Comparing land cover datasets.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"https://githubtocolab.com/giswqs/geemap/blob/master/examples/notebooks/115_land_cover.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open in Colab\"/></a>\n",
    "\n",
    "**Comparing Dynamic World with ESA and ESRI global land cover data**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "Requirement already satisfied: executing in c:\\users\\gebruiker\\miniconda3\\envs\\gee\\lib\\site-packages (from stack-data->ipython>=4.0.0->ipywidgets->ipyfilechooser>=0.6.0->geemap) (0.8.3)\n",
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     ]
    }
   ],
   "source": [
    "!pip install geemap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named '_curses'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "Input \u001b[1;32mIn [2]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mee\u001b[39;00m\n\u001b[0;32m      2\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mgeemap\u001b[39;00m\n\u001b[0;32m      3\u001b[0m ee\u001b[38;5;241m.\u001b[39mAuthenticate\n",
      "File \u001b[1;32m~\\miniconda3\\envs\\gee\\lib\\site-packages\\ee\\__init__.py:1\u001b[0m, in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mmain\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m main\n",
      "File \u001b[1;32m~\\miniconda3\\envs\\gee\\lib\\site-packages\\ee\\main.py:5\u001b[0m, in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01msubprocess\u001b[39;00m\n\u001b[0;32m      4\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01msys\u001b[39;00m\n\u001b[1;32m----> 5\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mblessings\u001b[39;00m\n\u001b[0;32m      6\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mre\u001b[39;00m\n\u001b[0;32m      7\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mos\u001b[39;00m\n",
      "File \u001b[1;32m~\\miniconda3\\envs\\gee\\lib\\site-packages\\blessings\\__init__.py:5\u001b[0m, in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;124;03m\"\"\"A thin, practical wrapper around terminal coloring, styling, and\u001b[39;00m\n\u001b[0;32m      2\u001b[0m \u001b[38;5;124;03mpositioning\"\"\"\u001b[39;00m\n\u001b[0;32m      4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mcontextlib\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m contextmanager\n\u001b[1;32m----> 5\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mcurses\u001b[39;00m\n\u001b[0;32m      6\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mcurses\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m setupterm, tigetnum, tigetstr, tparm\n\u001b[0;32m      7\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mfcntl\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m ioctl\n",
      "File \u001b[1;32m~\\miniconda3\\envs\\gee\\lib\\curses\\__init__.py:13\u001b[0m, in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;124;03m\"\"\"curses\u001b[39;00m\n\u001b[0;32m      2\u001b[0m \n\u001b[0;32m      3\u001b[0m \u001b[38;5;124;03mThe main package for curses support for Python.  Normally used by importing\u001b[39;00m\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m     10\u001b[0m \n\u001b[0;32m     11\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m---> 13\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m_curses\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n\u001b[0;32m     14\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mos\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01m_os\u001b[39;00m\n\u001b[0;32m     15\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01msys\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01m_sys\u001b[39;00m\n",
      "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named '_curses'"
     ]
    }
   ],
   "source": [
    "import ee\n",
    "import geemap\n",
    "ee.Authenticate\n",
    "ee.Initialize()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualizing [ESA Global Land Cover](https://developers.google.com/earth-engine/datasets/catalog/ESA_WorldCover_v100). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "Map = geemap.Map()\n",
    "\n",
    "esa = ee.ImageCollection(\"ESA/WorldCover/v100\").first()\n",
    "esa_vis = {'bands': ['Map']}\n",
    "\n",
    "Map.addLayer(esa, esa_vis, \"ESA Land Cover\")\n",
    "Map.add_legend(title=\"ESA Land Cover\", builtin_legend='ESA_WorldCover')\n",
    "\n",
    "Map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualizing [ESRI Global Land Cover](https://samapriya.github.io/awesome-gee-community-datasets/projects/esrilc2020)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "Map = geemap.Map()\n",
    "\n",
    "esri = ee.ImageCollection(\n",
    "    \"projects/sat-io/open-datasets/landcover/ESRI_Global-LULC_10m\"\n",
    ").mosaic()\n",
    "esri_vis = {\n",
    "    'min': 1,\n",
    "    'max': 10,\n",
    "    'palette': [\n",
    "        \"#1A5BAB\",\n",
    "        \"#358221\",\n",
    "        \"#A7D282\",\n",
    "        \"#87D19E\",\n",
    "        \"#FFDB5C\",\n",
    "        \"#EECFA8\",\n",
    "        \"#ED022A\",\n",
    "        \"#EDE9E4\",\n",
    "        \"#F2FAFF\",\n",
    "        \"#C8C8C8\",\n",
    "    ],\n",
    "}\n",
    "\n",
    "Map.addLayer(esri, esri_vis, \"ESRI Land Cover\")\n",
    "Map.add_legend(title=\"ESRI Land Cover\", builtin_legend='ESRI_LandCover')\n",
    "\n",
    "Map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualizing [Dynamic World Land Cover](https://developers.google.com/earth-engine/datasets/catalog/GOOGLE_DYNAMICWORLD_V1?hl=en)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "Map = geemap.Map()\n",
    "\n",
    "region = ee.Geometry.BBox(-4, 1, 5, 13)\n",
    "\n",
    "start_date = '2020-01-01'\n",
    "end_date = '2022-01-01'\n",
    "\n",
    "dw_class = geemap.dynamic_world(region, start_date, end_date, return_type='class')\n",
    "dw = geemap.dynamic_world(region, start_date, end_date, return_type='hillshade')\n",
    "\n",
    "dw_vis = {\n",
    "    \"min\": 0,\n",
    "    \"max\": 8,\n",
    "    \"palette\": [\n",
    "        \"#419BDF\",\n",
    "        \"#397D49\",\n",
    "        \"#88B053\",\n",
    "        \"#7A87C6\",\n",
    "        \"#E49635\",\n",
    "        \"#DFC35A\",\n",
    "        \"#C4281B\",\n",
    "        \"#A59B8F\",\n",
    "        \"#B39FE1\",\n",
    "    ],\n",
    "}\n",
    "\n",
    "Map.addLayer(dw_class, dw_vis, 'DW Land Cover', False)\n",
    "Map.addLayer(dw, {}, 'DW Land Cover Hillshade')\n",
    "\n",
    "Map.add_legend(title=\"Dynamic World Land Cover\", builtin_legend='Dynamic_World')\n",
    "Map.setCenter(-88.9088, 43.0006, 12)\n",
    "Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "Map = geemap.Map()\n",
    "\n",
    "modis = ee.ImageCollection(\"MODIS/006/MCD12Q1\").first()\n",
    "modis_vis = {'min': 1.0, 'max': 17.0, 'palette': [\n",
    "    '05450a', '086a10', '54a708', '78d203', '009900', 'c6b044', 'dcd159',\n",
    "    'dade48', 'fbff13', 'b6ff05', '27ff87', 'c24f44', 'a5a5a5', 'ff6d4c',\n",
    "    '69fff8', 'f9ffa4', '1c0dff']}\n",
    "\n",
    "Map.addLayer(modis, modis_vis, \"MODIS Land Cover\")\n",
    "Map.add_legend(title=\"MODIS Land Cover\", builtin_legend='MODIS_landCover')\n",
    "\n",
    "Map\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Comparing Dynamic World with ESA Land Cover."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "Map = geemap.Map(center=[39.3322, -106.7349], zoom=10)\n",
    "\n",
    "left_layer = geemap.ee_tile_layer(esa, esa_vis, \"ESA Land Cover\")\n",
    "right_layer = geemap.ee_tile_layer(dw, {}, \"Dynamic World Land Cover\")\n",
    "\n",
    "Map.split_map(left_layer, right_layer)\n",
    "Map.add_legend(\n",
    "    title=\"ESA Land Cover\", builtin_legend='ESA_WorldCover', position='bottomleft'\n",
    ")\n",
    "Map.add_legend(\n",
    "    title=\"Dynamic World Land Cover\",\n",
    "    builtin_legend='Dynamic_World',\n",
    "    position='bottomright',\n",
    ")\n",
    "Map.setCenter(-88.9088, 43.0006, 12)\n",
    "\n",
    "Map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Comparing Dynamic World with ESRI Land Cover."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "Map = geemap.Map(center=[-89.3998, 43.0886], zoom=10)\n",
    "\n",
    "left_layer = geemap.ee_tile_layer(esri, esri_vis, \"ESRI Land Cover\")\n",
    "right_layer = geemap.ee_tile_layer(dw, {}, \"Dynamic World Land Cover\")\n",
    "\n",
    "Map.split_map(left_layer, right_layer)\n",
    "Map.add_legend(\n",
    "    title=\"ESRI Land Cover\", builtin_legend='ESRI_LandCover', position='bottomleft'\n",
    ")\n",
    "Map.add_legend(\n",
    "    title=\"Dynamic World Land Cover\",\n",
    "    builtin_legend='Dynamic_World',\n",
    "    position='bottomright',\n",
    ")\n",
    "Map.setCenter(-88.9088, 43.0006, 12)\n",
    "\n",
    "Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "Map = geemap.Map(center=[-89.3998, 43.0886], zoom=10)\n",
    "\n",
    "left_layer = geemap.ee_tile_layer(esri, esri_vis, \"ESRI Land Cover\")\n",
    "right_layer = geemap.ee_tile_layer(dw, {}, \"Dynamic World Land Cover\")\n",
    "\n",
    "Map.split_map(left_layer, right_layer)\n",
    "Map.add_legend(\n",
    "    title=\"ESRI Land Cover\", builtin_legend='ESRI_LandCover', position='bottomleft'\n",
    ")\n",
    "Map.add_legend(\n",
    "    title=\"Dynamic World Land Cover\",\n",
    "    builtin_legend='Dynamic_World',\n",
    "    position='bottomright',\n",
    ")\n",
    "Map.setCenter(-88.9088, 43.0006, 12)\n",
    "\n",
    "Map"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
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