DL - Clusterization_PreDataset.js

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                -48.696428139392566,
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                -27.266640637160688
              ],
              [
                -48.68492682713671,
                -27.259774006861225
              ],
              [
                -48.674970467273425,
                -27.259316216430054
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                -27.246802548287892
              ],
              [
                -48.75444968480272,
                -27.262215523997533
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            ]
          ],
          "geodesic": true,
          "evenOdd": true
        },
        {
          "type": "Polygon",
          "coordinates": [
            [
              [
                -48.66036043781623,
                -27.566239820849415
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              [
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              ],
              [
                -48.65555391926154,
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            ]
          ],
          "geodesic": true,
          "evenOdd": true
        },
        {
          "type": "Polygon",
          "coordinates": [
            [
              [
                -48.72449105943543,
                -27.893338667865365
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                -48.7008017894159,
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                -48.69153207506043,
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              [
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            ]
          ],
          "geodesic": true,
          "evenOdd": true
        },
        {
          "type": "Polygon",
          "coordinates": [
            [
              [
                -48.66955941881043,
                -27.8752827486224
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          ],
          "geodesic": true,
          "evenOdd": true
        },
        {
          "type": "Polygon",
          "coordinates": [
            [
              [
                -48.69377980535286,
                -28.122104249300737
              ],
              [
                -48.68382344548958,
                -28.12634325091669
              ],
              [
                -48.68210683172005,
                -28.11710806792111
              ],
              [
                -48.68725667302864,
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              ]
            ]
          ],
          "geodesic": true,
          "evenOdd": true
        },
        {
          "type": "Polygon",
          "coordinates": [
            [
              [
                -50.24237486867205,
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              ],
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              ]
            ]
          ],
          "geodesic": true,
          "evenOdd": true
        }
      ],
      "coordinates": []
    }),
    sampleRegions = /* color: #0b4a8b */ee.FeatureCollection(
        [ee.Feature(
            ee.Geometry.Polygon(
                [[[-37.19046724898839, -4.839043944182845],
                  [-37.27011812789464, -4.93208843926395],
                  [-37.09983004195714, -5.059319313268474],
                  [-36.988593469691516, -4.98544632665335],
                  [-37.01743258101964, -4.901987223382691]]]),
            {
              "system:index": "0"
            }),
        ee.Feature(
            ee.Geometry.Polygon(
                [[[-36.79770601851964, -4.979973921516436],
                  [-36.86362398726964, -5.119505888825778],
                  [-36.609565149379016, -5.224818728192446],
                  [-36.55051363570714, -5.114034615003692],
                  [-36.58621920211339, -5.033327921264946]]]),
            {
              "system:index": "1"
            }),
        ee.Feature(
            ee.Geometry.Polygon(
                [[[-41.32361738189348, -2.963636837695822],
                  [-41.324647350155196, -2.9710083800210416],
                  [-41.32104246123918, -2.981637028783666],
                  [-41.32104246123918, -2.990379872574238],
                  [-41.31434766753801, -2.9956941161302324],
                  [-41.3085111807216, -2.9919227201322185],
                  [-41.30730955108293, -2.9835227460739464],
                  [-41.311429424129805, -2.973751266932266],
                  [-41.318467540584884, -2.9617510864185554],
                  [-41.321900768123946, -2.959522467132862]]]),
            {
              "system:index": "2"
            })]);
/***** End of imports. If edited, may not auto-convert in the playground. *****/
var year = 2018;
var ROI = ROI_AQUICULTURA;//ee.FeatureCollection('users/pc01solved/ROI_aquaculture').merge(ROI_AQUICULTURA)
var mosaic = ee.Image('projects/samm/SAMM/Mosaic/'+year+'_v2')
var samples = mosaic.sample(sampleRegions,30,null,null,null,30000)
var kmeans = ee.Clusterer.wekaKMeans(3).train(samples,['NDWI'])
var clusterized  = mosaic.cluster(kmeans)
Map.addLayer(mosaic,imageVisParam,'Mosaic',false)
Map.addLayer(clusterized.randomVisualizer(),{},'Mosaic - KMEANS')
var R1_class = clusterized.reduceRegion(ee.Reducer.first(),R1,30).get('cluster').getInfo()
print(R1_class)
var R2_class = clusterized.reduceRegion(ee.Reducer.first(),R2,30).get('cluster').getInfo()
print(R2_class)
var interestingLayer = clusterized.eq(R1_class).or(clusterized.eq(R2_class)).clip(ROI).unmask(0)
Map.addLayer(interestingLayer,{},'Final layer')
Map.addLayer(ROI,{'color':'blue'},'ROI')
Export.image.toAsset({
  image:interestingLayer.toByte(),
  scale:30,
  description:'brazil-predataset-'+year,
  assetId: 'projects/samm/Mapbiomas5/Aquicultura/Clusterized/'+year,
  region:ROI_AQUICULTURA,
  maxPixels:1e13
})
Export.table.toAsset(sampleRegions,
                    'Sample_Regions_Brazil',
                    'projects/samm/Mapbiomas5/Aquicultura/Geometries/sample_regions')