03_USO_DEL_PAQUETE_GEEMAP.ipynb

{
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   "source": [
    "<img src='./IMG/head_b.png' alt='Logo Head' align='center' width='100%'></img>\n",
    "<br>\n",
    "<img src='./IMG/header_1.png' alt='Logo UNSPIDER' align='left' width='50%'></img>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"./02_INSTALACIÓN_DEL_PAQUETE_GEEMAP.ipynb\">**<< 02 - INSTALACIÓN DEL PAQUETE GEEMAP**</a><span style=\"float:right;\"><a href=\"./04_GEE_JavaScripts_2_Python_NB.ipynb\"> **04 - Conversión de GEE-JavaScripts a Python-NB >>**</a> "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"https://colab.research.google.com/github/Alexanderariza/FOREST-FIRES-ON-GEE-GEEMAP/blob/master/.ipynb_checkpoints/03_USO%20DEL%20PAQUETE%20GEEMAP-checkpoint.ipynb\"><img src='./IMG/COLAB.svg' alt='Logo CO' align='left' width='10%'></img>\n",
    "<br>\n",
    "\n",
    "<a href=\"https://nbviewer.jupyter.org/github/Alexanderariza/FOREST-FIRES-ON-GEE-GEEMAP/blob/master/03_USO_DEL_PAQUETE_GEEMAP.ipynb\"><img src='./IMG/NT_vie.svg' alt='NT_VW' align='left' width='10%'></img>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. USO DEL PAQUETE \"Geemap\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A continuación, se describen las funciones mas generales dispuestas en el paquete **geemap**: "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## a) Creando un mapa interactivo con el paquete \"geemap\" para GEE:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Creación de mapas interactivos basados en `ipyleaflet`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "model_id": "850ad35ff2ab4b17b50c603779dc2632",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Map(center=[40, -100], controls=(WidgetControl(options=['position'], widget=HBox(children=(ToggleButton(value=…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import geemap\n",
    "Map = geemap.Map(center=[40,-100], zoom=4)\n",
    "Map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Creación de un mapa interactivo basado en `folium`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" 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      ],
      "text/plain": [
       "<geemap.eefolium.Map at 0x1bc836c6fc8>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import geemap.eefolium as emap\n",
    "Map = emap.Map(center=[40,-100], zoom=4)\n",
    "Map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## b) Principales funciones con el paquete \"geemap\" para GEE:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Agregar una capa de datos de GEE al mapa:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Map.addLayer(ee_object, vis_params, name, shown, opacity)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Centrar la vista del mapa en unas coordenadas dadas con el nivel de zoom dado:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Map.setCenter(lon, lat, zoom)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Centrar la vista del mapa alrededor de un objeto GEE:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Map.centerObject(ee_object, zoom)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Agregar `LayerControl` a un mapa basado en `folium`:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Map.addLayerControl()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Agregar un minimapa (descripción general) a un mapa basado en `ipyleaflet`:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Map.add_minimap()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Agregar mapas base adicionales al Mapa:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Map.add_basemap('Esri Ocean')\n",
    "Map.add_basemap('Esri National Geographic')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Agregar una capa de mosaico XYZ al mapa:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "url = 'https://mt1.google.com/vt/lyrs=m&x={x}&y={y}&z={z}'\n",
    "Map.add_tile_layer(url, name='Google Map', attribution='Google')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Agregar una capa WMS al Mapa:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "naip_url = 'https://services.nationalmap.gov/arcgis/services/USGSNAIPImagery/ImageServer/WMSServer?'\n",
    "Map.add_wms_layer(url=naip_url, layers='0', name='NAIP Imagery', format='image/png', shown=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* convertir un archivo de forma a objeto Earth Engine y agregarlo al Mapa:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ee_object = geemap.shp_to_ee(shp_file_path)\n",
    "Map.addLayer(ee_object, {}, 'Layer name')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Convertir un archivo GeoJSON en un objeto Earth Engine y agréguelo al Mapa:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ee_object = geemap.geojson_to_ee(geojson_file_path)\n",
    "Map.addLayer(ee_object, {}, 'Layer name')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Descargar un `ee.FeatureCollection` como un `shapefile`:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "geemap.ee_to_csv(ee_object, filename, selectors)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Exportar un ee.FeatureCollection a otros formatos, incluidos shp, csv, json, kml y kmz:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "geemap.ee_export_vector(ee_object, filename, selectors)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Exportar un ee.Image como un archivo GeoTIFF:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "geemap.ee_export_image(ee_object, filename, scale, crs, region, file_per_band)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Exportar una ee.ImageCollection como archivos GeoTIFF:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "geemap.ee_export_image_collection(ee_object, output, scale, crs, region, file_per_band)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Extraer píxeles de un ee.Image en una matriz numpy 3D:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "geemap.ee_to_numpy(ee_object, bands, region, properties, default_value)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Calcular estadísticas zonales:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "geemap.zonal_statistics(in_value_raster, in_zone_vector, out_file_path, statistics_type='MEAN')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Calcular estadísticas zonales por grupo:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "geemap.zonal_statistics_by_group(in_value_raster, in_zone_vector, out_file_path, statistics_type='SUM')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Crear un mapa de panel dividido:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Map.split_map(left_layer='HYBRID', right_layer='ESRI')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Agregar un grupo de marcadores al Mapa:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Map.marker_cluster()\n",
    "feature_collection = ee.FeatureCollection(Map.ee_markers)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Agregar una leyenda personalizada al Mapa:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "legend_dict = {\n",
    "    'one': (0, 0, 0),\n",
    "    'two': (255,255,0),\n",
    "    'three': (127, 0, 127)\n",
    "}\n",
    "Map.add_legend(legend_title='Legend', legend_dict=legend_dict, position='bottomright')\n",
    "Map.add_legend(builtin_legend='NLCD')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* descargar un GIF de una colección de imágenes de Earth Engine:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "geemap.download_ee_video(tempCol, videoArgs, saved_gif)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Agregar texto animado a una imagen GIF existente:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "geemap.add_text_to_gif(in_gif, out_gif, xy=('5%', '5%'), text_sequence=1984, font_size=30, font_color='#0000ff', duration=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Crear una paleta de colores para una imagen de Earth Engine:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "palette = ['blue', 'purple', 'cyan', 'green', 'yellow', 'red']\n",
    "create_colorbar(width=250, height=30, palette=palette, vertical=False,add_labels=True, font_size=20, labels=[-40, 35])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Crear una animación de timelapse Landsat y agréguela al mapa:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Map.add_landsat_ts_gif(label='Place name', start_year=1985, bands=['NIR', 'Red', 'Green'], frames_per_second=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Convertir todos los JavaScripts de GEE en una carpeta de forma recursiva a scripts de Python:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "from geemap.conversion import *\n",
    "js_to_python_dir(in_dir, out_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Convertir todos los scripts de GEE Python en una carpeta de forma recursiva a cuadernos Jupyter:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "from geemap.conversion import *\n",
    "template_file = get_nb_template()\n",
    "py_to_ipynb_dir(in_dir, template_file, out_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Ejecutar todos los cuadernos Jupyter en una carpeta de forma recursiva y guarde las celdas de salida:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "from geemap.conversion import *\n",
    "execute_notebook_dir(in_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Buscar en la documentación de la API de Earth Engine con las notebooks Jupyter:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "import geemap\n",
    "geemap.ee_search()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creditos"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Las descripciones están basadas en las colaboraciones de proyecto **giswqs** de github creado por el [Profesor Wu, Q](https://wetlands.io/), del [Departamento de Geografía](https://geography.utk.edu/) de la [Universidad de Tennessee](https://www.utk.edu/), 2020. Asi como las capacitaciones del programa [Copuernicus](https://www.copernicus.eu/en) de la [ESA](https://www.esa.int/), a traves del programa de capacitacion de [EUMETSAT](https://training.eumetsat.int/)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"./02_INSTALACIÓN_DEL_PAQUETE_GEEMAP.ipynb\">**<< 02 - INSTALACIÓN DEL PAQUETE GEEMAP**</a><span style=\"float:right;\"><a href=\"./04_GEE_JavaScripts_2_Python_NB.ipynb\"> **04 - Conversión de GEE-JavaScripts a Python-NB >>**</a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src='./IMG/UNicon.png' alt='Logo down' align='right' width='8%'></img>\n",
    "<i><p style=\"text-align:right;\">Material organizado por el [**Alexander Ariza**](https://www.researchgate.net/profile/Alexander_Ariza2), como apoyo al portal de conocimiento de la oficina de [**UNSPIDER**](https://www.un-spider.org), (2020)  ."
   ]
  }
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