Update Google Earth Engine directory name

2_google_earth_engine/1_temperatura_cancun_2001_2019/exported_code/analisis_temperatura_cancun_graficas

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+/**** Start of imports. If edited, may not auto-convert in the playground. ****/
+var cancun_geometry = 
+    /* color: #0b4a8b */
+    /* shown: false */
+    ee.Geometry.Polygon(
+        [[[-86.9888928724973, 21.238330006870573],
+          [-86.9888928724973, 20.984669019255062],
+          [-86.68539555804418, 20.984669019255062],
+          [-86.68539555804418, 21.238330006870573]]]);
+/***** End of imports. If edited, may not auto-convert in the playground. *****/
+var exported = require('users/fernandogp/practica1_sig:exports');
+var temp_collections = require('users/fernandogp/practica1_sig:temp_collections');
+
+/** Parámetros iniciales **/
+// Colecciones de imágenes.
+var temp_years = ee.Dictionary(temp_collections.temp_years);
+
+print(temp_years);
+
+// División de las colecciones de imágenes.
+var land_collections = ee.Dictionary(ee.Dictionary(ee.Dictionary(temp_years.get('original')).get('collections')).get('land'));
+var water_collections = ee.Dictionary(ee.Dictionary(ee.Dictionary(temp_years.get('original')).get('collections')).get('water'));
+var city_collections = ee.Dictionary(ee.Dictionary(ee.Dictionary(temp_years.get('masked')).get('collections')).get('city'));
+var veg_collections = ee.Dictionary(ee.Dictionary(ee.Dictionary(temp_years.get('masked')).get('collections')).get('veg'));
+var water_collections = ee.Dictionary(ee.Dictionary(ee.Dictionary(temp_years.get('masked')).get('collections')).get('water'));
+var city_images = ee.Dictionary(ee.Dictionary(ee.Dictionary(temp_years.get('masked')).get('images_mean')).get('city'));
+var veg_images = ee.Dictionary(ee.Dictionary(ee.Dictionary(temp_years.get('masked')).get('images_mean')).get('veg'));
+var water_images = ee.Dictionary(ee.Dictionary(ee.Dictionary(temp_years.get('masked')).get('images_mean')).get('water'));
+
+/* Series de tiempo por año */
+
+// Ciudad.
+// print(exported.dict_chart_series(city_images, 'Ciudad'));
+// Vegetación.
+// print(exported.dict_chart_series(veg_images, 'Vegetación'));
+// Mar-Laguna
+// print(exported.dict_chart_series(water_images, 'Mar-Laguna'));
+
+/* Histogramas de frecuencia por año */
+print(exported.dict_chart_histogram(city_images, '2015', 'Ciudad', 14900, 15400));
+print(exported.dict_chart_histogram(veg_images, '2015', 'Vegetación', 15000, 15400));
+print(exported.dict_chart_histogram(water_images, '2015', 'Mar-Laguna', 1800, 1970));

2_google_earth_engine/1_temperatura_cancun_2001_2019/exported_code/analisis_temperatura_cancun_mapas

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+/**** Start of imports. If edited, may not auto-convert in the playground. ****/
+var cancun_geometry = 
+    /* color: #0b4a8b */
+    /* shown: false */
+    ee.Geometry.Polygon(
+        [[[-86.9888928724973, 21.238330006870573],
+          [-86.9888928724973, 20.984669019255062],
+          [-86.68539555804418, 20.984669019255062],
+          [-86.68539555804418, 21.238330006870573]]]);
+/***** End of imports. If edited, may not auto-convert in the playground. *****/
+var landsat = require('users/fernandogp/clases_sig:procesa_imagenes');
+var exported = require('users/fernandogp/practica1_sig:exports');
+var temp_collections = require('users/fernandogp/practica1_sig:temp_collections');
+
+/** Parámetros iniciales **/
+// Mapa de Cancún.
+var map_image = ee.Image(exported.map_image);
+// Colecciones de imágenes.
+var temp_years = ee.Dictionary(temp_collections.temp_years);
+
+print(temp_years);
+
+// División de las colecciones de imágenes.
+var city_images = ee.Dictionary(ee.Dictionary(ee.Dictionary(temp_years.get('masked')).get('images_mean')).get('city'));
+var veg_images = ee.Dictionary(ee.Dictionary(ee.Dictionary(temp_years.get('masked')).get('images_mean')).get('veg'));
+var water_images = ee.Dictionary(ee.Dictionary(ee.Dictionary(temp_years.get('masked')).get('images_mean')).get('water'));
+
+// Parámetros visuales para el mapa de Cancún.
+var visParams = {
+  min: 0,
+  max: 3000,
+  gamma: 1.4,
+  bands: ['B4', 'B3', 'B2'],
+};
+
+// Parámetros visuales para la colección de imágenes de temperatura en tierra.
+var landSurfaceTemperatureVis = {
+  min: 13000.0,
+  max: 16500.0,
+  palette: [
+    '040274', '040281', '0502a3', '0502b8', '0502ce', '0502e6',
+    '0602ff', '235cb1', '307ef3', '269db1', '30c8e2', '32d3ef',
+    '3be285', '3ff38f', '86e26f', '3ae237', 'b5e22e', 'd6e21f',
+    'fff705', 'ffd611', 'ffb613', 'ff8b13', 'ff6e08', 'ff500d',
+    'ff0000', 'de0101', 'c21301', 'a71001', '911003'
+  ],
+};
+
+// Parámetros visuales para la colección de imágenes de temperatura en mar-laguna.
+var seaSurfaceTemperatureVis = {
+  min: 0.0,
+  max: 2500.0,
+  palette: [
+    '030d81', '0519ff', '05e8ff', '11ff01', 'fbff01', 'ff9901', 'ff0000',
+    'ad0000'
+  ],
+};
+
+// Centro del mapa.
+Map.setCenter(-86.84, 21.11, 11);
+
+// Visualización de los mapa sobre Cancún.
+Map.addLayer(map_image, visParams, "Mapa de Cancún (2019)");
+exported.addLayer_dict_Image(city_images, '2001', landSurfaceTemperatureVis, 'Ciudad');
+exported.addLayer_dict_Image(veg_images, '2001', landSurfaceTemperatureVis, 'Vegetación');
+exported.addLayer_dict_Image(water_images, '2001', seaSurfaceTemperatureVis, 'Mar-Laguna');
+exported.addLayer_dict_Image(city_images, '2002', landSurfaceTemperatureVis, 'Ciudad');
+exported.addLayer_dict_Image(veg_images, '2002', landSurfaceTemperatureVis, 'Vegetación');
+exported.addLayer_dict_Image(water_images, '2002', seaSurfaceTemperatureVis, 'Mar-Laguna');
+exported.addLayer_dict_Image(city_images, '2003', landSurfaceTemperatureVis, 'Ciudad');
+exported.addLayer_dict_Image(veg_images, '2003', landSurfaceTemperatureVis, 'Vegetación');
+exported.addLayer_dict_Image(water_images, '2003', seaSurfaceTemperatureVis, 'Mar-Laguna');
+exported.addLayer_dict_Image(city_images, '2004', landSurfaceTemperatureVis, 'Ciudad');
+exported.addLayer_dict_Image(veg_images, '2004', landSurfaceTemperatureVis, 'Vegetación');
+exported.addLayer_dict_Image(water_images, '2004', seaSurfaceTemperatureVis, 'Mar-Laguna');
+exported.addLayer_dict_Image(city_images, '2005', landSurfaceTemperatureVis, 'Ciudad');
+exported.addLayer_dict_Image(veg_images, '2005', landSurfaceTemperatureVis, 'Vegetación');
+exported.addLayer_dict_Image(water_images, '2005', seaSurfaceTemperatureVis, 'Mar-Laguna');
+exported.addLayer_dict_Image(city_images, '2006', landSurfaceTemperatureVis, 'Ciudad');
+exported.addLayer_dict_Image(veg_images, '2006', landSurfaceTemperatureVis, 'Vegetación');
+exported.addLayer_dict_Image(water_images, '2006', seaSurfaceTemperatureVis, 'Mar-Laguna');
+exported.addLayer_dict_Image(city_images, '2007', landSurfaceTemperatureVis, 'Ciudad');
+exported.addLayer_dict_Image(veg_images, '2007', landSurfaceTemperatureVis, 'Vegetación');
+exported.addLayer_dict_Image(water_images, '2007', seaSurfaceTemperatureVis, 'Mar-Laguna');
+exported.addLayer_dict_Image(city_images, '2008', landSurfaceTemperatureVis, 'Ciudad');
+exported.addLayer_dict_Image(veg_images, '2008', landSurfaceTemperatureVis, 'Vegetación');
+exported.addLayer_dict_Image(water_images, '2008', seaSurfaceTemperatureVis, 'Mar-Laguna');
+exported.addLayer_dict_Image(city_images, '2009', landSurfaceTemperatureVis, 'Ciudad');
+exported.addLayer_dict_Image(veg_images, '2009', landSurfaceTemperatureVis, 'Vegetación');
+exported.addLayer_dict_Image(water_images, '2009', seaSurfaceTemperatureVis, 'Mar-Laguna');
+exported.addLayer_dict_Image(city_images, '2010', landSurfaceTemperatureVis, 'Ciudad');
+exported.addLayer_dict_Image(veg_images, '2010', landSurfaceTemperatureVis, 'Vegetación');
+exported.addLayer_dict_Image(water_images, '2010', seaSurfaceTemperatureVis, 'Mar-Laguna');
+exported.addLayer_dict_Image(city_images, '2011', landSurfaceTemperatureVis, 'Ciudad');
+exported.addLayer_dict_Image(veg_images, '2011', landSurfaceTemperatureVis, 'Vegetación');
+exported.addLayer_dict_Image(water_images, '2011', seaSurfaceTemperatureVis, 'Mar-Laguna');
+exported.addLayer_dict_Image(city_images, '2012', landSurfaceTemperatureVis, 'Ciudad');
+exported.addLayer_dict_Image(veg_images, '2012', landSurfaceTemperatureVis, 'Vegetación');
+exported.addLayer_dict_Image(water_images, '2012', seaSurfaceTemperatureVis, 'Mar-Laguna');
+exported.addLayer_dict_Image(city_images, '2013', landSurfaceTemperatureVis, 'Ciudad');
+exported.addLayer_dict_Image(veg_images, '2013', landSurfaceTemperatureVis, 'Vegetación');
+exported.addLayer_dict_Image(water_images, '2013', seaSurfaceTemperatureVis, 'Mar-Laguna');
+exported.addLayer_dict_Image(city_images, '2014', landSurfaceTemperatureVis, 'Ciudad');
+exported.addLayer_dict_Image(veg_images, '2014', landSurfaceTemperatureVis, 'Vegetación');
+exported.addLayer_dict_Image(water_images, '2014', seaSurfaceTemperatureVis, 'Mar-Laguna');
+exported.addLayer_dict_Image(city_images, '2015', landSurfaceTemperatureVis, 'Ciudad');
+exported.addLayer_dict_Image(veg_images, '2015', landSurfaceTemperatureVis, 'Vegetación');
+exported.addLayer_dict_Image(city_images, '2016', landSurfaceTemperatureVis, 'Ciudad');
+exported.addLayer_dict_Image(veg_images, '2016', landSurfaceTemperatureVis, 'Vegetación');
+exported.addLayer_dict_Image(city_images, '2017', landSurfaceTemperatureVis, 'Ciudad');
+exported.addLayer_dict_Image(veg_images, '2017', landSurfaceTemperatureVis, 'Vegetación');
+exported.addLayer_dict_Image(city_images, '2018', landSurfaceTemperatureVis, 'Ciudad');
+exported.addLayer_dict_Image(veg_images, '2018', landSurfaceTemperatureVis, 'Vegetación');
+exported.addLayer_dict_Image(city_images, '2019', landSurfaceTemperatureVis, 'Ciudad');
+exported.addLayer_dict_Image(veg_images, '2019', landSurfaceTemperatureVis, 'Vegetación');
+
+/* Exportar imágenes por año */
+
+// Ciudad.
+// exported.export_image(city_images, '2001', 'city_2001', 'practica_1_sig/city_images');
+// exported.export_image(city_images, '2002', 'city_2002', 'practica_1_sig/city_images');
+// exported.export_image(city_images, '2003', 'city_2003', 'practica_1_sig/city_images');
+// exported.export_image(city_images, '2004', 'city_2004', 'practica_1_sig/city_images');
+// exported.export_image(city_images, '2005', 'city_2005', 'practica_1_sig/city_images');
+// exported.export_image(city_images, '2006', 'city_2006', 'practica_1_sig/city_images');
+// exported.export_image(city_images, '2007', 'city_2007', 'practica_1_sig/city_images');
+// exported.export_image(city_images, '2008', 'city_2008', 'practica_1_sig/city_images');
+// exported.export_image(city_images, '2009', 'city_2009', 'practica_1_sig/city_images');
+// exported.export_image(city_images, '2010', 'city_2010', 'practica_1_sig/city_images');
+// exported.export_image(city_images, '2011', 'city_2011', 'practica_1_sig/city_images');
+// exported.export_image(city_images, '2012', 'city_2012', 'practica_1_sig/city_images');
+// exported.export_image(city_images, '2013', 'city_2013', 'practica_1_sig/city_images');
+// exported.export_image(city_images, '2014', 'city_2014', 'practica_1_sig/city_images');
+// exported.export_image(city_images, '2015', 'city_2015', 'practica_1_sig/city_images');
+// exported.export_image(city_images, '2016', 'city_2016', 'practica_1_sig/city_images');
+// exported.export_image(city_images, '2017', 'city_2017', 'practica_1_sig/city_images');
+// exported.export_image(city_images, '2018', 'city_2018', 'practica_1_sig/city_images');
+// exported.export_image(city_images, '2019', 'city_2019', 'practica_1_sig/city_images');
+
+// Vegetación.
+// exported.export_image(veg_images, '2001', 'veg_2001', 'practica_1_sig/veg_images');
+// exported.export_image(veg_images, '2002', 'veg_2002', 'practica_1_sig/veg_images');
+// exported.export_image(veg_images, '2003', 'veg_2003', 'practica_1_sig/veg_images');
+// exported.export_image(veg_images, '2004', 'veg_2004', 'practica_1_sig/veg_images');
+// exported.export_image(veg_images, '2005', 'veg_2005', 'practica_1_sig/veg_images');
+// exported.export_image(veg_images, '2006', 'veg_2006', 'practica_1_sig/veg_images');
+// exported.export_image(veg_images, '2007', 'veg_2007', 'practica_1_sig/veg_images');
+// exported.export_image(veg_images, '2008', 'veg_2008', 'practica_1_sig/veg_images');
+// exported.export_image(veg_images, '2009', 'veg_2009', 'practica_1_sig/veg_images');
+// exported.export_image(veg_images, '2010', 'veg_2010', 'practica_1_sig/veg_images');
+// exported.export_image(veg_images, '2011', 'veg_2011', 'practica_1_sig/veg_images');
+// exported.export_image(veg_images, '2012', 'veg_2012', 'practica_1_sig/veg_images');
+// exported.export_image(veg_images, '2013', 'veg_2013', 'practica_1_sig/veg_images');
+// exported.export_image(veg_images, '2014', 'veg_2014', 'practica_1_sig/veg_images');
+// exported.export_image(veg_images, '2015', 'veg_2015', 'practica_1_sig/veg_images');
+// exported.export_image(veg_images, '2016', 'veg_2016', 'practica_1_sig/veg_images');
+// exported.export_image(veg_images, '2017', 'veg_2017', 'practica_1_sig/veg_images');
+// exported.export_image(veg_images, '2018', 'veg_2018', 'practica_1_sig/veg_images');
+// exported.export_image(veg_images, '2019', 'veg_2019', 'practica_1_sig/veg_images');
+
+// Mar-Laguna.
+// exported.export_image(water_images, '2001', 'water_2001', 'practica_1_sig/water_images');
+// exported.export_image(water_images, '2002', 'water_2002', 'practica_1_sig/water_images');
+// exported.export_image(water_images, '2003', 'water_2003', 'practica_1_sig/water_images');
+// exported.export_image(water_images, '2004', 'water_2004', 'practica_1_sig/water_images');
+// exported.export_image(water_images, '2005', 'water_2005', 'practica_1_sig/water_images');
+// exported.export_image(water_images, '2006', 'water_2006', 'practica_1_sig/water_images');
+// exported.export_image(water_images, '2007', 'water_2007', 'practica_1_sig/water_images');
+// exported.export_image(water_images, '2008', 'water_2008', 'practica_1_sig/water_images');
+// exported.export_image(water_images, '2009', 'water_2009', 'practica_1_sig/water_images');
+// exported.export_image(water_images, '2010', 'water_2010', 'practica_1_sig/water_images');
+// exported.export_image(water_images, '2011', 'water_2011', 'practica_1_sig/water_images');
+// exported.export_image(water_images, '2012', 'water_2012', 'practica_1_sig/water_images');
+// exported.export_image(water_images, '2013', 'water_2013', 'practica_1_sig/water_images');
+// exported.export_image(water_images, '2014', 'water_2014', 'practica_1_sig/water_images');

2_google_earth_engine/1_temperatura_cancun_2001_2019/exported_code/exports

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+/**** Start of imports. If edited, may not auto-convert in the playground. ****/
+var cancun_geometry = 
+    /* color: #0b4a8b */
+    /* shown: false */
+    ee.Geometry.Polygon(
+        [[[-86.9888928724973, 21.238330006870573],
+          [-86.9888928724973, 20.984669019255062],
+          [-86.68539555804418, 20.984669019255062],
+          [-86.68539555804418, 21.238330006870573]]]);
+/***** End of imports. If edited, may not auto-convert in the playground. *****/
+var landsat = require('users/fernandogp/clases_sig:procesa_imagenes');
+
+// Función auxiliar para cortar las imágenes al área de Cancún.
+exports.clip = function(image) {
+  return image.clip(cancun_geometry);
+};
+
+// Función auxiliar para agregar una collección de imágenes al mapa a partir de un diccionario.
+exports.addLayer_dict_ImageCollection = function(dict_collection, year, visParams, name) {
+  return Map.addLayer(ee.ImageCollection(dict_collection.get(year)), visParams, name + ' (' + year + ')', false);
+};
+
+// Función auxiliar para agregar una capa de imagen al mapa a partir de un diccionario.
+exports.addLayer_dict_Image = function(dict_image, year, visParams, name) {
+  return Map.addLayer(ee.Image(dict_image.get(year)), visParams, name + ' (' + year + ')', false);
+};
+
+// Función auxiliar para crear una serie de tiempo a partir de un diccionario con coleciones de imágenes.
+exports.dict_chart_series = function(dict_collection, place) {
+  var list_image = dict_collection.values(dict_collection.keys());
+  var collection_image = ee.ImageCollection.fromImages(list_image);
+  return ui.Chart.image.series(collection_image, cancun_geometry, ee.Reducer.mean(), 30, 'year').
+          setOptions({
+            title: 'Serie de tiempo (Temperatura promedio) - ' + place + ' (2001 a 2019)',
+            fontSize: 20,
+            vAxis: {
+              title: 'Promedio de la banda'
+            }
+          })
+}
+
+// Función auxiliar para crear un histograma a partir de un diccionario con imágenes.
+exports.dict_chart_histogram = function(dict_image, year, place, min, max) {
+  return ui.Chart.image.histogram(dict_image.get(year), cancun_geometry, 30).
+          setOptions({
+            title: 'Histograma de frecuencias (Temperatura promedio) - ' + place + ' (' + year +')',
+            fontSize: 20,
+            hAxis: {
+              viewWindow: {
+               min: min,
+               max: max
+              }
+            },
+            vAxis: {
+              title : 'Frecuencia'
+            }
+          })
+}
+
+// Función auxiliar para exportar una imagen a Google Drive.
+exports.export_image = function(dict_images, year, description, folderName) {
+  Export.image.toDrive({
+    image: dict_images.get(year),
+    description: description,
+    scale: 30,
+    region: cancun_geometry,
+    fileNamePrefix: year,
+    folder: folderName,
+    fileFormat: 'GeoTIFF',
+    formatOptions: {
+      cloudOptimized: true
+    }
+  });
+};
+
+// Funciones auxiliares para enmascarar las imágenes al área de Cancún de acuerdo a los 3 grupos obtenidos.
+var mask_veg = function(image) {
+  return image.updateMask(clusters.eq(1));
+};
+
+exports.mask_dict_veg = function(key, val) {
+  return ee.Image(ee.ImageCollection(val).map(mask_veg));
+};
+
+exports.mask_dict_veg_mean = function(key, val) {
+  return ee.Image(ee.ImageCollection(val).map(mask_veg).mean()).set({year: key});
+};
+
+var mask_city = function(image) {
+  return image.updateMask(clusters.eq(2));
+};
+
+exports.mask_dict_city = function(key, val) {
+  return ee.Image(ee.ImageCollection(val).map(mask_city));
+};
+
+exports.mask_dict_city_mean = function(key, val) {
+  return ee.Image(ee.ImageCollection(val).map(mask_city).mean()).set({year: key});
+};
+
+var mask_water = function(image) {
+  return image.updateMask(clusters.eq(0));
+};
+
+exports.mask_dict_water = function(key, val) {
+  return ee.Image(ee.ImageCollection(val).map(mask_water));
+};
+
+exports.mask_dict_water_mean = function(key, val) {
+  return ee.Image(ee.ImageCollection(val).map(mask_water).mean()).set({year: key});
+};
+
+// Función auxiliar para obtener las temperaturas en tierra de Cancún por año.
+exports.temp_land_collection = function(year) {
+  return ee.ImageCollection('MODIS/006/MOD11A1')
+                      .filter(ee.Filter.date(year + '-01-01', year + '-12-31'))
+                      .select('LST_Day_1km')
+                      .map(exports.clip);
+};
+
+// Función auxiliar para obtener las temperaturas en mar-laguna de Cancún por año.
+exports.temp_water_collection = function(year) {
+  return ee.ImageCollection('NOAA/CDR/SST_PATHFINDER/V53')
+                      .filter(ee.Filter.date(year + '-01-01', year + '-12-31'))
+                      .select('sea_surface_temperature')
+                      .map(exports.clip);
+};
+
+/* El mapa de Cancún se usa para obtener 3 grupos: Ciudad, Vegetación y Mar-Laguna */
+// Obtención del mapa de Cancún de LANDSAT 8.
+var map_image = landsat.lee_landsat("2019-01-01", "2019-12-31", 18, 45)
+                .clip(cancun_geometry);
+
+// Conjunto de referencia
+var training = map_image.sample({scale: 30, numPixels: 1000});
+
+// Ejecutar el algoritmo de agrupamiento buscando 3 grupos.
+var kmeans = ee.Clusterer.wekaKMeans(3).train(training);
+
+// Aplicar el resultado para agrupar la imagen completa.
+var clusters = map_image.cluster(kmeans);
+
+// Objetos a exportar.
+exports.clusters = clusters;
+exports.map_image = map_image;