Creacion_clases_clasificacion1

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            }),
        ee.Feature(
            ee.Geometry.Point([-110.10514886405672, 27.456365015970047]),
            {
              "landcover": 9,
              "system:index": "18"
            }),
        ee.Feature(
            ee.Geometry.Point([-110.10708005454744, 27.45632693450783]),
            {
              "landcover": 9,
              "system:index": "19"
            }),
        ee.Feature(
            ee.Geometry.Point([-110.10892541434968, 27.456593504467154]),
            {
              "landcover": 9,
              "system:index": "20"
            })]),
    table = ee.FeatureCollection("users/juanalexis0407/exampleAssetId"),
    geometry = 
    /* color: #d63000 */
    /* shown: false */
    /* displayProperties: [
      {
        "type": "rectangle"
      },
      {
        "type": "marker"
      }
    ] */
    ee.Geometry({
      "type": "GeometryCollection",
      "geometries": [
        {
          "type": "Polygon",
          "coordinates": [
            [
              [
                -111.00293065138054,
                28.027366974710553
              ],
              [
                -111.00293065138054,
                27.023886388380454
              ],
              [
                -108.88256932325554,
                27.023886388380454
              ],
              [
                -108.88256932325554,
                28.027366974710553
              ]
            ]
          ],
          "geodesic": false,
          "evenOdd": true
        },
        {
          "type": "Point",
          "coordinates": [
            -109.93176365919304,
            27.560865476618282
          ]
        }
      ],
      "coordinates": []
    });
/***** End of imports. If edited, may not auto-convert in the playground. *****/
// Ingresar el Area de Interes (AOI)
var Cajeme = ee.FeatureCollection("users/juanalexis0407/Cajeme");
var Ciudad_Obregon = ee.FeatureCollection("users/juanalexis0407/Ciudad_Obregon");


// Seleccion de imagenes satelitales Sentinel-2A

// ID de imagenes a utilizar
// S2A_MSIL2A_20201003T175201_N0214_R141_T12RWR_20201003T221250
// S2A_MSIL2A_20201003T175201_N0214_R141_T12RXR_20201003T221250

// LLamar a la coleccion de imagenes
var imageCollection = ee.ImageCollection("COPERNICUS/S2_SR")
  .filterDate('2020-10-03','2020-10-04')
  .filterBounds(Ciudad_Obregon);

// Imprimir resultado
print(imageCollection);

// Seleccionar las imagenes segun su ID
//var imagen_1 = ee.Image(imageCollection.filterDate('2020-10-03','2020-10-04').filterMetadata('MGRS_TILE','equals','12RWR'));
//var imagen_2 = ee.Image(imageCollection.filterDate('2020-10-03','2020-10-04').filterMetadata('MGRS_TILE','equals','12RXR'));

// Imprimir resultados
// print (imagen_1);
// print(imagen_2);

// Seleccionar los resultados
// var Img_Sentinel_1 = ee.Image("COPERNICUS/S2_SR/20201003T175201_20201003T180540_T12RWR");
// var Img_Sentinel_2= ee.Image("COPERNICUS/S2_SR/20201003T175201_20201003T180540_T12RXR");

// Seleccionar bandas para clasificar
var Bands = ["B2", 'B3', 'B4', 'B5', 'B6', 'B7', 'B8', 'B8A', 'B11', 'B12'];
print(Bands);


//Crear un mosaico con las dos imagenes resultantes de la busqueda
var Imagen = imageCollection.mean();

//Mostrar imagenes en el mapa
Map.addLayer(Imagen, {bands: ['B4', 'B3', 'B2'], max: 3000}, 'Imagen Satelital');

Map.addLayer(Imagen, {bands: ['B8', 'B3', 'B2'], max: 3000}, 'Falso color');

Map.addLayer(Imagen, {bands: ['B12', 'B8A', 'B4'], max: 3000}, 'Infrarrojo onda corta');

Map.addLayer(Imagen, {bands: ['B11', 'B8', 'B2'], max: 3000}, 'Agricultura');

Map.addLayer(Imagen, {bands: ['B12', 'B11', 'B2'], max: 3000}, 'Geologia');

Map.addLayer(Imagen, {bands: ['B4', 'B3', 'B1'], max: 3000}, 'Batimetrico');



// Ingresar los puntos de muestreo para formar la clasificacion
// con imagenes sentinel

Map.addLayer(RSU_Sitios_Muestreo.draw({color: "red"}),
            {},"Sitios Muestreo");

Map.addLayer(RSU_2020CdObregon.draw({color: "blue"}),
            {}, "RSU 2020");
            
            
  var landcover_labels = sitios_muestreo.merge(vegetacion_densa).merge(cuerpo_de_agua)
    .merge(urbano).merge(tierras_cultivo).merge(tierras_sin_cultivo).merge(matorral)
    .merge(suelo_desnudo).merge(huerta);
    
  print(landcover_labels);
  
  
  // Creacion de areas o zonas de entrenamiento
var entrenamiento = Imagen.select(Bands).sampleRegions({
  collection: landcover_labels,
  properties: ['landcover'],
  scale: 10
});

// Imprimir resultados
print(entrenamiento);

// crear clasificador de puntos 
var entrenador_cart = ee.Classifier.cart();
var clasificador = entrenador_cart.train({
  features: entrenamiento,
  classProperty: 'landcover',
  inputProperties: Bands
});

var classify = Imagen.classify(clasificador);
print(classify);

// añadir imagen clasificada al mapa
Map.addLayer(classify, {
  palette: ['d63000', '025c0b', '1622ff', 'bf04c2', 'fffe4d',
            'ffbc4d', '7ec6ff', '999900', '009999'],
  min: 0,
  max: 9},
  'Clasificacion Supervisada'
);
  
//  Export.table.toAsset({
  //collection: landcover_labels,
  //description:'exportToTableAssetExample',
  //assetId: 'exampleAssetId',
// });