SP_Classification_RSU

/**** Start of imports. If edited, may not auto-convert in the playground. ****/
var RSU_Sitios_Muestreo = ee.FeatureCollection("users/juanalexis0407/RSU_SITIOS_MUESTREO"),
    RSU_2020CdObregon = ee.FeatureCollection("users/juanalexis0407/RSU_2020CdObregon"),
    Cajeme = ee.FeatureCollection("users/juanalexis0407/Cajeme"),
    Ciudad_Obregon = ee.FeatureCollection("users/juanalexis0407/Ciudad_Obregon"),
    Cultivo = 
    /* color: #ffc82d */
    /* shown: false */
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            ee.Geometry.Point([-109.96067042624082, 27.44696906562927]),
            {
              "Cobertura": 1,
              "system:index": "213"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.96104593550291, 27.446616781591594]),
            {
              "Cobertura": 1,
              "system:index": "214"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.96092791830625, 27.446940502100563]),
            {
              "Cobertura": 1,
              "system:index": "215"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.96144290243711, 27.447035713834154]),
            {
              "Cobertura": 1,
              "system:index": "216"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.96039147650328, 27.447330869686112]),
            {
              "Cobertura": 1,
              "system:index": "217"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.96045584951963, 27.447606982510102]),
            {
              "Cobertura": 1,
              "system:index": "218"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.96117468153562, 27.446950023277612]),
            {
              "Cobertura": 1,
              "system:index": "219"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.96096010481443, 27.44721661590162]),
            {
              "Cobertura": 1,
              "system:index": "220"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.96097083365049, 27.446911938564433]),
            {
              "Cobertura": 1,
              "system:index": "221"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.96409292494383, 27.44644539976108]),
            {
              "Cobertura": 1,
              "system:index": "222"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.96409292494383, 27.446788163155862]),
            {
              "Cobertura": 1,
              "system:index": "223"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.96407146727171, 27.447035713834154]),
            {
              "Cobertura": 1,
              "system:index": "224"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.9637817886981, 27.447092840834895]),
            {
              "Cobertura": 1,
              "system:index": "225"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.96337409292784, 27.44676912077296]),
            {
              "Cobertura": 1,
              "system:index": "226"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.96342773710813, 27.44657869676338]),
            {
              "Cobertura": 1,
              "system:index": "227"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.96398563658323, 27.446426357319023]),
            {
              "Cobertura": 1,
              "system:index": "228"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.96465082441892, 27.446473963417997]),
            {
              "Cobertura": 1,
              "system:index": "229"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.96474738394346, 27.446626302796584]),
            {
              "Cobertura": 1,
              "system:index": "230"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.96447916304197, 27.447064277338228]),
            {
              "Cobertura": 1,
              "system:index": "231"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.96447916304197, 27.4473403908295]),
            {
              "Cobertura": 1,
              "system:index": "232"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.96472592627134, 27.447368954254642]),
            {
              "Cobertura": 1,
              "system:index": "233"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.9646293667468, 27.446978586803873]),
            {
              "Cobertura": 1,
              "system:index": "234"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.9647902992877, 27.447026192664513]),
            {
              "Cobertura": 1,
              "system:index": "235"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.96455426489439, 27.447311827396923]),
            {
              "Cobertura": 1,
              "system:index": "236"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.96377105986204, 27.447026192664513]),
            {
              "Cobertura": 1,
              "system:index": "237"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.96369595800962, 27.44649300585181]),
            {
              "Cobertura": 1,
              "system:index": "238"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.96458645140257, 27.446930980922676]),
            {
              "Cobertura": 1,
              "system:index": "239"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.96389980589475, 27.447054756171028]),
            {
              "Cobertura": 1,
              "system:index": "240"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.96351356779661, 27.446988107977642]),
            {
              "Cobertura": 1,
              "system:index": "241"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.96453280722227, 27.446826247911737]),
            {
              "Cobertura": 1,
              "system:index": "242"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.91496558462705, 27.4362572237649]),
            {
              "Cobertura": 1,
              "system:index": "243"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.914236023775, 27.43553354183934]),
            {
              "Cobertura": 1,
              "system:index": "244"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.92063041006651, 27.438999554313973]),
            {
              "Cobertura": 1,
              "system:index": "245"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.92007251059141, 27.4393804281672]),
            {
              "Cobertura": 1,
              "system:index": "246"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.9184846428546, 27.439761300705868]),
            {
              "Cobertura": 1,
              "system:index": "247"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.91758342062559, 27.439113816607975]),
            {
              "Cobertura": 1,
              "system:index": "248"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.91324897085752, 27.4362191353608]),
            {
              "Cobertura": 1,
              "system:index": "249"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.91745467459288, 27.439761300705868]),
            {
              "Cobertura": 1,
              "system:index": "250"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.91633887564268, 27.438618679146163]),
            {
              "Cobertura": 1,
              "system:index": "251"
            }),
        ee.Feature(
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            {
              "Cobertura": 1,
              "system:index": "252"
            }),
        ee.Feature(
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            {
              "Cobertura": 1,
              "system:index": "253"
            }),
        ee.Feature(
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            {
              "Cobertura": 1,
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            }),
        ee.Feature(
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            {
              "Cobertura": 1,
              "system:index": "255"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.91852755819883, 27.43922807878366]),
            {
              "Cobertura": 1,
              "system:index": "256"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.91457934652891, 27.439761300705868]),
            {
              "Cobertura": 1,
              "system:index": "257"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.91638179098692, 27.438085451702715]),
            {
              "Cobertura": 1,
              "system:index": "258"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.91543765341368, 27.43599060466021]),
            {
              "Cobertura": 1,
              "system:index": "259"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.9156951454791, 27.439799387887415]),
            {
              "Cobertura": 1,
              "system:index": "260"
            }),
        ee.Feature(
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            {
              "Cobertura": 1,
              "system:index": "261"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.93646617209043, 27.4365238422255]),
            {
              "Cobertura": 1,
              "system:index": "262"
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        ee.Feature(
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            {
              "Cobertura": 1,
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        ee.Feature(
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            {
              "Cobertura": 1,
              "system:index": "264"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.9358653572711, 27.434771766264944]),
            {
              "Cobertura": 1,
              "system:index": "265"
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        ee.Feature(
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            {
              "Cobertura": 1,
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            }),
        ee.Feature(
            ee.Geometry.Point([-109.93466372763243, 27.434771766264944]),
            {
              "Cobertura": 1,
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            }),
        ee.Feature(
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            {
              "Cobertura": 1,
              "system:index": "268"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.93650908743467, 27.435495453185503]),
            {
              "Cobertura": 1,
              "system:index": "269"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.93595118795957, 27.434695588418332]),
            {
              "Cobertura": 1,
              "system:index": "270"
            }),
        ee.Feature(
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            {
              "Cobertura": 1,
              "system:index": "271"
            }),
        ee.Feature(
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            {
              "Cobertura": 1,
              "system:index": "272"
            }),
        ee.Feature(
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            {
              "Cobertura": 1,
              "system:index": "273"
            }),
        ee.Feature(
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            {
              "Cobertura": 1,
              "system:index": "274"
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        ee.Feature(
            ee.Geometry.Point([-109.93543620382871, 27.43557163048005]),
            {
              "Cobertura": 1,
              "system:index": "275"
            }),
        ee.Feature(
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            {
              "Cobertura": 1,
              "system:index": "276"
            }),
        ee.Feature(
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            {
              "Cobertura": 1,
              "system:index": "277"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.9358653572711, 27.433629093045035]),
            {
              "Cobertura": 1,
              "system:index": "278"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.9364232567462, 27.433629093045035]),
            {
              "Cobertura": 1,
              "system:index": "279"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.93500705038633, 27.433400556981493]),
            {
              "Cobertura": 1,
              "system:index": "280"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.93638034140196, 27.43515265470938]),
            {
              "Cobertura": 1,
              "system:index": "281"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.93556944305897, 27.411489880569626]),
            {
              "Cobertura": 1,
              "system:index": "282"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.93574110443592, 27.411375589685743]),
            {
              "Cobertura": 1,
              "system:index": "283"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.93602005417347, 27.41124225017177]),
            {
              "Cobertura": 1,
              "system:index": "284"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.93576256210804, 27.410327917740858]),
            {
              "Cobertura": 1,
              "system:index": "285"
            }),
        ee.Feature(
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            {
              "Cobertura": 1,
              "system:index": "286"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.93544069702625, 27.410651744675537]),
            {
              "Cobertura": 1,
              "system:index": "287"
            }),
        ee.Feature(
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            {
              "Cobertura": 1,
              "system:index": "288"
            }),
        ee.Feature(
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            {
              "Cobertura": 1,
              "system:index": "289"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.93578401978016, 27.410423161055473]),
            {
              "Cobertura": 1,
              "system:index": "290"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.93593422348499, 27.410994619218897]),
            {
              "Cobertura": 1,
              "system:index": "291"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.93614880020618, 27.411223201656636]),
            {
              "Cobertura": 1,
              "system:index": "292"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.93602005417347, 27.410994619218897]),
            {
              "Cobertura": 1,
              "system:index": "293"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.93548361237049, 27.410632696058567]),
            {
              "Cobertura": 1,
              "system:index": "294"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.93518320496082, 27.410423161055473]),
            {
              "Cobertura": 1,
              "system:index": "295"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.9351617472887, 27.411604171335266]),
            {
              "Cobertura": 1,
              "system:index": "296"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.93580547745228, 27.411013667773418]),
            {
              "Cobertura": 1,
              "system:index": "297"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.93567673141956, 27.411299395697462]),
            {
              "Cobertura": 1,
              "system:index": "298"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.93539778168201, 27.410308869068093]),
            {
              "Cobertura": 1,
              "system:index": "299"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.93597713882923, 27.41048030700481]),
            {
              "Cobertura": 1,
              "system:index": "300"
            }),
        ee.Feature(
            ee.Geometry.Point([-109.93608442718983, 27.410918424967868]),
            {
              "Cobertura": 1,
              "system:index": "301"
            })]);
/***** End of imports. If edited, may not auto-convert in the playground. *****/

// Ingresar el Area de Interes (AOI)
Cajeme = ee.FeatureCollection("users/juanalexis0407/Cajeme");
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');

// 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");


// Crear las clases a partir de los sitios de muestreo
// Algunos de los sitios del archivo RSU2020 son basureros
// Intraurbanos, cuentan con una resolucion de pixel demasiado
// grande para su clasificacion

// Tomar como referencia el archivo RSU_sitios_Muestreo

// A continuacion se tomaran 20 puntos a los alrededores de cada
// punto de los sitios de muestreo (N = 321 distribuidos en los
// 16 puntos de muestreo)

var Puntos_entrenamiento = Sitios_RSU.merge(Cultivo)

// Creacion de areas o zonas de entrenamiento
var entrenamiento = Imagen.select(Bands).sampleRegions({
  collection: Puntos_entrenamiento,
  properties: ['Cobertura'],
  scale: 10
});
// Imprimir resultados
print(entrenamiento);

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

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

// añadir imagen clasificada al mapa
Map.addLayer(classify, {
  palette: ['d63000', '98ff00', '0b4a8b', 'ffc82d'],
  min: 1,
  max: 2},
  'Clasificacion Supervisada'
);
  

// NOTAS
// No es posible realizr una clasificacion supervisada con una
// sola clase. Lo minimo es realizar una clasificacion binaria

// https://stackoverflow.com/questions/53464543/supervised-classification-with-only-one-class-with-google-earth-engine