F21s1 Assignment 6

Import libraries¶

In [ ]:

import ee
import geemap

import ee import geemap

Create an interactive map¶

In [ ]:

Map = geemap.Map(center=[40, -100], zoom=4)

Map = geemap.Map(center=[40, -100], zoom=4)

Add Earth Engine Python script¶

In [ ]:

# Add Earth Engine dataset
image = ee.Image("USGS/SRTMGL1_003")

#*** Start of imports. If edited, may not auto-convert in the playground. ***#
forest =

    # shown: False #
    ee.FeatureCollection(
        [ee.Feature(
            ee.Geometry.Point([9.414318330642528, 44.573441859314016]),
            {
              "class": 0,
              "system:index": "0"
            }),
        ee.Feature(
            ee.Geometry.Point([9.427705541156865, 44.58422671008443]),
            {
              "class": 0,
              "system:index": "1"
            }),
        ee.Feature(
            ee.Geometry.Point([9.400411382221318, 44.59498464279749]),
            {
              "class": 0,
              "system:index": "2"
            }),
        ee.Feature(
            ee.Geometry.Point([9.427190557026005, 44.600607315157376]),
            {
              "class": 0,
              "system:index": "3"
            }),
        ee.Feature(
            ee.Geometry.Point([9.427018895649052, 44.571877083168374]),
            {
              "class": 0,
              "system:index": "4"
            }),
        ee.Feature(
            ee.Geometry.Point([9.352346196674443, 44.56062563530188]),
            {
              "class": 0,
              "system:index": "5"
            }),
        ee.Feature(
            ee.Geometry.Point([9.584676704909665, 44.528474349106816]),
            {
              "class": 0,
              "system:index": "6"
            }),
        ee.Feature(
            ee.Geometry.Point([9.568368874099118, 44.53899788426392]),
            {
              "class": 0,
              "system:index": "7"
            }),
        ee.Feature(
            ee.Geometry.Point([9.557210884597165, 44.534470549891495]),
            {
              "class": 0,
              "system:index": "8"
            }),
        ee.Feature(
            ee.Geometry.Point([9.563219032790524, 44.508523361153955]),
            {
              "class": 0,
              "system:index": "9"
            }),
        ee.Feature(
            ee.Geometry.Point([9.652654610183102, 44.530799479832886]),
            {
              "class": 0,
              "system:index": "10"
            }),
        ee.Feature(
            ee.Geometry.Point([9.691499968871002, 44.50146601530913]),
            {
              "class": 0,
              "system:index": "11"
            }),
        ee.Feature(
            ee.Geometry.Point([9.67055728088272, 44.502567915176314]),
            {
              "class": 0,
              "system:index": "12"
            }),
        ee.Feature(
            ee.Geometry.Point([9.668154021605377, 44.4990172743743]),
            {
              "class": 0,
              "system:index": "13"
            }),
        ee.Feature(
            ee.Geometry.Point([9.668154021605377, 44.48285300484169]),
            {
              "class": 0,
              "system:index": "14"
            }),
        ee.Feature(
            ee.Geometry.Point([9.65733935485733, 44.482118158872886]),
            {
              "class": 0,
              "system:index": "15"
            }),
        ee.Feature(
            ee.Geometry.Point([9.605325957640533, 44.49448683251806]),
            {
              "class": 0,
              "system:index": "16"
            }),
        ee.Feature(
            ee.Geometry.Point([9.592108031615142, 44.47342177876237]),
            {
              "class": 0,
              "system:index": "17"
            }),
        ee.Feature(
            ee.Geometry.Point([9.69252993713272, 44.47084936162859]),
            {
              "class": 0,
              "system:index": "18"
            }),
        ee.Feature(
            ee.Geometry.Point([9.738535186156158, 44.48922128217961]),
            {
              "class": 0,
              "system:index": "19"
            }),
        ee.Feature(
            ee.Geometry.Point([9.80740370242143, 44.44605496001787]),
            {
              "class": 0,
              "system:index": "20"
            }),
        ee.Feature(
            ee.Geometry.Point([9.759338516874555, 44.4477706457772]),
            {
              "class": 0,
              "system:index": "21"
            }),
        ee.Feature(
            ee.Geometry.Point([9.753158707304243, 44.45120186611758]),
            {
              "class": 0,
              "system:index": "22"
            }),
        ee.Feature(
            ee.Geometry.Point([10.622735604942841, 44.17490267165223]),
            {
              "class": 0,
              "system:index": "23"
            }),
        ee.Feature(
            ee.Geometry.Point([10.514245614708466, 44.1906597047536]),
            {
              "class": 0,
              "system:index": "24"
            }),
        ee.Feature(
            ee.Geometry.Point([10.042922670006837, 44.30621875527554]),
            {
              "class": 0,
              "system:index": "25"
            }),
        ee.Feature(
            ee.Geometry.Point([10.043609315514649, 44.2880350593344]),
            {
              "class": 0,
              "system:index": "26"
            }),
        ee.Feature(
            ee.Geometry.Point([10.068328553795899, 44.27181241762688]),
            {
              "class": 0,
              "system:index": "27"
            }),
        ee.Feature(
            ee.Geometry.Point([10.114333802819337, 44.28017009547173]),
            {
              "class": 0,
              "system:index": "28"
            }),
        ee.Feature(
            ee.Geometry.Point([10.109527284264649, 44.29393309121647]),
            {
              "class": 0,
              "system:index": "29"
            }),
        ee.Feature(
            ee.Geometry.Point([10.090301210045899, 44.32439682017676]),
            {
              "class": 0,
              "system:index": "30"
            }),
        ee.Feature(
            ee.Geometry.Point([9.887397462487305, 44.283119580315365]),
            {
              "class": 0,
              "system:index": "31"
            }),
        ee.Feature(
            ee.Geometry.Point([9.849975282311524, 44.30277902847262]),
            {
              "class": 0,
              "system:index": "32"
            }),
        ee.Feature(
            ee.Geometry.Point([9.868171388268555, 44.26812482891884]),
            {
              "class": 0,
              "system:index": "33"
            }),
        ee.Feature(
            ee.Geometry.Point([9.920699769616212, 44.233696177590424]),
            {
              "class": 0,
              "system:index": "34"
            }),
        ee.Feature(
            ee.Geometry.Point([9.974944764733399, 44.26738728341367]),
            {
              "class": 0,
              "system:index": "35"
            }),
        ee.Feature(
            ee.Geometry.Point([9.980437928795899, 44.27549977497149]),
            {
              "class": 0,
              "system:index": "36"
            }),
        ee.Feature(
            ee.Geometry.Point([9.955375367760743, 44.32439682017676]),
            {
              "class": 0,
              "system:index": "37"
            }),
        ee.Feature(
            ee.Geometry.Point([9.418427521884842, 44.38209136110383]),
            {
              "class": 0,
              "system:index": "38"
            }),
        ee.Feature(
            ee.Geometry.Point([9.411904389560624, 44.37767453815662]),
            {
              "class": 0,
              "system:index": "39"
            }),
        ee.Feature(
            ee.Geometry.Point([9.40126138418953, 44.37522060365833]),
            {
              "class": 0,
              "system:index": "40"
            }),
        ee.Feature(
            ee.Geometry.Point([9.386841828525467, 44.3720303350693]),
            {
              "class": 0,
              "system:index": "41"
            }),
        ee.Feature(
            ee.Geometry.Point([9.374825532138749, 44.375711398784944]),
            {
              "class": 0,
              "system:index": "42"
            }),
        ee.Feature(
            ee.Geometry.Point([9.407441193759842, 44.36577199572992]),
            {
              "class": 0,
              "system:index": "43"
            }),
        ee.Feature(
            ee.Geometry.Point([9.419800812900467, 44.378410698452875]),
            {
              "class": 0,
              "system:index": "44"
            }),
        ee.Feature(
            ee.Geometry.Point([9.402634675205155, 44.39190533029205]),
            {
              "class": 0,
              "system:index": "45"
            }),
        ee.Feature(
            ee.Geometry.Point([9.430787141025467, 44.39607576894639]),
            {
              "class": 0,
              "system:index": "46"
            }),
        ee.Feature(
            ee.Geometry.Point([9.456364686191483, 44.40110443203785]),
            {
              "class": 0,
              "system:index": "47"
            }),
        ee.Feature(
            ee.Geometry.Point([9.491555268466874, 44.40147236602735]),
            {
              "class": 0,
              "system:index": "48"
            }),
        ee.Feature(
            ee.Geometry.Point([9.52760415762703, 44.39656638924877]),
            {
              "class": 0,
              "system:index": "49"
            }),
        ee.Feature(
            ee.Geometry.Point([9.518334443271561, 44.375711398784944]),
            {
              "class": 0,
              "system:index": "50"
            }),
        ee.Feature(
            ee.Geometry.Point([9.54408364981453, 44.376447583762115]),
            {
              "class": 0,
              "system:index": "51"
            }),
        ee.Feature(
            ee.Geometry.Point([9.362465912998124, 44.38515840322767]),
            {
              "class": 0,
              "system:index": "52"
            }),
        ee.Feature(
            ee.Geometry.Point([9.150727904135598, 44.58657203242108]),
            {
              "class": 0,
              "system:index": "53"
            }),
        ee.Feature(
            ee.Geometry.Point([9.069360411459817, 44.593906906576656]),
            {
              "class": 0,
              "system:index": "54"
            }),
        ee.Feature(
            ee.Geometry.Point([9.087556517416848, 44.55966957437203]),
            {
              "class": 0,
              "system:index": "55"
            }),
        ee.Feature(
            ee.Geometry.Point([8.995546019369973, 44.57874714637613]),
            {
              "class": 0,
              "system:index": "56"
            }),
        ee.Feature(
            ee.Geometry.Point([8.969453490073098, 44.600751953971006]),
            {
              "class": 0,
              "system:index": "57"
            }),
        ee.Feature(
            ee.Geometry.Point([9.07004705696763, 44.54988377686661]),
            {
              "class": 0,
              "system:index": "58"
            }),
        ee.Feature(
            ee.Geometry.Point([9.08549658089341, 44.524188229078355]),
            {
              "class": 0,
              "system:index": "59"
            }),
        ee.Feature(
            ee.Geometry.Point([9.123262083823098, 44.53250993354593]),
            {
              "class": 0,
              "system:index": "60"
            }),
        ee.Feature(
            ee.Geometry.Point([9.12669531136216, 44.52125087305466]),
            {
              "class": 0,
              "system:index": "61"
            }),
        ee.Feature(
            ee.Geometry.Point([9.101289427573098, 44.5117034431649]),
            {
              "class": 0,
              "system:index": "62"
            }),
        ee.Feature(
            ee.Geometry.Point([9.001725828940286, 44.52002693100144]),
            {
              "class": 0,
              "system:index": "63"
            }),
        ee.Feature(
            ee.Geometry.Point([9.048761046225442, 44.579480774182784]),
            {
              "class": 0,
              "system:index": "64"
            }),
        ee.Feature(
            ee.Geometry.Point([9.097856200034036, 44.58119253640071]),
            {
              "class": 0,
              "system:index": "65"
            }),
        ee.Feature(
            ee.Geometry.Point([9.232438719565286, 44.577279862993244]),
            {
              "class": 0,
              "system:index": "66"
            }),
        ee.Feature(
            ee.Geometry.Point([9.25303808479966, 44.592195518735345]),
            {
              "class": 0,
              "system:index": "67"
            }),
        ee.Feature(
            ee.Geometry.Point([10.930848996624745, 44.05820855928862]),
            {
              "class": 0,
              "system:index": "68"
            }),
        ee.Feature(
            ee.Geometry.Point([10.961061398968495, 44.034518385008376]),
            {
              "class": 0,
              "system:index": "69"
            }),
        ee.Feature(
            ee.Geometry.Point([10.950075070843495, 44.10753265821489]),
            {
              "class": 0,
              "system:index": "70"
            }),
        ee.Feature(
            ee.Geometry.Point([10.88278381107787, 44.1233076844616]),
            {
              "class": 0,
              "system:index": "71"
            }),
        ee.Feature(
            ee.Geometry.Point([10.72348205326537, 44.02069474136502]),
            {
              "class": 0,
              "system:index": "72"
            }),
        ee.Feature(
            ee.Geometry.Point([10.669923703655995, 43.99995323119841]),
            {
              "class": 0,
              "system:index": "73"
            }),
        ee.Feature(
            ee.Geometry.Point([10.64383117435912, 43.97821625026472]),
            {
              "class": 0,
              "system:index": "74"
            }),
        ee.Feature(
            ee.Geometry.Point([10.737204832742563, 45.20169532981405]),
            {
              "class": 0,
              "system:index": "75"
            }),
        ee.Feature(
            ee.Geometry.Point([10.736861509988657, 45.19903426034426]),
            {
              "class": 0,
              "system:index": "76"
            }),
        ee.Feature(
            ee.Geometry.Point([10.74029473752772, 45.1974012697325]),
            {
              "class": 0,
              "system:index": "77"
            }),
        ee.Feature(
            ee.Geometry.Point([10.742955488870493, 45.196614998278925]),
            {
              "class": 0,
              "system:index": "78"
            }),
        ee.Feature(
            ee.Geometry.Point([10.746560377786508, 45.196191616842306]),
            {
              "class": 0,
              "system:index": "79"
            }),
        ee.Feature(
            ee.Geometry.Point([10.749221129129282, 45.199094740578026]),
            {
              "class": 0,
              "system:index": "80"
            }),
        ee.Feature(
            ee.Geometry.Point([10.751109404275766, 45.20242105443272]),
            {
              "class": 0,
              "system:index": "81"
            }),
        ee.Feature(
            ee.Geometry.Point([10.752053541849008, 45.20441674940112]),
            {
              "class": 0,
              "system:index": "82"
            }),
        ee.Feature(
            ee.Geometry.Point([10.740638060281626, 45.207017095376]),
            {
              "class": 0,
              "system:index": "83"
            }),
        ee.Feature(
            ee.Geometry.Point([10.738063139627329, 45.20508196549987]),
            {
              "class": 0,
              "system:index": "84"
            }),
        ee.Feature(
            ee.Geometry.Point([10.74029473752772, 45.20302581787672]),
            {
              "class": 0,
              "system:index": "85"
            }),
        ee.Feature(
            ee.Geometry.Point([10.73454408139979, 45.20133246403324]),
            {
              "class": 0,
              "system:index": "86"
            }),
        ee.Feature(
            ee.Geometry.Point([10.728624023302768, 43.74014883100581]),
            {
              "class": 0,
              "system:index": "87"
            }),
        ee.Feature(
            ee.Geometry.Point([10.738923705919955, 43.73717221940949]),
            {
              "class": 0,
              "system:index": "88"
            }),
        ee.Feature(
            ee.Geometry.Point([10.716951049669955, 43.731714713822]),
            {
              "class": 0,
              "system:index": "89"
            }),
        ee.Feature(
            ee.Geometry.Point([10.732743896349643, 43.75478168565866]),
            {
              "class": 0,
              "system:index": "90"
            }),
        ee.Feature(
            ee.Geometry.Point([10.768106140001986, 43.776352419327765]),
            {
              "class": 0,
              "system:index": "91"
            }),
        ee.Feature(
            ee.Geometry.Point([10.77600256334183, 43.670656005581066]),
            {
              "class": 0,
              "system:index": "92"
            }),
        ee.Feature(
            ee.Geometry.Point([10.573442138537143, 43.74436544412549]),
            {
              "class": 0,
              "system:index": "93"
            }),
        ee.Feature(
            ee.Geometry.Point([10.560395873888705, 43.74758971259468]),
            {
              "class": 0,
              "system:index": "94"
            }),
        ee.Feature(
            ee.Geometry.Point([10.555246032580111, 43.76767547313776]),
            {
              "class": 0,
              "system:index": "95"
            }),
        ee.Feature(
            ee.Geometry.Point([10.53430334459183, 43.77065056793546]),
            {
              "class": 0,
              "system:index": "96"
            }),
        ee.Feature(
            ee.Geometry.Point([10.642793334826205, 43.68555410716658]),
            {
              "class": 0,
              "system:index": "97"
            }),
        ee.Feature(
            ee.Geometry.Point([10.717637695177768, 43.72501618629434]),
            {
              "class": 0,
              "system:index": "98"
            }),
        ee.Feature(
            ee.Geometry.Point([10.735147155626986, 43.7535417519611]),
            {
              "class": 0,
              "system:index": "99"
            })]),
    developed =

    # shown: False #
    ee.FeatureCollection(
        [ee.Feature(
            ee.Geometry.Point([9.19467878610836, 45.46435783697627]),
            {
              "class": 1,
              "system:index": "0"
            }),
        ee.Feature(
            ee.Geometry.Point([9.203090193579063, 45.464899612733554]),
            {
              "class": 1,
              "system:index": "1"
            }),
        ee.Feature(
            ee.Geometry.Point([9.204463484594688, 45.462852876998106]),
            {
              "class": 1,
              "system:index": "2"
            }),
        ee.Feature(
            ee.Geometry.Point([9.180087569067345, 45.458879589622896]),
            {
              "class": 1,
              "system:index": "3"
            }),
        ee.Feature(
            ee.Geometry.Point([9.18068838388668, 45.45641119434588]),
            {
              "class": 1,
              "system:index": "4"
            }),
        ee.Feature(
            ee.Geometry.Point([9.167642119238243, 45.455267267211944]),
            {
              "class": 1,
              "system:index": "5"
            }),
        ee.Feature(
            ee.Geometry.Point([9.165668013403282, 45.45340080996563]),
            {
              "class": 1,
              "system:index": "6"
            }),
        ee.Feature(
            ee.Geometry.Point([9.167556288549767, 45.45135365679475]),
            {
              "class": 1,
              "system:index": "7"
            }),
        ee.Feature(
            ee.Geometry.Point([9.167813780615196, 45.46297327527481]),
            {
              "class": 1,
              "system:index": "8"
            }),
        ee.Feature(
            ee.Geometry.Point([9.176911833593712, 45.46706666369604]),
            {
              "class": 1,
              "system:index": "9"
            }),
        ee.Feature(
            ee.Geometry.Point([9.223853948611414, 45.47248322583851]),
            {
              "class": 1,
              "system:index": "10"
            }),
        ee.Feature(
            ee.Geometry.Point([9.242822530764734, 45.47537221988128]),
            {
              "class": 1,
              "system:index": "11"
            }),
        ee.Feature(
            ee.Geometry.Point([9.211236837405359, 45.47729813363197]),
            {
              "class": 1,
              "system:index": "12"
            }),
        ee.Feature(
            ee.Geometry.Point([9.203597906130945, 45.47669629265562]),
            {
              "class": 1,
              "system:index": "13"
            }),
        ee.Feature(
            ee.Geometry.Point([9.154784524052499, 45.18401973624338]),
            {
              "class": 1,
              "system:index": "14"
            }),
        ee.Feature(
            ee.Geometry.Point([9.158217751591561, 45.185713605296485]),
            {
              "class": 1,
              "system:index": "15"
            }),
        ee.Feature(
            ee.Geometry.Point([9.156057754172835, 45.18958733293765]),
            {
              "class": 1,
              "system:index": "16"
            }),
        ee.Feature(
            ee.Geometry.Point([9.160520949973616, 45.19122054778279]),
            {
              "class": 1,
              "system:index": "17"
            }),
        ee.Feature(
            ee.Geometry.Point([9.158289352073226, 45.19599894427136]),
            {
              "class": 1,
              "system:index": "18"
            }),
        ee.Feature(
            ee.Geometry.Point([9.144728103293929, 45.194063439607106]),
            {
              "class": 1,
              "system:index": "19"
            }),
        ee.Feature(
            ee.Geometry.Point([9.145843902244124, 45.192914202565674]),
            {
              "class": 1,
              "system:index": "20"
            }),
        ee.Feature(
            ee.Geometry.Point([9.138548293723616, 45.19019223278913]),
            {
              "class": 1,
              "system:index": "21"
            }),
        ee.Feature(
            ee.Geometry.Point([9.144470611228499, 45.17924255060339]),
            {
              "class": 1,
              "system:index": "22"
            }),
        ee.Feature(
            ee.Geometry.Point([9.180176177634749, 45.18347748407685]),
            {
              "class": 1,
              "system:index": "23"
            }),
        ee.Feature(
            ee.Geometry.Point([9.177257934226546, 45.18626026884151]),
            {
              "class": 1,
              "system:index": "24"
            }),
        ee.Feature(
            ee.Geometry.Point([10.78698889146683, 43.71211320778847]),
            {
              "class": 1,
              "system:index": "25"
            }),
        ee.Feature(
            ee.Geometry.Point([10.789392150744174, 43.71285768592188]),
            {
              "class": 1,
              "system:index": "26"
            }),
        ee.Feature(
            ee.Geometry.Point([10.809304870470736, 43.72625671087301]),
            {
              "class": 1,
              "system:index": "27"
            }),
        ee.Feature(
            ee.Geometry.Point([10.839517272814486, 43.69486354220674]),
            {
              "class": 1,
              "system:index": "28"
            }),
        ee.Feature(
            ee.Geometry.Point([10.848100341662143, 43.692877650647986]),
            {
              "class": 1,
              "system:index": "29"
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        ee.Feature(
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            }),
        ee.Feature(
            ee.Geometry.Point([9.699735079391067, 45.39023621391478]),
            {
              "class": 3,
              "system:index": "95"
            }),
        ee.Feature(
            ee.Geometry.Point([9.670552645309035, 45.384449355127416]),
            {
              "class": 3,
              "system:index": "96"
            }),
        ee.Feature(
            ee.Geometry.Point([9.665402804000442, 45.39361160795464]),
            {
              "class": 3,
              "system:index": "97"
            }),
        ee.Feature(
            ee.Geometry.Point([9.604977999312942, 45.38155570357316]),
            {
              "class": 3,
              "system:index": "98"
            }),
        ee.Feature(
            ee.Geometry.Point([9.596051607711379, 45.39602248027528]),
            {
              "class": 3,
              "system:index": "99"
            })])
#**** End of imports. If edited, may not auto-convert in the playground. ****#
# Create an Earth Engine Point object over Milan.
pt = ee.Geometry.Point([9.453, 45.424])

# Filter the Landsat 8 collection and select the least cloudy image.
landsat = ee.ImageCollection('LANDSAT/LC08/C02/T1_L2') \
    .filterBounds(pt) \
    .filterDate('2019-01-01', '2020-01-01') \
    .sort('CLOUD_COVER') \
    .first()

# Add NDVI and NDWI as bands.
ndvi = landsat.normalizedDifference(['SR_B5', 'SR_B4']).rename('ndvi')
ndwi = landsat.normalizedDifference(['SR_B5', 'SR_B6']).rename('ndwi')
landsat = landsat.addBands(ndvi).addBands(ndwi)

# Center the map on that image.
Map.centerObject(landsat, 8)

# Add Landsat image to the map.
visParams = {'bands': ['SR_B4',  'SR_B3',  'SR_B2'], 'min': 7000, 'max': 12000}
Map.addLayer(landsat, visParams, 'Landsat 8 image')

# Combine training feature collections. Here we are using 100 points per class.
# See imports at the top.
trainingFeatures = ee.FeatureCollection([
  forest, developed, water, herbaceous
]).flatten()

# Define the prediction bands.
predictionBands = [
  'SR_B1', 'SR_B2', 'SR_B3', 'SR_B4', 'SR_B5', 'SR_B6', 'SR_B7', 'ST_B10',
  'ndvi', 'ndwi'
]

# Sample training points.
classifierTraining = landsat.select(predictionBands) \
    .sampleRegions({
      'collection': trainingFeatures,
      'properties': ['class'],
      'scale': 30
    })

######## CART Classifier #########/

# Train a CART Classifier.
classifier = ee.Classifier.smileCart().train({
  'features': classifierTraining,
  'classProperty': 'class',
  'inputProperties': predictionBands
})

# Classify the Landsat image.
classified = landsat.select(predictionBands).classify(classifier)

# Define classification image visualization parameters.
classificationVis = {
  'min': 0, 'max': 3, 'palette': ['589400', 'ff0000', '1a11ff', 'd0741e']
}

# Add the classified image to the map.
Map.addLayer(classified, classificationVis, 'CART classified')

#######/ Random Forest Classifier ##########/

# Train RF classifier.
RFclassifier = ee.Classifier.smileRandomForest(50).train({
  'features': classifierTraining,
  'classProperty': 'class',
  'inputProperties': predictionBands
})

# Classify Landsat image.
RFclassified = landsat.select(predictionBands).classify(RFclassifier)

# Add classified image to the map.
Map.addLayer(RFclassified, classificationVis, 'RF classified')

######## Unsupervised classification ########

# Make the training dataset.
training = landsat.sample({
  'region': landsat.geometry(),
  'scale': 30,
  'numPixels': 1000,
  'tileScale': 8
})

# Instantiate the clusterer and train it.
clusterer = ee.Clusterer.wekaKMeans(4).train(training)

# Cluster the input using the trained clusterer.
Kclassified = landsat.cluster(clusterer)

# Display the clusters with random colors.
Map.addLayer(Kclassified.randomVisualizer(), {}, 'K-means classified - random colors')

# Display the clusters with same palette as supervised classification
# herbaceous is 0, water is 1, forest is 2, developed is 3.
Map.addLayer(Kclassified,
             {'min': 0, 'max': 3, 'palette': ['d0741e','1a11ff','589400', 'ff0000']},
             'K-means classified')

# Add Earth Engine dataset image = ee.Image("USGS/SRTMGL1_003") #*** Start of imports. If edited, may not auto-convert in the playground. ***# forest = # shown: False # ee.FeatureCollection( [ee.Feature( ee.Geometry.Point([9.414318330642528, 44.573441859314016]), { "class": 0, "system:index": "0" }), ee.Feature( ee.Geometry.Point([9.427705541156865, 44.58422671008443]), { "class": 0, "system:index": "1" }), ee.Feature( ee.Geometry.Point([9.400411382221318, 44.59498464279749]), { "class": 0, "system:index": "2" }), ee.Feature( ee.Geometry.Point([9.427190557026005, 44.600607315157376]), { "class": 0, "system:index": "3" }), ee.Feature( ee.Geometry.Point([9.427018895649052, 44.571877083168374]), { "class": 0, "system:index": "4" }), ee.Feature( ee.Geometry.Point([9.352346196674443, 44.56062563530188]), { "class": 0, "system:index": "5" }), ee.Feature( ee.Geometry.Point([9.584676704909665, 44.528474349106816]), { "class": 0, "system:index": "6" }), ee.Feature( ee.Geometry.Point([9.568368874099118, 44.53899788426392]), { "class": 0, "system:index": "7" }), ee.Feature( ee.Geometry.Point([9.557210884597165, 44.534470549891495]), { "class": 0, "system:index": "8" }), ee.Feature( ee.Geometry.Point([9.563219032790524, 44.508523361153955]), { "class": 0, "system:index": "9" }), ee.Feature( ee.Geometry.Point([9.652654610183102, 44.530799479832886]), { "class": 0, "system:index": "10" }), ee.Feature( ee.Geometry.Point([9.691499968871002, 44.50146601530913]), { "class": 0, "system:index": "11" }), ee.Feature( ee.Geometry.Point([9.67055728088272, 44.502567915176314]), { "class": 0, "system:index": "12" }), ee.Feature( ee.Geometry.Point([9.668154021605377, 44.4990172743743]), { "class": 0, "system:index": "13" }), ee.Feature( ee.Geometry.Point([9.668154021605377, 44.48285300484169]), { "class": 0, "system:index": "14" }), ee.Feature( ee.Geometry.Point([9.65733935485733, 44.482118158872886]), { "class": 0, "system:index": "15" }), ee.Feature( ee.Geometry.Point([9.605325957640533, 44.49448683251806]), { "class": 0, "system:index": "16" }), ee.Feature( ee.Geometry.Point([9.592108031615142, 44.47342177876237]), { "class": 0, "system:index": "17" }), ee.Feature( ee.Geometry.Point([9.69252993713272, 44.47084936162859]), { "class": 0, "system:index": "18" }), ee.Feature( ee.Geometry.Point([9.738535186156158, 44.48922128217961]), { "class": 0, "system:index": "19" }), ee.Feature( ee.Geometry.Point([9.80740370242143, 44.44605496001787]), { "class": 0, "system:index": "20" }), ee.Feature( ee.Geometry.Point([9.759338516874555, 44.4477706457772]), { "class": 0, "system:index": "21" }), ee.Feature( ee.Geometry.Point([9.753158707304243, 44.45120186611758]), { "class": 0, "system:index": "22" }), ee.Feature( ee.Geometry.Point([10.622735604942841, 44.17490267165223]), { "class": 0, "system:index": "23" }), ee.Feature( ee.Geometry.Point([10.514245614708466, 44.1906597047536]), { "class": 0, "system:index": "24" }), ee.Feature( ee.Geometry.Point([10.042922670006837, 44.30621875527554]), { "class": 0, "system:index": "25" }), ee.Feature( ee.Geometry.Point([10.043609315514649, 44.2880350593344]), { "class": 0, "system:index": "26" }), ee.Feature( ee.Geometry.Point([10.068328553795899, 44.27181241762688]), { "class": 0, "system:index": "27" }), ee.Feature( ee.Geometry.Point([10.114333802819337, 44.28017009547173]), { "class": 0, "system:index": "28" }), ee.Feature( ee.Geometry.Point([10.109527284264649, 44.29393309121647]), { "class": 0, "system:index": "29" }), ee.Feature( ee.Geometry.Point([10.090301210045899, 44.32439682017676]), { "class": 0, "system:index": "30" }), ee.Feature( ee.Geometry.Point([9.887397462487305, 44.283119580315365]), { "class": 0, "system:index": "31" }), ee.Feature( ee.Geometry.Point([9.849975282311524, 44.30277902847262]), { "class": 0, "system:index": "32" }), ee.Feature( ee.Geometry.Point([9.868171388268555, 44.26812482891884]), { "class": 0, "system:index": "33" }), ee.Feature( ee.Geometry.Point([9.920699769616212, 44.233696177590424]), { "class": 0, "system:index": "34" }), ee.Feature( ee.Geometry.Point([9.974944764733399, 44.26738728341367]), { "class": 0, "system:index": "35" }), ee.Feature( ee.Geometry.Point([9.980437928795899, 44.27549977497149]), { "class": 0, "system:index": "36" }), ee.Feature( ee.Geometry.Point([9.955375367760743, 44.32439682017676]), { "class": 0, "system:index": "37" }), ee.Feature( ee.Geometry.Point([9.418427521884842, 44.38209136110383]), { "class": 0, "system:index": "38" }), ee.Feature( ee.Geometry.Point([9.411904389560624, 44.37767453815662]), { "class": 0, "system:index": "39" }), ee.Feature( ee.Geometry.Point([9.40126138418953, 44.37522060365833]), { "class": 0, "system:index": "40" }), ee.Feature( ee.Geometry.Point([9.386841828525467, 44.3720303350693]), { "class": 0, "system:index": "41" }), ee.Feature( ee.Geometry.Point([9.374825532138749, 44.375711398784944]), { "class": 0, "system:index": "42" }), ee.Feature( ee.Geometry.Point([9.407441193759842, 44.36577199572992]), { "class": 0, "system:index": "43" }), ee.Feature( ee.Geometry.Point([9.419800812900467, 44.378410698452875]), { "class": 0, "system:index": "44" }), ee.Feature( ee.Geometry.Point([9.402634675205155, 44.39190533029205]), { "class": 0, "system:index": "45" }), ee.Feature( ee.Geometry.Point([9.430787141025467, 44.39607576894639]), { "class": 0, "system:index": "46" }), ee.Feature( ee.Geometry.Point([9.456364686191483, 44.40110443203785]), { "class": 0, "system:index": "47" }), ee.Feature( ee.Geometry.Point([9.491555268466874, 44.40147236602735]), { "class": 0, "system:index": "48" }), ee.Feature( ee.Geometry.Point([9.52760415762703, 44.39656638924877]), { "class": 0, "system:index": "49" }), ee.Feature( ee.Geometry.Point([9.518334443271561, 44.375711398784944]), { "class": 0, "system:index": "50" }), ee.Feature( ee.Geometry.Point([9.54408364981453, 44.376447583762115]), { "class": 0, "system:index": "51" }), ee.Feature( ee.Geometry.Point([9.362465912998124, 44.38515840322767]), { "class": 0, "system:index": "52" }), ee.Feature( ee.Geometry.Point([9.150727904135598, 44.58657203242108]), { "class": 0, "system:index": "53" }), ee.Feature( ee.Geometry.Point([9.069360411459817, 44.593906906576656]), { "class": 0, "system:index": "54" }), ee.Feature( ee.Geometry.Point([9.087556517416848, 44.55966957437203]), { "class": 0, "system:index": "55" }), ee.Feature( ee.Geometry.Point([8.995546019369973, 44.57874714637613]), { "class": 0, "system:index": "56" }), ee.Feature( ee.Geometry.Point([8.969453490073098, 44.600751953971006]), { "class": 0, "system:index": "57" }), ee.Feature( ee.Geometry.Point([9.07004705696763, 44.54988377686661]), { "class": 0, "system:index": "58" }), ee.Feature( ee.Geometry.Point([9.08549658089341, 44.524188229078355]), { "class": 0, "system:index": "59" }), ee.Feature( ee.Geometry.Point([9.123262083823098, 44.53250993354593]), { "class": 0, "system:index": "60" }), ee.Feature( ee.Geometry.Point([9.12669531136216, 44.52125087305466]), { "class": 0, "system:index": "61" }), ee.Feature( ee.Geometry.Point([9.101289427573098, 44.5117034431649]), { "class": 0, "system:index": "62" }), ee.Feature( ee.Geometry.Point([9.001725828940286, 44.52002693100144]), { "class": 0, "system:index": "63" }), ee.Feature( ee.Geometry.Point([9.048761046225442, 44.579480774182784]), { "class": 0, "system:index": "64" }), ee.Feature( ee.Geometry.Point([9.097856200034036, 44.58119253640071]), { "class": 0, "system:index": "65" }), ee.Feature( ee.Geometry.Point([9.232438719565286, 44.577279862993244]), { "class": 0, "system:index": "66" }), ee.Feature( ee.Geometry.Point([9.25303808479966, 44.592195518735345]), { "class": 0, "system:index": "67" }), ee.Feature( ee.Geometry.Point([10.930848996624745, 44.05820855928862]), { "class": 0, "system:index": "68" }), ee.Feature( ee.Geometry.Point([10.961061398968495, 44.034518385008376]), { "class": 0, "system:index": "69" }), ee.Feature( ee.Geometry.Point([10.950075070843495, 44.10753265821489]), { "class": 0, "system:index": "70" }), ee.Feature( ee.Geometry.Point([10.88278381107787, 44.1233076844616]), { "class": 0, "system:index": "71" }), ee.Feature( ee.Geometry.Point([10.72348205326537, 44.02069474136502]), { "class": 0, "system:index": "72" }), ee.Feature( ee.Geometry.Point([10.669923703655995, 43.99995323119841]), { "class": 0, "system:index": "73" }), ee.Feature( ee.Geometry.Point([10.64383117435912, 43.97821625026472]), { "class": 0, "system:index": "74" }), ee.Feature( ee.Geometry.Point([10.737204832742563, 45.20169532981405]), { "class": 0, "system:index": "75" }), ee.Feature( ee.Geometry.Point([10.736861509988657, 45.19903426034426]), { "class": 0, "system:index": "76" }), ee.Feature( ee.Geometry.Point([10.74029473752772, 45.1974012697325]), { "class": 0, "system:index": "77" }), ee.Feature( ee.Geometry.Point([10.742955488870493, 45.196614998278925]), { "class": 0, "system:index": "78" }), ee.Feature( ee.Geometry.Point([10.746560377786508, 45.196191616842306]), { "class": 0, "system:index": "79" }), ee.Feature( ee.Geometry.Point([10.749221129129282, 45.199094740578026]), { "class": 0, "system:index": "80" }), ee.Feature( ee.Geometry.Point([10.751109404275766, 45.20242105443272]), { "class": 0, "system:index": "81" }), ee.Feature( ee.Geometry.Point([10.752053541849008, 45.20441674940112]), { "class": 0, "system:index": "82" }), ee.Feature( ee.Geometry.Point([10.740638060281626, 45.207017095376]), { "class": 0, "system:index": "83" }), ee.Feature( ee.Geometry.Point([10.738063139627329, 45.20508196549987]), { "class": 0, "system:index": "84" }), ee.Feature( ee.Geometry.Point([10.74029473752772, 45.20302581787672]), { "class": 0, "system:index": "85" }), ee.Feature( ee.Geometry.Point([10.73454408139979, 45.20133246403324]), { "class": 0, "system:index": "86" }), ee.Feature( ee.Geometry.Point([10.728624023302768, 43.74014883100581]), { "class": 0, "system:index": "87" }), ee.Feature( ee.Geometry.Point([10.738923705919955, 43.73717221940949]), { "class": 0, "system:index": "88" }), ee.Feature( ee.Geometry.Point([10.716951049669955, 43.731714713822]), { "class": 0, "system:index": "89" }), ee.Feature( ee.Geometry.Point([10.732743896349643, 43.75478168565866]), { "class": 0, "system:index": "90" }), ee.Feature( ee.Geometry.Point([10.768106140001986, 43.776352419327765]), { "class": 0, "system:index": "91" }), ee.Feature( ee.Geometry.Point([10.77600256334183, 43.670656005581066]), { "class": 0, "system:index": "92" }), ee.Feature( ee.Geometry.Point([10.573442138537143, 43.74436544412549]), { "class": 0, "system:index": "93" }), ee.Feature( ee.Geometry.Point([10.560395873888705, 43.74758971259468]), { "class": 0, "system:index": "94" }), ee.Feature( ee.Geometry.Point([10.555246032580111, 43.76767547313776]), { "class": 0, "system:index": "95" }), ee.Feature( ee.Geometry.Point([10.53430334459183, 43.77065056793546]), { "class": 0, "system:index": "96" }), ee.Feature( ee.Geometry.Point([10.642793334826205, 43.68555410716658]), { "class": 0, "system:index": "97" }), ee.Feature( ee.Geometry.Point([10.717637695177768, 43.72501618629434]), { "class": 0, "system:index": "98" }), ee.Feature( ee.Geometry.Point([10.735147155626986, 43.7535417519611]), { "class": 0, "system:index": "99" })]), developed = # shown: False # ee.FeatureCollection( [ee.Feature( ee.Geometry.Point([9.19467878610836, 45.46435783697627]), { "class": 1, "system:index": "0" }), ee.Feature( ee.Geometry.Point([9.203090193579063, 45.464899612733554]), { "class": 1, "system:index": "1" }), ee.Feature( ee.Geometry.Point([9.204463484594688, 45.462852876998106]), { "class": 1, "system:index": "2" }), ee.Feature( ee.Geometry.Point([9.180087569067345, 45.458879589622896]), { "class": 1, "system:index": "3" }), ee.Feature( ee.Geometry.Point([9.18068838388668, 45.45641119434588]), { "class": 1, "system:index": "4" }), ee.Feature( ee.Geometry.Point([9.167642119238243, 45.455267267211944]), { "class": 1, "system:index": "5" }), ee.Feature( ee.Geometry.Point([9.165668013403282, 45.45340080996563]), { "class": 1, "system:index": "6" }), ee.Feature( ee.Geometry.Point([9.167556288549767, 45.45135365679475]), { "class": 1, "system:index": "7" }), ee.Feature( ee.Geometry.Point([9.167813780615196, 45.46297327527481]), { "class": 1, "system:index": "8" }), ee.Feature( ee.Geometry.Point([9.176911833593712, 45.46706666369604]), { "class": 1, "system:index": "9" }), ee.Feature( ee.Geometry.Point([9.223853948611414, 45.47248322583851]), { "class": 1, "system:index": "10" }), ee.Feature( ee.Geometry.Point([9.242822530764734, 45.47537221988128]), { "class": 1, "system:index": "11" }), ee.Feature( ee.Geometry.Point([9.211236837405359, 45.47729813363197]), { "class": 1, "system:index": "12" }), ee.Feature( ee.Geometry.Point([9.203597906130945, 45.47669629265562]), { "class": 1, "system:index": "13" }), ee.Feature( ee.Geometry.Point([9.154784524052499, 45.18401973624338]), { "class": 1, "system:index": "14" }), ee.Feature( ee.Geometry.Point([9.158217751591561, 45.185713605296485]), { "class": 1, "system:index": "15" }), ee.Feature( ee.Geometry.Point([9.156057754172835, 45.18958733293765]), { "class": 1, "system:index": "16" }), ee.Feature( ee.Geometry.Point([9.160520949973616, 45.19122054778279]), { "class": 1, "system:index": "17" }), ee.Feature( ee.Geometry.Point([9.158289352073226, 45.19599894427136]), { "class": 1, "system:index": "18" }), ee.Feature( ee.Geometry.Point([9.144728103293929, 45.194063439607106]), { "class": 1, "system:index": "19" }), ee.Feature( ee.Geometry.Point([9.145843902244124, 45.192914202565674]), { "class": 1, "system:index": "20" }), ee.Feature( ee.Geometry.Point([9.138548293723616, 45.19019223278913]), { "class": 1, "system:index": "21" }), ee.Feature( ee.Geometry.Point([9.144470611228499, 45.17924255060339]), { "class": 1, "system:index": "22" }), ee.Feature( ee.Geometry.Point([9.180176177634749, 45.18347748407685]), { "class": 1, "system:index": "23" }), ee.Feature( ee.Geometry.Point([9.177257934226546, 45.18626026884151]), { "class": 1, "system:index": "24" }), ee.Feature( ee.Geometry.Point([10.78698889146683, 43.71211320778847]), { "class": 1, "system:index": "25" }), ee.Feature( ee.Geometry.Point([10.789392150744174, 43.71285768592188]), { "class": 1, "system:index": "26" }), ee.Feature( ee.Geometry.Point([10.809304870470736, 43.72625671087301]), { "class": 1, "system:index": "27" }), ee.Feature( ee.Geometry.Point([10.839517272814486, 43.69486354220674]), { "class": 1, "system:index": "28" }), ee.Feature( ee.Geometry.Point([10.848100341662143, 43.692877650647986]), { "class": 1, "system:index": "29" }), ee.Feature( ee.Geometry.Point([10.801408447130893, 43.68816089463136]), { "class": 1, "system:index": "30" }), ee.Feature( ee.Geometry.Point([10.792825378283236, 43.68580237752021]), { "class": 1, "system:index": "31" }), ee.Feature( ee.Geometry.Point([10.793855346544955, 43.681705785290106]), { "class": 1, "system:index": "32" }), ee.Feature( ee.Geometry.Point([10.744760192736361, 43.69945566455851]), { "class": 1, "system:index": "33" }), ee.Feature( ee.Geometry.Point([10.757978118761752, 43.708142501552466]), { "class": 1, "system:index": "34" }), ee.Feature( ee.Geometry.Point([10.752313293322299, 43.711368720406874]), { "class": 1, "system:index": "35" }), ee.Feature( ee.Geometry.Point([10.747335113390658, 43.71633179492939]), { "class": 1, "system:index": "36" }), ee.Feature( ee.Geometry.Point([10.756433166369174, 43.72414780380379]), { "class": 1, "system:index": "37" }), ee.Feature( ee.Geometry.Point([10.75729147325394, 43.722659118819244]), { "class": 1, "system:index": "38" }), ee.Feature( ee.Geometry.Point([10.782697357043002, 43.73121855228781]), { "class": 1, "system:index": "39" }), ee.Feature( ee.Geometry.Point([10.101396448196057, 44.02806798391265]), { "class": 1, "system:index": "40" }), ee.Feature( ee.Geometry.Point([10.142938501418714, 44.03831132632035]), { "class": 1, "system:index": "41" }), ee.Feature( ee.Geometry.Point([10.131265527785901, 44.04386420551437]), { "class": 1, 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ee.Geometry.Point([9.151736982100864, 45.12142875377629]), { "class": 2, "system:index": "77" }), ee.Feature( ee.Geometry.Point([9.105045087569614, 45.10374170456197]), { "class": 2, "system:index": "78" }), ee.Feature( ee.Geometry.Point([9.07071281217899, 45.09622910773991]), { "class": 2, "system:index": "79" }), ee.Feature( ee.Geometry.Point([9.38107658171024, 45.10010670050038]), { "class": 2, "system:index": "80" }), ee.Feature( ee.Geometry.Point([9.406482465499302, 45.093078369729355]), { "class": 2, "system:index": "81" }), ee.Feature( ee.Geometry.Point([9.424335248702427, 45.09089698773592]), { "class": 2, "system:index": "82" }), ee.Feature( ee.Geometry.Point([9.399529842312088, 44.059942165310375]), { "class": 2, "system:index": "83" }), ee.Feature( ee.Geometry.Point([8.877679256374588, 44.17036779637155]), { "class": 2, "system:index": "84" }), ee.Feature( ee.Geometry.Point([9.355584529812088, 43.96512739709022]), { "class": 2, "system:index": "85" }), ee.Feature( ee.Geometry.Point([9.064446834499588, 44.22550322825024]), { "class": 2, "system:index": "86" }), ee.Feature( ee.Geometry.Point([9.053460506374588, 44.15460533997702]), { "class": 2, "system:index": "87" }), ee.Feature( ee.Geometry.Point([9.597283748562088, 43.88995820658324]), { "class": 2, "system:index": "88" }), ee.Feature( ee.Geometry.Point([10.204020885402908, 44.67242037723368]), { "class": 2, "system:index": "89" }), ee.Feature( ee.Geometry.Point([10.200415996486893, 44.66991778726374]), { "class": 2, "system:index": "90" }), ee.Feature( ee.Geometry.Point([10.198699382717361, 44.668513848016225]), { "class": 2, "system:index": "91" }), ee.Feature( ee.Geometry.Point([10.195094493801346, 44.666072133544375]), { "class": 2, "system:index": "92" }), ee.Feature( ee.Geometry.Point([10.192862895900955, 44.66472914674318]), { "class": 2, "system:index": "93" }), ee.Feature( ee.Geometry.Point([10.18874302285408, 44.66283670344126]), { "class": 2, "system:index": "94" }), ee.Feature( ee.Geometry.Point([10.185309795315018, 44.66045579992672]), { "class": 2, "system:index": "95" }), ee.Feature( ee.Geometry.Point([10.090552715236893, 44.69024057554722]), { "class": 2, "system:index": "96" }), ee.Feature( ee.Geometry.Point([9.884559062893143, 44.6882879445253]), { "class": 2, "system:index": "97" }), ee.Feature( ee.Geometry.Point([10.091239360744705, 44.687555690920945]), { "class": 2, "system:index": "98" }), ee.Feature( ee.Geometry.Point([10.085917858059158, 44.682429656495245]), { "class": 2, "system:index": "99" })]), herbaceous = # shown: False # ee.FeatureCollection( [ee.Feature( ee.Geometry.Point([9.647866129015439, 45.00732805319811]), { "class": 3, "system:index": "0" }), ee.Feature( ee.Geometry.Point([9.63911139879083, 45.00150212185294]), { "class": 3, "system:index": "1" }), ee.Feature( ee.Geometry.Point([9.63859641465997, 44.995432813342106]), { "class": 3, "system:index": "2" }), ee.Feature( ee.Geometry.Point([9.679108499620908, 44.99688950601573]), { "class": 3, "system:index": "3" }), ee.Feature( ee.Geometry.Point([9.680653452013486, 44.99106251314061]), { "class": 3, "system:index": "4" }), ee.Feature( ee.Geometry.Point([9.616967081163876, 44.98474926892666]), { "class": 3, "system:index": "5" }), ee.Feature( ee.Geometry.Point([9.625550150011533, 44.984627853569535]), { "class": 3, "system:index": "6" }), ee.Feature( ee.Geometry.Point([9.577313303087704, 44.99968139680247]), { "class": 3, "system:index": "7" }), ee.Feature( ee.Geometry.Point([9.682183386109417, 45.11939912570097]), { "class": 3, "system:index": "8" }), ee.Feature( ee.Geometry.Point([9.662270666382854, 45.142166966714186]), { "class": 3, "system:index": "9" }), ee.Feature( ee.Geometry.Point([9.655747534058635, 45.14483069451677]), { "class": 3, "system:index": "10" }), ee.Feature( ee.Geometry.Point([9.602875829957073, 45.13926093989158]), { "class": 3, "system:index": "11" }), ee.Feature( ee.Geometry.Point([9.57849991442973, 45.14265129011751]), { "class": 3, "system:index": "12" }), ee.Feature( ee.Geometry.Point([9.56476700427348, 45.14047180240153]), { "class": 3, "system:index": "13" }), ee.Feature( ee.Geometry.Point([9.55652725817973, 45.11794555067206]), { "class": 3, "system:index": "14" }), ee.Feature( ee.Geometry.Point([9.511208654664104, 45.12666644539884]), { "class": 3, "system:index": "15" }), ee.Feature( ee.Geometry.Point([9.601502538941448, 45.15887374651922]), { "class": 3, "system:index": "16" }), ee.Feature( ee.Geometry.Point([9.770417333863323, 45.15378959281897]), { "class": 3, "system:index": "17" }), ee.Feature( ee.Geometry.Point([9.706286368107783, 45.13319818507588]), { "class": 3, "system:index": "18" }), ee.Feature( ee.Geometry.Point([9.704827246403681, 45.13574123701328]), { "class": 3, "system:index": "19" }), ee.Feature( ee.Geometry.Point([9.699248251652705, 45.13955560228794]), { "class": 3, "system:index": "20" }), ee.Feature( ee.Geometry.Point([9.688776907658564, 45.13598342652142]), { "class": 3, "system:index": "21" }), ee.Feature( ee.Geometry.Point([9.688519415593134, 45.130655019734995]), { "class": 3, "system:index": "22" }), ee.Feature( ee.Geometry.Point([9.653500494694697, 45.13997940490131]), { "class": 3, "system:index": "23" }), ee.Feature( ee.Geometry.Point([9.67341321442126, 45.12260091467352]), { "class": 3, "system:index": "24" }), ee.Feature( ee.Geometry.Point([10.7573680083494, 44.76085711753607]), { "class": 3, "system:index": "25" }), ee.Feature( ee.Geometry.Point([10.787065426562291, 44.77743157501226]), { "class": 3, "system:index": "26" }), ee.Feature( ee.Geometry.Point([10.805604855273229, 44.78193997941965]), { "class": 3, "system:index": "27" }), ee.Feature( ee.Geometry.Point([10.800111691210729, 44.782914723275496]), { "class": 3, "system:index": "28" }), ee.Feature( ee.Geometry.Point([10.801484982226354, 44.78206182330164]), { "class": 3, "system:index": "29" }), ee.Feature( ee.Geometry.Point([10.701234738085729, 44.76743872144162]), { "class": 3, "system:index": "30" }), ee.Feature( ee.Geometry.Point([10.706727902148229, 44.77036363804527]), { "class": 3, "system:index": "31" }), ee.Feature( ee.Geometry.Point([10.716512600634557, 44.77060737440978]), { "class": 3, "system:index": "32" }), ee.Feature( ee.Geometry.Point([10.714281002734166, 44.773775853547704]), { "class": 3, "system:index": "33" }), ee.Feature( ee.Geometry.Point([10.724237362597448, 44.78133075615248]), { "class": 3, "system:index": "34" }), ee.Feature( ee.Geometry.Point([10.686300198290807, 44.778650097404636]), { "class": 3, "system:index": "35" }), ee.Feature( ee.Geometry.Point([10.69797317192362, 44.78474232364748]), { "class": 3, "system:index": "36" }), ee.Feature( ee.Geometry.Point([10.726983944628698, 44.74257095015713]), { "class": 3, "system:index": "37" }), ee.Feature( ee.Geometry.Point([10.732305447314245, 44.750617576606686]), { "class": 3, "system:index": "38" }), ee.Feature( ee.Geometry.Point([10.73367873832987, 44.749886111397124]), { "class": 3, "system:index": "39" }), ee.Feature( ee.Geometry.Point([10.747926632616979, 44.74842315320647]), { "class": 3, "system:index": "40" }), ee.Feature( ee.Geometry.Point([10.800111691210729, 44.74915463693038]), { "class": 3, "system:index": "41" }), ee.Feature( ee.Geometry.Point([10.840967098925573, 44.745740967018534]), { "class": 3, "system:index": "42" }), ee.Feature( ee.Geometry.Point([10.823457638476354, 44.747691660225364]), { "class": 3, "system:index": "43" }), ee.Feature( ee.Geometry.Point([10.828607479784948, 44.75659086265001]), { "class": 3, "system:index": "44" }), ee.Feature( ee.Geometry.Point([10.832384030077916, 44.76280730056898]), { "class": 3, "system:index": "45" }), ee.Feature( ee.Geometry.Point([10.838563839648229, 44.780234138071414]), { "class": 3, "system:index": "46" }), ee.Feature( ee.Geometry.Point([10.360658566210729, 45.27366166900315]), { "class": 3, "system:index": "47" }), ee.Feature( ee.Geometry.Point([10.357225338671666, 45.305061440557125]), { "class": 3, "system:index": "48" }), ee.Feature( ee.Geometry.Point([10.356538693163854, 45.302163728326626]), { "class": 3, "system:index": "49" }), ee.Feature( ee.Geometry.Point([10.357911984179479, 45.292986662466724]), { "class": 3, "system:index": "50" }), ee.Feature( ee.Geometry.Point([10.352418820116979, 45.292986662466724]), { "class": 3, "system:index": "51" }), ee.Feature( ee.Geometry.Point([10.322549740527135, 45.28090931297517]), { "class": 3, "system:index": "52" }), ee.Feature( ee.Geometry.Point([10.297487179491979, 45.27994301393099]), { "class": 3, "system:index": "53" }), ee.Feature( ee.Geometry.Point([10.301607052538854, 45.2668963660993]), { "class": 3, "system:index": "54" }), ee.Feature( ee.Geometry.Point([10.33490935966776, 45.260371917443365]), { "class": 3, "system:index": "55" }), ee.Feature( ee.Geometry.Point([10.327699581835729, 45.25819693459614]), { "class": 3, "system:index": "56" }), ee.Feature( ee.Geometry.Point([10.265901486132604, 45.25215487843267]), { "class": 3, "system:index": "57" }), ee.Feature( ee.Geometry.Point([10.249078671191198, 45.27559446457621]), { "class": 3, "system:index": "58" }), ee.Feature( ee.Geometry.Point([10.238092343066198, 45.28260029670276]), { "class": 3, "system:index": "59" }), ee.Feature( ee.Geometry.Point([10.248048702929479, 45.271728807601804]), { "class": 3, "system:index": "60" }), ee.Feature( ee.Geometry.Point([10.228135983202916, 45.26303011666926]), { "class": 3, "system:index": "61" }), ee.Feature( ee.Geometry.Point([10.307786862109166, 45.234508395220274]), { "class": 3, "system:index": "62" }), ee.Feature( ee.Geometry.Point([10.288904110644323, 45.23934359330129]), { "class": 3, "system:index": "63" }), ee.Feature( ee.Geometry.Point([10.277574459765416, 45.23475016489584]), { "class": 3, "system:index": "64" }), ee.Feature( ee.Geometry.Point([10.344179074023229, 45.23063994052452]), { "class": 3, "system:index": "65" }), ee.Feature( ee.Geometry.Point([10.394647518847448, 45.25771359376027]), { "class": 3, "system:index": "66" }), ee.Feature( ee.Geometry.Point([10.459878842089635, 45.25674689974561]), { "class": 3, "system:index": "67" }), ee.Feature( ee.Geometry.Point([10.467775265429479, 45.26544655342014]), { "class": 3, "system:index": "68" }), ee.Feature( ee.Geometry.Point([10.542276303027135, 45.293228183228244]), { "class": 3, "system:index": "69" }), ee.Feature( ee.Geometry.Point([10.533693234179479, 45.30602731172016]), { "class": 3, "system:index": "70" }), ee.Feature( ee.Geometry.Point([10.553262631152135, 45.30433702638502]), { "class": 3, "system:index": "71" }), ee.Feature( ee.Geometry.Point([10.585191647265416, 45.292020569135126]), { "class": 3, "system:index": "72" }), ee.Feature( ee.Geometry.Point([10.575235287402135, 45.24417837995096]), { "class": 3, "system:index": "73" }), ee.Feature( ee.Geometry.Point([10.557725826952916, 45.2311235117616]), { "class": 3, "system:index": "74" }), ee.Feature( ee.Geometry.Point([10.521333615038854, 45.24321145553549]), { "class": 3, "system:index": "75" }), ee.Feature( ee.Geometry.Point([10.50794402763651, 45.22386951120088]), { "class": 3, "system:index": "76" }), ee.Feature( ee.Geometry.Point([10.484941403124791, 45.229189202127266]), { "class": 3, "system:index": "77" }), ee.Feature( ee.Geometry.Point([10.43653289482401, 45.21226118479587]), { "class": 3, "system:index": "78" }), ee.Feature( ee.Geometry.Point([10.404603878710729, 45.21226118479587]), { "class": 3, "system:index": "79" }), ee.Feature( ee.Geometry.Point([10.394304196093541, 45.22870561443287]), { "class": 3, "system:index": "80" }), ee.Feature( ee.Geometry.Point([10.098933611495559, 45.29673011868558]), { "class": 3, "system:index": "81" }), ee.Feature( ee.Geometry.Point([10.108460817916457, 45.295643334272455]), { "class": 3, "system:index": "82" }), ee.Feature( ee.Geometry.Point([10.06717625675923, 45.29775650706211]), { "class": 3, "system:index": "83" }), ee.Feature( ee.Geometry.Point([10.045289431197707, 45.30131853435977]), { "class": 3, "system:index": "84" }), ee.Feature( ee.Geometry.Point([10.05146924076802, 45.30373334083693]), { "class": 3, "system:index": "85" }), ee.Feature( ee.Geometry.Point([10.083569918258254, 45.304397394586246]), { "class": 3, "system:index": "86" }), ee.Feature( ee.Geometry.Point([10.08717480717427, 45.284895122576465]), { "class": 3, "system:index": "87" }), ee.Feature( ee.Geometry.Point([10.095929537398879, 45.281150885164806]), { "class": 3, "system:index": "88" }), ee.Feature( ee.Geometry.Point([9.719647799117629, 45.4015670962912]), { "class": 3, "system:index": "89" }), ee.Feature( ee.Geometry.Point([9.755353365523879, 45.40928043956986]), { "class": 3, "system:index": "90" }), ee.Feature( ee.Geometry.Point([9.740247164352004, 45.43988238640316]), { "class": 3, "system:index": "91" }), ee.Feature( ee.Geometry.Point([9.67467251835591, 45.423017223473764]), { "class": 3, "system:index": "92" }), ee.Feature( ee.Geometry.Point([9.667462740523879, 45.43072763756811]), { "class": 3, "system:index": "93" }), ee.Feature( ee.Geometry.Point([9.640683565719192, 45.38637837388185]), { "class": 3, "system:index": "94" }), ee.Feature( ee.Geometry.Point([9.699735079391067, 45.39023621391478]), { "class": 3, "system:index": "95" }), ee.Feature( ee.Geometry.Point([9.670552645309035, 45.384449355127416]), { "class": 3, "system:index": "96" }), ee.Feature( ee.Geometry.Point([9.665402804000442, 45.39361160795464]), { "class": 3, "system:index": "97" }), ee.Feature( ee.Geometry.Point([9.604977999312942, 45.38155570357316]), { "class": 3, "system:index": "98" }), ee.Feature( ee.Geometry.Point([9.596051607711379, 45.39602248027528]), { "class": 3, "system:index": "99" })]) #**** End of imports. If edited, may not auto-convert in the playground. ****# # Create an Earth Engine Point object over Milan. pt = ee.Geometry.Point([9.453, 45.424]) # Filter the Landsat 8 collection and select the least cloudy image. landsat = ee.ImageCollection('LANDSAT/LC08/C02/T1_L2') \ .filterBounds(pt) \ .filterDate('2019-01-01', '2020-01-01') \ .sort('CLOUD_COVER') \ .first() # Add NDVI and NDWI as bands. ndvi = landsat.normalizedDifference(['SR_B5', 'SR_B4']).rename('ndvi') ndwi = landsat.normalizedDifference(['SR_B5', 'SR_B6']).rename('ndwi') landsat = landsat.addBands(ndvi).addBands(ndwi) # Center the map on that image. Map.centerObject(landsat, 8) # Add Landsat image to the map. visParams = {'bands': ['SR_B4', 'SR_B3', 'SR_B2'], 'min': 7000, 'max': 12000} Map.addLayer(landsat, visParams, 'Landsat 8 image') # Combine training feature collections. Here we are using 100 points per class. # See imports at the top. trainingFeatures = ee.FeatureCollection([ forest, developed, water, herbaceous ]).flatten() # Define the prediction bands. predictionBands = [ 'SR_B1', 'SR_B2', 'SR_B3', 'SR_B4', 'SR_B5', 'SR_B6', 'SR_B7', 'ST_B10', 'ndvi', 'ndwi' ] # Sample training points. classifierTraining = landsat.select(predictionBands) \ .sampleRegions({ 'collection': trainingFeatures, 'properties': ['class'], 'scale': 30 }) ######## CART Classifier #########/ # Train a CART Classifier. classifier = ee.Classifier.smileCart().train({ 'features': classifierTraining, 'classProperty': 'class', 'inputProperties': predictionBands }) # Classify the Landsat image. classified = landsat.select(predictionBands).classify(classifier) # Define classification image visualization parameters. classificationVis = { 'min': 0, 'max': 3, 'palette': ['589400', 'ff0000', '1a11ff', 'd0741e'] } # Add the classified image to the map. Map.addLayer(classified, classificationVis, 'CART classified') #######/ Random Forest Classifier ##########/ # Train RF classifier. RFclassifier = ee.Classifier.smileRandomForest(50).train({ 'features': classifierTraining, 'classProperty': 'class', 'inputProperties': predictionBands }) # Classify Landsat image. RFclassified = landsat.select(predictionBands).classify(RFclassifier) # Add classified image to the map. Map.addLayer(RFclassified, classificationVis, 'RF classified') ######## Unsupervised classification ######## # Make the training dataset. training = landsat.sample({ 'region': landsat.geometry(), 'scale': 30, 'numPixels': 1000, 'tileScale': 8 }) # Instantiate the clusterer and train it. clusterer = ee.Clusterer.wekaKMeans(4).train(training) # Cluster the input using the trained clusterer. Kclassified = landsat.cluster(clusterer) # Display the clusters with random colors. Map.addLayer(Kclassified.randomVisualizer(), {}, 'K-means classified - random colors') # Display the clusters with same palette as supervised classification # herbaceous is 0, water is 1, forest is 2, developed is 3. Map.addLayer(Kclassified, {'min': 0, 'max': 3, 'palette': ['d0741e','1a11ff','589400', 'ff0000']}, 'K-means classified')

Display the interactive map¶

In [ ]:

Map

Map