40dec = L.map(\n",
+       "                &quot;map_8c72c56c0b5b5488295d146a90a40dec&quot;,\n",
+       "                {\n",
+       "                    center: [17.420444446407295, 9.400408867794077],\n",
+       "                    crs: L.CRS.EPSG3857,\n",
+       "                    zoom: 6,\n",
+       "                    zoomControl: true,\n",
+       "                    preferCanvas: false,\n",
+       "                    eeInitialize: true,\n",
+       "                    addGoogleMap: false,\n",
+       "                    pluginLatlngpopup: false,\n",
+       "                    pluginFullscreen: true,\n",
+       "                    pluginDraw: true,\n",
+       "                    DrawExport: false,\n",
+       "                    pluginMinimap: false,\n",
+       "                    locateControl: false,\n",
+       "                    searchControl: true,\n",
+       "                    layersControl: true,\n",
+       "                }\n",
+       "            );\n",
+       "\n",
+       "            \n",
+       "\n",
+       "        \n",
+       "    \n",
+       "            var tile_layer_c66ed20ddf14e7a8d72d58489df39ae5 = L.tileLayer(\n",
+       "                &quot;https://tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
+       "                {&quot;attribution&quot;: &quot;\\u0026copy; \\u003ca href=\\&quot;https://www.openstreetmap.org/copyright\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e contributors&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 19, &quot;maxZoom&quot;: 19, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
+       "            );\n",
+       "        \n",
+       "    \n",
+       "            tile_layer_c66ed20ddf14e7a8d72d58489df39ae5.addTo(map_8c72c56c0b5b5488295d146a90a40dec);\n",
+       "        \n",
+       "    \n",
+       "            L.control.fullscreen(\n",
+       "                {&quot;forceSeparateButton&quot;: false, &quot;position&quot;: &quot;topleft&quot;, &quot;title&quot;: &quot;Full Screen&quot;, &quot;titleCancel&quot;: &quot;Exit Full Screen&quot;}\n",
+       "            ).addTo(map_8c72c56c0b5b5488295d146a90a40dec);\n",
+       "        \n",
+       "    \n",
+       "            var options = {\n",
+       "              position: &quot;topleft&quot;,\n",
+       "              draw: {},\n",
+       "              edit: {},\n",
+       "            }\n",
+       "            // FeatureGroup is to store editable layers.\n",
+       "            var drawnItems_draw_control_f79a23148a453c93fde5aaf538092adf = new L.featureGroup().addTo(\n",
+       "                map_8c72c56c0b5b5488295d146a90a40dec\n",
+       "            );\n",
+       "            options.edit.featureGroup = drawnItems_draw_control_f79a23148a453c93fde5aaf538092adf;\n",
+       "            var draw_control_f79a23148a453c93fde5aaf538092adf = new L.Control.Draw(\n",
+       "                options\n",
+       "            ).addTo( map_8c72c56c0b5b5488295d146a90a40dec );\n",
+       "            map_8c72c56c0b5b5488295d146a90a40dec.on(L.Draw.Event.CREATED, function(e) {\n",
+       "                var layer = e.layer,\n",
+       "                    type = e.layerType;\n",
+       "                var coords = JSON.stringify(layer.toGeoJSON());\n",
+       "                layer.on(&#x27;click&#x27;, function() {\n",
+       "                    alert(coords);\n",
+       "                    console.log(coords);\n",
+       "                });\n",
+       "                drawnItems_draw_control_f79a23148a453c93fde5aaf538092adf.addLayer(layer);\n",
+       "             });\n",
+       "            map_8c72c56c0b5b5488295d146a90a40dec.on(&#x27;draw:created&#x27;, function(e) {\n",
+       "                drawnItems_draw_control_f79a23148a453c93fde5aaf538092adf.addLayer(e.layer);\n",
+       "            });\n",
+       "            \n",
+       "        \n",
+       "    \n",
+       "            L.Control.geocoder(\n",
+       "                {&quot;collapsed&quot;: true, &quot;defaultMarkGeocode&quot;: true, &quot;position&quot;: &quot;topleft&quot;}\n",
+       "            ).on(&#x27;markgeocode&#x27;, function(e) {\n",
+       "                map_8c72c56c0b5b5488295d146a90a40dec.setView(e.geocode.center, 11);\n",
+       "            }).addTo(map_8c72c56c0b5b5488295d146a90a40dec);\n",
+       "\n",
+       "        \n",
+       "    \n",
+       "            map_8c72c56c0b5b5488295d146a90a40dec.fitBounds(\n",
+       "                [[17.420444446407295, 9.400408867794077], [17.420444446407295, 9.400408867794077]],\n",
+       "                {&quot;maxZoom&quot;: 6}\n",
+       "            );\n",
+       "        \n",
+       "    \n",
+       "            var tile_layer_5af8e29edacbbc6604fc4ee399503e36 = L.tileLayer(\n",
+       "                &quot;https://earthengine.googleapis.com/v1/projects/earthengine-legacy/maps/d97232e543f2121612341acacb780d5e-1703fc8c8b7698b865f18e19562d1500/tiles/{z}/{x}/{y}&quot;,\n",
+       "                {&quot;attribution&quot;: &quot;Google Earth Engine&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 24, &quot;maxZoom&quot;: 24, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1.0, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
+       "            );\n",
+       "        \n",
+       "    \n",
+       "            tile_layer_5af8e29edacbbc6604fc4ee399503e36.addTo(map_8c72c56c0b5b5488295d146a90a40dec);\n",
+       "        \n",
+       "    \n",
+       "            var tile_layer_da7013427b2544e398bf2048320739d0 = L.tileLayer(\n",
+       "                &quot;https://earthengine.googleapis.com/v1/projects/earthengine-legacy/maps/835b375ef3aeb6266aac9a788e2a7b27-ccb82a339eae316c02e806ef0891bb68/tiles/{z}/{x}/{y}&quot;,\n",
+       "                {&quot;attribution&quot;: &quot;Google Earth Engine&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 24, &quot;maxZoom&quot;: 24, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1.0, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
+       "            );\n",
+       "        \n",
+       "    \n",
+       "            tile_layer_da7013427b2544e398bf2048320739d0.addTo(map_8c72c56c0b5b5488295d146a90a40dec);\n",
+       "        \n",
+       "    \n",
+       "    var color_map_7138a74e894991bedda145399e1eb15c = {};\n",
+       "\n",
+       "    \n",
+       "    color_map_7138a74e894991bedda145399e1eb15c.color = d3.scale.threshold()\n",
+       "              .domain([0.1, 0.10060120240480963, 0.10120240480961924, 0.10180360721442887, 0.10240480961923848, 0.1030060120240481, 0.10360721442885772, 0.10420841683366734, 0.10480961923847695, 0.10541082164328658, 0.1060120240480962, 0.10661322645290582, 0.10721442885771544, 0.10781563126252505, 0.10841683366733468, 0.1090180360721443, 0.10961923847695391, 0.11022044088176353, 0.11082164328657315, 0.11142284569138278, 0.11202404809619239, 0.11262525050100201, 0.11322645290581163, 0.11382765531062125, 0.11442885771543088, 0.11503006012024049, 0.1156312625250501, 0.11623246492985972, 0.11683366733466935, 0.11743486973947896, 0.11803607214428859, 0.1186372745490982, 0.11923847695390782, 0.11983967935871745, 0.12044088176352706, 0.12104208416833669, 0.1216432865731463, 0.12224448897795592, 0.12284569138276555, 0.12344689378757516, 0.12404809619238477, 0.1246492985971944, 0.12525050100200402, 0.12585170340681365, 0.12645290581162327, 0.12705410821643287, 0.1276553106212425, 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&#x27;#005522ff&#x27;, &#x27;#005522ff&#x27;, &#x27;#005421ff&#x27;, &#x27;#005321ff&#x27;, &#x27;#005321ff&#x27;, &#x27;#005221ff&#x27;, &#x27;#005120ff&#x27;, &#x27;#005120ff&#x27;, &#x27;#005020ff&#x27;, &#x27;#004f1fff&#x27;, &#x27;#004f1fff&#x27;, &#x27;#004e1fff&#x27;, &#x27;#004e1fff&#x27;, &#x27;#004d1eff&#x27;, &#x27;#004c1eff&#x27;, &#x27;#004c1eff&#x27;, &#x27;#004b1eff&#x27;, &#x27;#004a1dff&#x27;, &#x27;#004a1dff&#x27;, &#x27;#00491dff&#x27;, &#x27;#00481dff&#x27;, &#x27;#00481cff&#x27;, &#x27;#00471cff&#x27;, &#x27;#00461cff&#x27;, &#x27;#00461bff&#x27;, &#x27;#00451bff&#x27;, &#x27;#00441bff&#x27;, &#x27;#00441bff&#x27;]);\n",
+       "    \n",
+       "\n",
+       "    color_map_7138a74e894991bedda145399e1eb15c.x = d3.scale.linear()\n",
+       "              .domain([0.1, 0.4])\n",
+       "              .range([0, 450 - 50]);\n",
+       "\n",
+       "    color_map_7138a74e894991bedda145399e1eb15c.legend = L.control({position: &#x27;topright&#x27;});\n",
+       "    color_map_7138a74e894991bedda145399e1eb15c.legend.onAdd = function (map) {var div = L.DomUtil.create(&#x27;div&#x27;, &#x27;legend&#x27;); return div};\n",
+       "    color_map_7138a74e894991bedda145399e1eb15c.legend.addTo(map_8c72c56c0b5b5488295d146a90a40dec);\n",
+       "\n",
+       "    color_map_7138a74e894991bedda145399e1eb15c.xAxis = d3.svg.axis()\n",
+       "        .scale(color_map_7138a74e894991bedda145399e1eb15c.x)\n",
+       "        .orient(&quot;top&quot;)\n",
+       "        .tickSize(1)\n",
+       "        .tickValues([0.1, 0.13333333333333336, 0.16666666666666669, 0.2, 0.23333333333333336, 0.2666666666666667, 0.30000000000000004, 0.33333333333333337, 0.3666666666666667, 0.4]);\n",
+       "\n",
+       "    color_map_7138a74e894991bedda145399e1eb15c.svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)\n",
+       "        .attr(&quot;id&quot;, &#x27;legend&#x27;)\n",
+       "        .attr(&quot;width&quot;, 450)\n",
+       "        .attr(&quot;height&quot;, 40);\n",
+       "\n",
+       "    color_map_7138a74e894991bedda145399e1eb15c.g = color_map_7138a74e894991bedda145399e1eb15c.svg.append(&quot;g&quot;)\n",
+       "        .attr(&quot;class&quot;, &quot;key&quot;)\n",
+       "        .attr(&quot;transform&quot;, &quot;translate(25,16)&quot;);\n",
+       "\n",
+       "    color_map_7138a74e894991bedda145399e1eb15c.g.selectAll(&quot;rect&quot;)\n",
+       "        .data(color_map_7138a74e894991bedda145399e1eb15c.color.range().map(function(d, i) {\n",
+       "          return {\n",
+       "            x0: i ? color_map_7138a74e894991bedda145399e1eb15c.x(color_map_7138a74e894991bedda145399e1eb15c.color.domain()[i - 1]) : color_map_7138a74e894991bedda145399e1eb15c.x.range()[0],\n",
+       "            x1: i &lt; color_map_7138a74e894991bedda145399e1eb15c.color.domain().length ? color_map_7138a74e894991bedda145399e1eb15c.x(color_map_7138a74e894991bedda145399e1eb15c.color.domain()[i]) : color_map_7138a74e894991bedda145399e1eb15c.x.range()[1],\n",
+       "            z: d\n",
+       "          };\n",
+       "        }))\n",
+       "      .enter().append(&quot;rect&quot;)\n",
+       "        .attr(&quot;height&quot;, 40 - 30)\n",
+       "        .attr(&quot;x&quot;, function(d) { return d.x0; })\n",
+       "        .attr(&quot;width&quot;, function(d) { return d.x1 - d.x0; })\n",
+       "        .style(&quot;fill&quot;, function(d) { return d.z; });\n",
+       "\n",
+       "    color_map_7138a74e894991bedda145399e1eb15c.g.call(color_map_7138a74e894991bedda145399e1eb15c.xAxis).append(&quot;text&quot;)\n",
+       "        .attr(&quot;class&quot;, &quot;caption&quot;)\n",
+       "        .attr(&quot;y&quot;, 21)\n",
+       "        .text(&quot;Enhanced Vegetation Index (EVI)&quot;);\n",
+       "    \n",
+       "            var layer_control_4d99f62433ca83a4c55a6d6547f40518_layers = {\n",
+       "                base_layers : {\n",
+       "                    &quot;openstreetmap&quot; : tile_layer_c66ed20ddf14e7a8d72d58489df39ae5,\n",
+       "                },\n",
+       "                overlays :  {\n",
+       "                    &quot;Country Boundary&quot; : tile_layer_5af8e29edacbbc6604fc4ee399503e36,\n",
+       "                    &quot;EVI One Time Step (2023-09-01)&quot; : tile_layer_da7013427b2544e398bf2048320739d0,\n",
+       "                },\n",
+       "            };\n",
+       "            let layer_control_4d99f62433ca83a4c55a6d6547f40518 = L.control.layers(\n",
+       "                layer_control_4d99f62433ca83a4c55a6d6547f40518_layers.base_layers,\n",
+       "                layer_control_4d99f62433ca83a4c55a6d6547f40518_layers.overlays,\n",
+       "                {&quot;autoZIndex&quot;: true, &quot;collapsed&quot;: true, &quot;position&quot;: &quot;topright&quot;}\n",
+       "            ).addTo(map_8c72c56c0b5b5488295d146a90a40dec);\n",
+       "\n",
+       "        \n",
+       "&lt;/script&gt;\n",
+       "&lt;/html&gt;\" width=\"100%\" height=\"600\"style=\"border:none !important;\" \"allowfullscreen\" \"webkitallowfullscreen\" \"mozallowfullscreen\"></iframe>"
+      ],
+      "text/plain": [
+       "<geemap.foliumap.Map at 0x173ed401b90>"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "# MODIS\n",
     "start_period = ee.Date('2001-01-01')\n",
@@ -353,7 +955,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {
     "tags": [
      "remove-cell"