// AUTOMATICALLY GENERATED: location from saved link.
Map.setCenter(30.074999999941554, -19.625000017159348, 8)

// Load the image asset
var image = ee.Image('projects/ee-shingamadzima/assets/unki2024');

// Clip the image to your area of interest
var aoi = ee.Geometry.Polygon(
        [[[30.08, -19.62],
          [30.07, -19.62],
          [30.07, -19.63],
          [30.08, -19.63]]], null, false);
var image = image.clip(aoi);

// Resample the image to a common resolution
var image = image.resample('bilinear').reproject({
  crs: image.select(0).projection()
});

// Display the image
Map.centerObject(aoi, 8);
Map.addLayer(image, {bands: ['b1', 'b2', 'b3'], min: 0, max: 255}, 'image');

var ndvi = image.normalizedDifference(['b3', 'b2']).rename('NDVI');
Map.addLayer(ndvi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'NDVI');

var evi = image.expression(
  '2.5 * ((NIR - RED) / (NIR + 6 * RED - 7.5 * BLUE + 1))', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'BLUE': image.select('b1')
}).rename('EVI');
Map.addLayer(evi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'EVI');

var savi = image.expression(
  '((NIR - RED) / (NIR + RED + L)) * (1 + L)', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'L': 0.5  // soil-brightness correction factor
}).rename('SAVI');
Map.addLayer(savi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'SAVI');

// Import the NASA-USDA Global Soil Moisture Data
var soilMoisture = ee.ImageCollection('NASA_USDA/HSL/soil_moisture');

// Select the 'ssm' band which represents surface soil moisture
soilMoisture = soilMoisture.select('ssm');

// Clip the soil moisture data to your area of interest
soilMoisture = soilMoisture.map(function(image) {
  return image.clip(aoi);
});

// Calculate the average soil moisture
var avgSoilMoisture = soilMoisture.mean();

// Display the average soil moisture
Map.addLayer(avgSoilMoisture, {min: 0, max: 100, palette: ['red', 'orange', 'yellow']}, 'Average Soil Moisture');

// Replace with your bucket name
var bucket = 'soil_moisture_43'; 

// Replace with your file name
var fileName = 'unki2024'; 

// Export the image to Cloud Storage
Export.image.toCloudStorage({
  image: image,
  description: 'imageToCloudStorage',
  bucket: bucket,
  fileNamePrefix: fileName,
});
// AUTOMATICALLY GENERATED: location from saved link.
Map.setCenter(30.074999999941554, -19.625000017159348, 8)

// Load the image asset
var image = ee.Image('projects/ee-scm/assets/unki2021');

// Clip the image to your area of interest
var aoi = ee.Geometry.Polygon(
        [[[30.08, -19.62],
          [30.07, -19.62],
          [30.07, -19.63],
          [30.08, -19.63]]], null, false);
var image = image.clip(aoi);

// Resample the image to a common resolution
var image = image.resample('bilinear').reproject({
  crs: image.select(0).projection()
});

// Display the image
Map.centerObject(aoi, 8);
Map.addLayer(image, {bands: ['b1', 'b2', 'b3'], min: 0, max: 255}, 'image');

var ndvi = image.normalizedDifference(['b3', 'b2']).rename('NDVI');
Map.addLayer(ndvi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'NDVI');

var evi = image.expression(
  '2.5 * ((NIR - RED) / (NIR + 6 * RED - 7.5 * BLUE + 1))', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'BLUE': image.select('b1')
}).rename('EVI');
Map.addLayer(evi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'EVI');

var savi = image.expression(
  '((NIR - RED) / (NIR + RED + L)) * (1 + L)', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'L': 0.5  // soil-brightness correction factor
}).rename('SAVI');
Map.addLayer(savi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'SAVI');

// Import the NASA-USDA Global Soil Moisture Data
var soilMoisture = ee.ImageCollection('NASA_USDA/HSL/soil_moisture');

// Filter the collection to a specific time period
var startDate = '2021-02-01';
var endDate = '2021-02-28';
soilMoisture = soilMoisture.filterDate(startDate, endDate);

// Select the 'ssm' band which represents surface soil moisture
soilMoisture = soilMoisture.select('ssm');

// Clip the soil moisture data to your area of interest
var aoi = ee.Geometry.Polygon(
        [[[30.08, -19.62],
          [30.07, -19.62],
          [30.07, -19.63],
          [30.08, -19.63]]], null, false);
soilMoisture = soilMoisture.map(function(image) {
  return image.clip(aoi);
});

// Display the soil moisture data
Map.centerObject(aoi, 8);
Map.addLayer(soilMoisture.mean(), {min: 0, max: 100}, 'Soil Moisture');

// Replace with your bucket name
var bucket = 'soil_moisture_43'; 

// Replace with your file name
var fileName = 'unki2021'; 

// Export the image to Cloud Storage
Export.image.toCloudStorage({
  image: image,
  description: 'imageToCloudStorage',
  bucket: bucket,
  fileNamePrefix: fileName,
});
// AUTOMATICALLY GENERATED: location from saved link.
Map.setCenter(264.8, 34.8, 4)

// Load the image asset
var image = ee.Image('projects/ee-shingamadzima/assets/mimosa2021');

// Clip the image to your area of interest
var aoi = ee.Geometry.Polygon(
        [[[29.83, -20.31],
          [29.84, -20.31],
          [29.84, -20.32],
          [29.83, -20.32]]], null, false);
var image = image.clip(aoi);

// Resample the image to a common resolution
var image = image.resample('bilinear').reproject({
  crs: image.select(0).projection()
});

// Display the image
Map.centerObject(aoi, 8);
Map.addLayer(image, {bands: ['b1', 'b2', 'b3'], min: 0, max: 255}, 'image');

var ndvi = image.normalizedDifference(['b3', 'b2']).rename('NDVI');
Map.addLayer(ndvi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'NDVI');

var evi = image.expression(
  '2.5 * ((NIR - RED) / (NIR + 6 * RED - 7.5 * BLUE + 1))', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'BLUE': image.select('b1')
}).rename('EVI');
Map.addLayer(evi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'EVI');

var savi = image.expression(
  '((NIR - RED) / (NIR + RED + L)) * (1 + L)', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'L': 0.5  // soil-brightness correction factor
}).rename('SAVI');
Map.addLayer(savi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'SAVI');

// Import the NASA-USDA Global Soil Moisture Data
var soilMoisture = ee.ImageCollection('NASA_USDA/HSL/soil_moisture');

// Filter the collection to a specific time period
var startDate = '2021-02-01';
var endDate = '2021-02-28';
soilMoisture = soilMoisture.filterDate(startDate, endDate);

// Select the 'ssm' band which represents surface soil moisture
soilMoisture = soilMoisture.select('ssm');

// Clip the soil moisture data to your area of interest
soilMoisture = soilMoisture.map(function(image) {
  return image.clip(aoi);
});

// Calculate the average soil moisture
var avgSoilMoisture = soilMoisture.mean();

// Display the average soil moisture
Map.addLayer(avgSoilMoisture, {min: 0, max: 100, palette: ['red', 'orange', 'yellow']}, 'Average Soil Moisture');

// Replace with your bucket name
var bucket = 'soil_moisture_43'; 

// Replace with your file name
var fileName = 'mimosa2021'; 

// Export the image to Cloud Storage
Export.image.toCloudStorage({
  image: image,
  description: 'imageToCloudStorage',
  bucket: bucket,
  fileNamePrefix: fileName,
});
// AUTOMATICALLY GENERATED: location from saved link.
Map.setCenter(30.442997790873903, -18.030821092141828, 8)

// Load the image asset
var image = ee.Image('projects/ee-shingamadzima/assets/zimplats2021');

// Clip the image to your area of interest
var aoi = ee.Geometry.Polygon(
        [[[30.439, -18.026],
          [30.438, -18.032],
          [30.441, -18.037],
          [30.451, -18.029]]], null, false);
var image = image.clip(aoi);

// Resample the image to a common resolution
var image = image.resample('bilinear').reproject({
  crs: image.select(0).projection()
});

// Display the image
Map.centerObject(aoi, 8);
Map.addLayer(image, {bands: ['b1', 'b2', 'b3'], min: 0, max: 255}, 'image');

var ndvi = image.normalizedDifference(['b3', 'b2']).rename('NDVI');
Map.addLayer(ndvi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'NDVI');

var evi = image.expression(
  '2.5 * ((NIR - RED) / (NIR + 6 * RED - 7.5 * BLUE + 1))', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'BLUE': image.select('b1')
}).rename('EVI');
Map.addLayer(evi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'EVI');

var savi = image.expression(
  '((NIR - RED) / (NIR + RED + L)) * (1 + L)', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'L': 0.5  // soil-brightness correction factor
}).rename('SAVI');
Map.addLayer(savi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'SAVI');

// Import the NASA-USDA Global Soil Moisture Data
var soilMoisture = ee.ImageCollection('NASA_USDA/HSL/soil_moisture');

// Filter the collection to a specific time period
var startDate = '2021-02-01';
var endDate = '2021-02-28';
soilMoisture = soilMoisture.filterDate(startDate, endDate);

// Select the 'ssm' band which represents surface soil moisture
soilMoisture = soilMoisture.select('ssm');

// Clip the soil moisture data to your area of interest
soilMoisture = soilMoisture.map(function(image) {
  return image.clip(aoi);
});

// Calculate the average soil moisture
var avgSoilMoisture = soilMoisture.mean();

// Display the average soil moisture
Map.addLayer(avgSoilMoisture, {min: 0, max: 100, palette: ['red', 'orange', 'yellow']}, 'Average Soil Moisture');

// Replace with your bucket name
var bucket = 'soil_moisture_43'; 

// Replace with your file name
var fileName = 'zimplats2021'; 

// Export the image to Cloud Storage
Export.image.toCloudStorage({
  image: image,
  description: 'imageToCloudStorage',
  bucket: bucket,
  fileNamePrefix: fileName,
});
// AUTOMATICALLY GENERATED: location from saved link.
Map.setCenter(30.442997790873903, -18.030821092141828, 8)

// Load the image asset
var image = ee.Image('projects/ee-shingamadzima/assets/zimplats2024');

// Clip the image to your area of interest
var aoi = ee.Geometry.Polygon(
        [[[30.439, -18.026],
          [30.438, -18.032],
          [30.441, -18.037],
          [30.451, -18.029]]], null, false);
var image = image.clip(aoi);

// Resample the image to a common resolution
var image = image.resample('bilinear').reproject({
  crs: image.select(0).projection()
});

// Display the image
Map.centerObject(aoi, 8);
Map.addLayer(image, {bands: ['b1', 'b2', 'b3'], min: 0, max: 255}, 'image');

var ndvi = image.normalizedDifference(['b3', 'b2']).rename('NDVI');
Map.addLayer(ndvi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'NDVI');

var evi = image.expression(
  '2.5 * ((NIR - RED) / (NIR + 6 * RED - 7.5 * BLUE + 1))', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'BLUE': image.select('b1')
}).rename('EVI');
Map.addLayer(evi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'EVI');

var savi = image.expression(
  '((NIR - RED) / (NIR + RED + L)) * (1 + L)', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'L': 0.5  // soil-brightness correction factor
}).rename('SAVI');
Map.addLayer(savi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'SAVI');

// Import the NASA-USDA Global Soil Moisture Data
var soilMoisture = ee.ImageCollection('NASA_USDA/HSL/soil_moisture');

// Select the 'ssm' band which represents surface soil moisture
soilMoisture = soilMoisture.select('ssm');

// Clip the soil moisture data to your area of interest
soilMoisture = soilMoisture.map(function(image) {
  return image.clip(aoi);
});

// Calculate the average soil moisture
var avgSoilMoisture = soilMoisture.mean();

// Display the average soil moisture
Map.addLayer(avgSoilMoisture, {min: 0, max: 100, palette: ['red', 'orange', 'yellow']}, 'Average Soil Moisture');

// Replace with your bucket name
var bucket = 'soil_moisture_43'; 

// Replace with your file name
var fileName = 'zimplats2024'; 

// Export the image to Cloud Storage
Export.image.toCloudStorage({
  image: image,
  description: 'imageToCloudStorage',
  bucket: bucket,
  fileNamePrefix: fileName,
});
// AUTOMATICALLY GENERATED: location from saved link.
Map.setCenter(30.074999999941554, -19.625000017159348, 8)

// Load the image asset
var image = ee.Image('projects/ee-shingamadzima/assets/unki2024');

// Clip the image to your area of interest
var aoi = ee.Geometry.Polygon(
        [[[30.08, -19.62],
          [30.07, -19.62],
          [30.07, -19.63],
          [30.08, -19.63]]], null, false);
var image = image.clip(aoi);

// Resample the image to a common resolution
var image = image.resample('bilinear').reproject({
  crs: image.select(0).projection()
});

// Display the image
Map.centerObject(aoi, 8);
Map.addLayer(image, {bands: ['b1', 'b2', 'b3'], min: 0, max: 255}, 'image');

var ndvi = image.normalizedDifference(['b3', 'b2']).rename('NDVI');
Map.addLayer(ndvi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'NDVI');

var evi = image.expression(
  '2.5 * ((NIR - RED) / (NIR + 6 * RED - 7.5 * BLUE + 1))', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'BLUE': image.select('b1')
}).rename('EVI');
Map.addLayer(evi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'EVI');

var savi = image.expression(
  '((NIR - RED) / (NIR + RED + L)) * (1 + L)', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'L': 0.5  // soil-brightness correction factor
}).rename('SAVI');
Map.addLayer(savi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'SAVI');

// Import the NASA-USDA Global Soil Moisture Data
var soilMoisture = ee.ImageCollection('NASA_USDA/HSL/soil_moisture');

// Filter the collection to a specific time period
var startDate = '2021-02-01';
var endDate = '2021-02-28';
soilMoisture = soilMoisture.filterDate(startDate, endDate);

// Select the 'ssm' band which represents surface soil moisture
soilMoisture = soilMoisture.select('ssm');

// Clip the soil moisture data to your area of interest
soilMoisture = soilMoisture.map(function(image) {
  return image.clip(aoi);
});

// Calculate the average soil moisture
var avgSoilMoisture = soilMoisture.mean();

// Display the average soil moisture
Map.addLayer(avgSoilMoisture, {min: 0, max: 100, palette: ['red', 'orange', 'yellow']}, 'Average Soil Moisture');

// Replace with your bucket name
var bucket = 'soil_moisture_43'; 

// Replace with your file name
var fileName = 'unki2024'; 

// Export the image to Cloud Storage
Export.image.toCloudStorage({
  image: image,
  description: 'imageToCloudStorage',
  bucket: bucket,
  fileNamePrefix: fileName,
});
// AUTOMATICALLY GENERATED: location from saved link.
Map.setCenter(30.074999999941554, -19.625000017159348, 8)

// Load the image asset
var image = ee.Image('projects/ee-shingamadzima/assets/unki2021');

// Clip the image to your area of interest
var aoi = ee.Geometry.Polygon(
        [[[30.08, -19.62],
          [30.07, -19.62],
          [30.07, -19.63],
          [30.08, -19.63]]], null, false);
var image = image.clip(aoi);

// Resample the image to a common resolution
var image = image.resample('bilinear').reproject({
  crs: image.select(0).projection()
});

// Display the image
Map.centerObject(aoi, 8);
Map.addLayer(image, {bands: ['b1', 'b2', 'b3'], min: 0, max: 255}, 'image');

var ndvi = image.normalizedDifference(['b3', 'b2']).rename('NDVI');
Map.addLayer(ndvi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'NDVI');

var evi = image.expression(
  '2.5 * ((NIR - RED) / (NIR + 6 * RED - 7.5 * BLUE + 1))', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'BLUE': image.select('b1')
}).rename('EVI');
Map.addLayer(evi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'EVI');

var savi = image.expression(
  '((NIR - RED) / (NIR + RED + L)) * (1 + L)', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'L': 0.5  // soil-brightness correction factor
}).rename('SAVI');
Map.addLayer(savi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'SAVI');

// Import the NASA-USDA Global Soil Moisture Data
var soilMoisture = ee.ImageCollection('NASA_USDA/HSL/soil_moisture');

// Select the 'ssm' band which represents surface soil moisture
soilMoisture = soilMoisture.select('ssm');

// Clip the soil moisture data to your area of interest
soilMoisture = soilMoisture.map(function(image) {
  return image.clip(aoi);
});

// Calculate the average soil moisture
var avgSoilMoisture = soilMoisture.mean();

// Display the average soil moisture
Map.addLayer(avgSoilMoisture, {min: 0, max: 100, palette: ['red', 'orange', 'yellow']}, 'Average Soil Moisture');

// Replace with your bucket name
var bucket = 'soil_moisture_43'; 

// Replace with your file name
var fileName = 'unki2021'; 

// Export the image to Cloud Storage
Export.image.toCloudStorage({
  image: image,
  description: 'imageToCloudStorage',
  bucket: bucket,
  fileNamePrefix: fileName,
});
// AUTOMATICALLY GENERATED: imported vars from saved link.
var CONVERT_TO_IMPORT = (
[{"type":"imageVisParam","name":"imageVisParam","record":{"params":{"opacity":0.01,"gamma":0.1}}}])

// AUTOMATICALLY GENERATED: location from saved link.
Map.setCenter(29.83500000000896, -20.315000017202834, 8)

// Load the image asset
var image = ee.Image('projects/ee-scm/assets/Mimosatsf');

// Clip the image to your area of interest
var aoi = ee.Geometry.Polygon(
        [[[29.83, -20.31],
          [29.84, -20.31],
          [29.84, -20.32],
          [29.83, -20.32]]], null, false);
var image = image.clip(aoi);

// Resample the image to a common resolution
var image = image.resample('bilinear').reproject({
  crs: image.select(0).projection()
});

// Display the image
Map.centerObject(aoi, 8);
Map.addLayer(image, {bands: ['b1', 'b2', 'b3'], min: 0, max: 255}, 'image');

var ndvi = image.normalizedDifference(['b3', 'b2']).rename('NDVI');
Map.addLayer(ndvi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'NDVI');

var evi = image.expression(
  '2.5 * ((NIR - RED) / (NIR + 6 * RED - 7.5 * BLUE + 1))', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'BLUE': image.select('b1')
}).rename('EVI');
Map.addLayer(evi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'EVI');

var savi = image.expression(
  '((NIR - RED) / (NIR + RED + L)) * (1 + L)', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'L': 0.5  // soil-brightness correction factor
}).rename('SAVI');
Map.addLayer(savi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'SAVI');

// Import the NASA-USDA Global Soil Moisture Data
var soilMoisture = ee.ImageCollection('NASA_USDA/HSL/soil_moisture');

// Filter the collection to a specific time period
var startDate = '2021-02-01';
var endDate = '2021-02-28';
soilMoisture = soilMoisture.filterDate(startDate, endDate);

// Select the 'ssm' band which represents surface soil moisture
soilMoisture = soilMoisture.select('ssm');

// Clip the soil moisture data to your area of interest
var aoi = ee.Geometry.Polygon(
        [[[29.83, -20.31],
          [29.84, -20.31],
          [29.84, -20.32],
          [29.83, -20.32]]], null, false);
soilMoisture = soilMoisture.map(function(image) {
  return image.clip(aoi);
});

// Display the soil moisture data
Map.centerObject(aoi, 8);
Map.addLayer(soilMoisture.mean(), {min: 0, max: 100}, 'Soil Moisture');

// Replace with your bucket name
var bucket = 'soil_moisture_43'; 

// Replace with your file name
var fileName = 'Mimosatsf'; 

// Export the image to Cloud Storage
Export.image.toCloudStorage({
  image: image,
  description: 'imageToCloudStorage',
  bucket: bucket,
  fileNamePrefix: fileName,
  region: aoi,
  scale: 30,
  fileFormat: 'GeoTIFF'
});

// AUTOMATICALLY GENERATED: location from saved link.
Map.setCenter(29.83500000000896, -20.315000017202834, 8)

// Load the image asset
var image = ee.Image('projects/ee-shingamadzima/assets/mimosa2021');

// Clip the image to your area of interest
var aoi = ee.Geometry.Polygon(
        [[[29.83, -20.31],
          [29.84, -20.31],
          [29.84, -20.32],
          [29.83, -20.32]]], null, false);
var image = image.clip(aoi);

// Resample the image to a common resolution
var image = image.resample('bilinear').reproject({
  crs: image.select(0).projection()
});

// Display the image
Map.centerObject(aoi, 8);
Map.addLayer(image, {bands: ['b1', 'b2', 'b3'], min: 0, max: 255}, 'image');

var ndvi = image.normalizedDifference(['b3', 'b2']).rename('NDVI');
Map.addLayer(ndvi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'NDVI');

var evi = image.expression(
  '2.5 * ((NIR - RED) / (NIR + 6 * RED - 7.5 * BLUE + 1))', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'BLUE': image.select('b1')
}).rename('EVI');
Map.addLayer(evi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'EVI');

var savi = image.expression(
  '((NIR - RED) / (NIR + RED + L)) * (1 + L)', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'L': 0.5  // soil-brightness correction factor
}).rename('SAVI');
Map.addLayer(savi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'SAVI');

// Import the NASA-USDA Global Soil Moisture Data
var soilMoisture = ee.ImageCollection('NASA_USDA/HSL/soil_moisture');

// Filter the collection to a specific time period
var startDate = '2021-02-01';
var endDate = '2021-02-28';
soilMoisture = soilMoisture.filterDate(startDate, endDate);

// Select the 'ssm' band which represents surface soil moisture
soilMoisture = soilMoisture.select('ssm');

// Clip the soil moisture data to your area of interest
soilMoisture = soilMoisture.map(function(image) {
  return image.clip(aoi);
});

// Calculate the average soil moisture
var avgSoilMoisture = soilMoisture.mean();

// Display the average soil moisture
Map.addLayer(avgSoilMoisture, {min: 0, max: 100, palette: ['red', 'orange', 'yellow']}, 'Average Soil Moisture');

// Replace with your bucket name
var bucket = 'soil_moisture_43'; 

// Replace with your file name
var fileName = 'mimosa2021'; 

// Export the image to Cloud Storage
Export.image.toCloudStorage({
  image: image,
  description: 'imageToCloudStorage',
  bucket: bucket,
  fileNamePrefix: fileName,
});
// AUTOMATICALLY GENERATED: location from saved link.
Map.setCenter(29.83500000000896, -20.315000017202834, 8)

// Load the image asset
var image = ee.Image('projects/ee-shingamadzima/assets/mimosa2024');

// Clip the image to your area of interest
var aoi = ee.Geometry.Polygon(
        [[[29.83, -20.31],
          [29.84, -20.31],
          [29.84, -20.32],
          [29.83, -20.32]]], null, false);
var image = image.clip(aoi);

// Resample the image to a common resolution
var image = image.resample('bilinear').reproject({
  crs: image.select(0).projection()
});

// Display the image
Map.centerObject(aoi, 8);
Map.addLayer(image, {bands: ['b1', 'b2', 'b3'], min: 0, max: 255}, 'image');

var ndvi = image.normalizedDifference(['b3', 'b2']).rename('NDVI');
Map.addLayer(ndvi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'NDVI');

var evi = image.expression(
  '2.5 * ((NIR - RED) / (NIR + 6 * RED - 7.5 * BLUE + 1))', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'BLUE': image.select('b1')
}).rename('EVI');
Map.addLayer(evi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'EVI');

var savi = image.expression(
  '((NIR - RED) / (NIR + RED + L)) * (1 + L)', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'L': 0.5  // soil-brightness correction factor
}).rename('SAVI');
Map.addLayer(savi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'SAVI');

// Import the NASA-USDA Global Soil Moisture Data
var soilMoisture = ee.ImageCollection('NASA_USDA/HSL/soil_moisture');

// Filter the collection to a specific time period
var startDate = '2024-02-01';
var endDate = '2024-02-16';
soilMoisture = soilMoisture.filterDate(startDate, endDate);

// Select the 'ssm' band which represents surface soil moisture
soilMoisture = soilMoisture.select('ssm');

// Clip the soil moisture data to your area of interest
soilMoisture = soilMoisture.map(function(image) {
  return image.clip(aoi);
});

// Calculate the average soil moisture
var avgSoilMoisture = soilMoisture.mean();

// Display the average soil moisture
Map.addLayer(avgSoilMoisture, {min: 0, max: 100, palette: ['red', 'orange', 'yellow']}, 'Average Soil Moisture');

// Replace with your bucket name
var bucket = 'soil_moisture_43'; 

// Replace with your file name
var fileName = 'mimosa2024'; 

// Export the image to Cloud Storage
Export.image.toCloudStorage({
  image: image,
  description: 'imageToCloudStorage',
  bucket: bucket,
  fileNamePrefix: fileName,
});
// AUTOMATICALLY GENERATED: imported vars from saved link.
var CONVERT_TO_IMPORT = (
[{"type":"imageVisParam","name":"imageVisParam","record":{"params":{"opacity":0.01,"gamma":0.1}}}])

// AUTOMATICALLY GENERATED: location from saved link.
Map.setCenter(30.442997790873903, -18.030821092141828, 8)

// Load the image asset
var image = ee.Image('projects/ee-shingamadzima/assets/zimplats2021');

// Clip the image to your area of interest
var aoi = ee.Geometry.Polygon(
        [[[30.439, -18.026],
          [30.438, -18.032],
          [30.441, -18.037],
          [30.451, -18.029]]], null, false);
var image = image.clip(aoi);

// Resample the image to a common resolution
var image = image.resample('bilinear').reproject({
  crs: image.select(0).projection()
});

// Display the image
Map.centerObject(aoi, 8);
Map.addLayer(image, {bands: ['b1', 'b2', 'b3'], min: 0, max: 255}, 'image');

var ndvi = image.normalizedDifference(['b3', 'b2']).rename('NDVI');
Map.addLayer(ndvi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'NDVI');

var evi = image.expression(
  '2.5 * ((NIR - RED) / (NIR + 6 * RED - 7.5 * BLUE + 1))', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'BLUE': image.select('b1')
}).rename('EVI');
Map.addLayer(evi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'EVI');

var savi = image.expression(
  '((NIR - RED) / (NIR + RED + L)) * (1 + L)', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'L': 0.5  // soil-brightness correction factor
}).rename('SAVI');
Map.addLayer(savi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'SAVI');

// Import the NASA-USDA Global Soil Moisture Data
var soilMoisture = ee.ImageCollection('NASA_USDA/HSL/soil_moisture');

// Select the 'ssm' band which represents surface soil moisture
soilMoisture = soilMoisture.select('ssm');

// Clip the soil moisture data to your area of interest
soilMoisture = soilMoisture.map(function(image) {
  return image.clip(aoi);
});

// Calculate the average soil moisture
var avgSoilMoisture = soilMoisture.mean();

// Display the average soil moisture
Map.addLayer(avgSoilMoisture, {min: 0, max: 100, palette: ['red', 'orange', 'yellow']}, 'Average Soil Moisture');

// Replace with your bucket name
var bucket = 'soil_moisture_43'; 

// Replace with your file name
var fileName = 'zimplats2021'; 

// Export the image to Cloud Storage
Export.image.toCloudStorage({
  image: image,
  description: 'imageToCloudStorage',
  bucket: bucket,
  fileNamePrefix: fileName,
});
// AUTOMATICALLY GENERATED: imported vars from saved link.
var CONVERT_TO_IMPORT = (
[{"type":"imageVisParam","name":"imageVisParam","record":{"params":{"opacity":0.01,"gamma":0.1}}}])

// AUTOMATICALLY GENERATED: location from saved link.
Map.setCenter(30.442997790873903, -18.030821092141828, 8)

// Load the image asset
var image = ee.Image('projects/ee-shingamadzima/assets/zimplats2021');

// Clip the image to your area of interest
var aoi = ee.Geometry.Polygon(
        [[[30.439, -18.026],
          [30.438, -18.032],
          [30.441, -18.037],
          [30.451, -18.029]]], null, false);
var image = image.clip(aoi);

// Resample the image to a common resolution
var image = image.resample('bilinear').reproject({
  crs: image.select(0).projection()
});

// Display the image
Map.centerObject(aoi, 8);
Map.addLayer(image, {bands: ['b1', 'b2', 'b3'], min: 0, max: 255}, 'image');

var ndvi = image.normalizedDifference(['b3', 'b2']).rename('NDVI');
Map.addLayer(ndvi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'NDVI');

var evi = image.expression(
  '2.5 * ((NIR - RED) / (NIR + 6 * RED - 7.5 * BLUE + 1))', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'BLUE': image.select('b1')
}).rename('EVI');
Map.addLayer(evi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'EVI');

var savi = image.expression(
  '((NIR - RED) / (NIR + RED + L)) * (1 + L)', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'L': 0.5  // soil-brightness correction factor
}).rename('SAVI');
Map.addLayer(savi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'SAVI');

// Import the NASA-USDA Global Soil Moisture Data
var soilMoisture = ee.ImageCollection('NASA_USDA/HSL/soil_moisture');

// Filter the collection to a specific time period
var startDate = '2021-02-01';
var endDate = '2021-02-28';
soilMoisture = soilMoisture.filterDate(startDate, endDate);

// Select the 'ssm' band which represents surface soil moisture
soilMoisture = soilMoisture.select('ssm');

// Clip the soil moisture data to your area of interest
soilMoisture = soilMoisture.map(function(image) {
  return image.clip(aoi);
});

// Calculate the average soil moisture
var avgSoilMoisture = soilMoisture.mean();

// Display the average soil moisture
Map.addLayer(avgSoilMoisture, {min: 0, max: 100, palette: ['red', 'orange', 'yellow']}, 'Average Soil Moisture');

// Replace with your bucket name
var bucket = 'soil_moisture_43'; 

// Replace with your file name
var fileName = 'zimplats2021'; 

// Export the image to Cloud Storage
Export.image.toCloudStorage({
  image: image,
  description: 'imageToCloudStorage',
  bucket: bucket,
  fileNamePrefix: fileName,
});
// AUTOMATICALLY GENERATED: location from saved link.
Map.setCenter(29.83500000000896, -20.315000017202834, 8)

// Load the image asset
var image = ee.Image('projects/ee-shingamadzima/assets/unki2021');

// Clip the image to your area of interest
var aoi = ee.Geometry.Polygon(
        [[[29.83, -20.31],
          [29.84, -20.31],
          [29.84, -20.32],
          [29.83, -20.32]]], null, false);
var image = image.clip(aoi);

// Resample the image to a common resolution
var image = image.resample('bilinear').reproject({
  crs: image.select(0).projection()
});

// Display the image
Map.centerObject(aoi, 8);
Map.addLayer(image, {bands: ['b1', 'b2', 'b3'], min: 0, max: 255}, 'image');

var ndvi = image.normalizedDifference(['b3', 'b2']).rename('NDVI');
Map.addLayer(ndvi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'NDVI');

var evi = image.expression(
  '2.5 * ((NIR - RED) / (NIR + 6 * RED - 7.5 * BLUE + 1))', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'BLUE': image.select('b1')
}).rename('EVI');
Map.addLayer(evi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'EVI');

var savi = image.expression(
  '((NIR - RED) / (NIR + RED + L)) * (1 + L)', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'L': 0.5  // soil-brightness correction factor
}).rename('SAVI');
Map.addLayer(savi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'SAVI');

// Import the NASA-USDA Global Soil Moisture Data
var soilMoisture = ee.ImageCollection('NASA_USDA/HSL/soil_moisture');

// Filter the collection to a specific time period
var startDate = '2021-02-01';
var endDate = '2021-02-28';
soilMoisture = soilMoisture.filterDate(startDate, endDate);

// Select the 'ssm' band which represents surface soil moisture
soilMoisture = soilMoisture.select('ssm');

// Clip the soil moisture data to your area of interest
soilMoisture = soilMoisture.map(function(image) {
  return image.clip(aoi);
});

// Calculate the average soil moisture
var avgSoilMoisture = soilMoisture.mean();

// Display the average soil moisture
Map.addLayer(avgSoilMoisture, {min: 0, max: 100, palette: ['red', 'orange', 'yellow']}, 'Average Soil Moisture');

// Replace with your bucket name
var bucket = 'soil_moisture_43'; 

// Replace with your file name
var fileName = 'unki2021'; 

// Export the image to Cloud Storage
Export.image.toCloudStorage({
  image: image,
  description: 'imageToCloudStorage',
  bucket: bucket,
  fileNamePrefix: fileName,
});
// AUTOMATICALLY GENERATED: location from saved link.
Map.setCenter(30.442997790873903, -18.030821092141828, 8)

// Load the image asset
var image = ee.Image('projects/ee-shingamadzima/assets/zimplats2024');

// Clip the image to your area of interest
var aoi = ee.Geometry.Polygon(
        [[[30.439, -18.026],
          [30.438, -18.032],
          [30.441, -18.037],
          [30.451, -18.029]]], null, false);
var image = image.clip(aoi);

// Resample the image to a common resolution
var image = image.resample('bilinear').reproject({
  crs: image.select(0).projection()
});

// Display the image
Map.centerObject(aoi, 8);
Map.addLayer(image, {bands: ['b1', 'b2', 'b3'], min: 0, max: 255}, 'image');

var ndvi = image.normalizedDifference(['b3', 'b2']).rename('NDVI');
Map.addLayer(ndvi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'NDVI');

var evi = image.expression(
  '2.5 * ((NIR - RED) / (NIR + 6 * RED - 7.5 * BLUE + 1))', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'BLUE': image.select('b1')
}).rename('EVI');
Map.addLayer(evi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'EVI');

var savi = image.expression(
  '((NIR - RED) / (NIR + RED + L)) * (1 + L)', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'L': 0.5  // soil-brightness correction factor
}).rename('SAVI');
Map.addLayer(savi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'SAVI');

// Import the NASA-USDA Global Soil Moisture Data
var soilMoisture = ee.ImageCollection('NASA_USDA/HSL/soil_moisture');

// Filter the collection to a specific time period
var startDate = '2021-02-01';
var endDate = '2021-02-28';
soilMoisture = soilMoisture.filterDate(startDate, endDate);

// Select the 'ssm' band which represents surface soil moisture
soilMoisture = soilMoisture.select('ssm');

// Clip the soil moisture data to your area of interest
soilMoisture = soilMoisture.map(function(image) {
  return image.clip(aoi);
});

// Calculate the average soil moisture
var avgSoilMoisture = soilMoisture.mean();

// Display the average soil moisture
Map.addLayer(avgSoilMoisture, {min: 0, max: 100, palette: ['red', 'orange', 'yellow']}, 'Average Soil Moisture');

// Replace with your bucket name
var bucket = 'soil_moisture_43'; 

// Replace with your file name
var fileName = 'zimplats2024'; 

// Export the image to Cloud Storage
Export.image.toCloudStorage({
  image: image,
  description: 'imageToCloudStorage',
  bucket: bucket,
  fileNamePrefix: fileName,
});
// AUTOMATICALLY GENERATED: location from saved link.
Map.setCenter(29.83500000000896, -20.315000017202834, 8)

// Load the image asset
var image = ee.Image('projects/ee-shingamadzima/assets/mimosa2024');

// Clip the image to your area of interest
var aoi = ee.Geometry.Polygon(
        [[[29.83, -20.31],
          [29.84, -20.31],
          [29.84, -20.32],
          [29.83, -20.32]]], null, false);
var image = image.clip(aoi);

// Resample the image to a common resolution
var image = image.resample('bilinear').reproject({
  crs: image.select(0).projection()
});

// Display the image
Map.centerObject(aoi, 8);
Map.addLayer(image, {bands: ['b1', 'b2', 'b3'], min: 0, max: 255}, 'image');

var ndvi = image.normalizedDifference(['b3', 'b2']).rename('NDVI');
Map.addLayer(ndvi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'NDVI');

var evi = image.expression(
  '2.5 * ((NIR - RED) / (NIR + 6 * RED - 7.5 * BLUE + 1))', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'BLUE': image.select('b1')
}).rename('EVI');
Map.addLayer(evi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'EVI');

var savi = image.expression(
  '((NIR - RED) / (NIR + RED + L)) * (1 + L)', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'L': 0.5  // soil-brightness correction factor
}).rename('SAVI');
Map.addLayer(savi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'SAVI');

// Import the NASA-USDA Global Soil Moisture Data
var soilMoisture = ee.ImageCollection('NASA_USDA/HSL/soil_moisture');

// Select the 'ssm' band which represents surface soil moisture
soilMoisture = soilMoisture.select('ssm');

// Clip the soil moisture data to your area of interest
soilMoisture = soilMoisture.map(function(image) {
  return image.clip(aoi);
});

// Calculate the average soil moisture
var avgSoilMoisture = soilMoisture.mean();

// Display the average soil moisture
Map.addLayer(avgSoilMoisture, {min: 0, max: 100, palette: ['red', 'orange', 'yellow']}, 'Average Soil Moisture');

// Replace with your bucket name
var bucket = 'soil_moisture_43'; 

// Replace with your file name
var fileName = 'mimosa2024'; 

// Export the image to Cloud Storage
Export.image.toCloudStorage({
  image: image,
  description: 'imageToCloudStorage',
  bucket: bucket,
  fileNamePrefix: fileName,
});
// AUTOMATICALLY GENERATED: location from saved link.
Map.setCenter(29.83500000000896, -20.315000017202834, 8)

// Load the image asset
var image = ee.Image('projects/ee-shingamadzima/assets/mimosa2024');

// Clip the image to your area of interest
var aoi = ee.Geometry.Polygon(
        [[[29.83, -20.31],
          [29.84, -20.31],
          [29.84, -20.32],
          [29.83, -20.32]]], null, false);
var image = image.clip(aoi);

// Resample the image to a common resolution
var image = image.resample('bilinear').reproject({
  crs: image.select(0).projection()
});

// Display the image
Map.centerObject(aoi, 8);
Map.addLayer(image, {bands: ['b1', 'b2', 'b3'], min: 0, max: 255}, 'image');

var ndvi = image.normalizedDifference(['b3', 'b2']).rename('NDVI');
Map.addLayer(ndvi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'NDVI');

var evi = image.expression(
  '2.5 * ((NIR - RED) / (NIR + 6 * RED - 7.5 * BLUE + 1))', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'BLUE': image.select('b1')
}).rename('EVI');
Map.addLayer(evi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'EVI');

var savi = image.expression(
  '((NIR - RED) / (NIR + RED + L)) * (1 + L)', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'L': 0.5  // soil-brightness correction factor
}).rename('SAVI');
Map.addLayer(savi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'SAVI');

// Import the NASA-USDA Global Soil Moisture Data
var soilMoisture = ee.ImageCollection('NASA_USDA/HSL/soil_moisture');

// Filter the collection to a specific time period
var startDate = '2024-02-01';
var endDate = '2024-02-29';
soilMoisture = soilMoisture.filterDate(startDate, endDate);

// Select the 'ssm' band which represents surface soil moisture
soilMoisture = soilMoisture.select('ssm');

// Clip the soil moisture data to your area of interest
soilMoisture = soilMoisture.map(function(image) {
  return image.clip(aoi);
});

// Calculate the average soil moisture
var avgSoilMoisture = soilMoisture.mean();

// Display the average soil moisture
Map.addLayer(avgSoilMoisture, {min: 0, max: 100, palette: ['red', 'orange', 'yellow']}, 'Average Soil Moisture');

// Replace with your bucket name
var bucket = 'soil_moisture_43'; 

// Replace with your file name
var fileName = 'mimosa2024'; 

// Export the image to Cloud Storage
Export.image.toCloudStorage({
  image: image,
  description: 'imageToCloudStorage',
  bucket: bucket,
  fileNamePrefix: fileName,
});
// AUTOMATICALLY GENERATED: location from saved link.
Map.setCenter(30.094999999943695, -19.624500002212624, 8)

// Load the image asset
var image = ee.Image('projects/ee-scm/assets/unki2021');

// Clip the image to your area of interest
var aoi = ee.Geometry.Polygon(
        [[[30.094, -19.625],
          [30.096, -19.625],
          [30.096, -19.624],
          [30.094, -19.624]]], null, false);
var image = image.clip(aoi);

// Resample the image to a common resolution
var image = image.resample('bilinear').reproject({
  crs: image.select(0).projection()
});

// Display the image
Map.centerObject(aoi, 8);
Map.addLayer(image, {bands: ['b1', 'b2', 'b3'], min: 0, max: 255}, 'image');

var ndvi = image.normalizedDifference(['b3', 'b2']).rename('NDVI');
Map.addLayer(ndvi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'NDVI');

var evi = image.expression(
  '2.5 * ((NIR - RED) / (NIR + 6 * RED - 7.5 * BLUE + 1))', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'BLUE': image.select('b1')
}).rename('EVI');
Map.addLayer(evi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'EVI');

var savi = image.expression(
  '((NIR - RED) / (NIR + RED + L)) * (1 + L)', {
    'NIR': image.select('b3'),
    'RED': image.select('b2'),
    'L': 0.5  // soil-brightness correction factor
}).rename('SAVI');
Map.addLayer(savi, {min: -1, max: 1, palette: ['blue', 'white', 'green']}, 'SAVI');

// Import the NASA-USDA Global Soil Moisture Data
var soilMoisture = ee.ImageCollection('NASA_USDA/HSL/soil_moisture');

// Filter the collection to a specific time period
var startDate = '2021-02-01';
var endDate = '2021-02-28';
soilMoisture = soilMoisture.filterDate(startDate, endDate);

// Select the 'ssm' band which represents surface soil moisture
soilMoisture = soilMoisture.select('ssm');

// Clip the soil moisture data to your area of interest
var aoi = ee.Geometry.Polygon(
        [[[30.094, -19.625],
          [30.096, -19.625],
          [30.096, -19.624],
          [30.094, -19.624]]], null, false);
soilMoisture = soilMoisture.map(function(image) {
  return image.clip(aoi);
});

// Display the soil moisture data
Map.centerObject(aoi, 8);
Map.addLayer(soilMoisture.mean(), {min: 0, max: 100}, 'Soil Moisture');

// Replace with your bucket name
var bucket = 'soil_moisture_43'; 

// Replace with your file name
var fileName = 'unki2021'; 

// Export the image to Cloud Storage
Export.image.toCloudStorage({
  image: image,
  description: 'imageToCloudStorage',
  bucket: bucket,
  fileNamePrefix: fileName,
});