"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/opt/anaconda3/envs/zeel_py310/lib/python3.10/site-packages/eerepr/repr.py:57: UserWarning: Getting info failed with: 'Collection query aborted after accumulating over 5000 elements.'. Falling back to string repr.\n",
+ " warn(f\"Getting info failed with: '{e}'. Falling back to string repr.\")\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "<ee.imagecollection.ImageCollection object at 0x7f4811b9e050>
"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "collection = ee.ImageCollection('COPERNICUS/S2_SR_HARMONIZED').filterBounds(ee.Geometry(gdf.iloc[0].geometry.__geo_interface__)).filterDate('2020-01-01', '2020-01-10')\n",
+ "collection"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ " "
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# get first image from collection\n",
+ "image = collection.first()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "image.clamp(0, 1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ " "
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
+ "- type:Image
- id:COPERNICUS/S2_SR_HARMONIZED/20200103T054229_20200103T054832_T43QCG
- version:1729693238711098
- AOT_RETRIEVAL_ACCURACY:0
- CLOUDY_PIXEL_PERCENTAGE:31.922709
- CLOUD_COVERAGE_ASSESSMENT:31.922709
- CLOUD_SHADOW_PERCENTAGE:0.198579
- DARK_FEATURES_PERCENTAGE:0.549102
- DATASTRIP_ID:S2B_OPER_MSI_L2A_DS_EPAE_20200103T090132_S20200103T054832_N02.13
- DATATAKE_IDENTIFIER:GS2B_20200103T054229_014760_N02.13
- DATATAKE_TYPE:INS-NOBS
- DEGRADED_MSI_DATA_PERCENTAGE:0
- FORMAT_CORRECTNESS:PASSED
- GENERAL_QUALITY:PASSED
- GENERATION_TIME:1578042092000
- GEOMETRIC_QUALITY:PASSED
- GRANULE_ID:L2A_T43QCG_A014760_20200103T054832
- HIGH_PROBA_CLOUDS_PERCENTAGE:7.175779
- MEAN_INCIDENCE_AZIMUTH_ANGLE_B1:228.866693947
- MEAN_INCIDENCE_AZIMUTH_ANGLE_B10:231.181075346
- MEAN_INCIDENCE_AZIMUTH_ANGLE_B11:229.390344022
- MEAN_INCIDENCE_AZIMUTH_ANGLE_B12:228.693796089
- MEAN_INCIDENCE_AZIMUTH_ANGLE_B2:234.499920967
- MEAN_INCIDENCE_AZIMUTH_ANGLE_B3:232.023517476
- MEAN_INCIDENCE_AZIMUTH_ANGLE_B4:230.59537529
- MEAN_INCIDENCE_AZIMUTH_ANGLE_B5:229.956341503
- MEAN_INCIDENCE_AZIMUTH_ANGLE_B6:229.518495929
- MEAN_INCIDENCE_AZIMUTH_ANGLE_B7:229.037434243
- MEAN_INCIDENCE_AZIMUTH_ANGLE_B8:233.108324536
- MEAN_INCIDENCE_AZIMUTH_ANGLE_B8A:228.7554452
- MEAN_INCIDENCE_AZIMUTH_ANGLE_B9:228.681896618
- MEAN_INCIDENCE_ZENITH_ANGLE_B1:3.84876005888
- MEAN_INCIDENCE_ZENITH_ANGLE_B10:3.45177233793
- MEAN_INCIDENCE_ZENITH_ANGLE_B11:3.60137297281
- MEAN_INCIDENCE_ZENITH_ANGLE_B12:3.78570081137
- MEAN_INCIDENCE_ZENITH_ANGLE_B2:3.2782764992
- MEAN_INCIDENCE_ZENITH_ANGLE_B3:3.37551363359
- MEAN_INCIDENCE_ZENITH_ANGLE_B4:3.48451409456
- MEAN_INCIDENCE_ZENITH_ANGLE_B5:3.54599791747
- MEAN_INCIDENCE_ZENITH_ANGLE_B6:3.61605291573
- MEAN_INCIDENCE_ZENITH_ANGLE_B7:3.6859370775
- MEAN_INCIDENCE_ZENITH_ANGLE_B8:3.32377205921
- MEAN_INCIDENCE_ZENITH_ANGLE_B8A:3.76323633487
- MEAN_INCIDENCE_ZENITH_ANGLE_B9:3.93447100737
- MEAN_SOLAR_AZIMUTH_ANGLE:156.635542399
- MEAN_SOLAR_ZENITH_ANGLE:50.4236448912
- MEDIUM_PROBA_CLOUDS_PERCENTAGE:19.061849
- MGRS_TILE:43QCG
- NODATA_PIXEL_PERCENTAGE:7e-06
- NOT_VEGETATED_PERCENTAGE:25.851753
- PROCESSING_BASELINE:02.13
- PRODUCT_ID:S2B_MSIL2A_20200103T054229_N0213_R005_T43QCG_20200103T090132
- RADIATIVE_TRANSFER_ACCURACY:0
- RADIOMETRIC_QUALITY:PASSED
- REFLECTANCE_CONVERSION_CORRECTION:1.03421965737
- SATURATED_DEFECTIVE_PIXEL_PERCENTAGE:0
- SENSING_ORBIT_DIRECTION:DESCENDING
- SENSING_ORBIT_NUMBER:5
- SENSOR_QUALITY:PASSED
- SNOW_ICE_PERCENTAGE:0
- SOLAR_IRRADIANCE_B1:1874.3
- SOLAR_IRRADIANCE_B10:365.41
- SOLAR_IRRADIANCE_B11:247.08
- SOLAR_IRRADIANCE_B12:87.75
- SOLAR_IRRADIANCE_B2:1959.75
- SOLAR_IRRADIANCE_B3:1824.93
- SOLAR_IRRADIANCE_B4:1512.79
- SOLAR_IRRADIANCE_B5:1425.78
- SOLAR_IRRADIANCE_B6:1291.13
- SOLAR_IRRADIANCE_B7:1175.57
- SOLAR_IRRADIANCE_B8:1041.28
- SOLAR_IRRADIANCE_B8A:953.93
- SOLAR_IRRADIANCE_B9:817.58
- SPACECRAFT_NAME:Sentinel-2B
- THIN_CIRRUS_PERCENTAGE:5.685081
- UNCLASSIFIED_PERCENTAGE:23.282081
- VEGETATION_PERCENTAGE:17.555073
- WATER_PERCENTAGE:0.640701
- WATER_VAPOUR_RETRIEVAL_ACCURACY:0
- system:asset_size:1657256589
- type:LinearRing
- 0:74.11016540745601
- 1:24.410902070189405
- 0:74.11015304070706
- 1:24.41090268552488
- 0:73.02774900042658
- 1:24.400670996155263
- 0:73.02770404977073
- 1:24.400633859210657
- 0:73.02765432478664
- 1:24.400602059690048
- 0:73.02765153226005
- 1:24.40058724459411
- 0:73.03524590991442
- 1:23.905101331454237
- 0:73.04263691932812
- 1:23.40958874371405
- 0:73.04267736331765
- 1:23.409547741651778
- 0:73.04271195238107
- 1:23.409502480476807
- 0:73.0427280759271
- 1:23.409499872731466
- 0:74.11691932286789
- 1:23.41926657630988
- 0:74.11696421791991
- 1:23.41930339484835
- 0:74.11701386233618
- 1:23.419334786767944
- 0:74.11701681949414
- 1:23.41934958311633
- 0:74.11368048838503
- 1:23.915101382828507
- 0:74.11025251236038
- 1:24.410813246431026
- 0:74.11021209640668
- 1:24.410854510840057
- 0:74.11017759497592
- 1:24.41090002461655
- 0:74.11016540745601
- 1:24.410902070189405
- system:index:20200103T054229_20200103T054832_T43QCG
- system:time_end:1578030739975
- system:time_start:1578030739975
"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 33,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "image.addBands([image, image])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ " "
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "(, 78)"
+ ]
+ },
+ "execution_count": 35,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "image, 26*3"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ " "
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
+ "- type:Image
- id:COPERNICUS/S2_SR_HARMONIZED/20200103T054229_20200103T054832_T43QCG
- version:1729686309598954
- AOT_RETRIEVAL_ACCURACY:0
- CLOUDY_PIXEL_PERCENTAGE:31.922709
- CLOUD_COVERAGE_ASSESSMENT:31.922709
- CLOUD_SHADOW_PERCENTAGE:0.198579
- DARK_FEATURES_PERCENTAGE:0.549102
- DATASTRIP_ID:S2B_OPER_MSI_L2A_DS_EPAE_20200103T090132_S20200103T054832_N02.13
- DATATAKE_IDENTIFIER:GS2B_20200103T054229_014760_N02.13
- DATATAKE_TYPE:INS-NOBS
- DEGRADED_MSI_DATA_PERCENTAGE:0
- FORMAT_CORRECTNESS:PASSED
- GENERAL_QUALITY:PASSED
- GENERATION_TIME:1578042092000
- GEOMETRIC_QUALITY:PASSED
- GRANULE_ID:L2A_T43QCG_A014760_20200103T054832
- HIGH_PROBA_CLOUDS_PERCENTAGE:7.175779
- MEAN_INCIDENCE_AZIMUTH_ANGLE_B1:228.866693947
- MEAN_INCIDENCE_AZIMUTH_ANGLE_B10:231.181075346
- MEAN_INCIDENCE_AZIMUTH_ANGLE_B11:229.390344022
- MEAN_INCIDENCE_AZIMUTH_ANGLE_B12:228.693796089
- MEAN_INCIDENCE_AZIMUTH_ANGLE_B2:234.499920967
- MEAN_INCIDENCE_AZIMUTH_ANGLE_B3:232.023517476
- MEAN_INCIDENCE_AZIMUTH_ANGLE_B4:230.59537529
- MEAN_INCIDENCE_AZIMUTH_ANGLE_B5:229.956341503
- MEAN_INCIDENCE_AZIMUTH_ANGLE_B6:229.518495929
- MEAN_INCIDENCE_AZIMUTH_ANGLE_B7:229.037434243
- MEAN_INCIDENCE_AZIMUTH_ANGLE_B8:233.108324536
- MEAN_INCIDENCE_AZIMUTH_ANGLE_B8A:228.7554452
- MEAN_INCIDENCE_AZIMUTH_ANGLE_B9:228.681896618
- MEAN_INCIDENCE_ZENITH_ANGLE_B1:3.84876005888
- MEAN_INCIDENCE_ZENITH_ANGLE_B10:3.45177233793
- MEAN_INCIDENCE_ZENITH_ANGLE_B11:3.60137297281
- MEAN_INCIDENCE_ZENITH_ANGLE_B12:3.78570081137
- MEAN_INCIDENCE_ZENITH_ANGLE_B2:3.2782764992
- MEAN_INCIDENCE_ZENITH_ANGLE_B3:3.37551363359
- MEAN_INCIDENCE_ZENITH_ANGLE_B4:3.48451409456
- MEAN_INCIDENCE_ZENITH_ANGLE_B5:3.54599791747
- MEAN_INCIDENCE_ZENITH_ANGLE_B6:3.61605291573
- MEAN_INCIDENCE_ZENITH_ANGLE_B7:3.6859370775
- MEAN_INCIDENCE_ZENITH_ANGLE_B8:3.32377205921
- MEAN_INCIDENCE_ZENITH_ANGLE_B8A:3.76323633487
- MEAN_INCIDENCE_ZENITH_ANGLE_B9:3.93447100737
- MEAN_SOLAR_AZIMUTH_ANGLE:156.635542399
- MEAN_SOLAR_ZENITH_ANGLE:50.4236448912
- MEDIUM_PROBA_CLOUDS_PERCENTAGE:19.061849
- MGRS_TILE:43QCG
- NODATA_PIXEL_PERCENTAGE:7e-06
- NOT_VEGETATED_PERCENTAGE:25.851753
- PROCESSING_BASELINE:02.13
- PRODUCT_ID:S2B_MSIL2A_20200103T054229_N0213_R005_T43QCG_20200103T090132
- RADIATIVE_TRANSFER_ACCURACY:0
- RADIOMETRIC_QUALITY:PASSED
- REFLECTANCE_CONVERSION_CORRECTION:1.03421965737
- SATURATED_DEFECTIVE_PIXEL_PERCENTAGE:0
- SENSING_ORBIT_DIRECTION:DESCENDING
- SENSING_ORBIT_NUMBER:5
- SENSOR_QUALITY:PASSED
- SNOW_ICE_PERCENTAGE:0
- SOLAR_IRRADIANCE_B1:1874.3
- SOLAR_IRRADIANCE_B10:365.41
- SOLAR_IRRADIANCE_B11:247.08
- SOLAR_IRRADIANCE_B12:87.75
- SOLAR_IRRADIANCE_B2:1959.75
- SOLAR_IRRADIANCE_B3:1824.93
- SOLAR_IRRADIANCE_B4:1512.79
- SOLAR_IRRADIANCE_B5:1425.78
- SOLAR_IRRADIANCE_B6:1291.13
- SOLAR_IRRADIANCE_B7:1175.57
- SOLAR_IRRADIANCE_B8:1041.28
- SOLAR_IRRADIANCE_B8A:953.93
- SOLAR_IRRADIANCE_B9:817.58
- SPACECRAFT_NAME:Sentinel-2B
- THIN_CIRRUS_PERCENTAGE:5.685081
- UNCLASSIFIED_PERCENTAGE:23.282081
- VEGETATION_PERCENTAGE:17.555073
- WATER_PERCENTAGE:0.640701
- WATER_VAPOUR_RETRIEVAL_ACCURACY:0
- system:asset_size:1657256589
- type:LinearRing
- 0:74.11016540745601
- 1:24.410902070189405
- 0:74.11015304070706
- 1:24.41090268552488
- 0:73.02774900042658
- 1:24.400670996155263
- 0:73.02770404977073
- 1:24.400633859210657
- 0:73.02765432478664
- 1:24.400602059690048
- 0:73.02765153226005
- 1:24.40058724459411
- 0:73.03524590991442
- 1:23.905101331454237
- 0:73.04263691932812
- 1:23.40958874371405
- 0:73.04267736331765
- 1:23.409547741651778
- 0:73.04271195238107
- 1:23.409502480476807
- 0:73.0427280759271
- 1:23.409499872731466
- 0:74.11691932286789
- 1:23.41926657630988
- 0:74.11696421791991
- 1:23.41930339484835
- 0:74.11701386233618
- 1:23.419334786767944
- 0:74.11701681949414
- 1:23.41934958311633
- 0:74.11368048838503
- 1:23.915101382828507
- 0:74.11025251236038
- 1:24.410813246431026
- 0:74.11021209640668
- 1:24.410854510840057
- 0:74.11017759497592
- 1:24.41090002461655
- 0:74.11016540745601
- 1:24.410902070189405
- system:index:20200103T054229_20200103T054832_T43QCG
- system:time_end:1578030739975
- system:time_start:1578030739975
"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "b2 = image.select('B2')\n",
+ "b2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ " "
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
+ ""
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "b2.subtract(b2).multiply(b2).add(2.5)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ " "
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "{'type': 'Image',\n",
+ " 'bands': [{'id': 'B2',\n",
+ " 'data_type': {'type': 'PixelType',\n",
+ " 'precision': 'int',\n",
+ " 'min': 0,\n",
+ " 'max': 65535},\n",
+ " 'dimensions': [10980, 10980],\n",
+ " 'crs': 'EPSG:32643',\n",
+ " 'crs_transform': [10, 0, 300000, 0, -10, 2700000]}],\n",
+ " 'version': 1729686309598954,\n",
+ " 'id': 'COPERNICUS/S2_SR_HARMONIZED/20200103T054229_20200103T054832_T43QCG',\n",
+ " 'properties': {'DATATAKE_IDENTIFIER': 'GS2B_20200103T054229_014760_N02.13',\n",
+ " 'AOT_RETRIEVAL_ACCURACY': 0,\n",
+ " 'SPACECRAFT_NAME': 'Sentinel-2B',\n",
+ " 'SATURATED_DEFECTIVE_PIXEL_PERCENTAGE': 0,\n",
+ " 'MEAN_INCIDENCE_AZIMUTH_ANGLE_B8A': 228.7554452,\n",
+ " 'CLOUD_SHADOW_PERCENTAGE': 0.198579,\n",
+ " 'MEAN_SOLAR_AZIMUTH_ANGLE': 156.635542399,\n",
+ " 'system:footprint': {'type': 'LinearRing',\n",
+ " 'coordinates': [[74.11016540745601, 24.410902070189405],\n",
+ " [74.11015304070706, 24.41090268552488],\n",
+ " [73.02774900042658, 24.400670996155263],\n",
+ " [73.02770404977073, 24.400633859210657],\n",
+ " [73.02765432478664, 24.400602059690048],\n",
+ " [73.02765153226005, 24.40058724459411],\n",
+ " [73.03524590991442, 23.905101331454237],\n",
+ " [73.04263691932812, 23.40958874371405],\n",
+ " [73.04267736331765, 23.409547741651778],\n",
+ " [73.04271195238107, 23.409502480476807],\n",
+ " [73.0427280759271, 23.409499872731466],\n",
+ " [74.11691932286789, 23.41926657630988],\n",
+ " [74.11696421791991, 23.41930339484835],\n",
+ " [74.11701386233618, 23.419334786767944],\n",
+ " [74.11701681949414, 23.41934958311633],\n",
+ " [74.11368048838503, 23.915101382828507],\n",
+ " [74.11025251236038, 24.410813246431026],\n",
+ " [74.11021209640668, 24.410854510840057],\n",
+ " [74.11017759497592, 24.41090002461655],\n",
+ " [74.11016540745601, 24.410902070189405]]},\n",
+ " 'VEGETATION_PERCENTAGE': 17.555073,\n",
+ " 'SOLAR_IRRADIANCE_B12': 87.75,\n",
+ " 'SOLAR_IRRADIANCE_B10': 365.41,\n",
+ " 'SENSOR_QUALITY': 'PASSED',\n",
+ " 'SOLAR_IRRADIANCE_B11': 247.08,\n",
+ " 'GENERATION_TIME': 1578042092000,\n",
+ " 'SOLAR_IRRADIANCE_B8A': 953.93,\n",
+ " 'FORMAT_CORRECTNESS': 'PASSED',\n",
+ " 'CLOUD_COVERAGE_ASSESSMENT': 31.922709,\n",
+ " 'THIN_CIRRUS_PERCENTAGE': 5.685081,\n",
+ " 'system:time_end': 1578030739975,\n",
+ " 'WATER_VAPOUR_RETRIEVAL_ACCURACY': 0,\n",
+ " 'system:time_start': 1578030739975,\n",
+ " 'DATASTRIP_ID': 'S2B_OPER_MSI_L2A_DS_EPAE_20200103T090132_S20200103T054832_N02.13',\n",
+ " 'PROCESSING_BASELINE': '02.13',\n",
+ " 'SENSING_ORBIT_NUMBER': 5,\n",
+ " 'NODATA_PIXEL_PERCENTAGE': 7e-06,\n",
+ " 'SENSING_ORBIT_DIRECTION': 'DESCENDING',\n",
+ " 'GENERAL_QUALITY': 'PASSED',\n",
+ " 'GRANULE_ID': 'L2A_T43QCG_A014760_20200103T054832',\n",
+ " 'REFLECTANCE_CONVERSION_CORRECTION': 1.03421965737,\n",
+ " 'MEDIUM_PROBA_CLOUDS_PERCENTAGE': 19.061849,\n",
+ " 'MEAN_INCIDENCE_AZIMUTH_ANGLE_B8': 233.108324536,\n",
+ " 'DATATAKE_TYPE': 'INS-NOBS',\n",
+ " 'MEAN_INCIDENCE_AZIMUTH_ANGLE_B9': 228.681896618,\n",
+ " 'MEAN_INCIDENCE_AZIMUTH_ANGLE_B6': 229.518495929,\n",
+ " 'MEAN_INCIDENCE_AZIMUTH_ANGLE_B7': 229.037434243,\n",
+ " 'MEAN_INCIDENCE_AZIMUTH_ANGLE_B4': 230.59537529,\n",
+ " 'MEAN_INCIDENCE_ZENITH_ANGLE_B1': 3.84876005888,\n",
+ " 'NOT_VEGETATED_PERCENTAGE': 25.851753,\n",
+ " 'MEAN_INCIDENCE_AZIMUTH_ANGLE_B5': 229.956341503,\n",
+ " 'RADIOMETRIC_QUALITY': 'PASSED',\n",
+ " 'MEAN_INCIDENCE_AZIMUTH_ANGLE_B2': 234.499920967,\n",
+ " 'MEAN_INCIDENCE_AZIMUTH_ANGLE_B3': 232.023517476,\n",
+ " 'MEAN_INCIDENCE_ZENITH_ANGLE_B5': 3.54599791747,\n",
+ " 'MEAN_INCIDENCE_AZIMUTH_ANGLE_B1': 228.866693947,\n",
+ " 'MEAN_INCIDENCE_ZENITH_ANGLE_B4': 3.48451409456,\n",
+ " 'MEAN_INCIDENCE_ZENITH_ANGLE_B3': 3.37551363359,\n",
+ " 'MEAN_INCIDENCE_ZENITH_ANGLE_B2': 3.2782764992,\n",
+ " 'MEAN_INCIDENCE_ZENITH_ANGLE_B9': 3.93447100737,\n",
+ " 'MEAN_INCIDENCE_ZENITH_ANGLE_B8': 3.32377205921,\n",
+ " 'MEAN_INCIDENCE_ZENITH_ANGLE_B7': 3.6859370775,\n",
+ " 'DARK_FEATURES_PERCENTAGE': 0.549102,\n",
+ " 'HIGH_PROBA_CLOUDS_PERCENTAGE': 7.175779,\n",
+ " 'MEAN_INCIDENCE_ZENITH_ANGLE_B6': 3.61605291573,\n",
+ " 'UNCLASSIFIED_PERCENTAGE': 23.282081,\n",
+ " 'MEAN_SOLAR_ZENITH_ANGLE': 50.4236448912,\n",
+ " 'MEAN_INCIDENCE_ZENITH_ANGLE_B8A': 3.76323633487,\n",
+ " 'RADIATIVE_TRANSFER_ACCURACY': 0,\n",
+ " 'MGRS_TILE': '43QCG',\n",
+ " 'CLOUDY_PIXEL_PERCENTAGE': 31.922709,\n",
+ " 'PRODUCT_ID': 'S2B_MSIL2A_20200103T054229_N0213_R005_T43QCG_20200103T090132',\n",
+ " 'MEAN_INCIDENCE_ZENITH_ANGLE_B10': 3.45177233793,\n",
+ " 'SOLAR_IRRADIANCE_B9': 817.58,\n",
+ " 'SNOW_ICE_PERCENTAGE': 0,\n",
+ " 'DEGRADED_MSI_DATA_PERCENTAGE': 0,\n",
+ " 'MEAN_INCIDENCE_ZENITH_ANGLE_B11': 3.60137297281,\n",
+ " 'MEAN_INCIDENCE_ZENITH_ANGLE_B12': 3.78570081137,\n",
+ " 'SOLAR_IRRADIANCE_B6': 1291.13,\n",
+ " 'MEAN_INCIDENCE_AZIMUTH_ANGLE_B10': 231.181075346,\n",
+ " 'SOLAR_IRRADIANCE_B5': 1425.78,\n",
+ " 'MEAN_INCIDENCE_AZIMUTH_ANGLE_B11': 229.390344022,\n",
+ " 'SOLAR_IRRADIANCE_B8': 1041.28,\n",
+ " 'MEAN_INCIDENCE_AZIMUTH_ANGLE_B12': 228.693796089,\n",
+ " 'SOLAR_IRRADIANCE_B7': 1175.57,\n",
+ " 'SOLAR_IRRADIANCE_B2': 1959.75,\n",
+ " 'SOLAR_IRRADIANCE_B1': 1874.3,\n",
+ " 'SOLAR_IRRADIANCE_B4': 1512.79,\n",
+ " 'GEOMETRIC_QUALITY': 'PASSED',\n",
+ " 'SOLAR_IRRADIANCE_B3': 1824.93,\n",
+ " 'system:asset_size': 1657256589,\n",
+ " 'WATER_PERCENTAGE': 0.640701,\n",
+ " 'system:index': '20200103T054229_20200103T054832_T43QCG'}}"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "b2.getInfo()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ " "
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "{'type': 'Polygon',\n",
+ " 'coordinates': [[[-122.52021789550781, 37.76885797689413],\n",
+ " [-122.51060485839844, 37.76885797689413],\n",
+ " [-122.51060485839844, 37.77478500000001],\n",
+ " [-122.52021789550781, 37.77478500000001],\n",
+ " [-122.52021789550781, 37.76885797689413]]]}"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ee_polygon.getInfo()"
+ ]
+ },
{
"cell_type": "code",
"execution_count": 12,
@@ -2719,7 +3915,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.10.12"
+ "version": "3.10.15"
}
},
"nbformat": 4,