Datasets:
index int64 | file_id string | sample_id string | mask_uid string | class_label string | class_synonyms string | group_id int64 | group_name string | country string | continent string | source string | llm_quality_score float64 | ndvi_agreement float32 | mask_area_m2 float64 | subset string | center_lon float64 | center_lat float64 | crs int64 | bounds list | geometry unknown | S2_time timestamp[ns] | S1_time timestamp[ns] | cloud_cover float64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | majortom_val_0000376 | 213D_476L_0_2 | majortom_val_0000376_mask_2 | pond | ['small water body', 'inland pond', 'shallow water reservoir', 'freshwater pond'] | 1 | Inland water | Brazil | South America | Overture | 0.7 | 0.551373 | 124,587.559158 | majortom | -45.240171 | -19.097949 | 32,723 | [
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1... | 2019-06-06T13:12:49 | 2019-06-03T08:29:20 | 0 |
1 | majortom_val_0000448 | 227D_1237R_2_3 | majortom_val_0000448_mask_2 | industrial area | ['industrial facility', 'manufacturing zone', 'warehouse complex', 'large industrial site'] | 11 | Industry | Australia | Australia and New Zealand | Overture | 0.8 | 0.34133 | 2,769,814.094571 | majortom | 118.590611 | -20.378749 | 32,750 | [
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... | 2020-12-17T02:13:41 | 2020-12-13T21:31:26 | 0 |
2 | majortom_val_0000504 | 211D_500R_1_0 | majortom_val_0000504_mask_2 | urban park | ['small urban green space', 'city park', 'public recreational area', 'urban vegetation patch'] | 14 | Recreation | Madagascar | Eastern Africa | Overture | 0.6 | 0.449518 | 186,802.584438 | majortom | 47.514009 | -18.870191 | 32,738 | [
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71,... | 2020-02-10T07:02:19 | 2020-02-01T15:18:44 | 0 |
3 | majortom_val_0000568 | 452U_410R_1_3 | majortom_val_0000568_mask_1 | rural residential village | ['village settlement', 'small rural community', 'clustered residential area', 'low-density housing cluster'] | 12 | Settlements | Azerbaijan | Western Asia | OSM | 0.8 | 0.281628 | 533,628.943873 | majortom | 48.547148 | 40.609619 | 32,639 | [
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... | 2021-04-08T07:36:11 | 2021-04-08T02:52:37 | 0 |
4 | majortom_val_0000591 | 221D_1266R_1_3 | majortom_val_0000591_mask_0 | desert | ['arid land', 'sandy desert terrain', 'barren desert expanse', 'dry desert landscape'] | 7 | Barren terrain | Australia | Australia and New Zealand | OSM | 0.9 | 0.40791 | 6,967,046.970774 | majortom | 120.925926 | -19.840771 | 32,751 | [
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6... | 2021-09-30T02:04:51 | 2021-09-28T21:23:55 | 0 |
5 | majortom_val_0000607 | 234U_825L_3_1 | majortom_val_0000607_mask_1 | tidal channel | ['tidal waterway', 'coastal inlet', 'narrow tidal creek', 'estuarine channel'] | 2 | Coastal water | null | null | Overture | 0.6 | 0.909084 | 1,921.032316 | majortom | -79.304275 | 21.074754 | 32,617 | [
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... | 2023-03-13T15:55:21 | 2023-03-17T11:11:43 | 0 |
6 | majortom_val_0000657 | 463U_755L_3_1 | majortom_val_0000657_mask_1 | industrial facility | ['industrial complex', 'manufacturing plant', 'warehouse area', 'small industrial site'] | 11 | Industry | United States of America | Northern America | OSM | 0.6 | 0.537052 | 157,800.886241 | majortom | -90.551587 | 41.642018 | 32,615 | [
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19... | 2020-12-09T16:57:09 | 2020-12-14T23:57:21 | 0 |
7 | majortom_val_0000670 | 500U_150R_0_2 | majortom_val_0000670_mask_2 | orchard | ['fruit tree plantation', 'horticultural cropland', 'tree farm', 'small orchard plot'] | 6 | Agriculture | Croatia | Southern Europe | Overture | 0.6 | 0.268966 | 31,190.832887 | majortom | 19.03204 | 44.944041 | 32,634 | [
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64... | 2019-10-27T09:40:29 | 2019-10-27T16:33:53 | 0 |
8 | majortom_val_0000682 | 230U_783L_2_3 | majortom_val_0000682_mask_2 | bay | ['coastal inlet', 'shallow coastal water body', 'marine embayment', 'small gulf'] | 2 | Coastal water | Cuba | Caribbean | Overture | 0.8 | 0.268144 | 1,012,210.861885 | majortom | -75.107909 | 20.66867 | 32,618 | [
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8... | 2023-02-28T15:45:51 | 2023-02-25T23:10:36 | 0 |
9 | majortom_val_0000688 | 397U_627R_1_2 | majortom_val_0000688_mask_1 | stream | ['narrow water channel', 'small watercourse', 'linear stream feature', 'ephemeral stream bed'] | 1 | Inland water | Afghanistan | Southern Asia | Overture | 0.7 | 0.740281 | 435.713355 | majortom | 69.343177 | 35.692296 | 32,642 | [
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... | 2022-10-13T06:08:11 | 2022-10-17T01:23:34 | 0 |
10 | majortom_val_0000733 | 620U_333R_1_0 | majortom_val_0000733_mask_2 | recreational track | ['sports track', 'paved recreational path', 'narrow athletic trail', 'outdoor running track'] | 14 | Recreation | Russia | Eastern Europe | Overture | 0.6 | 0.444533 | 102,092.541365 | majortom | 53.129676 | 55.768631 | 32,639 | [
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... | 2020-10-03T07:47:51 | 2020-10-04T02:47:54 | 0 |
11 | majortom_val_0000743 | 336U_900L_0_0 | majortom_val_0000743_mask_2 | cemetery | ['burial ground', 'graveyard', 'small cemetery plot', 'organized burial site'] | 13 | Civic & Institutional | United States of America | Northern America | Overture | 0.6 | 0.427966 | 102,510.23845 | majortom | -93.496723 | 30.261076 | 32,615 | [
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... | 2021-09-10T16:49:01 | 2021-09-08T00:19:02 | 0 |
12 | majortom_val_0000762 | 537U_21L_0_3 | majortom_val_0000762_mask_1 | farmyard | ['agricultural yard', 'farmstead area', 'small farm enclosure', 'rural farm compound'] | 6 | Agriculture | France | Western Europe | Overture | 0.6 | 0.537298 | 65,812.389404 | majortom | -2.818228 | 48.243409 | 32,630 | [
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13 | majortom_val_0000763 | 165D_607L_3_0 | majortom_val_0000763_mask_0 | quarry | ['open-pit mine', 'excavation site', 'mineral extraction pit', 'surface mining area'] | 11 | Industry | Brazil | South America | OSM | 0.6 | 0.470653 | 70,436.479716 | majortom | -56.309805 | -14.738578 | 32,721 | [
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... | 2019-09-19T14:00:49 | 2019-09-19T09:18:18 | 0.0169 |
14 | majortom_val_0000792 | 672U_815L_0_3 | majortom_val_0000792_mask_0 | islet | ['small island', 'tiny landmass', 'coastal islet', 'uninhabited islet'] | 3 | Coastal land | null | null | Overture | 0.6 | 0.611083 | 6,337.256117 | majortom | -148.014838 | 60.369292 | 32,606 | [
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9... | 2021-04-24T21:25:21 | 2021-04-30T03:35:51 | 0 |
15 | majortom_val_0000794 | 594U_6L_2_3 | majortom_val_0000794_mask_1 | industrial power plant | ['power generation facility', 'industrial plant', 'thermal power station', 'large energy production site'] | 10 | Utilities | United Kingdom | Northern Europe | OSM | 0.7 | 0.319773 | 268,846.144035 | majortom | -0.808522 | 53.361484 | 32,630 | [
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2... | 2018-04-05T11:21:09 | 2018-04-08T17:49:55 | 0 |
16 | majortom_val_0000797 | 206U_739L_1_3 | majortom_val_0000797_mask_1 | bridge | ['road bridge', 'transportation bridge', 'narrow elevated crossing', 'vehicular bridge structure'] | 9 | Transport | Dominican Republic | Caribbean | Overture | 0.5 | 0.613938 | 10,416.973855 | majortom | -69.957874 | 18.513111 | 32,619 | [
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... | 2020-06-19T15:17:09 | 2020-06-18T22:53:14 | 0 |
17 | majortom_val_0000805 | 470U_806L_3_1 | majortom_val_0000805_mask_2 | river | ['stream', 'waterway', 'narrow water channel', 'natural river course'] | 1 | Inland water | United States of America | Northern America | Overture | 0.5 | 0.837983 | 334.536361 | majortom | -97.620825 | 42.271767 | 32,614 | [
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... | 2019-01-08T17:27:09 | 2019-01-10T00:22:02 | 0 |
18 | majortom_val_0000819 | 10D_110R_1_1 | majortom_val_0000819_mask_1 | lake | ['pond', 'inland water body', 'small freshwater lake', 'natural water reservoir'] | 1 | Inland water | Gabon | Middle Africa | Overture | 0.8 | 0.290484 | 1,094,102.918748 | majortom | 9.912758 | -0.840481 | 32,732 | [
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19 | majortom_val_0000842 | 461U_728L_1_1 | majortom_val_0000842_mask_0 | scrubland | ['shrubland', 'dense scrub vegetation', 'low woody plant cover', 'brushland area'] | 5 | Grass & shrubland | United States of America | Northern America | OSM | 0.7 | 0.729956 | 210,985.030637 | majortom | -87.142444 | 41.464715 | 32,616 | [
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1... | 2020-10-07T16:41:09 | 2020-10-05T23:40:52 | 0 |
20 | majortom_val_0000867 | 693U_334R_3_2 | majortom_val_0000867_mask_0 | wetland | ['marshland', 'peat bog', 'shallow waterlogged area', 'inland wetland'] | 4 | Forest & wetland | Russia | Eastern Europe | OSM | 0.8 | 0.665695 | 1,443,416.437302 | majortom | 64.575775 | 62.27723 | 32,641 | [
580458.0438970848,
6904740.143357976,
583098.0438970848,
6907380.143357976
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209,
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... | 2019-06-07T07:16:29 | 2019-06-04T02:12:40 | 0.0768 |
21 | majortom_val_0000880 | 66U_1286R_0_1 | majortom_val_0000880_mask_1 | cemetery | ['burial ground', 'graveyard', 'compact memorial park', 'urban cemetery plot'] | 13 | Civic & Institutional | Malaysia | South-Eastern Asia | Overture | 0.7 | 0.414917 | 118,315.462726 | majortom | 116.126143 | 5.985867 | 32,650 | [
401964.5876292465,
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177,
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... | 2021-10-07T02:25:59 | 2021-10-11T21:57:51 | 0 |
22 | majortom_val_0000883 | 237U_1119R_2_0 | majortom_val_0000883_mask_0 | bay | ['coastal inlet', 'shallow coastal water body', 'marine embayment', 'sheltered coastal water area'] | 2 | Coastal water | null | null | OSM | 0.8 | 0.2742 | 1,295,746.733861 | majortom | 107.917304 | 21.367784 | 32,648 | [
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104,
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159,
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64... | 2021-09-27T03:15:41 | 2021-09-14T10:58:14 | 0 |
23 | majortom_val_0000924 | 28D_1673R_0_0 | majortom_val_0000924_mask_0 | coastal island | ['island shoreline', 'small coastal landmass', 'nearshore island', 'tidal island'] | 3 | Coastal land | null | null | OSM | 0.8 | 0.27966 | 1,176,262.808504 | majortom | 150.428544 | -2.433465 | 32,756 | [
212701.3285989575,
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215341.3285989575,
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... | 2022-06-12T00:27:09 | 2022-06-07T19:40:26 | 0 |
24 | majortom_val_0000942 | 42U_1132R_1_2 | majortom_val_0000942_mask_0 | cemetery | ['burial ground', 'graveyard', 'compact memorial park', 'urban cemetery plot'] | 13 | Civic & Institutional | Malaysia | South-Eastern Asia | OSM | 0.7 | 0.29589 | 46,640.332863 | majortom | 101.93815 | 3.806136 | 32,647 | [
825048.995178889,
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15,
201,
72,
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... | 2022-09-25T03:25:21 | 2022-09-23T22:56:01 | 0 |
25 | majortom_val_0000961 | 565U_900L_1_0 | majortom_val_0000961_mask_2 | strait | ['narrow sea channel', 'marine passage', 'coastal waterway', 'tidal strait'] | 2 | Coastal water | null | null | Overture | 0.95 | 0.1358 | 5,282,551.171487 | majortom | -127.706717 | 50.82904 | 32,609 | [
589760.6827728559,
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180,
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... | 2020-09-08T19:29:39 | 2020-09-08T14:36:58 | 0 |
26 | majortom_val_0000997 | 609U_163R_0_3 | majortom_val_0000997_mask_0 | cemetery | ['burial ground', 'graveyard', 'memorial park', 'compact cemetery area'] | 13 | Civic & Institutional | Lithuania | Northern Europe | OSM | 0.8 | 0.460687 | 367,832.490238 | majortom | 25.351587 | 54.710687 | 32,635 | [
392480.9670219123,
6062524.9436815865,
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103,
86,
20,
147,
163,
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... | 2022-03-20T09:40:31 | 2022-03-25T16:03:48 | 0 |
27 | majortom_val_0001162 | 282D_485L_0_2 | majortom_val_0001162_mask_2 | islet | ['small island', 'riverine islet', 'inland islet', 'isolated land patch in water'] | 3 | Coastal land | Brazil | South America | Overture | 0.8 | 0.519451 | 815,077.313162 | majortom | -48.183161 | -25.295421 | 32,722 | [
782316.0403820039,
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241,
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72... | 2021-07-23T13:22:41 | 2021-07-21T08:40:10 | 0 |
28 | majortom_val_0001165 | 237U_1119R_0_0 | majortom_val_0001165_mask_0 | coastal bay | ['inlet', 'shallow coastal water body', 'marine embayment', 'sheltered sea inlet'] | 2 | Coastal water | null | null | OSM | 0.8 | 0.348608 | 4,101,436.178563 | majortom | 107.866439 | 21.368661 | 32,648 | [
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... | 2021-09-27T03:15:41 | 2021-09-14T10:58:14 | 0.2867 |
29 | majortom_val_0001305 | 336U_901L_1_2 | majortom_val_0001305_mask_0 | pipeline | ['utility pipeline', 'underground pipeline segment', 'linear utility corridor', 'narrow pipeline right-of-way'] | 10 | Utilities | United States of America | Northern America | Overture | 0.6 | 0.978279 | 1,745.523391 | majortom | -93.572986 | 30.213559 | 32,615 | [
443535.1004484689,
3341268.634781409,
446175.1004484689,
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87,... | 2021-11-19T16:56:11 | 2021-11-19T00:19:02 | 0 |
30 | majortom_val_0001324 | 436U_625R_3_1 | majortom_val_0001324_mask_0 | mountain ridge | ['ridge', 'narrow elevated ridge', 'linear mountain crest', 'topographic ridge line'] | 7 | Barren terrain | Tajikistan | Central Asia | Overture | 0.6 | 0.8471 | 911.701018 | majortom | 72.494697 | 39.221369 | 32,643 | [
282405.1114653549,
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285045.1114653549,
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... | 2021-09-25T05:56:41 | 2021-09-23T01:14:21 | 0 |
31 | majortom_val_0001342 | 101U_862R_3_1 | majortom_val_0001342_mask_0 | salt pond | ['salt evaporation pond', 'coastal salt pan', 'brine pond', 'shallow saline water body'] | 3 | Coastal land | India | Southern Asia | OSM | 0.7 | 0.871707 | 307,661.83998 | majortom | 78.483738 | 9.130074 | 32,644 | [
222122.1307576452,
1008876.8987116411,
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... | 2022-12-24T05:12:21 | 2022-12-29T00:33:22 | 0 |
32 | majortom_val_0001381 | 35D_1487R_1_1 | majortom_val_0001381_mask_1 | mangrove forest | ['mangrove woodland', 'coastal mangrove area', 'tidal mangrove zone', 'dense mangrove cover'] | 4 | Forest & wetland | Indonesia | South-Eastern Asia | Overture | 0.8 | 0.390791 | 528,418.930937 | majortom | 133.795757 | -3.086043 | 32,753 | [
364861.1064399438,
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367501.1064399438,
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... | 2019-06-19T01:37:19 | 2019-06-19T09:29:01 | 0 |
33 | majortom_val_0001429 | 372U_864L_3_0 | majortom_val_0001429_mask_0 | pipeline | ['utility pipeline', 'underground pipeline corridor', 'narrow pipeline right-of-way', 'linear utility infrastructure'] | 10 | Utilities | United States of America | Northern America | Overture | 0.6 | 0.825728 | 385.734539 | majortom | -92.862907 | 33.494462 | 32,615 | [
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61,
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199,
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87,... | 2021-06-22T16:49:01 | 2021-06-23T00:11:53 | 0 |
34 | majortom_val_0001481 | 259U_1190R_3_1 | majortom_val_0001481_mask_0 | parking lot | ['vehicle parking area', 'paved car park', 'small parking lot', 'transit parking zone'] | 9 | Transport | China | Eastern Asia | Overture | 0.6 | 0.272292 | 5,675.307558 | majortom | 116.436577 | 23.321438 | 32,650 | [
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119,
120,
131,
28,
27,
93,
64,... | 2021-01-26T02:49:59 | 2021-01-28T10:17:46 | 0 |
35 | majortom_val_0001513 | 172U_1070R_3_3 | majortom_val_0001513_mask_1 | irrigation canal | ['narrow water channel', 'agricultural drainage ditch', 'small irrigation waterway', 'linear water conduit'] | 1 | Inland water | Thailand | South-Eastern Asia | Overture | 0.6 | 0.705312 | 637.842784 | majortom | 99.798239 | 15.458763 | 32,647 | [
584313.3007413775,
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240,
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60,
213,
181,
126,
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242,
88,... | 2022-01-09T03:51:29 | 2022-01-08T11:29:55 | 0 |
36 | majortom_val_0001514 | 53U_78R_1_1 | majortom_val_0001514_mask_1 | mangrove | ['mangrove forest', 'coastal mangrove stand', 'tidal mangrove vegetation', 'narrow mangrove belt'] | 4 | Forest & wetland | Nigeria | Western Africa | Overture | 0.6 | 0.646416 | 82,227.921995 | majortom | 7.063008 | 4.818256 | 32,632 | [
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286497.30623280304,
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... | 2019-12-24T09:54:21 | 2019-12-23T05:13:58 | 0 |
37 | majortom_val_0001529 | 527U_80R_2_3 | majortom_val_0001529_mask_2 | mountain ridge | ['alpine ridge', 'rocky ridgeline', 'narrow mountain crest', 'elevated terrain spine'] | 7 | Barren terrain | Austria | Western Europe | Overture | 0.6 | 0.56804 | 801.213739 | majortom | 10.68697 | 47.344033 | 32,632 | [
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... | 2020-11-27T10:24:01 | 2020-11-28T17:07:03 | 0 |
38 | majortom_val_0001556 | 330D_1219R_3_0 | majortom_val_0001556_mask_1 | desert | ['arid land', 'sandy desert terrain', 'barren desert expanse', 'dry desert region'] | 7 | Barren terrain | Australia | Australia and New Zealand | Overture | 0.9 | 0.241963 | 6,960,180.439949 | majortom | 126.048042 | -29.557345 | 32,751 | [
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... | 2020-01-25T01:37:09 | 2020-01-28T21:00:56 | 0 |
39 | majortom_val_0001571 | 440U_173R_3_2 | majortom_val_0001571_mask_0 | motocross track | ['off-road motorcycle trail', 'dirt bike racing path', 'narrow motocross circuit', 'unpaved vehicle track'] | 14 | Recreation | Greece | Southern Europe | OSM | 0.6 | 0.531417 | 24,514.889249 | majortom | 20.245473 | 39.555372 | 32,634 | [
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52,
... | 2022-10-08T09:27:59 | 2022-10-10T04:48:12 | 0 |
40 | majortom_val_0001606 | 483D_1397R_1_2 | majortom_val_0001606_mask_1 | recreational track | ['paved walking path', 'narrow recreational trail', 'outdoor pedestrian track', 'linear park pathway'] | 14 | Recreation | New Zealand | Australia and New Zealand | Overture | 0.6 | 0.44472 | 252.09433 | majortom | 172.690493 | -43.348919 | 32,759 | [
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41 | majortom_val_0001625 | 23D_1383R_0_0 | majortom_val_0001625_mask_2 | ocean | ['sea', 'coastal water', 'marine water body', 'large open water area'] | 2 | Coastal water | null | null | Overture | 0.8 | 0.195732 | 443,177.830886 | majortom | 124.323351 | -1.984277 | 32,751 | [
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... | 2019-03-25T02:04:41 | 2019-03-24T21:26:56 | 0.0136 |
42 | majortom_val_0001646 | 283D_283R_1_3 | majortom_val_0001646_mask_1 | urban residential area | ['dense urban neighborhood', 'residential built-up area', 'compact housing zone', 'urban settlement'] | 12 | Settlements | South Africa | Southern Africa | Overture | 0.8 | 0.557129 | 4,404,785.801199 | majortom | 28.179539 | -25.408945 | 32,735 | [
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... | 2021-09-23T07:46:29 | 2021-09-25T16:39:37 | 0 |
43 | majortom_val_0001712 | 103D_654L_3_0 | majortom_val_0001712_mask_0 | forest | ['woodland', 'dense tree cover', 'tropical forest', 'forested area'] | 4 | Forest & wetland | Brazil | South America | Overture | 0.9 | 0.585049 | 4,824,803.440797 | majortom | -59.43315 | -9.170544 | 32,721 | [
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... | 2020-11-28T14:17:39 | 2020-11-28T09:32:26 | 0.1682 |
45 | majortom_val_0001777 | 470U_1010L_2_1 | majortom_val_0001777_mask_1 | irrigation canal | ['drainage ditch', 'narrow water channel', 'agricultural waterway', 'small irrigation conduit'] | 1 | Inland water | United States of America | Northern America | Overture | 0.6 | 0.551786 | 164.136501 | majortom | -122.389082 | 42.272647 | 32,610 | [
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... | 2021-09-24T19:00:29 | 2021-09-25T02:09:17 | 0 |
47 | majortom_val_0001794 | 120U_1340R_0_2 | majortom_val_0001794_mask_0 | marketplace | ['open-air market', 'local trading area', 'small commercial hub', 'dense vendor cluster'] | 13 | Civic & Institutional | Philippines | South-Eastern Asia | OSM | 0.5 | 0.158686 | 10,258.56672 | majortom | 122.538757 | 10.81228 | 32,651 | [
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6... | 2021-08-12T02:23:29 | 2021-08-14T21:39:58 | 0 |
48 | majortom_val_0001837 | 471U_659R_3_3 | majortom_val_0001837_mask_1 | snow-covered mountainous terrain | ['permanent snowfield', 'alpine snow cover', 'glaciated mountain region', 'high-altitude snowpack'] | 7 | Barren terrain | Kyrgyzstan | Central Asia | Overture | 0.95 | 0.739405 | 6,974,308.672836 | majortom | 80.148322 | 42.316147 | 32,644 | [
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... | 2022-11-13T05:41:01 | 2022-11-15T12:34:43 | 0 |
49 | majortom_val_0001838 | 505U_1029R_0_3 | majortom_val_0001838_mask_2 | canal | ['artificial waterway', 'narrow irrigation channel', 'man-made watercourse', 'linear drainage canal'] | 1 | Inland water | China | Eastern Asia | Overture | 0.7 | 0.703266 | 660.597748 | majortom | 131.561242 | 45.368893 | 32,652 | [
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... | 2020-04-29T02:06:49 | 2020-05-04T21:21:15 | 0 |
50 | majortom_val_0001839 | 8D_411R_3_2 | majortom_val_0001839_mask_0 | power substation | ['electrical substation', 'small power distribution facility', 'utility substation', 'compact transformer station'] | 10 | Utilities | Kenya | Eastern Africa | Overture | 0.6 | 0.6 | 3,610.84955 | majortom | 36.996119 | -0.684783 | 32,737 | [
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66... | 2020-10-05T07:37:49 | 2020-10-01T15:48:24 | 0.0374 |
51 | majortom_val_0001845 | 422U_408R_1_0 | majortom_val_0001845_mask_0 | bridge | ['road bridge', 'transportation bridge', 'narrow river crossing', 'elevated roadway structure'] | 9 | Transport | Iran | Southern Asia | Overture | 0.5 | 0.607068 | 337.42507 | majortom | 46.47972 | 37.984951 | 32,638 | [
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... | 2020-07-07T07:36:19 | 2020-07-06T02:53:26 | 0 |
52 | majortom_val_0001849 | 229U_586R_1_3 | majortom_val_0001849_mask_1 | sand desert | ['desert sand', 'arid sandy terrain', 'extensive sand cover', 'barren sandy expanse'] | 7 | Barren terrain | Oman | Western Asia | Overture | 0.95 | 0.000071 | 6,974,113.233246 | majortom | 56.245712 | 20.578956 | 32,640 | [
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64... | 2020-02-25T06:38:41 | 2020-02-21T14:23:48 | 0 |
53 | majortom_val_0001874 | 445U_1019R_0_3 | majortom_val_0001874_mask_0 | pipeline | ['utility pipeline', 'linear infrastructure conduit', 'narrow pipeline corridor', 'underground pipeline segment'] | 10 | Utilities | China | Eastern Asia | Overture | 0.7 | 0.557309 | 605.513735 | majortom | 119.425878 | 39.979722 | 32,650 | [
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... | 2020-09-16T02:55:51 | 2020-09-15T09:57:40 | 0 |
54 | majortom_val_0001883 | 441U_637L_1_3 | majortom_val_0001883_mask_0 | coastal islet | ['small island', 'rocky islet', 'coastal landmass', 'tidal islet'] | 3 | Coastal land | null | null | OSM | 0.6 | 0.240806 | 36,989.210743 | majortom | -74.21938 | 39.620413 | 32,618 | [
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82... | 2021-09-19T15:39:31 | 2021-09-17T22:59:12 | 0 |
55 | majortom_val_0001890 | 374D_658L_2_1 | majortom_val_0001890_mask_2 | landfill | ['waste disposal site', 'municipal solid waste dump', 'large landfill area', 'sanitary landfill'] | 11 | Industry | Chile | South America | Overture | 0.7 | 0.293985 | 688,294.078641 | majortom | -70.874723 | -33.536341 | 32,719 | [
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... | 2021-03-09T14:37:31 | 2021-03-09T23:27:29 | 0 |
56 | majortom_val_0001893 | 572U_631R_2_0 | majortom_val_0001893_mask_0 | mountain range | ['rugged mountain terrain', 'highland region', 'alpine landscape', 'elevated rocky area'] | 7 | Barren terrain | Russia | Eastern Europe | OSM | 0.95 | 0.798879 | 6,971,455.292683 | majortom | 90.877496 | 51.459956 | 32,646 | [
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57 | majortom_val_0001930 | 379D_187R_2_3 | majortom_val_0001930_mask_2 | reservoir | ['water reservoir', 'small artificial lake', 'storage pond', 'inland water impoundment'] | 1 | Inland water | South Africa | Southern Africa | Overture | 0.6 | 0.939543 | 22,688.278888 | majortom | 20.338895 | -34.032379 | 32,734 | [
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... | 2018-11-09T08:11:41 | 2018-11-10T17:25:53 | 0 |
58 | majortom_val_0001932 | 139U_833R_3_1 | majortom_val_0001932_mask_1 | pond | ['small water body', 'inland pond', 'shallow water reservoir', 'freshwater pond'] | 1 | Inland water | India | Southern Asia | Overture | 0.6 | 0.479716 | 53,998.614415 | majortom | 76.719104 | 12.542189 | 32,643 | [
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64,... | 2020-08-29T05:17:01 | 2020-09-03T00:40:24 | 0.0171 |
59 | majortom_val_0001933 | 457U_208R_0_2 | majortom_val_0001933_mask_0 | railway platform | ['train platform', 'railway station platform', 'transit boarding area', 'narrow railway passenger platform'] | 9 | Transport | Greece | Southern Europe | Overture | 0.6 | 0.6 | 211.467279 | majortom | 24.780616 | 41.081794 | 32,635 | [
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5... | 2022-12-26T09:14:01 | 2022-12-24T16:16:31 | 0 |
60 | majortom_val_0001947 | 253D_547L_2_3 | majortom_val_0001947_mask_0 | wooded river islet | ['small vegetated islet', 'riverine woodland patch', 'narrow wooded landmass', 'fluvial tree-covered islet'] | 3 | Coastal land | Brazil | South America | OSM | 0.6 | 0.472977 | 322,756.492095 | majortom | -53.203735 | -22.715473 | 32,722 | [
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... | 2021-08-18T13:42:11 | 2021-08-23T09:03:09 | 0 |
61 | majortom_val_0001948 | 20D_527L_1_3 | majortom_val_0001948_mask_0 | river | ['stream', 'waterway', 'narrow water channel', 'inland watercourse'] | 1 | Inland water | Brazil | South America | Overture | 0.7 | 0.664823 | 872.266734 | majortom | -47.326428 | -1.786505 | 32,723 | [
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17... | 2023-09-12T13:38:39 | 2023-09-07T08:50:12 | 0.0745 |
62 | majortom_val_0001964 | 228U_192R_2_1 | majortom_val_0001964_mask_1 | bare rock | ['exposed rock surface', 'rocky outcrop', 'arid rocky terrain', 'unvegetated bedrock area'] | 7 | Barren terrain | Chad | Middle Africa | Overture | 0.95 | 0.301633 | 6,963,156.391658 | majortom | 18.466477 | 20.537521 | 32,634 | [
234506.07494587637,
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... | 2021-06-29T09:05:59 | 2021-06-01T04:36:30 | 0 |
63 | majortom_val_0001978 | 480U_603R_1_3 | majortom_val_0001978_mask_1 | rural residential hamlet | ['small village settlement', 'low-density housing cluster', 'rural homes area', 'scattered residential buildings'] | 12 | Settlements | Kyrgyzstan | Central Asia | OSM | 0.7 | 0.35906 | 925,995.428166 | majortom | 74.234388 | 43.123983 | 32,643 | [
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... | 2018-12-25T06:02:39 | 2018-12-27T01:04:44 | 0 |
64 | majortom_val_0002015 | 123D_462L_1_3 | majortom_val_0002015_mask_0 | power line corridor | ['transmission line right-of-way', 'power transmission corridor', 'overhead power line path', 'utility line clearing'] | 10 | Utilities | Brazil | South America | Overture | 0.6 | 0.799565 | 1,249.408205 | majortom | -42.244569 | -11.037668 | 32,723 | [
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... | 2022-04-06T13:12:41 | 2022-04-06T08:27:46 | 0 |
65 | majortom_val_0002027 | 451U_121R_1_0 | majortom_val_0002027_mask_2 | sports pitch | ['recreational pitch', 'sports field', 'outdoor playing field', 'small athletic pitch'] | 14 | Recreation | null | null | Overture | 0.6 | 0.679173 | 8,619.358217 | majortom | 14.337954 | 40.590489 | 32,633 | [
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... | 2018-04-08T09:50:29 | 2018-04-08T16:56:19 | 0 |
66 | majortom_val_0002138 | 444U_202R_3_0 | majortom_val_0002138_mask_2 | sea | ['sea surface', 'open water body', 'coastal water', 'large marine area'] | 2 | Coastal water | null | null | Overture | 0.95 | 0.276855 | 6,964,895.505849 | majortom | 23.748304 | 39.958999 | 32,634 | [
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55... | 2019-08-12T09:20:39 | 2019-08-11T16:24:24 | 0 |
67 | majortom_val_0002179 | 526U_758R_1_2 | majortom_val_0002179_mask_0 | moss-covered ground | ['moss land cover', 'dense moss vegetation', 'ground moss layer', 'peat-forming moss area'] | 5 | Grass & shrubland | Mongolia | Eastern Asia | Overture | 0.95 | 0.65995 | 5,614,344.762937 | majortom | 100.335328 | 47.278606 | 32,647 | [
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6... | 2019-08-27T04:15:51 | 2019-08-29T23:24:24 | 0 |
68 | majortom_val_0002195 | 473U_192R_2_1 | majortom_val_0002195_mask_0 | natural grassland | ['grassland', 'open grassy area', 'natural meadow', 'unimproved pasture'] | 5 | Grass & shrubland | Bulgaria | Eastern Europe | OSM | 0.8 | 0.409329 | 905,566.836822 | majortom | 23.461302 | 42.540825 | 32,634 | [
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... | 2020-10-20T09:20:31 | 2020-10-22T16:24:17 | 0 |
69 | majortom_val_0002255 | 404U_1261R_3_2 | majortom_val_0002255_mask_0 | golf course green | ['golf green', 'putting green', 'small turf area on golf course', 'golf course putting surface'] | 14 | Recreation | Japan | Eastern Asia | Overture | 0.6 | 0.310026 | 9,260.109714 | majortom | 140.600328 | 36.321514 | 32,654 | [
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9... | 2022-11-25T01:20:01 | 2022-12-01T20:43:41 | 0 |
70 | majortom_val_0002369 | 393U_350R_3_1 | majortom_val_0002369_mask_0 | barren land | ['arid terrain', 'exposed bedrock area', 'desert-like surface', 'unvegetated land cover'] | 7 | Barren terrain | Syria | Western Asia | Overture | 0.8 | 0.141439 | 6,975,063.369212 | majortom | 38.617947 | 35.357276 | 32,637 | [
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67,... | 2022-03-28T08:06:09 | 2022-03-29T15:25:25 | 0 |
71 | majortom_val_0002411 | 543U_16R_3_2 | majortom_val_0002411_mask_2 | urban park | ['city park', 'public green space', 'urban recreational area', 'small urban parkland'] | 14 | Recreation | France | Western Europe | Overture | 0.7 | 0.567147 | 261,067.390796 | majortom | 2.300819 | 48.806895 | 32,631 | [
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... | 2020-06-24T10:46:29 | 2020-06-24T06:07:41 | 0 |
72 | majortom_val_0002427 | 409U_243R_0_1 | majortom_val_0002427_mask_0 | sea | ['ocean water', 'marine water body', 'large saltwater expanse', 'coastal sea area'] | 2 | Coastal water | null | null | Overture | 0.9 | 0 | 6,975,092.396578 | majortom | 27.246528 | 36.794018 | 32,635 | [
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64... | 2018-10-27T08:50:39 | 2018-10-29T16:06:44 | 0 |
73 | majortom_val_0002447 | 362U_866L_3_1 | majortom_val_0002447_mask_2 | orchard | ['fruit tree plantation', 'horticultural tree farm', 'commercial orchard', 'tree cultivation area'] | 6 | Agriculture | United States of America | Northern America | Overture | 0.8 | 0.453753 | 437,274.414966 | majortom | -92.141391 | 32.571907 | 32,615 | [
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2... | 2023-03-26T16:38:39 | 2023-03-21T00:11:35 | 0 |
74 | majortom_val_0002459 | 627U_400L_1_2 | majortom_val_0002459_mask_2 | inland water body | ['lake', 'freshwater lake', 'large water reservoir', 'natural water basin'] | 1 | Inland water | Canada | Northern America | Overture | 0.9 | 0.491914 | 3,405,925.171424 | majortom | -64.720342 | 56.351777 | 32,620 | [
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... | 2019-11-24T15:45:49 | 2019-11-28T22:06:07 | 0 |
75 | majortom_val_0002478 | 424U_137R_1_1 | majortom_val_0002478_mask_1 | bridge | ['bridge', 'road bridge', 'transportation bridge', 'narrow elevated crossing'] | 9 | Transport | null | null | Overture | 0.7 | 0.660662 | 7,786.020123 | majortom | 15.674134 | 38.1411 | 32,633 | [
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... | 2018-04-08T09:50:29 | 2018-04-08T16:55:54 | 0 |
77 | majortom_val_0002566 | 369U_1062R_3_2 | majortom_val_0002566_mask_0 | industrial area | ['industrial complex', 'manufacturing zone', 'factory district', 'large industrial facility'] | 11 | Industry | China | Eastern Asia | OSM | 0.8 | 0.298173 | 1,924,697.151424 | majortom | 114.017788 | 33.175127 | 32,649 | [
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92,... | 2022-03-08T03:05:49 | 2022-03-05T10:28:32 | 0 |
78 | majortom_val_0002577 | 464U_813L_1_2 | majortom_val_0002577_mask_0 | reservoir | ['small water reservoir', 'artificial water storage', 'water impoundment', 'inland water body'] | 1 | Inland water | United States of America | Northern America | OSM | 0.6 | 0.753913 | 15,071.763232 | majortom | -97.711359 | 41.709845 | 32,614 | [
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88,... | 2023-10-19T17:23:31 | 2023-10-21T00:30:30 | 0 |
80 | majortom_val_0002609 | 342D_1162R_3_3 | majortom_val_0002609_mask_0 | industrial facility | ['industrial complex', 'manufacturing plant', 'warehouse area', 'large industrial site'] | 11 | Industry | Australia | Australia and New Zealand | OSM | 0.8 | 0.281104 | 702,887.776374 | majortom | 121.485995 | -30.709757 | 32,751 | [
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... | 2020-04-20T01:56:19 | 2020-04-19T21:17:43 | 0 |
82 | majortom_val_0002688 | 713U_96L_1_2 | majortom_val_0002688_mask_1 | scree field | ['rock debris slope', 'talus deposit', 'loose rock accumulation', 'mountain scree area'] | 7 | Barren terrain | Iceland | Northern Europe | Overture | 0.8 | 0.592533 | 1,238,809.372923 | majortom | -19.616545 | 64.074783 | 32,627 | [
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19... | 2020-08-14T12:53:11 | 2020-08-12T18:50:12 | 0 |
83 | majortom_val_0002712 | 155U_902L_2_1 | majortom_val_0002712_mask_0 | mangrove forest | ['coastal mangrove', 'tidal mangrove woodland', 'dense mangrove thicket', 'intertidal mangrove zone'] | 4 | Forest & wetland | Nicaragua | Central America | Overture | 0.8 | 0.351342 | 996,367.866303 | majortom | -83.418284 | 13.980373 | 32,617 | [
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... | 2019-01-21T16:05:09 | 2019-01-18T11:21:56 | 0 |
84 | majortom_val_0002774 | 259U_1153R_1_2 | majortom_val_0002774_mask_0 | bridge | ['road bridge', 'transportation bridge', 'elevated bridge structure', 'paved overpass'] | 9 | Transport | China | Eastern Asia | Overture | 0.7 | 0.62505 | 225.773759 | majortom | 112.768032 | 23.296846 | 32,649 | [
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92,
... | 2019-06-14T02:55:51 | 2019-06-18T10:34:01 | 0.1378 |
85 | majortom_val_0002799 | 518U_17R_2_0 | majortom_val_0002799_mask_1 | meadow | ['grassland', 'permanent pasture', 'open herbaceous vegetation', 'unimproved grazing land'] | 5 | Grass & shrubland | France | Western Europe | OSM | 0.9 | 0.448718 | 2,908,301.421048 | majortom | 2.299572 | 46.608643 | 32,631 | [
445042.04753629805,
5160593.793828138,
447682.04753629805,
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... | 2020-05-20T10:50:31 | 2020-05-20T05:59:23 | 0 |
86 | majortom_val_0002864 | 490U_26R_1_2 | majortom_val_0002864_mask_1 | cliff | ['rocky escarpment', 'steep rock face', 'vertical rock outcrop', 'narrow cliff formation'] | 7 | Barren terrain | France | Western Europe | Overture | 0.6 | 0.680773 | 516.007634 | majortom | 3.291944 | 44.045542 | 32,631 | [
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64... | 2018-04-18T10:40:21 | 2018-04-20T05:51:30 | 0 |
87 | majortom_val_0002866 | 612U_359R_0_0 | majortom_val_0002866_mask_2 | soccer pitch | ['football field', 'sports playing field', 'rectangular grass pitch', 'outdoor soccer facility'] | 14 | Recreation | Russia | Eastern Europe | OSM | 0.6 | 0.401074 | 13,158.82437 | majortom | 56.18054 | 55.051212 | 32,640 | [
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... | 2020-10-02T07:27:29 | 2020-10-06T02:31:35 | 0 |
88 | majortom_val_0002894 | 131D_633L_1_1 | majortom_val_0002894_mask_1 | airport runway | ['runway', 'airstrip', 'aircraft landing strip', 'paved runway surface'] | 8 | Airport | Brazil | South America | Overture | 0.5 | 0.6 | 79.741725 | majortom | -58.039958 | -11.708902 | 32,721 | [
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1... | 2020-08-12T14:10:51 | 2020-08-13T09:25:46 | 0 |
89 | majortom_val_0002945 | 336U_312R_1_2 | majortom_val_0002945_mask_1 | canal | ['irrigation canal', 'narrow water channel', 'artificial waterway', 'agricultural canal'] | 1 | Inland water | Egypt | Northern Africa | Overture | 0.7 | 0.485029 | 909.685164 | majortom | 32.452997 | 30.213552 | 32,636 | [
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64,... | 2017-09-11T08:26:01 | 2017-09-11T15:56:45 | 0 |
90 | majortom_val_0002996 | 630U_379L_2_0 | majortom_val_0002996_mask_0 | islet | ['small island', 'isolated landmass in water', 'tiny coastal land feature', 'inland water islet'] | 3 | Coastal land | Canada | Northern America | Overture | 0.7 | 0.622185 | 36,993.927893 | majortom | -61.716834 | 56.666834 | 32,620 | [
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... | 2020-09-01T15:36:01 | 2020-09-07T21:49:08 | 0 |
91 | majortom_val_0003014 | 229D_507L_1_0 | majortom_val_0003014_mask_2 | reservoir | ['water reservoir', 'artificial lake', 'storage pond', 'small water impoundment'] | 1 | Inland water | Brazil | South America | Overture | 0.6 | 0.454206 | 112,352.104426 | majortom | -48.599662 | -20.48695 | 32,722 | [
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... | 2021-04-24T13:22:31 | 2021-04-27T08:46:19 | 0 |
92 | majortom_val_0003029 | 520U_490L_1_0 | majortom_val_0003029_mask_0 | bay | ['coastal inlet', 'shallow coastal water body', 'marine embayment', 'narrow sea inlet'] | 2 | Coastal water | Canada | Northern America | OSM | 0.9 | 0.339344 | 1,168,292.512912 | majortom | -64.123126 | 46.788217 | 32,620 | [
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... | 2019-09-19T15:26:29 | 2019-09-17T22:03:37 | 0 |
93 | majortom_val_0003032 | 619U_394L_2_0 | majortom_val_0003032_mask_2 | lake | ['pond', 'inland water body', 'small freshwater lake', 'natural water reservoir'] | 1 | Inland water | Canada | Northern America | Overture | 0.95 | 0.684469 | 2,321,556.220314 | majortom | -62.522189 | 55.679502 | 32,620 | [
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... | 2019-02-06T15:26:21 | 2019-02-08T21:57:35 | 0 |
94 | majortom_val_0003045 | 570U_892L_0_0 | majortom_val_0003045_mask_0 | coral reef | ['reef', 'shallow marine reef', 'coral formation', 'submerged reef structure'] | 2 | Coastal water | null | null | OSM | 0.6 | 0.878928 | 61,578.899219 | majortom | -127.818296 | 51.278556 | 32,609 | [
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... | 2021-02-08T19:45:49 | 2021-02-08T02:19:11 | 0 |
95 | majortom_val_0003051 | 750U_680R_2_0 | majortom_val_0003051_mask_2 | narrow water channel | ['small stream', 'inland waterway', 'meandering river segment', 'shallow linear watercourse'] | 1 | Inland water | Russia | Eastern Europe | Overture | 0.5 | 0.176548 | 81,333.590936 | majortom | 158.797049 | 67.446426 | 32,657 | [
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... | 2019-06-24T01:17:01 | 2019-06-25T19:52:59 | 0 |
96 | majortom_val_0003066 | 687U_794R_3_3 | majortom_val_0003066_mask_0 | landfill | ['waste disposal site', 'municipal solid waste dump', 'large open landfill', 'garbage dumping ground'] | 11 | Industry | Russia | Eastern Europe | OSM | 0.7 | 0.260043 | 344,903.829113 | majortom | 150.609497 | 61.719489 | 32,656 | [
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6... | 2020-10-02T01:37:01 | 2020-09-28T07:27:18 | 0 |
98 | majortom_val_0003129 | 367U_1065R_1_3 | majortom_val_0003129_mask_0 | transit platform | ['train platform', 'railway boarding area', 'passenger waiting platform', 'narrow transit structure'] | 9 | Transport | China | Eastern Asia | Overture | 0.6 | 0.314217 | 10,405.112328 | majortom | 114.043706 | 32.974903 | 32,650 | [
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92... | 2022-05-02T03:05:51 | 2022-04-29T10:20:24 | 0 |
100 | majortom_val_0003176 | 668U_67R_0_3 | majortom_val_0003176_mask_2 | lake | ['pond', 'small water body', 'inland water reservoir', 'freshwater lake'] | 1 | Inland water | Norway | Northern Europe | Overture | 0.6 | 0.262931 | 208,872.309227 | majortom | 12.052596 | 60.010256 | 32,633 | [
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... | 2021-04-19T10:30:21 | 2021-04-18T16:45:52 | 0 |
101 | majortom_val_0003238 | 408U_788L_3_1 | majortom_val_0003238_mask_1 | marina | ['small boat harbor', 'coastal docking facility', 'recreational boat basin', 'waterfront marina'] | 14 | Recreation | United States of America | Northern America | Overture | 0.7 | 0.455867 | 14,442.324626 | majortom | -88.110233 | 36.705179 | 32,616 | [
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... | 2021-03-03T16:30:59 | 2021-03-03T23:47:54 | 0 |
102 | majortom_val_0003312 | 113U_746L_3_2 | majortom_val_0003312_mask_1 | urban park | ['city park', 'narrow urban green space', 'linear recreational area', 'small public park'] | 14 | Recreation | Venezuela | South America | OSM | 0.6 | 0.539626 | 146,928.048074 | majortom | -67.994706 | 10.183283 | 32,619 | [
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81,... | 2023-12-03T15:07:11 | 2023-12-07T22:43:27 | 0 |
103 | majortom_val_0003325 | 398U_1048L_1_2 | majortom_val_0003325_mask_0 | quarry | ['open-pit mine', 'mineral extraction site', 'surface mining area', 'excavated quarry pit'] | 11 | Industry | United States of America | Northern America | OSM | 0.5 | 0.51271 | 193,500.761697 | majortom | -115.938617 | 35.781871 | 32,611 | [
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... | 2021-02-07T18:35:29 | 2021-02-06T13:44:11 | 0 |
104 | majortom_val_0003345 | 306U_1087L_3_1 | majortom_val_0003345_mask_1 | university campus | ['higher education facility', 'academic institution', 'campus with buildings and open spaces', 'large educational complex'] | 13 | Civic & Institutional | Mexico | Central America | Overture | 0.7 | 0.445874 | 166,044.50673 | majortom | -109.95437 | 27.541971 | 32,612 | [
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91,... | 2018-12-13T17:57:31 | 2018-12-15T01:22:58 | 0 |
105 | majortom_val_0003389 | 176U_18R_0_0 | majortom_val_0003389_mask_2 | shrubland heath | ['dense shrub cover', 'heathland vegetation', 'semi-arid shrub area', 'low woody plant region'] | 5 | Grass & shrubland | Mali | Western Africa | Overture | 0.8 | 0.744652 | 4,335,495.01965 | majortom | 1.68912 | 15.889963 | 32,631 | [
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... | 2019-03-08T10:20:21 | 2019-03-13T18:04:24 | 0 |
106 | majortom_val_0003483 | 55U_819L_0_2 | majortom_val_0003483_mask_1 | managed grassland | ['roadside grass verge', 'small managed grass plot', 'narrow grassy strip', 'cultivated grassland area'] | 5 | Grass & shrubland | Colombia | South America | Overture | 0.5 | 0.433386 | 162,459.539214 | majortom | -73.830321 | 4.973932 | 32,618 | [
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... | 2020-01-09T15:26:31 | 2020-01-11T23:13:27 | 0 |
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TerraMesh-Masks-Eval
TerraMesh-Masks-Eval is a human-verified benchmark dataset to evaluate open-vocabulary segmentation models on satellite imagery. This dataset provides binary segmentation masks with captions togehther with input samples from TerraMesh. We also provide a training dataset, called TerraMesh-Masks.
Examples from the evaluation subset:
Usage
Download the data loading code from GitHub and install requirements with pip install -r requirements.txt. For development, you can stream data directly from Hugging Face.
Load from samples from the evaluation dataset:
from torch.utils.data import DataLoader
from terramesh.masks_eval_dataset import build_eval_dataset
dataset = build_eval_dataset(
path="https://huggingface.co/datasets/ibm-esa-geospatial/TerraMesh-Masks-Eval/resolve/main/test/", # Default
modalities=["S2RGB", "BINARY_MASK"], # Select from ["S2L2A", "S2L1C", "S2RGB", "S1_merged", "DEM", "BINARY_MASK"]
batch_size=4,
)
dataloader = DataLoader(dataset, batch_size=None)
batch = next(iter(dataloader))
Download
You can download the dataset with the Hugging Face CLI tool
hf download ibm-esa-geospatial/TerraMesh-Masks-Eval --repo-type dataset --local-dir data/TerraMesh
This results in the following data structure:
TerraMesh
├── test
│ ├── BINARY_MASK.tar
│ ├── DEM.tar
│ ├── S1_merged.tar
│ ├── S2L1C.tar
│ ├── S2L2A.tar
│ └── S2RGB.tar
└── test_metadata.parquet
Different from TerraMesh, the samples are now stored as tif files which makes reviewing samples easier. You can also untar the archives and load them without using webdataset.
Citation
Preprint for TerraMesh-Masks is coming soon!
TerraMesh:
@article{blumenstiel2025terramesh,
title={Terramesh: A planetary mosaic of multimodal earth observation data},
author={Blumenstiel, Benedikt and Fraccaro, Paolo and Marsocci, Valerio and Jakubik, Johannes and Maurogiovanni, Stefano and Czerkawski, Mikolaj and Sedona, Rocco and Cavallaro, Gabriele and Brunschwiler, Thomas and Bernabe-Moreno, Juan and others},
journal={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
year={2025},
}
Licenses
The mask annotations are released under ODbL, following the OpenStreetMap license.
The image data is released under CC-BY-SA 4.0, following the license from TerraMesh.
Acknowledgements
TerraMesh is part of the FAST‑EO project funded by the European Space Agency Φ‑Lab.
The binary annotations are based on the base layer provided by Overture Maps and from OpenStreetMap tags.
The image data in TerraMesh (and therefore this repository) is sourced from various sources:
The satellite images (S2L1C, S2L2A, S1GRD, S1RTC) are sourced from the SSL4EO‑S12 v1.1 (CC-BY-4.0) and MajorTOM‑Core (CC-BY-SA-4.0) datasets.
The LULC data is provided by ESRI, Impact Observatory, and Microsoft (CC-BY-4.0).
The DEM data is produced using Copernicus WorldDEM-30 © DLR e.V. 2010-2014 and © Airbus Defence and Space GmbH 2014-2018 provided under COPERNICUS by the European Union and ESA; all rights reserved
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