Visualizing Global Land Cover#

The Global Land Cover 30m product is a powerful dataset for global land cover change monitoring
See https://gee-community-catalog.org/tutorials/examples/glc_fcs30d_lulc for source documentation

Licensed under the Apache License, Version 2.0 (the “License”); you may not use this file except in compliance with the License. You may obtain a copy of the License at

http://www.apache.org/licenses/LICENSE-2.0

Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an “AS IS” BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.

try:
    import  geeViz.geeView as geeView
except:
    !python -m pip install geeViz
    import  geeViz.geeView as geeView

ee = geeView.ee
Map = geeView.Map

print('done')

Initializing GEE
Cached project id file path: C:\Users\ihousman\.config\earthengine\credentials.proj_id
Cached project id: lcms-292214
Successfully initialized
geeViz package folder: c:\Users\ihousman\AppData\Local\Programs\Python\Python311\Lib\site-packages\geeViz
done

Make a basic viewer#

This is a slight adaptation of the example provided here: https://gee-community-catalog.org/tutorials/examples/glc_fcs30d_lulc/#steps
geeViz will automatically generate legends and query lookups using "autoViz" : True in the visualization params
Double-clicking on the map will show the values for the pixel you clicked on

Map.clearMap()
Map.port = 1234
# Specify projection to use for zonal summaries and map querying
# Be sure to leave one of scale or transform as None
crs= 'EPSG:4326'
transform = None
scale = 30


Map.setQueryCRS(crs)
if transform == None:
    Map.setQueryScale(scale)
else:
    Map.setQueryTransform(transform)
Map.clearMapLayers()

####################################################################
# Adapted from: https://gee-community-catalog.org/tutorials/examples/glc_fcs30d_lulc/#steps
annual = ee.ImageCollection('projects/sat-io/open-datasets/GLC-FCS30D/annual')



# Five-Yearly data for 1985-90, 1990-95 and 1995-2000
fiveyear = ee.ImageCollection('projects/sat-io/open-datasets/GLC-FCS30D/five-years-map')

# Classification scheme has 36 classes (35 landcover classes and 1 fill value)
classValues = [10, 11, 12, 20, 51, 52, 61, 62, 71, 72, 81, 82, 91, 92, 120, 121, 122, 130, 140, 150, 152, 153, 181, 182, 183, 184, 185, 186, 187, 190, 200, 201, 202, 210, 220, 0]
classNames = ['Rainfed_cropland', 'Herbaceous_cover_cropland', 'Tree_or_shrub_cover_cropland', 'Irrigated_cropland', 'Open_evergreen_broadleaved_forest', 'Closed_evergreen_broadleaved_forest', 'Open_deciduous_broadleaved_forest', 'Closed_deciduous_broadleaved_forest', 'Open_evergreen_needle_leaved_forest', 'Closed_evergreen_needle_leaved_forest', 'Open_deciduous_needle_leaved_forest', 'Closed_deciduous_needle_leaved_forest', 'Open_mixed_leaf_forest', 'Closed_mixed_leaf_forest', 'Shrubland', 'Evergreen_shrubland', 'Deciduous_shrubland', 'Grassland', 'Lichens_and_mosses', 'Sparse_vegetation', 'Sparse_shrubland', 'Sparse_herbaceous', 'Swamp', 'Marsh', 'Flooded_flat', 'Saline', 'Mangrove', 'Salt_marsh', 'Tidal_flat', 'Impervious_surfaces', 'Bare_areas', 'Consolidated_bare_areas', 'Unconsolidated_bare_areas', 'Water_body', 'Permanent_ice_and_snow', 'Filled_value']
classColors = ['ffff64', 'ffff64', 'ffff00', 'aaf0f0', '4c7300', '006400', 'a8c800', '00a000', '005000', '003c00', '286400', '285000', 'a0b432', '788200', '966400', '964b00', '966400', 'ffb432', 'ffdcd2', 'ffebaf', 'ffd278', 'ffebaf', '00a884', '73ffdf', '9ebb3b', '828282', 'f57ab6', '66cdab', '444f89', 'c31400', 'fff5d7', 'dcdcdc', 'fff5d7', '0046c8', 'ffffff', 'ffffff']

# Mosaic the data into a single image
annualMosaic = annual.mosaic()
fiveYearMosaic = fiveyear.mosaic()

# Rename bands from b1, b2, etc. to 2000, 2001, etc.
fiveYearsList = ee.List.sequence(1985, 1995, 5).map(lambda year:ee.Number(year).format('%04d') )
fiveyearMosaicRenamed = fiveYearMosaic.rename(fiveYearsList)
yearsList = ee.List.sequence(2000, 2022).map(lambda year: ee.Number(year).format('%04d'))
annualMosaicRenamed = annualMosaic.rename(yearsList)
years = fiveYearsList.cat(yearsList).getInfo()

# Convert the multiband image to an ImageCollection
def getFiveYear(year):
    date = ee.Date.fromYMD(ee.Number.parse(year), 1, 1)
    return fiveyearMosaicRenamed.select([year]).set({'system:time_start': date.millis(), 'system:index': year, 'year': ee.Number.parse(year)})
fiveYearlyMosaics = fiveYearsList.map(getFiveYear)

def getAnnualYear(year):
    date = ee.Date.fromYMD(ee.Number.parse(year), 1, 1)
    return annualMosaicRenamed.select([year]).set({'system:time_start': date.millis(), 'system:index': year, 'year': ee.Number.parse(year)})
yearlyMosaics = yearsList.map(getAnnualYear)

allMosaics = fiveYearlyMosaics.cat(yearlyMosaics)
mosaicsCol = ee.ImageCollection.fromImages(allMosaics)

# Set up viz properties
out_band_name = "lulc"


# Function to convert a given band into a time-enabled image object
def setupLulc(img):
    img = img.set(
        {
            f"{out_band_name}_class_names": classNames,
            f"{out_band_name}_class_palette": classColors,
            f"{out_band_name}_class_values": classValues,
        }
    )
    return img

# Rename band and set the properties for visualization
landcoverCol = mosaicsCol.select([0],[out_band_name]).map(setupLulc)

print('Pre-processed Collection', landcoverCol.getInfo())


# Visualize the most common class
Map.addLayer(landcoverCol, {'reducer':ee.Reducer.mode(),'autoViz':True}, 'Global Land Cover' )

# Querying the data by double-clicking on the map will show the full time series of values
Map.turnOnInspector()
Map.view()

Setting click query crs to: EPSG:4326
Setting click query scale to: 30
Pre-processed Collection {'type': 'ImageCollection', 'bands': [], 'features': [{'type': 'Image', 'bands': [{'id': 'lulc', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': 0, 'max': 255}, 'crs': 'EPSG:4326', 'crs_transform': [1, 0, 0, 0, 1, 0]}], 'properties': {'lulc_class_values': [10, 11, 12, 20, 51, 52, 61, 62, 71, 72, 81, 82, 91, 92, 120, 121, 122, 130, 140, 150, 152, 153, 181, 182, 183, 184, 185, 186, 187, 190, 200, 201, 202, 210, 220, 0], 'system:time_start': 473385600000, 'lulc_class_names': ['Rainfed_cropland', 'Herbaceous_cover_cropland', 'Tree_or_shrub_cover_cropland', 'Irrigated_cropland', 'Open_evergreen_broadleaved_forest', 'Closed_evergreen_broadleaved_forest', 'Open_deciduous_broadleaved_forest', 'Closed_deciduous_broadleaved_forest', 'Open_evergreen_needle_leaved_forest', 'Closed_evergreen_needle_leaved_forest', 'Open_deciduous_needle_leaved_forest', 'Closed_deciduous_needle_leaved_forest', 'Open_mixed_leaf_forest', 'Closed_mixed_leaf_forest', 'Shrubland', 'Evergreen_shrubland', 'Deciduous_shrubland', 'Grassland', 'Lichens_and_mosses', 'Sparse_vegetation', 'Sparse_shrubland', 'Sparse_herbaceous', 'Swamp', 'Marsh', 'Flooded_flat', 'Saline', 'Mangrove', 'Salt_marsh', 'Tidal_flat', 'Impervious_surfaces', 'Bare_areas', 'Consolidated_bare_areas', 'Unconsolidated_bare_areas', 'Water_body', 'Permanent_ice_and_snow', 'Filled_value'], 'lulc_class_palette': ['ffff64', 'ffff64', 'ffff00', 'aaf0f0', '4c7300', '006400', 'a8c800', '00a000', '005000', '003c00', '286400', '285000', 'a0b432', '788200', '966400', '964b00', '966400', 'ffb432', 'ffdcd2', 'ffebaf', 'ffd278', 'ffebaf', '00a884', '73ffdf', '9ebb3b', '828282', 'f57ab6', '66cdab', '444f89', 'c31400', 'fff5d7', 'dcdcdc', 'fff5d7', '0046c8', 'ffffff', 'ffffff'], 'year': 1985, 'system:index': '1985'}}, {'type': 'Image', 'bands': [{'id': 'lulc', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': 0, 'max': 255}, 'crs': 'EPSG:4326', 'crs_transform': [1, 0, 0, 0, 1, 0]}], 'properties': {'lulc_class_values': [10, 11, 12, 20, 51, 52, 61, 62, 71, 72, 81, 82, 91, 92, 120, 121, 122, 130, 140, 150, 152, 153, 181, 182, 183, 184, 185, 186, 187, 190, 200, 201, 202, 210, 220, 0], 'system:time_start': 631152000000, 'lulc_class_names': ['Rainfed_cropland', 'Herbaceous_cover_cropland', 'Tree_or_shrub_cover_cropland', 'Irrigated_cropland', 'Open_evergreen_broadleaved_forest', 'Closed_evergreen_broadleaved_forest', 'Open_deciduous_broadleaved_forest', 'Closed_deciduous_broadleaved_forest', 'Open_evergreen_needle_leaved_forest', 'Closed_evergreen_needle_leaved_forest', 'Open_deciduous_needle_leaved_forest', 'Closed_deciduous_needle_leaved_forest', 'Open_mixed_leaf_forest', 'Closed_mixed_leaf_forest', 'Shrubland', 'Evergreen_shrubland', 'Deciduous_shrubland', 'Grassland', 'Lichens_and_mosses', 'Sparse_vegetation', 'Sparse_shrubland', 'Sparse_herbaceous', 'Swamp', 'Marsh', 'Flooded_flat', 'Saline', 'Mangrove', 'Salt_marsh', 'Tidal_flat', 'Impervious_surfaces', 'Bare_areas', 'Consolidated_bare_areas', 'Unconsolidated_bare_areas', 'Water_body', 'Permanent_ice_and_snow', 'Filled_value'], 'lulc_class_palette': ['ffff64', 'ffff64', 'ffff00', 'aaf0f0', '4c7300', '006400', 'a8c800', '00a000', '005000', '003c00', '286400', '285000', 'a0b432', '788200', '966400', '964b00', '966400', 'ffb432', 'ffdcd2', 'ffebaf', 'ffd278', 'ffebaf', '00a884', '73ffdf', '9ebb3b', '828282', 'f57ab6', '66cdab', '444f89', 'c31400', 'fff5d7', 'dcdcdc', 'fff5d7', '0046c8', 'ffffff', 'ffffff'], 'year': 1990, 'system:index': '1990'}}, {'type': 'Image', 'bands': [{'id': 'lulc', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': 0, 'max': 255}, 'crs': 'EPSG:4326', 'crs_transform': [1, 0, 0, 0, 1, 0]}], 'properties': {'lulc_class_values': [10, 11, 12, 20, 51, 52, 61, 62, 71, 72, 81, 82, 91, 92, 120, 121, 122, 130, 140, 150, 152, 153, 181, 182, 183, 184, 185, 186, 187, 190, 200, 201, 202, 210, 220, 0], 'system:time_start': 788918400000, 'lulc_class_names': ['Rainfed_cropland', 'Herbaceous_cover_cropland', 'Tree_or_shrub_cover_cropland', 'Irrigated_cropland', 'Open_evergreen_broadleaved_forest', 'Closed_evergreen_broadleaved_forest', 'Open_deciduous_broadleaved_forest', 'Closed_deciduous_broadleaved_forest', 'Open_evergreen_needle_leaved_forest', 'Closed_evergreen_needle_leaved_forest', 'Open_deciduous_needle_leaved_forest', 'Closed_deciduous_needle_leaved_forest', 'Open_mixed_leaf_forest', 'Closed_mixed_leaf_forest', 'Shrubland', 'Evergreen_shrubland', 'Deciduous_shrubland', 'Grassland', 'Lichens_and_mosses', 'Sparse_vegetation', 'Sparse_shrubland', 'Sparse_herbaceous', 'Swamp', 'Marsh', 'Flooded_flat', 'Saline', 'Mangrove', 'Salt_marsh', 'Tidal_flat', 'Impervious_surfaces', 'Bare_areas', 'Consolidated_bare_areas', 'Unconsolidated_bare_areas', 'Water_body', 'Permanent_ice_and_snow', 'Filled_value'], 'lulc_class_palette': ['ffff64', 'ffff64', 'ffff00', 'aaf0f0', '4c7300', '006400', 'a8c800', '00a000', '005000', '003c00', '286400', '285000', 'a0b432', '788200', '966400', '964b00', '966400', 'ffb432', 'ffdcd2', 'ffebaf', 'ffd278', 'ffebaf', '00a884', '73ffdf', '9ebb3b', '828282', 'f57ab6', '66cdab', '444f89', 'c31400', 'fff5d7', 'dcdcdc', 'fff5d7', '0046c8', 'ffffff', 'ffffff'], 'year': 1995, 'system:index': '1995'}}, {'type': 'Image', 'bands': [{'id': 'lulc', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': 0, 'max': 255}, 'crs': 'EPSG:4326', 'crs_transform': [1, 0, 0, 0, 1, 0]}], 'properties': {'lulc_class_values': [10, 11, 12, 20, 51, 52, 61, 62, 71, 72, 81, 82, 91, 92, 120, 121, 122, 130, 140, 150, 152, 153, 181, 182, 183, 184, 185, 186, 187, 190, 200, 201, 202, 210, 220, 0], 'system:time_start': 946684800000, 'lulc_class_names': ['Rainfed_cropland', 'Herbaceous_cover_cropland', 'Tree_or_shrub_cover_cropland', 'Irrigated_cropland', 'Open_evergreen_broadleaved_forest', 'Closed_evergreen_broadleaved_forest', 'Open_deciduous_broadleaved_forest', 'Closed_deciduous_broadleaved_forest', 'Open_evergreen_needle_leaved_forest', 'Closed_evergreen_needle_leaved_forest', 'Open_deciduous_needle_leaved_forest', 'Closed_deciduous_needle_leaved_forest', 'Open_mixed_leaf_forest', 'Closed_mixed_leaf_forest', 'Shrubland', 'Evergreen_shrubland', 'Deciduous_shrubland', 'Grassland', 'Lichens_and_mosses', 'Sparse_vegetation', 'Sparse_shrubland', 'Sparse_herbaceous', 'Swamp', 'Marsh', 'Flooded_flat', 'Saline', 'Mangrove', 'Salt_marsh', 'Tidal_flat', 'Impervious_surfaces', 'Bare_areas', 'Consolidated_bare_areas', 'Unconsolidated_bare_areas', 'Water_body', 'Permanent_ice_and_snow', 'Filled_value'], 'lulc_class_palette': ['ffff64', 'ffff64', 'ffff00', 'aaf0f0', '4c7300', '006400', 'a8c800', '00a000', '005000', '003c00', '286400', '285000', 'a0b432', '788200', '966400', '964b00', '966400', 'ffb432', 'ffdcd2', 'ffebaf', 'ffd278', 'ffebaf', '00a884', '73ffdf', '9ebb3b', '828282', 'f57ab6', '66cdab', '444f89', 'c31400', 'fff5d7', 'dcdcdc', 'fff5d7', '0046c8', 'ffffff', 'ffffff'], 'year': 2000, 'system:index': '2000'}}, {'type': 'Image', 'bands': [{'id': 'lulc', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': 0, 'max': 255}, 'crs': 'EPSG:4326', 'crs_transform': [1, 0, 0, 0, 1, 0]}], 'properties': {'lulc_class_values': [10, 11, 12, 20, 51, 52, 61, 62, 71, 72, 81, 82, 91, 92, 120, 121, 122, 130, 140, 150, 152, 153, 181, 182, 183, 184, 185, 186, 187, 190, 200, 201, 202, 210, 220, 0], 'system:time_start': 978307200000, 'lulc_class_names': ['Rainfed_cropland', 'Herbaceous_cover_cropland', 'Tree_or_shrub_cover_cropland', 'Irrigated_cropland', 'Open_evergreen_broadleaved_forest', 'Closed_evergreen_broadleaved_forest', 'Open_deciduous_broadleaved_forest', 'Closed_deciduous_broadleaved_forest', 'Open_evergreen_needle_leaved_forest', 'Closed_evergreen_needle_leaved_forest', 'Open_deciduous_needle_leaved_forest', 'Closed_deciduous_needle_leaved_forest', 'Open_mixed_leaf_forest', 'Closed_mixed_leaf_forest', 'Shrubland', 'Evergreen_shrubland', 'Deciduous_shrubland', 'Grassland', 'Lichens_and_mosses', 'Sparse_vegetation', 'Sparse_shrubland', 'Sparse_herbaceous', 'Swamp', 'Marsh', 'Flooded_flat', 'Saline', 'Mangrove', 'Salt_marsh', 'Tidal_flat', 'Impervious_surfaces', 'Bare_areas', 'Consolidated_bare_areas', 'Unconsolidated_bare_areas', 'Water_body', 'Permanent_ice_and_snow', 'Filled_value'], 'lulc_class_palette': ['ffff64', 'ffff64', 'ffff00', 'aaf0f0', '4c7300', '006400', 'a8c800', '00a000', '005000', '003c00', '286400', '285000', 'a0b432', '788200', '966400', '964b00', '966400', 'ffb432', 'ffdcd2', 'ffebaf', 'ffd278', 'ffebaf', '00a884', '73ffdf', '9ebb3b', '828282', 'f57ab6', '66cdab', '444f89', 'c31400', 'fff5d7', 'dcdcdc', 'fff5d7', '0046c8', 'ffffff', 'ffffff'], 'year': 2001, 'system:index': '2001'}}, {'type': 'Image', 'bands': [{'id': 'lulc', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': 0, 'max': 255}, 'crs': 'EPSG:4326', 'crs_transform': [1, 0, 0, 0, 1, 0]}], 'properties': {'lulc_class_values': [10, 11, 12, 20, 51, 52, 61, 62, 71, 72, 81, 82, 91, 92, 120, 121, 122, 130, 140, 150, 152, 153, 181, 182, 183, 184, 185, 186, 187, 190, 200, 201, 202, 210, 220, 0], 'system:time_start': 1009843200000, 'lulc_class_names': ['Rainfed_cropland', 'Herbaceous_cover_cropland', 'Tree_or_shrub_cover_cropland', 'Irrigated_cropland', 'Open_evergreen_broadleaved_forest', 'Closed_evergreen_broadleaved_forest', 'Open_deciduous_broadleaved_forest', 'Closed_deciduous_broadleaved_forest', 'Open_evergreen_needle_leaved_forest', 'Closed_evergreen_needle_leaved_forest', 'Open_deciduous_needle_leaved_forest', 'Closed_deciduous_needle_leaved_forest', 'Open_mixed_leaf_forest', 'Closed_mixed_leaf_forest', 'Shrubland', 'Evergreen_shrubland', 'Deciduous_shrubland', 'Grassland', 'Lichens_and_mosses', 'Sparse_vegetation', 'Sparse_shrubland', 'Sparse_herbaceous', 'Swamp', 'Marsh', 'Flooded_flat', 'Saline', 'Mangrove', 'Salt_marsh', 'Tidal_flat', 'Impervious_surfaces', 'Bare_areas', 'Consolidated_bare_areas', 'Unconsolidated_bare_areas', 'Water_body', 'Permanent_ice_and_snow', 'Filled_value'], 'lulc_class_palette': ['ffff64', 'ffff64', 'ffff00', 'aaf0f0', '4c7300', '006400', 'a8c800', '00a000', '005000', '003c00', '286400', '285000', 'a0b432', '788200', '966400', '964b00', '966400', 'ffb432', 'ffdcd2', 'ffebaf', 'ffd278', 'ffebaf', '00a884', '73ffdf', '9ebb3b', '828282', 'f57ab6', '66cdab', '444f89', 'c31400', 'fff5d7', 'dcdcdc', 'fff5d7', '0046c8', 'ffffff', 'ffffff'], 'year': 2002, 'system:index': '2002'}}, {'type': 'Image', 'bands': [{'id': 'lulc', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': 0, 'max': 255}, 'crs': 'EPSG:4326', 'crs_transform': [1, 0, 0, 0, 1, 0]}], 'properties': {'lulc_class_values': [10, 11, 12, 20, 51, 52, 61, 62, 71, 72, 81, 82, 91, 92, 120, 121, 122, 130, 140, 150, 152, 153, 181, 182, 183, 184, 185, 186, 187, 190, 200, 201, 202, 210, 220, 0], 'system:time_start': 1041379200000, 'lulc_class_names': ['Rainfed_cropland', 'Herbaceous_cover_cropland', 'Tree_or_shrub_cover_cropland', 'Irrigated_cropland', 'Open_evergreen_broadleaved_forest', 'Closed_evergreen_broadleaved_forest', 'Open_deciduous_broadleaved_forest', 'Closed_deciduous_broadleaved_forest', 'Open_evergreen_needle_leaved_forest', 'Closed_evergreen_needle_leaved_forest', 'Open_deciduous_needle_leaved_forest', 'Closed_deciduous_needle_leaved_forest', 'Open_mixed_leaf_forest', 'Closed_mixed_leaf_forest', 'Shrubland', 'Evergreen_shrubland', 'Deciduous_shrubland', 'Grassland', 'Lichens_and_mosses', 'Sparse_vegetation', 'Sparse_shrubland', 'Sparse_herbaceous', 'Swamp', 'Marsh', 'Flooded_flat', 'Saline', 'Mangrove', 'Salt_marsh', 'Tidal_flat', 'Impervious_surfaces', 'Bare_areas', 'Consolidated_bare_areas', 'Unconsolidated_bare_areas', 'Water_body', 'Permanent_ice_and_snow', 'Filled_value'], 'lulc_class_palette': ['ffff64', 'ffff64', 'ffff00', 'aaf0f0', '4c7300', '006400', 'a8c800', '00a000', '005000', '003c00', '286400', '285000', 'a0b432', '788200', '966400', '964b00', '966400', 'ffb432', 'ffdcd2', 'ffebaf', 'ffd278', 'ffebaf', '00a884', '73ffdf', '9ebb3b', '828282', 'f57ab6', '66cdab', '444f89', 'c31400', 'fff5d7', 'dcdcdc', 'fff5d7', '0046c8', 'ffffff', 'ffffff'], 'year': 2003, 'system:index': '2003'}}, {'type': 'Image', 'bands': [{'id': 'lulc', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': 0, 'max': 255}, 'crs': 'EPSG:4326', 'crs_transform': [1, 0, 0, 0, 1, 0]}], 'properties': {'lulc_class_values': [10, 11, 12, 20, 51, 52, 61, 62, 71, 72, 81, 82, 91, 92, 120, 121, 122, 130, 140, 150, 152, 153, 181, 182, 183, 184, 185, 186, 187, 190, 200, 201, 202, 210, 220, 0], 'system:time_start': 1072915200000, 'lulc_class_names': ['Rainfed_cropland', 'Herbaceous_cover_cropland', 'Tree_or_shrub_cover_cropland', 'Irrigated_cropland', 'Open_evergreen_broadleaved_forest', 'Closed_evergreen_broadleaved_forest', 'Open_deciduous_broadleaved_forest', 'Closed_deciduous_broadleaved_forest', 'Open_evergreen_needle_leaved_forest', 'Closed_evergreen_needle_leaved_forest', 'Open_deciduous_needle_leaved_forest', 'Closed_deciduous_needle_leaved_forest', 'Open_mixed_leaf_forest', 'Closed_mixed_leaf_forest', 'Shrubland', 'Evergreen_shrubland', 'Deciduous_shrubland', 'Grassland', 'Lichens_and_mosses', 'Sparse_vegetation', 'Sparse_shrubland', 'Sparse_herbaceous', 'Swamp', 'Marsh', 'Flooded_flat', 'Saline', 'Mangrove', 'Salt_marsh', 'Tidal_flat', 'Impervious_surfaces', 'Bare_areas', 'Consolidated_bare_areas', 'Unconsolidated_bare_areas', 'Water_body', 'Permanent_ice_and_snow', 'Filled_value'], 'lulc_class_palette': ['ffff64', 'ffff64', 'ffff00', 'aaf0f0', '4c7300', '006400', 'a8c800', '00a000', '005000', '003c00', '286400', '285000', 'a0b432', '788200', '966400', '964b00', '966400', 'ffb432', 'ffdcd2', 'ffebaf', 'ffd278', 'ffebaf', '00a884', '73ffdf', '9ebb3b', '828282', 'f57ab6', '66cdab', '444f89', 'c31400', 'fff5d7', 'dcdcdc', 'fff5d7', '0046c8', 'ffffff', 'ffffff'], 'year': 2004, 'system:index': '2004'}}, {'type': 'Image', 'bands': [{'id': 'lulc', 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'Impervious_surfaces', 'Bare_areas', 'Consolidated_bare_areas', 'Unconsolidated_bare_areas', 'Water_body', 'Permanent_ice_and_snow', 'Filled_value'], 'lulc_class_palette': ['ffff64', 'ffff64', 'ffff00', 'aaf0f0', '4c7300', '006400', 'a8c800', '00a000', '005000', '003c00', '286400', '285000', 'a0b432', '788200', '966400', '964b00', '966400', 'ffb432', 'ffdcd2', 'ffebaf', 'ffd278', 'ffebaf', '00a884', '73ffdf', '9ebb3b', '828282', 'f57ab6', '66cdab', '444f89', 'c31400', 'fff5d7', 'dcdcdc', 'fff5d7', '0046c8', 'ffffff', 'ffffff'], 'year': 2013, 'system:index': '2013'}}, {'type': 'Image', 'bands': [{'id': 'lulc', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': 0, 'max': 255}, 'crs': 'EPSG:4326', 'crs_transform': [1, 0, 0, 0, 1, 0]}], 'properties': {'lulc_class_values': [10, 11, 12, 20, 51, 52, 61, 62, 71, 72, 81, 82, 91, 92, 120, 121, 122, 130, 140, 150, 152, 153, 181, 182, 183, 184, 185, 186, 187, 190, 200, 201, 202, 210, 220, 0], 'system:time_start': 1388534400000, 'lulc_class_names': ['Rainfed_cropland', 'Herbaceous_cover_cropland', 'Tree_or_shrub_cover_cropland', 'Irrigated_cropland', 'Open_evergreen_broadleaved_forest', 'Closed_evergreen_broadleaved_forest', 'Open_deciduous_broadleaved_forest', 'Closed_deciduous_broadleaved_forest', 'Open_evergreen_needle_leaved_forest', 'Closed_evergreen_needle_leaved_forest', 'Open_deciduous_needle_leaved_forest', 'Closed_deciduous_needle_leaved_forest', 'Open_mixed_leaf_forest', 'Closed_mixed_leaf_forest', 'Shrubland', 'Evergreen_shrubland', 'Deciduous_shrubland', 'Grassland', 'Lichens_and_mosses', 'Sparse_vegetation', 'Sparse_shrubland', 'Sparse_herbaceous', 'Swamp', 'Marsh', 'Flooded_flat', 'Saline', 'Mangrove', 'Salt_marsh', 'Tidal_flat', 'Impervious_surfaces', 'Bare_areas', 'Consolidated_bare_areas', 'Unconsolidated_bare_areas', 'Water_body', 'Permanent_ice_and_snow', 'Filled_value'], 'lulc_class_palette': ['ffff64', 'ffff64', 'ffff00', 'aaf0f0', '4c7300', '006400', 'a8c800', '00a000', '005000', '003c00', '286400', '285000', 'a0b432', '788200', '966400', '964b00', '966400', 'ffb432', 'ffdcd2', 'ffebaf', 'ffd278', 'ffebaf', '00a884', '73ffdf', '9ebb3b', '828282', 'f57ab6', '66cdab', '444f89', 'c31400', 'fff5d7', 'dcdcdc', 'fff5d7', '0046c8', 'ffffff', 'ffffff'], 'year': 2014, 'system:index': '2014'}}, {'type': 'Image', 'bands': [{'id': 'lulc', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': 0, 'max': 255}, 'crs': 'EPSG:4326', 'crs_transform': [1, 0, 0, 0, 1, 0]}], 'properties': {'lulc_class_values': [10, 11, 12, 20, 51, 52, 61, 62, 71, 72, 81, 82, 91, 92, 120, 121, 122, 130, 140, 150, 152, 153, 181, 182, 183, 184, 185, 186, 187, 190, 200, 201, 202, 210, 220, 0], 'system:time_start': 1420070400000, 'lulc_class_names': ['Rainfed_cropland', 'Herbaceous_cover_cropland', 'Tree_or_shrub_cover_cropland', 'Irrigated_cropland', 'Open_evergreen_broadleaved_forest', 'Closed_evergreen_broadleaved_forest', 'Open_deciduous_broadleaved_forest', 'Closed_deciduous_broadleaved_forest', 'Open_evergreen_needle_leaved_forest', 'Closed_evergreen_needle_leaved_forest', 'Open_deciduous_needle_leaved_forest', 'Closed_deciduous_needle_leaved_forest', 'Open_mixed_leaf_forest', 'Closed_mixed_leaf_forest', 'Shrubland', 'Evergreen_shrubland', 'Deciduous_shrubland', 'Grassland', 'Lichens_and_mosses', 'Sparse_vegetation', 'Sparse_shrubland', 'Sparse_herbaceous', 'Swamp', 'Marsh', 'Flooded_flat', 'Saline', 'Mangrove', 'Salt_marsh', 'Tidal_flat', 'Impervious_surfaces', 'Bare_areas', 'Consolidated_bare_areas', 'Unconsolidated_bare_areas', 'Water_body', 'Permanent_ice_and_snow', 'Filled_value'], 'lulc_class_palette': ['ffff64', 'ffff64', 'ffff00', 'aaf0f0', '4c7300', '006400', 'a8c800', '00a000', '005000', '003c00', '286400', '285000', 'a0b432', '788200', '966400', '964b00', '966400', 'ffb432', 'ffdcd2', 'ffebaf', 'ffd278', 'ffebaf', '00a884', '73ffdf', '9ebb3b', '828282', 'f57ab6', '66cdab', '444f89', 'c31400', 'fff5d7', 'dcdcdc', 'fff5d7', '0046c8', 'ffffff', 'ffffff'], 'year': 2015, 'system:index': '2015'}}, {'type': 'Image', 'bands': [{'id': 'lulc', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': 0, 'max': 255}, 'crs': 'EPSG:4326', 'crs_transform': [1, 0, 0, 0, 1, 0]}], 'properties': {'lulc_class_values': [10, 11, 12, 20, 51, 52, 61, 62, 71, 72, 81, 82, 91, 92, 120, 121, 122, 130, 140, 150, 152, 153, 181, 182, 183, 184, 185, 186, 187, 190, 200, 201, 202, 210, 220, 0], 'system:time_start': 1451606400000, 'lulc_class_names': ['Rainfed_cropland', 'Herbaceous_cover_cropland', 'Tree_or_shrub_cover_cropland', 'Irrigated_cropland', 'Open_evergreen_broadleaved_forest', 'Closed_evergreen_broadleaved_forest', 'Open_deciduous_broadleaved_forest', 'Closed_deciduous_broadleaved_forest', 'Open_evergreen_needle_leaved_forest', 'Closed_evergreen_needle_leaved_forest', 'Open_deciduous_needle_leaved_forest', 'Closed_deciduous_needle_leaved_forest', 'Open_mixed_leaf_forest', 'Closed_mixed_leaf_forest', 'Shrubland', 'Evergreen_shrubland', 'Deciduous_shrubland', 'Grassland', 'Lichens_and_mosses', 'Sparse_vegetation', 'Sparse_shrubland', 'Sparse_herbaceous', 'Swamp', 'Marsh', 'Flooded_flat', 'Saline', 'Mangrove', 'Salt_marsh', 'Tidal_flat', 'Impervious_surfaces', 'Bare_areas', 'Consolidated_bare_areas', 'Unconsolidated_bare_areas', 'Water_body', 'Permanent_ice_and_snow', 'Filled_value'], 'lulc_class_palette': ['ffff64', 'ffff64', 'ffff00', 'aaf0f0', '4c7300', '006400', 'a8c800', '00a000', '005000', '003c00', '286400', '285000', 'a0b432', '788200', '966400', '964b00', '966400', 'ffb432', 'ffdcd2', 'ffebaf', 'ffd278', 'ffebaf', '00a884', '73ffdf', '9ebb3b', '828282', 'f57ab6', '66cdab', '444f89', 'c31400', 'fff5d7', 'dcdcdc', 'fff5d7', '0046c8', 'ffffff', 'ffffff'], 'year': 2016, 'system:index': '2016'}}, {'type': 'Image', 'bands': [{'id': 'lulc', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': 0, 'max': 255}, 'crs': 'EPSG:4326', 'crs_transform': [1, 0, 0, 0, 1, 0]}], 'properties': {'lulc_class_values': [10, 11, 12, 20, 51, 52, 61, 62, 71, 72, 81, 82, 91, 92, 120, 121, 122, 130, 140, 150, 152, 153, 181, 182, 183, 184, 185, 186, 187, 190, 200, 201, 202, 210, 220, 0], 'system:time_start': 1483228800000, 'lulc_class_names': ['Rainfed_cropland', 'Herbaceous_cover_cropland', 'Tree_or_shrub_cover_cropland', 'Irrigated_cropland', 'Open_evergreen_broadleaved_forest', 'Closed_evergreen_broadleaved_forest', 'Open_deciduous_broadleaved_forest', 'Closed_deciduous_broadleaved_forest', 'Open_evergreen_needle_leaved_forest', 'Closed_evergreen_needle_leaved_forest', 'Open_deciduous_needle_leaved_forest', 'Closed_deciduous_needle_leaved_forest', 'Open_mixed_leaf_forest', 'Closed_mixed_leaf_forest', 'Shrubland', 'Evergreen_shrubland', 'Deciduous_shrubland', 'Grassland', 'Lichens_and_mosses', 'Sparse_vegetation', 'Sparse_shrubland', 'Sparse_herbaceous', 'Swamp', 'Marsh', 'Flooded_flat', 'Saline', 'Mangrove', 'Salt_marsh', 'Tidal_flat', 'Impervious_surfaces', 'Bare_areas', 'Consolidated_bare_areas', 'Unconsolidated_bare_areas', 'Water_body', 'Permanent_ice_and_snow', 'Filled_value'], 'lulc_class_palette': ['ffff64', 'ffff64', 'ffff00', 'aaf0f0', '4c7300', '006400', 'a8c800', '00a000', '005000', '003c00', '286400', '285000', 'a0b432', '788200', '966400', '964b00', '966400', 'ffb432', 'ffdcd2', 'ffebaf', 'ffd278', 'ffebaf', '00a884', '73ffdf', '9ebb3b', '828282', 'f57ab6', '66cdab', '444f89', 'c31400', 'fff5d7', 'dcdcdc', 'fff5d7', '0046c8', 'ffffff', 'ffffff'], 'year': 2017, 'system:index': '2017'}}, {'type': 'Image', 'bands': [{'id': 'lulc', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': 0, 'max': 255}, 'crs': 'EPSG:4326', 'crs_transform': [1, 0, 0, 0, 1, 0]}], 'properties': {'lulc_class_values': [10, 11, 12, 20, 51, 52, 61, 62, 71, 72, 81, 82, 91, 92, 120, 121, 122, 130, 140, 150, 152, 153, 181, 182, 183, 184, 185, 186, 187, 190, 200, 201, 202, 210, 220, 0], 'system:time_start': 1514764800000, 'lulc_class_names': ['Rainfed_cropland', 'Herbaceous_cover_cropland', 'Tree_or_shrub_cover_cropland', 'Irrigated_cropland', 'Open_evergreen_broadleaved_forest', 'Closed_evergreen_broadleaved_forest', 'Open_deciduous_broadleaved_forest', 'Closed_deciduous_broadleaved_forest', 'Open_evergreen_needle_leaved_forest', 'Closed_evergreen_needle_leaved_forest', 'Open_deciduous_needle_leaved_forest', 'Closed_deciduous_needle_leaved_forest', 'Open_mixed_leaf_forest', 'Closed_mixed_leaf_forest', 'Shrubland', 'Evergreen_shrubland', 'Deciduous_shrubland', 'Grassland', 'Lichens_and_mosses', 'Sparse_vegetation', 'Sparse_shrubland', 'Sparse_herbaceous', 'Swamp', 'Marsh', 'Flooded_flat', 'Saline', 'Mangrove', 'Salt_marsh', 'Tidal_flat', 'Impervious_surfaces', 'Bare_areas', 'Consolidated_bare_areas', 'Unconsolidated_bare_areas', 'Water_body', 'Permanent_ice_and_snow', 'Filled_value'], 'lulc_class_palette': ['ffff64', 'ffff64', 'ffff00', 'aaf0f0', '4c7300', '006400', 'a8c800', '00a000', '005000', '003c00', '286400', '285000', 'a0b432', '788200', '966400', '964b00', '966400', 'ffb432', 'ffdcd2', 'ffebaf', 'ffd278', 'ffebaf', '00a884', '73ffdf', '9ebb3b', '828282', 'f57ab6', '66cdab', '444f89', 'c31400', 'fff5d7', 'dcdcdc', 'fff5d7', '0046c8', 'ffffff', 'ffffff'], 'year': 2018, 'system:index': '2018'}}, {'type': 'Image', 'bands': [{'id': 'lulc', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': 0, 'max': 255}, 'crs': 'EPSG:4326', 'crs_transform': [1, 0, 0, 0, 1, 0]}], 'properties': {'lulc_class_values': [10, 11, 12, 20, 51, 52, 61, 62, 71, 72, 81, 82, 91, 92, 120, 121, 122, 130, 140, 150, 152, 153, 181, 182, 183, 184, 185, 186, 187, 190, 200, 201, 202, 210, 220, 0], 'system:time_start': 1546300800000, 'lulc_class_names': ['Rainfed_cropland', 'Herbaceous_cover_cropland', 'Tree_or_shrub_cover_cropland', 'Irrigated_cropland', 'Open_evergreen_broadleaved_forest', 'Closed_evergreen_broadleaved_forest', 'Open_deciduous_broadleaved_forest', 'Closed_deciduous_broadleaved_forest', 'Open_evergreen_needle_leaved_forest', 'Closed_evergreen_needle_leaved_forest', 'Open_deciduous_needle_leaved_forest', 'Closed_deciduous_needle_leaved_forest', 'Open_mixed_leaf_forest', 'Closed_mixed_leaf_forest', 'Shrubland', 'Evergreen_shrubland', 'Deciduous_shrubland', 'Grassland', 'Lichens_and_mosses', 'Sparse_vegetation', 'Sparse_shrubland', 'Sparse_herbaceous', 'Swamp', 'Marsh', 'Flooded_flat', 'Saline', 'Mangrove', 'Salt_marsh', 'Tidal_flat', 'Impervious_surfaces', 'Bare_areas', 'Consolidated_bare_areas', 'Unconsolidated_bare_areas', 'Water_body', 'Permanent_ice_and_snow', 'Filled_value'], 'lulc_class_palette': ['ffff64', 'ffff64', 'ffff00', 'aaf0f0', '4c7300', '006400', 'a8c800', '00a000', '005000', '003c00', '286400', '285000', 'a0b432', '788200', '966400', '964b00', '966400', 'ffb432', 'ffdcd2', 'ffebaf', 'ffd278', 'ffebaf', '00a884', '73ffdf', '9ebb3b', '828282', 'f57ab6', '66cdab', '444f89', 'c31400', 'fff5d7', 'dcdcdc', 'fff5d7', '0046c8', 'ffffff', 'ffffff'], 'year': 2019, 'system:index': '2019'}}, {'type': 'Image', 'bands': [{'id': 'lulc', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': 0, 'max': 255}, 'crs': 'EPSG:4326', 'crs_transform': [1, 0, 0, 0, 1, 0]}], 'properties': {'lulc_class_values': [10, 11, 12, 20, 51, 52, 61, 62, 71, 72, 81, 82, 91, 92, 120, 121, 122, 130, 140, 150, 152, 153, 181, 182, 183, 184, 185, 186, 187, 190, 200, 201, 202, 210, 220, 0], 'system:time_start': 1577836800000, 'lulc_class_names': ['Rainfed_cropland', 'Herbaceous_cover_cropland', 'Tree_or_shrub_cover_cropland', 'Irrigated_cropland', 'Open_evergreen_broadleaved_forest', 'Closed_evergreen_broadleaved_forest', 'Open_deciduous_broadleaved_forest', 'Closed_deciduous_broadleaved_forest', 'Open_evergreen_needle_leaved_forest', 'Closed_evergreen_needle_leaved_forest', 'Open_deciduous_needle_leaved_forest', 'Closed_deciduous_needle_leaved_forest', 'Open_mixed_leaf_forest', 'Closed_mixed_leaf_forest', 'Shrubland', 'Evergreen_shrubland', 'Deciduous_shrubland', 'Grassland', 'Lichens_and_mosses', 'Sparse_vegetation', 'Sparse_shrubland', 'Sparse_herbaceous', 'Swamp', 'Marsh', 'Flooded_flat', 'Saline', 'Mangrove', 'Salt_marsh', 'Tidal_flat', 'Impervious_surfaces', 'Bare_areas', 'Consolidated_bare_areas', 'Unconsolidated_bare_areas', 'Water_body', 'Permanent_ice_and_snow', 'Filled_value'], 'lulc_class_palette': ['ffff64', 'ffff64', 'ffff00', 'aaf0f0', '4c7300', '006400', 'a8c800', '00a000', '005000', '003c00', '286400', '285000', 'a0b432', '788200', '966400', '964b00', '966400', 'ffb432', 'ffdcd2', 'ffebaf', 'ffd278', 'ffebaf', '00a884', '73ffdf', '9ebb3b', '828282', 'f57ab6', '66cdab', '444f89', 'c31400', 'fff5d7', 'dcdcdc', 'fff5d7', '0046c8', 'ffffff', 'ffffff'], 'year': 2020, 'system:index': '2020'}}, {'type': 'Image', 'bands': [{'id': 'lulc', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': 0, 'max': 255}, 'crs': 'EPSG:4326', 'crs_transform': [1, 0, 0, 0, 1, 0]}], 'properties': {'lulc_class_values': [10, 11, 12, 20, 51, 52, 61, 62, 71, 72, 81, 82, 91, 92, 120, 121, 122, 130, 140, 150, 152, 153, 181, 182, 183, 184, 185, 186, 187, 190, 200, 201, 202, 210, 220, 0], 'system:time_start': 1609459200000, 'lulc_class_names': ['Rainfed_cropland', 'Herbaceous_cover_cropland', 'Tree_or_shrub_cover_cropland', 'Irrigated_cropland', 'Open_evergreen_broadleaved_forest', 'Closed_evergreen_broadleaved_forest', 'Open_deciduous_broadleaved_forest', 'Closed_deciduous_broadleaved_forest', 'Open_evergreen_needle_leaved_forest', 'Closed_evergreen_needle_leaved_forest', 'Open_deciduous_needle_leaved_forest', 'Closed_deciduous_needle_leaved_forest', 'Open_mixed_leaf_forest', 'Closed_mixed_leaf_forest', 'Shrubland', 'Evergreen_shrubland', 'Deciduous_shrubland', 'Grassland', 'Lichens_and_mosses', 'Sparse_vegetation', 'Sparse_shrubland', 'Sparse_herbaceous', 'Swamp', 'Marsh', 'Flooded_flat', 'Saline', 'Mangrove', 'Salt_marsh', 'Tidal_flat', 'Impervious_surfaces', 'Bare_areas', 'Consolidated_bare_areas', 'Unconsolidated_bare_areas', 'Water_body', 'Permanent_ice_and_snow', 'Filled_value'], 'lulc_class_palette': ['ffff64', 'ffff64', 'ffff00', 'aaf0f0', '4c7300', '006400', 'a8c800', '00a000', '005000', '003c00', '286400', '285000', 'a0b432', '788200', '966400', '964b00', '966400', 'ffb432', 'ffdcd2', 'ffebaf', 'ffd278', 'ffebaf', '00a884', '73ffdf', '9ebb3b', '828282', 'f57ab6', '66cdab', '444f89', 'c31400', 'fff5d7', 'dcdcdc', 'fff5d7', '0046c8', 'ffffff', 'ffffff'], 'year': 2021, 'system:index': '2021'}}, {'type': 'Image', 'bands': [{'id': 'lulc', 'data_type': {'type': 'PixelType', 'precision': 'int', 'min': 0, 'max': 255}, 'crs': 'EPSG:4326', 'crs_transform': [1, 0, 0, 0, 1, 0]}], 'properties': {'lulc_class_values': [10, 11, 12, 20, 51, 52, 61, 62, 71, 72, 81, 82, 91, 92, 120, 121, 122, 130, 140, 150, 152, 153, 181, 182, 183, 184, 185, 186, 187, 190, 200, 201, 202, 210, 220, 0], 'system:time_start': 1640995200000, 'lulc_class_names': ['Rainfed_cropland', 'Herbaceous_cover_cropland', 'Tree_or_shrub_cover_cropland', 'Irrigated_cropland', 'Open_evergreen_broadleaved_forest', 'Closed_evergreen_broadleaved_forest', 'Open_deciduous_broadleaved_forest', 'Closed_deciduous_broadleaved_forest', 'Open_evergreen_needle_leaved_forest', 'Closed_evergreen_needle_leaved_forest', 'Open_deciduous_needle_leaved_forest', 'Closed_deciduous_needle_leaved_forest', 'Open_mixed_leaf_forest', 'Closed_mixed_leaf_forest', 'Shrubland', 'Evergreen_shrubland', 'Deciduous_shrubland', 'Grassland', 'Lichens_and_mosses', 'Sparse_vegetation', 'Sparse_shrubland', 'Sparse_herbaceous', 'Swamp', 'Marsh', 'Flooded_flat', 'Saline', 'Mangrove', 'Salt_marsh', 'Tidal_flat', 'Impervious_surfaces', 'Bare_areas', 'Consolidated_bare_areas', 'Unconsolidated_bare_areas', 'Water_body', 'Permanent_ice_and_snow', 'Filled_value'], 'lulc_class_palette': ['ffff64', 'ffff64', 'ffff00', 'aaf0f0', '4c7300', '006400', 'a8c800', '00a000', '005000', '003c00', '286400', '285000', 'a0b432', '788200', '966400', '964b00', '966400', 'ffb432', 'ffdcd2', 'ffebaf', 'ffd278', 'ffebaf', '00a884', '73ffdf', '9ebb3b', '828282', 'f57ab6', '66cdab', '444f89', 'c31400', 'fff5d7', 'dcdcdc', 'fff5d7', '0046c8', 'ffffff', 'ffffff'], 'year': 2022, 'system:index': '2022'}}]}
Adding layer: Global Land Cover
Starting webmap
Using default refresh token for geeView
Starting local web server at: http://localhost:1234/geeView/
HTTP server command: "c:\Users\ihousman\AppData\Local\Programs\Python\Python311\python.exe" -m http.server  1234
Done
cwd a:\GEE\gee_py_modules_package\geeViz\examples
geeView URL: http://localhost:1234/geeView/?projectID=lcms-292214&accessToken=ya29.a0AcM612wnIGOy__UqV9zq2nxuSseeoEwZdKpMuR4btK_0Ps5wJx-X8976Sf6MgA9aex2xyowAjwM-Oa6-h89U6OIT9_qWTqDtVyKHWmGtqu6YXU4-S8EshRtcCN8PupmfWl39msYSqtw_s-wajAD2uY3eFyCFhU64UtJD9GFbHMAaCgYKAY8SARESFQHGX2Mi-S01HkxUVh5Sgp6EN7h1NA0178

Calculating and Exporting Landcover Statistics¶#

geeViz streamlines calculating and exporting statistics
Once the map loads, you can use the TOOLS under Area Tools to generate charts
Charts can be downloaded as a PNG and the underlying data can be downloaded as a CSV
This example shows the imageCollection as a time lapse
Once the map loads, you can annimate the time series using the time lapse controls

Map.clearMapLayers()
Map.turnOffLayersWhenTimeLapseIsOn = False # Set this to False to avoid layers automatically turning off when a time lapse is turned on

Map.addTimeLapse(landcoverCol, {'autoViz':True,'years':years,'canAreaChart':True,'areaChartParams':{'crs':crs,'scale':scale,'transform':transform}}, 'Global Land Cover' )

# Add country boundaries as a layer to select with
countries = ee.FeatureCollection("FAO/GAUL_SIMPLIFIED_500m/2015/level0")
Map.addSelectLayer(countries, {}, "Global Country Boundaries")

Map.turnOnAutoAreaCharting()
Map.view()

Adding layer: Global Land Cover
Adding layer: Global Country Boundaries
Starting webmap
Using default refresh token for geeView
Local web server at: http://localhost:8001/geeView/ already serving.
cwd a:\GEE\gee_py_modules_package\geeViz\examples
geeView URL: http://localhost:8001/geeView/?projectID=lcms-292214&accessToken=ya29.a0AcM612wkg8MbxbrDXNW8mteX4Rd499FHQEVJdbOZj1H-GwUzSY62J5l3FmqkFSkPTRf5Tk4AucXiwJkjKsKgpmaZDQkTfF0N0DBGIoAGs4YaBQNZi4QGs89ILI67zLR7H3bnN-xxYTOTbbhUSGAtAd6ttI41X6ayCqBAdsDK1oEaCgYKAXISARESFQHGX2MiIDqlQ3V3yMgYr_x_W4UIug0178

Create Sankey Charts#

You can also create Sankey charts and download transition matrices with geeViz
Once the map loads, you can use the TOOLS under Area Tools to generate charts
You can customize the years to include in the sankey charts under the Area Tools Parameters -> Transition Charting Periods
Charts can be downloaded as a PNG and the underlying data can be downloaded as a CSV

Map.clearMapLayers()

Map.addTimeLapse(landcoverCol, {'autoViz':True,'years':years,'canAreaChart':True,'areaChartParams':{'line':True,'sankey':True,'crs':crs,'transform':transform,'scale':scale}}, 'Global Land Cover' )

countries = ee.FeatureCollection("FAO/GAUL_SIMPLIFIED_500m/2015/level0")
Map.addSelectLayer(countries, {}, "Global Country Boundaries")

Map.turnOnAutoAreaCharting()
Map.view()

Adding layer: Global Land Cover
Adding layer: Global Country Boundaries
Starting webmap
Using default refresh token for geeView
Local web server at: http://localhost:8001/geeView/ already serving.
cwd a:\GEE\gee_py_modules_package\geeViz\examples
geeView URL: http://localhost:8001/geeView/?projectID=lcms-292214&accessToken=ya29.a0AcM612zmF5WYJo9uMvskGFuWThtweN3c0z3oPOZMcP6Q2dYif-XM9e919oU5_4xr325sbggaBfy17yplckLIfw_slYInMx9QZBcNsnM7QTI1PUfzAKCTFHjgfxrKc0UYcDAcQ0qp3SdgpIt9bRJtRU6iLzIGTY68LXsYXY4jtH4aCgYKAdoSARESFQHGX2Mi3ccUX5TpycA17Q1JKCZzhA0178