{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import geemap\n", "import ee\n", "import folium\n", "import geopandas as gpd" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "

To authorize access needed by Earth Engine, open the following\n", " URL in a web browser and follow the instructions:

\n", "

https://code.earthengine.google.com/client-auth?scopes=https%3A//www.googleapis.com/auth/earthengine%20https%3A//www.googleapis.com/auth/devstorage.full_control&request_id=gUNLe9toqNBAIjp3qmSGF9MJSQ7ZdsVxSQ7Uqsl3pMs&tc=qPpiF2JcKrobs9-FuQgfAg1OeRmilHtE_b4imA9Z4Ig&cc=SoE4povji89_J_x3uYMw4zyqlDtafIoDMUC7CGwWE4A

\n", "

The authorization workflow will generate a code, which you should paste in the box below.

\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Successfully saved authorization token.\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "4e76be8863bc453bac1d14da4350102f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Map(center=[20, 0], controls=(WidgetControl(options=['position', 'transparent_bg'], widget=HBox(children=(Togg…" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "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": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "%x format: an integer is required, not str\n", "The legend keys and values must be the same length.\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "02a2418954fa4d5e98ba4abe89d2fe5e", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Map(center=[-8.980207755364754, 13.310742868350161], controls=(WidgetControl(options=['position', 'transparent…" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "datadir = 'C:/Users/jtrum/world_bank/data/'\n", "\n", "# Define the path to your GeoJSON file\n", "aoi_path = datadir + 'luanda2clean.geojson'\n", "\n", "# Load the GeoJSON as a Feature\n", "aoi = geemap.geojson_to_ee(aoi_path)\n", "\n", "# Create a map\n", "Map = geemap.Map()\n", "#choose a different basemap\n", "Map.add_basemap('CartoDB.DarkMatter')\n", "\n", "# Load the ESA Land Cover data\n", "esa = ee.ImageCollection(\"ESA/WorldCover/v100\").first()\n", "\n", "# Filter the data to your AOI\n", "esa = esa.clip(aoi)\n", "\n", "esa_vis = {'bands': ['Map']}\n", "\n", "# Add the ESA Land Cover layer to the map\n", "Map.addLayer(esa, esa_vis, \"ESA Land Cover\")\n", "\n", "# Add a legend to the map\n", "Map.add_legend(title=\"ESA Land Cover\", builtin_legend='ESA_WorldCover')\n", "#customize colors in the legend\n", "Map.add_legend(colors=[(\"#FF0000\",), (\"#008000\",), (\"#0000FF\",), (\"#FFFF00\",), (\"#800080\",), (\"#FFA500\",), (\"#FFC0CB\",), (\"#A52A2A\",), (\"#808080\",), (\"#00FFFF\",), (\"#FF00FF\",)])\n", "\n", "#start the zoom at the center of the AOI\n", "Map.centerObject(aoi, 10)\n", "\n", "\n", "\n", "# Display the map\n", "Map\n" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Calculating area for group 10 ...\n", "Calculating area for group 20 ...\n", "Calculating area for group 30 ...\n", "Calculating area for group 40 ...\n", "Calculating area for group 50 ...\n", "Calculating area for group 60 ...\n", "Calculating area for group 80 ...\n", "Calculating area for group 90 ...\n", "Calculating area for group 95 ...\n" ] } ], "source": [ "df = geemap.image_area_by_group(esa, scale=1000, denominator=1e6, decimal_places=4, verbose=True)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "area float64\n", "percentage float64\n", "dtype: object" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.dtypes" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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typeareapercentage
0Trees42.69931.75
1Shrublands10.79030.44
2Grasslands1460.942559.87
3Croplands6.77400.28
4Built-Up505.171420.70
5Barren135.63235.56
6Water Bodies37.04841.52
7Herbaceous Wetlands195.59008.02
8Mangroves45.38201.86
\n", "
" ], "text/plain": [ " type area percentage\n", "0 Trees 42.6993 1.75\n", "1 Shrublands 10.7903 0.44\n", "2 Grasslands 1460.9425 59.87\n", "3 Croplands 6.7740 0.28\n", "4 Built-Up 505.1714 20.70\n", "5 Barren 135.6323 5.56\n", "6 Water Bodies 37.0484 1.52\n", "7 Herbaceous Wetlands 195.5900 8.02\n", "8 Mangroves 45.3820 1.86" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['percentage'] = df['percentage']*100\n", "\n", "# reset the index and rename the columns to be the name of the Land Cover Type\n", "df = df.reset_index().rename(columns={'group': 'type'})\n", "\n", "\n", "# Create a mapping dictionary with numbers as strings\n", "type_mapping = {\n", " '10': 'Trees',\n", " '20': 'Shrublands',\n", " '30': 'Grasslands',\n", " '40': 'Croplands',\n", " '50': 'Built-Up',\n", " '60': 'Barren',\n", " '70': 'Snow and Ice',\n", " '80': 'Water Bodies',\n", " '90': 'Herbaceous Wetlands',\n", " '95': 'Mangroves',\n", " '100': 'Moss and Lichen'\n", "}\n", "\n", "# Use the mapping dictionary to replace values in the 'type' column\n", "df['type'] = df['type'].replace(type_mapping)\n", "df\n", " " ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# Create a donut chart\n", "plt.figure(figsize=(8, 8))\n", "plt.pie(df['percentage'], labels=df['type'], autopct='%1.1f%%', startangle=90, wedgeprops=dict(width=0.4, edgecolor='w'))\n", "\n", "# Add a circle in the center to make it a donut chart\n", "circle = plt.Circle((0, 0), 0.3, color='white')\n", "plt.gca().add_artist(circle)\n", "\n", "# Set aspect ratio to equal to ensure a circular chart\n", "plt.axis('equal')\n", "\n", "# Add a title\n", "plt.title('Donut Chart of Type Distribution')\n", "plt.show;\n", "# Show the chart" ] } ], "metadata": { "kernelspec": { "display_name": "wash_scan", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.17" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }