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int64
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20k
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11 values
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0
0
s2_view_off_nadir
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198
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67
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3.31
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float64
0.5
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int64
10
100
label_type
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cloud_coverage
stringclasses
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test
int64
0
0
difficulty
null
proj_epsg
int64
32.6k
32.8k
proj_geometry
stringlengths
80
90
proj_shape
int64
509
509
proj_centroid
stringlengths
22
28
proj_transform
stringlengths
28
30
test_sr
float64
0
0
10,000
ANGIE
ROI_10007
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S2A_MSIL1C_20200121T041101_N0208_R047_T46RGR_20200121T065428
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1.5.0
1.033365
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S1A_IW_GRDH_1SDV_20200119T233829_20200119T233854_030876_038B12_35CE
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Sentinel-1 IPF
3.1
Copernicus S1 Core Ground Segment - DPA
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1
10
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ROI_10007
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S2B_MSIL1C_20200126T041039_N0208_R047_T46RGR_20200126T065039
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4.3.0
1.5.0
1.032541
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152.513761
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S1A_IW_GRDH_1SDV_20200124T114100_20200124T114125_030942_038D66_A496
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Sentinel-1 IPF
3.1
Copernicus S1 Core Ground Segment - DPA
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1
10
scribble
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ROI_10007
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S2B_MSIL1C_20190901T041549_N0208_R090_T46RGR_20190901T084626
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4.3.0
1.5.0
0.980362
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0
0
137.219061
65.180192
S1A_IW_GRDH_1SDV_20190902T114102_20190902T114127_028842_0344AC_8569
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Sentinel-1 IPF
3.1
Copernicus S1 Core Ground Segment - UPA
3.1
1
10
scribble
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ROI_10007
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S2A_MSIL1C_20191225T042151_N0208_R090_T46RGR_20191225T071025
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4.3.0
1.5.0
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160.8463
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S1A_IW_GRDH_1SDV_20191226T233830_20191226T233855_030526_037EDC_5735
2019-12-26T23:38:30Z
Sentinel-1 IPF
3.1
Copernicus S1 Core Ground Segment - DPA
3.1
1
10
scribble
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32,646
POLYGON ((740370 3065630, 745460 3065630, 745460 3070720, 740370 3070720, 740370 3065630))
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ROI_10007
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S2A_MSIL1C_20190827T041551_N0208_R090_T46RGR_20190827T075116
2019-08-27T04:30:48Z
N02.13
4.3.0
1.5.0
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133.773198
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S1A_IW_GRDH_1SDV_20190828T233830_20190828T233855_028776_03425A_A142
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Sentinel-1 IPF
3.1
Copernicus S1 Core Ground Segment - DPA
3.1
1
10
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ROI_10009
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S2A_MSIL1C_20200308T035611_N0209_R004_T46QHJ_20200308T070701
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4.3.0
1.5.0
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136.150432
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S1A_IW_GRDH_1SDV_20200309T232349_20200309T232414_031605_03A461_493C
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Sentinel-1 IPF
3.2
Copernicus S1 Core Ground Segment - DPA
3.2
1
10
scribble
low-cloudy
0
null
32,646
POLYGON ((862020 2345190, 867110 2345190, 867110 2350280, 862020 2350280, 862020 2345190))
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ANGIE
ROI_10009
20200606T035541_20200606T035746_T47QKD
S2A_MSIL1C_20200606T035541_N0209_R004_T47QKD_20200606T070245
2020-06-06T04:12:40Z
N02.14
4.3.0
1.5.0
0.972106
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81.636432
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S1A_IW_GRDH_1SDV_20200604T113923_20200604T113948_032867_03CE93_48C2
2020-06-04T11:39:23Z
Sentinel-1 IPF
3.2
Copernicus S1 Core Ground Segment - DPA
3.2
1
10
scribble
cloudy
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null
32,646
POLYGON ((862020 2345190, 867110 2345190, 867110 2350280, 862020 2350280, 862020 2345190))
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POINT (96.51077 21.19468)
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ROI_10009
20181217T041141_20181217T041902_T46QHJ
S2A_MSIL1C_20181217T041141_N0207_R047_T46QHJ_20181217T065809
2018-12-17T04:22:21Z
N02.11
4.3.0
1.5.0
1.032024
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0
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158.686536
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S1A_IW_GRDH_1SDV_20181214T233153_20181214T233218_025028_02C2BB_74BF
2018-12-14T23:31:53Z
Sentinel-1 IPF
2.91
Copernicus S1 Core Ground Segment - UPA
2.91
1
10
scribble
cloud-free
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null
32,646
POLYGON ((862020 2345190, 867110 2345190, 867110 2350280, 862020 2350280, 862020 2345190))
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ROI_10009
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S2A_MSIL1C_20191129T040121_N0208_R004_T47QKD_20191129T064040
2019-11-29T04:12:33Z
N02.13
4.3.0
1.5.0
1.026572
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157.370002
44.188586
S1A_IW_GRDH_1SDV_20191127T233201_20191127T233226_030103_037056_7D4C
2019-11-27T23:32:01Z
Sentinel-1 IPF
3.1
Copernicus S1 Core Ground Segment - DPA
3.1
1
10
scribble
almost-clear
0
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32,646
POLYGON ((862020 2345190, 867110 2345190, 867110 2350280, 862020 2350280, 862020 2345190))
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POINT (96.51077 21.19468)
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ROI_10009
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S2B_MSIL1C_20200621T035539_N0209_R004_T46QHJ_20200621T080426
2020-06-21T04:12:37Z
N02.14
4.3.0
1.5.0
0.968728
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0
0
79.38729
70.557372
S1A_IW_GRDH_1SDV_20200618T233202_20200618T233227_033078_03D4F8_E305
2020-06-18T23:32:02Z
Sentinel-1 IPF
3.2
Copernicus S1 Core Ground Segment - DPA
3.2
1
10
scribble
mid-cloudy
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null
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POLYGON ((862020 2345190, 867110 2345190, 867110 2350280, 862020 2350280, 862020 2345190))
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POINT (96.51077 21.19468)
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ROI_10025
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S2A_MSIL1C_20191130T033111_N0208_R018_T48PUB_20191130T062534
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N02.13
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1.5.0
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154.467747
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S1B_IW_GRDH_1SDV_20191128T111200_20191128T111225_019127_024192_EEDB
2019-11-28T11:12:00Z
Sentinel-1 IPF
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Copernicus S1 Core Ground Segment - DPA
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1
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scribble
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ROI_10025
20200528T032541_20200528T033032_T48PUB
S2A_MSIL1C_20200528T032541_N0209_R018_T48PUB_20200528T063823
2020-05-28T03:44:10Z
N02.14
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1.5.0
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67.465933
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S1B_IW_GRDH_1SDV_20200526T111200_20200526T111225_021752_02948C_4792
2020-05-26T11:12:00Z
Sentinel-1 IPF
3.2
Copernicus S1 Core Ground Segment - DPA
3.2
1
40
scribble
low-cloudy
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null
32,648
POLYGON ((370260 1662240, 375350 1662240, 375350 1667330, 370260 1667330, 370260 1662240))
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POINT (103.8166 15.05531)
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ROI_10025
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S2B_MSIL1C_20190529T032549_N0207_R018_T48PUB_20190529T070401
2019-05-29T03:44:13Z
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1.5.0
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S1A_IW_GRDH_1SDV_20190530T225229_20190530T225254_027463_03193A_2821
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Sentinel-1 IPF
2.91
Copernicus S1 Core Ground Segment - UPA
2.91
1
40
scribble
almost-clear
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null
32,648
POLYGON ((370260 1662240, 375350 1662240, 375350 1667330, 370260 1667330, 370260 1662240))
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ROI_10025
20190104T033131_20190104T033127_T48PUB
S2A_MSIL1C_20190104T033131_N0207_R018_T48PUB_20190104T080727
2019-01-04T03:43:59Z
N02.11
4.3.0
1.5.0
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150.342719
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S1A_IW_GRDH_1SDV_20190102T111237_20190102T111302_025298_02CC74_4D5F
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Sentinel-1 IPF
2.91
Copernicus S1 Core Ground Segment - DPA
2.91
1
40
scribble
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ROI_10025
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S2A_MSIL1C_20190802T032541_N0208_R018_T48PUB_20190802T063330
2019-08-02T03:44:09Z
N02.13
4.3.0
1.5.0
0.970083
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0
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78.929575
68.799568
S1B_IW_GRDH_1SDV_20190731T111157_20190731T111222_017377_020ACD_DE9B
2019-07-31T11:11:57Z
Sentinel-1 IPF
3.1
Copernicus S1 Core Ground Segment - DPA
3.1
1
40
scribble
cloudy
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32,648
POLYGON ((370260 1662240, 375350 1662240, 375350 1667330, 370260 1667330, 370260 1662240))
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POINT (103.8166 15.05531)
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ROI_10027
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S2A_MSIL1C_20200620T033541_N0209_R061_T47PRT_20200620T065032
2020-06-20T03:53:56Z
N02.14
4.3.0
1.5.0
0.968894
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64.318309
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S1A_IW_GRDH_1SDV_20200618T112108_20200618T112133_033071_03D4C1_1263
2020-06-18T11:21:08Z
Sentinel-1 IPF
3.2
Copernicus S1 Core Ground Segment - DPA
3.2
1
40
scribble
almost-clear
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null
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ROI_10027
20191019T033739_20191019T034625_T47PRT
S2B_MSIL1C_20191019T033739_N0208_R061_T47PRT_20191019T080752
2019-10-19T03:53:51Z
N02.13
4.3.0
1.5.0
1.006251
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0
0
148.09906
60.152373
S1B_IW_GRDH_1SDV_20191020T230000_20191020T230024_018565_022FAC_1EB2
2019-10-20T23:00:00Z
Sentinel-1 IPF
3.1
Copernicus S1 Core Ground Segment - DPA
3.1
1
40
scribble
low-cloudy
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null
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POLYGON ((826970 1725280, 832060 1725280, 832060 1730370, 826970 1730370, 826970 1725280))
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POINT (102.0726 15.60683)
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ANGIE
ROI_10027
20190616T033541_20190616T033835_T47PRT
S2A_MSIL1C_20190616T033541_N0207_R061_T47PRT_20190616T062756
2019-06-16T03:53:53Z
N02.12
4.3.0
1.5.0
0.969783
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0
0
64.387599
70.271627
S1B_IW_GRDH_1SDV_20190618T112026_20190618T112051_016750_01F86E_DF2F
2019-06-18T11:20:26Z
Sentinel-1 IPF
2.91
Copernicus S1 Core Ground Segment - UPA
2.91
1
40
scribble
cloudy
0
null
32,647
POLYGON ((826970 1725280, 832060 1725280, 832060 1730370, 826970 1730370, 826970 1725280))
509
POINT (102.0726 15.60683)
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ANGIE
ROI_10027
20200715T033539_20200715T034520_T47PRT
S2B_MSIL1C_20200715T033539_N0209_R061_T47PRT_20200715T071618
2020-07-15T03:53:51Z
N02.14
4.3.0
1.5.0
0.967585
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0
0
70.656566
69.573432
S1A_IW_GRDH_1SDV_20200716T230040_20200716T230105_033486_03E15F_AA50
2020-07-16T23:00:40Z
Sentinel-1 IPF
3.31
Copernicus S1 Core Ground Segment - DPA
3.31
1
40
scribble
mid-cloudy
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null
32,647
POLYGON ((826970 1725280, 832060 1725280, 832060 1730370, 826970 1730370, 826970 1725280))
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POINT (102.0726 15.60683)
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ROI_10027
20181223T034149_20181223T035212_T47PRT
S2B_MSIL1C_20181223T034149_N0207_R061_T47PRT_20181223T075229
2018-12-23T03:53:46Z
N02.11
4.3.0
1.5.0
1.033132
0
0
0
154.260784
46.647472
S1B_IW_GRDH_1SDV_20181224T225952_20181224T230017_014190_01A5F7_5B51
2018-12-24T22:59:52Z
Sentinel-1 IPF
2.91
Copernicus S1 Core Ground Segment - DPA
2.91
1
40
scribble
cloud-free
0
null
32,647
POLYGON ((826970 1725280, 832060 1725280, 832060 1730370, 826970 1730370, 826970 1725280))
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POINT (102.0726 15.60683)
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ROI_10029
20200216T033829_20200216T034731_T47PRR
S2B_MSIL1C_20200216T033829_N0209_R061_T47PRR_20200216T071458
2020-02-16T03:54:15Z
N02.14
4.3.0
1.5.0
1.026529
0
0
0
138.670073
55.267885
S1B_IW_GRDH_1SDV_20200217T230021_20200217T230046_020315_026796_D618
2020-02-17T23:00:21Z
Sentinel-1 IPF
3.2
Copernicus S1 Core Ground Segment - DPA
3.2
1
10
scribble
almost-clear
0
null
32,647
POLYGON ((826270 1541180, 831360 1541180, 831360 1546270, 826270 1546270, 826270 1541180))
509
POINT (102.0428 13.94478)
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ROI_10029
20190328T033701_20190328T034902_T47PRR
S2A_MSIL1C_20190328T033701_N0207_R061_T47PRR_20190328T085819
2019-03-28T03:54:18Z
N02.11
4.3.0
1.5.0
1.006594
0
0
0
116.94757
66.95914
S1B_IW_GRDH_1SDV_20190326T111957_20190326T112022_015525_01D18E_29CE
2019-03-26T11:19:57Z
Sentinel-1 IPF
2.91
Copernicus S1 Core Ground Segment - DPA
2.91
1
10
scribble
mid-cloudy
0
null
32,647
POLYGON ((826270 1541180, 831360 1541180, 831360 1546270, 826270 1546270, 826270 1541180))
509
POINT (102.0428 13.94478)
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ROI_10029
20200620T033541_20200620T033838_T47PRR
S2A_MSIL1C_20200620T033541_N0209_R061_T47PRR_20200620T065032
2020-06-20T03:54:25Z
N02.14
4.3.0
1.5.0
0.968894
0
0
0
59.924817
69.261505
S1A_IW_GRDH_1SDV_20200618T112043_20200618T112108_033071_03D4C1_943C
2020-06-18T11:20:43Z
Sentinel-1 IPF
3.2
Copernicus S1 Core Ground Segment - DPA
3.2
1
10
scribble
low-cloudy
0
null
32,647
POLYGON ((826270 1541180, 831360 1541180, 831360 1546270, 826270 1546270, 826270 1541180))
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POINT (102.0428 13.94478)
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Sentinel-1 IPF
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scribble
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Sentinel-1 IPF
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scribble
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Sentinel-1 IPF
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scribble
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Sentinel-1 IPF
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Copernicus S1 Core Ground Segment - DPA
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Copernicus S1 Core Ground Segment - DPA
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ROI_10068
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S2A_MSIL1C_20200212T030831_N0209_R075_T48PYB_20200212T061458
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N02.14
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1.027978
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137.886565
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S1A_IW_GRDH_1SDV_20200213T224425_20200213T224450_031240_0397BF_E16B
2020-02-13T22:44:25Z
Sentinel-1 IPF
3.2
Copernicus S1 Core Ground Segment - DPA
3.2
1
10
scribble
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null
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S2A_MSIL1C_20190928T031541_N0208_R118_T48PYB_20190928T061248
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1.5.0
0.994218
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0
133.739386
66.364922
S1A_IW_GRDH_1SDV_20190929T223558_20190929T223627_029242_035280_AF48
2019-09-29T22:35:58Z
Sentinel-1 IPF
3.1
Copernicus S1 Core Ground Segment - DPA
3.1
0.793991
10
scribble
almost-clear
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null
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S2B_MSIL1C_20190429T032549_N0207_R018_T48QVE_20190429T070422
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1.5.0
0.988536
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0
97.36549
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S1A_IW_GRDH_1SDV_20190427T110517_20190427T110542_026975_030954_B544
2019-04-27T11:05:17Z
Sentinel-1 IPF
2.91
Copernicus S1 Core Ground Segment - UPA
2.91
0.581764
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scribble
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null
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ROI_10076
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S2B_MSIL1C_20191125T033049_N0208_R018_T48QVE_20191125T070148
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1.024999
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0
156.632061
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S1A_IW_GRDH_1SDV_20191126T225145_20191126T225210_030088_036FCB_CA6F
2019-11-26T22:51:45Z
Sentinel-1 IPF
3.1
Copernicus S1 Core Ground Segment - DPA
3.1
1
10
scribble
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null
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POINT (104.7781 17.77562)
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ROI_10076
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S2B_MSIL1C_20190628T032549_N0207_R018_T48QVE_20190628T080029
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N02.12
4.3.0
1.5.0
0.96791
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0
0
69.942201
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S1A_IW_GRDH_1SDV_20190626T110520_20190626T110545_027850_0324ED_B2AC
2019-06-26T11:05:20Z
Sentinel-1 IPF
3.1
Copernicus S1 Core Ground Segment - DPA
3.1
0.554429
10
scribble
cloudy
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null
32,648
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POINT (104.7781 17.77562)
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10,088
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ROI_10076
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S2A_MSIL1C_20200627T032541_N0209_R018_T48QVE_20200627T062952
2020-06-27T03:43:23Z
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4.3.0
1.5.0
0.967941
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0
0
69.910276
70.10996
S1A_IW_GRDH_1SDV_20200625T111337_20200625T111402_033173_03D7CC_76CD
2020-06-25T11:13:37Z
Sentinel-1 IPF
3.3
Copernicus S1 Core Ground Segment - DPA
3.3
1
10
scribble
low-cloudy
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null
32,648
POLYGON ((473930 1962830, 479020 1962830, 479020 1967920, 473930 1967920, 473930 1962830))
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POINT (104.7781 17.77562)
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ROI_10076
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S2B_MSIL1C_20200622T032539_N0209_R018_T48QVE_20200622T070335
2020-06-22T03:43:20Z
N02.14
4.3.0
1.5.0
0.968577
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0
0
69.381544
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S1A_IW_GRDH_1SDV_20200620T110527_20200620T110552_033100_03D5AA_5BFC
2020-06-20T11:05:27Z
Sentinel-1 IPF
3.2
Copernicus S1 Core Ground Segment - DPA
3.2
0.558559
10
scribble
mid-cloudy
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null
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POLYGON ((473930 1962830, 479020 1962830, 479020 1967920, 473930 1967920, 473930 1962830))
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POINT (104.7781 17.77562)
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ROI_10077
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S2B_MSIL1C_20200324T032539_N0209_R018_T48QVF_20200324T070436
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N02.14
4.3.0
1.5.0
1.008471
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0
0
126.661795
63.172656
S1A_IW_GRDH_1SDV_20200325T225142_20200325T225207_031838_03AC90_B2BE
2020-03-25T22:51:42Z
Sentinel-1 IPF
3.2
Copernicus S1 Core Ground Segment - DPA
3.2
1
10
scribble
almost-clear
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null
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POINT (104.8079 18.5507)
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ROI_10077
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S2B_MSIL1C_20191125T033049_N0208_R018_T48QVF_20191125T070148
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4.3.0
1.5.0
1.024999
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0
156.947805
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S1A_IW_GRDH_1SDV_20191126T225145_20191126T225210_030088_036FCB_CA6F
2019-11-26T22:51:45Z
Sentinel-1 IPF
3.1
Copernicus S1 Core Ground Segment - DPA
3.1
1
10
scribble
cloudy
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null
32,648
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POINT (104.8079 18.5507)
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10,092
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ROI_10077
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S2B_MSIL1C_20190429T032549_N0207_R018_T48QVF_20190429T070422
2019-04-29T03:43:10Z
N02.11
4.3.0
1.5.0
0.988536
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0
0
99.977639
71.327146
S1A_IW_GRDH_1SDV_20190427T110517_20190427T110542_026975_030954_B544
2019-04-27T11:05:17Z
Sentinel-1 IPF
2.91
Copernicus S1 Core Ground Segment - UPA
2.91
1
10
scribble
mid-cloudy
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null
32,648
POLYGON ((477180 2048580, 482270 2048580, 482270 2053670, 477180 2053670, 477180 2048580))
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POINT (104.8079 18.5507)
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10,093
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ROI_10077
20200722T032539_20200722T033718_T48QVF
S2B_MSIL1C_20200722T032539_N0209_R018_T48QVF_20200722T070332
2020-07-22T03:43:05Z
N02.14
4.3.0
1.5.0
0.968266
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0
0
81.672782
69.865836
S1A_IW_GRDH_1SDV_20200723T225149_20200723T225214_033588_03E485_913C
2020-07-23T22:51:49Z
Sentinel-1 IPF
3.31
Copernicus S1 Core Ground Segment - DPA
3.31
1
10
scribble
low-cloudy
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null
32,648
POLYGON ((477180 2048580, 482270 2048580, 482270 2053670, 477180 2053670, 477180 2048580))
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POINT (104.8079 18.5507)
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10,094
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ROI_10077
20190305T032621_20190305T033957_T48QVF
S2A_MSIL1C_20190305T032621_N0207_R018_T48QVF_20190305T084658
2019-03-05T03:42:57Z
N02.11
4.3.0
1.5.0
1.018968
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0
0
135.849402
56.749571
S1A_IW_GRDH_1SDV_20190303T111326_20190303T111351_026173_02EBEE_7A91
2019-03-03T11:13:26Z
Sentinel-1 IPF
2.91
Copernicus S1 Core Ground Segment - DPA
2.91
1
10
scribble
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null
32,648
POLYGON ((477180 2048580, 482270 2048580, 482270 2053670, 477180 2053670, 477180 2048580))
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POINT (104.8079 18.5507)
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ROI_10082
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S2A_MSIL1C_20190812T032541_N0208_R018_T48QVK_20190812T081718
2019-08-12T03:42:08Z
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4.3.0
1.5.0
0.972732
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0
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105.683405
68.743757
S1A_IW_GRDH_1SDV_20190810T225024_20190810T225053_028513_033938_1593
2019-08-10T22:50:24Z
Sentinel-1 IPF
3.1
Copernicus S1 Core Ground Segment - DPA
3.1
0.973005
10
scribble
mid-cloudy
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null
32,648
POLYGON ((479170 2432930, 484260 2432930, 484260 2438020, 479170 2438020, 479170 2432930))
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ROI_10082
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S2B_MSIL1C_20191215T033139_N0208_R018_T48QVK_20191215T070243
2019-12-15T03:41:59Z
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1.5.0
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157.045138
41.152365
S1A_IW_GRDH_1SDV_20191213T225857_20191213T225922_030336_037865_756C
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Sentinel-1 IPF
3.1
Copernicus S1 Core Ground Segment - DPA
3.1
1
10
scribble
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null
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POLYGON ((479170 2432930, 484260 2432930, 484260 2438020, 479170 2438020, 479170 2432930))
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ROI_10082
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S2B_MSIL1C_20190218T032809_N0207_R018_T48QVK_20190218T070258
2019-02-18T03:42:04Z
N02.11
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1.5.0
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143.56618
49.086983
S1A_IW_GRDH_1SDV_20190216T225848_20190216T225913_025961_02E462_70E6
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Sentinel-1 IPF
2.91
Copernicus S1 Core Ground Segment - DPA
2.91
1
10
scribble
almost-clear
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null
32,648
POLYGON ((479170 2432930, 484260 2432930, 484260 2438020, 479170 2438020, 479170 2432930))
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POINT (104.8228 22.02383)
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ROI_10082
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S2A_MSIL1C_20200309T032551_N0209_R018_T48QVK_20200309T070402
2020-03-09T03:42:01Z
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1.5.0
1.016606
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137.447996
55.553915
S1A_IW_GRDH_1SDV_20200306T225854_20200306T225919_031561_03A2E7_742E
2020-03-06T22:58:54Z
Sentinel-1 IPF
3.2
Copernicus S1 Core Ground Segment - DPA
3.2
1
10
scribble
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null
32,648
POLYGON ((479170 2432930, 484260 2432930, 484260 2438020, 479170 2438020, 479170 2432930))
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ROI_10082
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S2A_MSIL1C_20191110T032951_N0208_R018_T48QVK_20191110T070339
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1.5.0
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157.062355
47.883033
S1A_IW_GRDH_1SDV_20191107T225858_20191107T225923_029811_03663B_829A
2019-11-07T22:58:58Z
Sentinel-1 IPF
3.1
Copernicus S1 Core Ground Segment - DPA
3.1
1
10
scribble
cloudy
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null
32,648
POLYGON ((479170 2432930, 484260 2432930, 484260 2438020, 479170 2438020, 479170 2432930))
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ROI_10090
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S2A_MSIL1C_20191207T032121_N0208_R118_T48QXH_20191207T061935
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1.5.0
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43.610705
S1A_IW_GRDH_1SDV_20191208T225055_20191208T225120_030263_0375CB_039A
2019-12-08T22:50:55Z
Sentinel-1 IPF
3.1
Copernicus S1 Core Ground Segment - DPA
3.1
1
40
scribble
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null
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10,101
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ROI_10090
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S2B_MSIL1C_20181227T032139_N0207_R118_T48QXH_20181227T055732
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S1A_IW_GRDH_1SDV_20181225T225048_20181225T225113_025188_02C882_D5EA
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Sentinel-1 IPF
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Copernicus S1 Core Ground Segment - UPA
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1
40
scribble
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null
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POLYGON ((627410 2264930, 632500 2264930, 632500 2270020, 627410 2270020, 627410 2264930))
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ROI_10090
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S2A_MSIL1C_20190812T032541_N0208_R018_T48QXH_20190812T081718
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1.5.0
0.972732
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102.887783
71.018159
S1A_IW_GRDH_1SDV_20190810T225053_20190810T225118_028513_033938_3489
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Sentinel-1 IPF
3.1
Copernicus S1 Core Ground Segment - DPA
3.1
1
40
scribble
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null
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POLYGON ((627410 2264930, 632500 2264930, 632500 2270020, 627410 2270020, 627410 2264930))
509
POINT (106.2463 20.50151)
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10,103
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ROI_10090
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S2B_MSIL1C_20190728T032549_N0208_R018_T48QXH_20190728T070328
2019-07-28T03:42:35Z
N02.13
4.3.0
1.5.0
0.969082
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90.513553
71.612708
S1A_IW_GRDH_1SDV_20190729T225052_20190729T225117_028338_0333B9_BF05
2019-07-29T22:50:52Z
Sentinel-1 IPF
3.1
Copernicus S1 Core Ground Segment - DPA
3.1
1
40
scribble
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null
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POLYGON ((627410 2264930, 632500 2264930, 632500 2270020, 627410 2270020, 627410 2264930))
509
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ROI_10090
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S2A_MSIL1C_20190908T031541_N0208_R118_T48QXH_20190908T062615
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N02.13
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1.5.0
0.983624
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124.170421
65.890878
S1A_IW_GRDH_1SDV_20190906T110549_20190906T110614_028900_0346B3_D241
2019-09-06T11:05:49Z
Sentinel-1 IPF
3.1
Copernicus S1 Core Ground Segment - DPA
3.1
1
40
scribble
low-cloudy
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null
32,648
POLYGON ((627410 2264930, 632500 2264930, 632500 2270020, 627410 2270020, 627410 2264930))
509
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ROI_10092
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S2B_MSIL1C_20190814T031549_N0208_R118_T48RYN_20190814T074814
2019-08-14T03:31:22Z
N02.13
4.3.0
1.5.0
0.973358
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113.927343
67.863899
S1A_IW_GRDH_1SDV_20190815T105052_20190815T105117_028579_033B7D_9705
2019-08-15T10:50:52Z
Sentinel-1 IPF
3.1
Copernicus S1 Core Ground Segment - DPA
3.1
1
10
scribble
cloudy
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null
32,648
POLYGON ((774570 2759780, 779660 2759780, 779660 2764870, 774570 2764870, 774570 2759780))
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ROI_10092
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S2A_MSIL1C_20200714T031541_N0209_R118_T48RYN_20200714T075115
2020-07-14T03:31:20Z
N02.14
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1.5.0
0.967524
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70.349422
S1A_IW_GRDH_1SDV_20200716T105056_20200716T105121_033479_03E123_F5F9
2020-07-16T10:50:56Z
Sentinel-1 IPF
3.31
Copernicus S1 Core Ground Segment - DPA
3.31
1
10
scribble
mid-cloudy
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null
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POLYGON ((774570 2759780, 779660 2759780, 779660 2764870, 774570 2764870, 774570 2759780))
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S2B_MSIL1C_20190416T031549_N0207_R118_T48RYN_20190416T065246
2019-04-16T03:31:21Z
N02.11
4.3.0
1.5.0
0.995704
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124.978872
66.182396
S1A_IW_GRDH_1SDV_20190417T105045_20190417T105110_026829_030403_7151
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Sentinel-1 IPF
2.91
Copernicus S1 Core Ground Segment - DPA
2.91
1
10
scribble
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POLYGON ((774570 2759780, 779660 2759780, 779660 2764870, 774570 2764870, 774570 2759780))
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S1B_IW_GRDH_1SDV_20190926T105007_20190926T105026_018208_02248A_0784
2019-09-26T10:50:07Z
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Copernicus S1 Core Ground Segment - DPA
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2019-08-20T10:59:03Z
Sentinel-1 IPF
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CloudSEN12 SCRIBBLE

A Benchmark Dataset for Cloud Semantic Understanding

CloudSEN12 Images

CloudSEN12 is a LARGE dataset (~1 TB) for cloud semantic understanding that consists of 49,400 image patches (IP) that are evenly spread throughout all continents except Antarctica. Each IP covers 5090 x 5090 meters and contains data from Sentinel-2 levels 1C and 2A, hand-crafted annotations of thick and thin clouds and cloud shadows, Sentinel-1 Synthetic Aperture Radar (SAR), digital elevation model, surface water occurrence, land cover classes, and cloud mask results from six cutting-edge cloud detection algorithms.

CloudSEN12 is designed to support both weakly and self-/semi-supervised learning strategies by including three distinct forms of hand-crafted labeling data: high-quality, scribble and no-annotation. For more details on how we created the dataset see our paper.

Ready to start using CloudSEN12?

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Paper - Scientific Data

Inference on a new S2 image

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CloudSEN12 in Google Earth Engine


Description


File Name Scale Wavelength Description Datatype
L1C_ & L2A_ B1 0.0001 443.9nm (S2A) / 442.3nm (S2B) Aerosols. np.int16
B2 0.0001 496.6nm (S2A) / 492.1nm (S2B) Blue. np.int16
B3 0.0001 560nm (S2A) / 559nm (S2B) Green. np.int16
B4 0.0001 664.5nm (S2A) / 665nm (S2B) Red. np.int16
B5 0.0001 703.9nm (S2A) / 703.8nm (S2B) Red Edge 1. np.int16
B6 0.0001 740.2nm (S2A) / 739.1nm (S2B) Red Edge 2. np.int16
B7 0.0001 782.5nm (S2A) / 779.7nm (S2B) Red Edge 3. np.int16
B8 0.0001 835.1nm (S2A) / 833nm (S2B) NIR. np.int16
B8A 0.0001 864.8nm (S2A) / 864nm (S2B) Red Edge 4. np.int16
B9 0.0001 945nm (S2A) / 943.2nm (S2B) Water vapor. np.int16
B11 0.0001 1613.7nm (S2A) / 1610.4nm (S2B) SWIR 1. np.int16
B12 0.0001 2202.4nm (S2A) / 2185.7nm (S2B) SWIR 2. np.int16
L1C_ B10 0.0001 1373.5nm (S2A) / 1376.9nm (S2B) Cirrus. np.int16
L2A_ AOT 0.001 - Aerosol Optical Thickness. np.int16
WVP 0.001 - Water Vapor Pressure. np.int16
TCI_R 1 - True Color Image, Red. np.int16
TCI_G 1 - True Color Image, Green. np.int16
TCI_B 1 - True Color Image, Blue. np.int16
S1_ VV 1 5.405GHz Dual-band cross-polarization, vertical transmit/horizontal receive. np.float32
VH 1 5.405GHz Single co-polarization, vertical transmit/vertical receive. np.float32
angle 1 - Incidence angle generated by interpolating the ‘incidenceAngle’ property. np.float32
EXTRA_ CDI 0.0001 - Cloud Displacement Index. np.int16
Shwdirection 0.01 - Azimuth. Values range from 0°- 360°. np.int16
elevation 1 - Elevation in meters. Obtained from MERIT Hydro datasets. np.int16
ocurrence 1 - JRC Global Surface Water. The frequency with which water was present. np.int16
LC100 1 - Copernicus land cover product. CGLS-LC100 Collection 3. np.int16
LC10 1 - ESA WorldCover 10m v100 product. np.int16
LABEL_ fmask 1 - Fmask4.0 cloud masking. np.int16
QA60 1 - SEN2 Level-1C cloud mask. np.int8
s2cloudless 1 - sen2cloudless results. np.int8
sen2cor 1 - Scene Classification band. Obtained from SEN2 level 2A. np.int8
cd_fcnn_rgbi 1 - López-Puigdollers et al. results based on RGBI bands. np.int8
cd_fcnn_rgbi_swir 1 - López-Puigdollers et al. results based on RGBISWIR bands. np.int8
kappamask_L1C 1 - KappaMask results using SEN2 level L1C as input. np.int8
kappamask_L2A 1 - KappaMask results using SEN2 level L2A as input. np.int8
manual_hq 1 High-quality pixel-wise manual annotation. np.int8
manual_sc 1 Scribble manual annotation. np.int8

Label Description

CloudSEN12 KappaMask Sen2Cor Fmask s2cloudless CD-FCNN QA60
0 Clear 1 Clear 4 Vegetation 0 Clear land 0 Clear 0 Clear 0 Clear
2 Dark area pixels 1 Clear water
5 Bare Soils 3 Snow
6 Water
11 Snow
1 Thick cloud 4 Cloud 8 Cloud medium probability 4 Cloud 1 Cloud 1 Cloud 1024 Opaque cloud
9 Cloud high probability
2 Thin cloud 3 Semi-transparent cloud 10 Thin cirrus 2048 Cirrus cloud
3 Cloud shadow 2 Cloud shadow 3 Cloud shadows 2 Cloud shadow

np.memmap shape information


train shape: (8785, 512, 512)
val shape: (560, 512, 512)
test shape: (655, 512, 512)


Example


import numpy as np

# Read high-quality train
train_shape = (8785, 512, 512)
B4X = np.memmap('train/L1C_B04.dat', dtype='int16', mode='r', shape=train_shape)
y = np.memmap('train/manual_hq.dat', dtype='int8', mode='r', shape=train_shape)

# Read high-quality val
val_shape = (560, 512, 512)
B4X = np.memmap('val/L1C_B04.dat', dtype='int16', mode='r', shape=val_shape)
y = np.memmap('val/manual_hq.dat', dtype='int8', mode='r', shape=val_shape)


# Read high-quality test
test_shape = (655, 512, 512)
B4X = np.memmap('test/L1C_B04.dat', dtype='int16', mode='r', shape=test_shape)
y = np.memmap('test/manual_hq.dat', dtype='int8', mode='r', shape=test_shape)

This work has been partially supported by the Spanish Ministry of Science and Innovation project PID2019-109026RB-I00 (MINECO-ERDF) and the Austrian Space Applications Programme within the SemantiX project.

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