1 - Apicum MapbiomasBased.js

/**** Start of imports. If edited, may not auto-convert in the playground. ****/
var SPSC = 
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          [-48.404388427734375, -0.8625336522944514],
          [-48.394775390625, -0.7403227314536538],
          [-48.306884765625, -0.42050222554249556],
          [-48.28216552734375, -0.20352559203214515],
          [-48.3673095703125, -0.13760791900779706],
          [-48.5211181640625, 0.13705002113522438]]]),
    manguezaisBrasil = ee.FeatureCollection("users/luizcf14/ManguezaisdoBrasil"),
    chandra = ee.ImageCollection("LANDSAT/MANGROVE_FORESTS"),
    imageCollection = ee.ImageCollection("projects/mapbiomas-workspace/TRANSVERSAIS/ZONACOSTEIRA4_1-FT"),
    imageVisParam = {"opacity":1,"bands":["MMDIv1"],"min":4.800000000000001,"max":187.2,"gamma":1},
    SPSC_2 = 
    /* color: #d63000 */
    /* shown: false */
    ee.Geometry.Polygon(
        [[[-48.34382568963484, -25.120380971620364],
          [-48.83821045525984, -25.36880776808439],
          [-48.81623779900984, -25.87401410358245],
          [-48.93708740838484, -26.229336812719524],
          [-48.64045654900984, -27.279006032711134],
          [-48.70637451775984, -27.853610078238486],
          [-49.05793701775984, -28.386530766404686],
          [-49.48640381463484, -28.50245130346491],
          [-50.45320068963484, -29.17610840875354],
          [-51.615804691335256, -29.660205575190158],
          [-51.835531253835256, -30.07938752555462],
          [-52.209066410085256, -30.912430510758014],
          [-53.758138675710256, -32.022529742830926],
          [-53.670248050710256, -32.41290767290359],
          [-53.164876956960256, -32.725681049057016],
          [-53.549398441335256, -33.066994789005605],
          [-53.593343753835256, -33.67254626444351],
          [-52.923177738210256, -34.08299696957256],
          [-51.813558597585256, -32.7441640373814],
          [-50.077718753835256, -30.754426531498858],
          [-49.352621097585256, -29.385367695059674],
          [-48.462728519460256, -28.6456047228056],
          [-48.166097660085256, -28.05582429740629],
          [-47.99483453468185, -27.333117021318127],
          [-47.18511035741731, -25.46644964075752],
          [-48.15190723241731, -25.019276169074978]]]),
    Apicum = 
    /* color: #d63000 */
    /* shown: false */
    ee.FeatureCollection(
        [ee.Feature(
            ee.Geometry.Polygon(
                [[[-36.62546184591372, -5.212917035350035],
                  [-36.61138561300356, -5.215994152565502],
                  [-36.60142925314028, -5.205395129811659],
                  [-36.61104229024966, -5.200608415802241],
                  [-36.620312004605125, -5.200950325153256],
                  [-36.63370159200747, -5.203001777358826],
                  [-36.63576152853091, -5.210865615496188]]]),
            {
              "system:index": "0"
            })]),
    LIMITE = 
    /* color: #ffdc11 */
    /* shown: false */
    ee.Geometry.Polygon(
        [[[-36.787453171713125, -4.966944355034872],
          [-36.869850632650625, -5.057234981791425],
          [-36.795692917806875, -5.232307992383599],
          [-36.562233445150625, -5.243248446234403],
          [-36.463356492025625, -5.111950460660027],
          [-36.586952683431875, -4.997042615767323]]]);
/***** End of imports. If edited, may not auto-convert in the playground. *****/
var region = PIBA_1;
var region_name = 'PIRJ'
var mosaic_IC = ee.ImageCollection('projects/mapbiomas-workspace/TRANSVERSAIS/ZONACOSTEIRA')
var year = 2019;
var mosaic_image = mosaic_IC.filterMetadata('mosaic','equals',1).filterMetadata('year','equals',year).mosaic().clip(region);
var mangrove_previous_year = ee.Image('projects/mapbiomas-workspace/TRANSVERSAIS/ZONACOSTEIRA4_1-FT/2018').eq(32);
//## MASK ADJUSTS
mangrove_previous_year = mangrove_previous_year.unmask(0).updateMask(mosaic_image.select(0).mask())
Map.addLayer(mosaic_image,imageVisParam,'Mosaic')
Map.addLayer(mangrove_previous_year)
var samples = mosaic_image.addBands(mangrove_previous_year).stratifiedSample({
  numPoints:55000,
  classBand:'classification',
  classValues:[0,1],
  classPoints:[55000,1000],
  region:region,
  scale:30
})
var apicumSamples = mosaic_image.sample(Apicum,30).limit(500).map(function(e){return e.set({'classification':1})})
print(apicumSamples)
var classifier = ee.Classifier.smileRandomForest(10).train(samples.merge(apicumSamples),'classification',['swir1','nir','red','MNDWI','NDVI']);
var classified = mosaic_image.classify(classifier)
Map.addLayer(classified,{min:0,max:1},'New Classification')
Export.image.toAsset({
  image:classified.toByte().set({'year':year,'class':32,'region':region_name}),
  description:'class_32_'+region_name+'_'+year,
  assetId:'projects/samm/Mapbiomas/Classificacao/'+region_name+'/class_32_'+year,
  scale:30,
  region:region,
  maxPixels:1e13
})