text: /**** Start of imports. If edited, may not auto-convert in the playground. ****/
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          ee.Feature(
              ee.Geometry.Point([-88.77852201061792, 13.997685031323261]),
              {
                "class": 2,
                "system:index": "637"
              }),
          ee.Feature(
              ee.Geometry.Point([-88.77689123153687, 13.993042013539597]),
              {
                "class": 2,
                "system:index": "638"
              }),
          ee.Feature(
              ee.Geometry.Point([-88.78523826599121, 13.998663592612017]),
              {
                "class": 2,
                "system:index": "639"
              }),
          ee.Feature(
              ee.Geometry.Point([-88.7973403930664, 14.011322052334213]),
              {
                "class": 2,
                "system:index": "640"
              }),
          ee.Feature(
              ee.Geometry.Point([-88.795645236969, 14.014944575230478]),
              {
                "class": 2,
                "system:index": "641"
              }),
          ee.Feature(
              ee.Geometry.Point([-88.80079507827759, 14.015173583377534]),
              {
                "class": 2,
                "system:index": "642"
              }),
          ee.Feature(
              ee.Geometry.Point([-88.79853129386902, 14.016722757311973]),
              {
                "class": 2,
                "system:index": "643"
              }),
          ee.Feature(
              ee.Geometry.Point([-88.79620313644409, 14.01327722475859]),
              {
                "class": 2,
                "system:index": "644"
              }),
          ee.Feature(
              ee.Geometry.Point([-88.81755352020264, 14.006161257285365]),
              {
                "class": 2,
                "system:index": "645"
              })]),
      prev3 = ee.Image("users/images/Honduras_2010_v5"),
      prev4 = ee.Image("users/images/Nicaragua_2010_v3");
  /***** End of imports. If edited, may not auto-convert in the playground. *****/
  var zones=ee.FeatureCollection("ft:1emWmrrMBzdiKOitmcYSBmoCozs4Fpqq_f6A86pnR");
  var zones2=ee.FeatureCollection("ft:13cK2cS_HzpvNGVZlIfH9zInVbJOMQgjXQKwgLHpL");
  var countries = ee.FeatureCollection("ft:1tdSwUL7MVpOauSgRzqVTOwdfy17KDbw-1d9omPw");
  
  
  print(input);
  /*
  input=input.select([11,12,13,14,15,16,17,18,19,20,
                        21,22,23,24,25,26,27,28,29,30,
                        31,32,33,34])
  */
  //create bounds for training samples inside area of interest
  function buffer1(geometry) {
    return geometry.buffer(60).bounds();
  } 
  
  //buffer function of 1km********************************************************
  function buffer2(geometry) {
    return geometry.buffer(5000);
  }
  
  var region = salvador
  
  //visual parameters for FCC display 
  var vizParams = {
    bands: ['B4', 'B3', 'B2'],
    min: 0,
    max: 255,
    gamma: [1.5,1.6, 1.7]
  };
  
  //add all max val to map
  //Map.addLayer(input,vizParams,'FCC');
  Map.addLayer(prev3, {palette: '00ff00'}, 'prev3');
  Map.addLayer(prev4, {palette: '00ff00'}, 'prev4');
  //throw('stop')
  
  var studyArea = region
  studyArea=buffer2(studyArea);
  
  //print(CropSamples);
  var CropSamplesArea = Cropclass.filterBounds(studyArea).map(buffer1);
  print('Crop:',CropSamplesArea);
  
  //print(NonCropSamples);
  var NonCropSamplesArea = NonCropClass.filterBounds(studyArea).map(buffer1);
  print('Non-crop:',NonCropSamplesArea);
  
  //merge all training samples into one feature collection
  var TrainingSamples=CropSamplesArea
                      .merge(NonCropSamplesArea)
  
  print('Training samples:',TrainingSamples);
  print('Study Area:');
  print(studyArea);
  print(input);
  
  var training = input.sampleRegions({
      collection: TrainingSamples,
    properties: ['class'],
    scale: 30
  });
  
  //build classifier
  var classifier = ee.Classifier.randomForest(200,5)
                    .train(training, 'class');
  
  print ('Classifier properties:',classifier);
  
  //classify 
  var classified = input.classify(classifier);
  classified = classified.updateMask(classified.eq(1))
                  .clip(studyArea);
  
  Export.table.toDrive({
    collection: training,
    description: 'RandomForestTrainingTable_Salvador_v1',
    folder: 'data',
    fileNamePrefix: 'RFtable_Salvador_2010_v1',
    fileFormat: 'CSV'
  });
  
  
  Map.addLayer(classified, {palette: '00ff00'}, 'cropland_final');
  
  Export.image.toAsset({
    image: classified,
    scale: 30,
    maxPixels:9990000000000,
    description: 'Salvador_v1_asset',
    assetId: 'Salvador_2010_v1',
    region: studyArea, 
  });
  
  Export.image.toDrive({
    image: classified,
    scale: 30,
    maxPixels:9990000000000,
    folder: 'data',
    description: 'Salvador_v1_drive',
    fileNamePrefix: 'Salvador_2010_v1',
    region: studyArea, 
  });
  /*
  var area_map=classified.multiply(ee.Image.pixelArea().divide(10000))
  //Map.addLayer(area_map,{},'area_map')
  var area=area_map.reduceRegion({
    reducer:ee.Reducer.sum(),
    geometry:region,
    scale: 30,
    maxPixels:9999999999900})
  //print(area)
  */
  