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\"robert.pazur@wsl.ch\", \"given_name\": \"Robert\", \"identifier\": 
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\"given_name\": \"Nica\", \"identifier\": \"0000-0001-5427-6836\", 
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\"given_name\": \"Nica\", \"identifier\": \"0000-0001-5427-6836\", 
            
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\"name\": \"Huber\"}, {\"affiliation\": \"WSL\", \"affiliation_02\": 
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\"name\": \"Huber\"}, {\"affiliation\": \"WSL\", \"affiliation_02\": 
            
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\"\", \"affiliation_03\": \"\", \"data_credit\": \"collection\", 
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\"\", \"affiliation_03\": \"\", \"data_credit\": \"collection\", 
            
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\"email\": \"dominique.weber@wsl.ch\", \"given_name\": \"Dominique\", 
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\"email\": \"dominique.weber@wsl.ch\", \"given_name\": \"Dominique\", 
            
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\"identifier\": \"0000-0002-0402-9682\", \"name\": \"Weber\"}, 
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\"identifier\": \"0000-0002-0402-9682\", \"name\": \"Weber\"}, 
            
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{\"affiliation\": \"WSL\", \"affiliation_02\": \"\", 
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{\"affiliation\": \"WSL\", \"affiliation_02\": \"\", 
            
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\"affiliation_03\": \"\", \"data_credit\": \"collection\", \"email\": 
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\"affiliation_03\": \"\", \"data_credit\": \"collection\", \"email\": 
            
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\"christian.ginzler@wsl.ch\", \"given_name\": \"Christian\", 
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\"christian.ginzler@wsl.ch\", \"given_name\": \"Christian\", 
            
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\"identifier\": \"0000-0001-6365-2151\", \"name\": \"Ginzler\"}, 
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\"identifier\": \"0000-0001-6365-2151\", \"name\": \"Ginzler\"}, 
            
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{\"affiliation\": \"WSL\", \"affiliation_02\": \"\", 
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{\"affiliation\": \"WSL\", \"affiliation_02\": \"\", 
            
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\"affiliation_03\": \"\", \"data_credit\": \"collection\", \"email\": 
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\"affiliation_03\": \"\", \"data_credit\": \"collection\", \"email\": 
            
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\"bronwyn.price@wsl.ch\", \"given_name\": \"Bronwyn\", \"identifier\": 
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\"bronwyn.price@wsl.ch\", \"given_name\": \"Bronwyn\", \"identifier\": 
            
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\"0000-0003-3555-2588\", \"name\": \"Price\"}]",
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\"0000-0003-3555-2588\", \"name\": \"Price\"}]",
            
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  "author_email": null,
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  "creator_user_id": "952d204e-0c2b-43a5-bacc-681a2d4088e4",
            
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  "date": "[{\"date\": \"2021-01-18\", \"date_type\": \"created\", 
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  "date": "[{\"date\": \"2021-01-18\", \"date_type\": \"created\", 
            
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\"end_date\": \"\"}]",
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\"end_date\": \"\"}]",
            
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  "doi": "10.16904/envidat.205",
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  "doi": "10.16904/envidat.205",
            
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  "funding": "[{\"grant_number\": \"\", \"institution\": \"WSL\", 
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  "funding": "[{\"grant_number\": \"\", \"institution\": \"WSL\", 
            
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\"institution_url\": \"\"}, {\"grant_number\": \"\", \"institution\": 
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\"institution_url\": \"\"}, {\"grant_number\": \"\", \"institution\": 
            
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\"FOEN /BAFU\", \"institution_url\": \"\"}]",
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\"FOEN /BAFU\", \"institution_url\": \"\"}]",
            
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  "groups": [],
            
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  "id": "00ff9ac3-c96b-4cb5-a300-b205ad9698cc",
            
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  "isopen": true,
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  "isopen": true,
            
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  "language": "en",
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  "language": "en",
            
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  "license_id": "odc-odbl",
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  "license_id": "odc-odbl",
            
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  "license_title": "ODbL with Database Contents License (DbCL)",
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  "license_title": "ODbL with Database Contents License (DbCL)",
            
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  "license_url": "https://opendefinition.org/licenses/odc-odbl",
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  "license_url": "https://opendefinition.org/licenses/odc-odbl",
            
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  "maintainer": "{\"affiliation\": \"Swiss Federal Research Institute 
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  "maintainer": "{\"affiliation\": \"Swiss Federal Research Institute 
            
37
WSL\", \"email\": \"robert.pazur@wsl.ch\", \"given_name\": \"Robert\", 
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WSL\", \"email\": \"robert.pazur@wsl.ch\", \"given_name\": \"Robert\", 
            
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\"identifier\": \"0000-0002-9600-7420\", \"name\": \"Paz\u00far\"}",
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\"identifier\": \"0000-0002-9600-7420\", \"name\": \"Paz\u00far\"}",
            
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  "maintainer_email": null,
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  "maintainer_email": null,
            
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  "metadata_created": "2021-01-23T17:12:00.238656",
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  "metadata_created": "2021-01-23T17:12:00.238656",
            
n
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  "metadata_modified": "2021-03-29T10:22:19.587506",
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  "metadata_modified": "2021-03-29T10:24:35.019998",
            
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  "name": 
42
  "name": 
            
43
"cropland-and-grassland-map-of-switzerland-based-on-sentinel-2-data",
43
"cropland-and-grassland-map-of-switzerland-based-on-sentinel-2-data",
            
44
  "notes": "We developed a map of cropland and grassland allocation 
44
  "notes": "We developed a map of cropland and grassland allocation 
            
45
for Switzerland based on several indices dominantly derived from 
45
for Switzerland based on several indices dominantly derived from 
            
46
Sentinel-2 satellite imagery captured over multiple growing seasons. 
46
Sentinel-2 satellite imagery captured over multiple growing seasons. 
            
47
The classification model was trained based on parcel-based data 
47
The classification model was trained based on parcel-based data 
            
48
derived from landholder reporting. The mapping was conducted on Google 
48
derived from landholder reporting. The mapping was conducted on Google 
            
49
Earth Engine platform using random forest classifier. Areas of high 
49
Earth Engine platform using random forest classifier. Areas of high 
            
50
vegetation, shrubland,  sealed surface and non-vegetated areas were 
50
vegetation, shrubland,  sealed surface and non-vegetated areas were 
            
51
masked out from the country-wide map. The resulting map has high 
51
masked out from the country-wide map. The resulting map has high 
            
52
accuracy in lowlands as well as mountainous areas. \r\n",
52
accuracy in lowlands as well as mountainous areas. \r\n",
            
n
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  "num_resources": 8,
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  "num_resources": 9,
            
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  "num_tags": 10,
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  "num_tags": 10,
            
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  "organization": {
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  "organization": {
            
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    "approval_status": "approved",
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    "approval_status": "approved",
            
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    "created": "2017-04-20T16:51:21.920128",
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    "created": "2017-04-20T16:51:21.920128",
            
58
    "description": "We develop and apply comprehensive and robust 
58
    "description": "We develop and apply comprehensive and robust 
            
59
methods to extract and classify natural objects from continuous and 
59
methods to extract and classify natural objects from continuous and 
            
60
discrete raster datasets. Relevant features are acquired to describe 
60
discrete raster datasets. Relevant features are acquired to describe 
            
61
changes in landscape and land resources at different levels using 
61
changes in landscape and land resources at different levels using 
            
62
image data. Mathematical-statistical methods are adopted for automatic 
62
image data. Mathematical-statistical methods are adopted for automatic 
            
63
detection and description of image objects. Thus we contribute 
63
detection and description of image objects. Thus we contribute 
            
64
concepts, methods and data to describe/detect area wide changes and 
64
concepts, methods and data to describe/detect area wide changes and 
            
65
processes in the resources of landscape.\r\n\r\n### Tasks and main 
65
processes in the resources of landscape.\r\n\r\n### Tasks and main 
            
66
research\r\n\r\n* Development and application of methods to extract 
66
research\r\n\r\n* Development and application of methods to extract 
            
67
natural objects from continuous data.\r\n* Development of methods for 
67
natural objects from continuous data.\r\n* Development of methods for 
            
68
a comprehensive description of natural and anthropogenetic boundaries 
68
a comprehensive description of natural and anthropogenetic boundaries 
            
69
in continuous pattern (e.g. map signatures, vegetation transition, 
69
in continuous pattern (e.g. map signatures, vegetation transition, 
            
70
forest borders).\r\n* Development and application of methods to 
70
forest borders).\r\n* Development and application of methods to 
            
71
extract 3D-information from remotely sensed data for description of 
71
extract 3D-information from remotely sensed data for description of 
            
72
natural structures and changes. The main focus lies on wood and its 
72
natural structures and changes. The main focus lies on wood and its 
            
73
embedding/interaction within/with the landscape.\r\n* Conception and 
73
embedding/interaction within/with the landscape.\r\n* Conception and 
            
74
development of data acquisition based on high resolution remote 
74
development of data acquisition based on high resolution remote 
            
75
sensing data.\r\n* Conception, development and maintenance of the 
75
sensing data.\r\n* Conception, development and maintenance of the 
            
76
software interface in area wide data acquisition using airborne remote 
76
software interface in area wide data acquisition using airborne remote 
            
77
sensing data.\r\n* Scientific expert advice and support in the fields 
77
sensing data.\r\n* Scientific expert advice and support in the fields 
            
78
of photogrammetry and survey at WSL. Maintenance, enhancements and 
78
of photogrammetry and survey at WSL. Maintenance, enhancements and 
            
79
future development in these specific fields.\r\n* Adequate 
79
future development in these specific fields.\r\n* Adequate 
            
80
presentation of scientific results on national level and in noted 
80
presentation of scientific results on national level and in noted 
            
81
international journals and at international 
81
international journals and at international 
            
82
congresses/workshops/symposia.\r\n\r\n__Further information__: 
82
congresses/workshops/symposia.\r\n\r\n__Further information__: 
            
83
l/organization/research-units/landscape-dynamics/remote-sensing.html",
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l/organization/research-units/landscape-dynamics/remote-sensing.html",
            
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    "id": "5243fbb4-e4e6-4779-9672-32a7ef33d5f9",
            
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    "image_url": "2018-07-10-102816.481589LogoWSL.svg",
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    "image_url": "2018-07-10-102816.481589LogoWSL.svg",
            
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    "is_organization": true,
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    "is_organization": true,
            
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    "name": "remote-sensing",
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    "name": "remote-sensing",
            
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    "state": "active",
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    "state": "active",
            
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    "title": "Remote Sensing",
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    "title": "Remote Sensing",
            
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    "type": "organization"
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    "type": "organization"
            
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  },
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  },
            
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  "owner_org": "5243fbb4-e4e6-4779-9672-32a7ef33d5f9",
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  "owner_org": "5243fbb4-e4e6-4779-9672-32a7ef33d5f9",
            
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  "private": false,
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  "private": false,
            
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  "publication": "{\"publication_year\": \"2021\", \"publisher\": 
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  "publication": "{\"publication_year\": \"2021\", \"publisher\": 
            
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\"EnviDat\"}",
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\"EnviDat\"}",
            
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  "publication_state": "published",
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  "publication_state": "published",
            
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  "related_datasets": "",
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  "related_datasets": "",
            
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  "related_publications": "",
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  "related_publications": "",
            
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  "relationships_as_object": [],
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  "relationships_as_object": [],
            
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  "relationships_as_subject": [],
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  "relationships_as_subject": [],
            
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  "resource_type": "dataset",
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  "resource_type": "dataset",
            
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  "resource_type_general": "dataset",
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  "resource_type_general": "dataset",
            
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  "resources": [
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  "resources": [
            
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    {
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      "created": "2021-03-26T15:59:58.856682",
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      "created": "2021-03-26T15:59:58.856682",
            
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      "description": "(1) cropland; (2) grassland; other LC classes 
108
      "description": "(1) cropland; (2) grassland; other LC classes 
            
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are masked out from the map\r\n",
109
are masked out from the map\r\n",
            
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      "doi": "",
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      "doi": "",
            
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      "format": "geotiff",
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      "name": "(current version) Cropland and grassland map of 
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      "name": "(current version) Cropland and grassland map of 
            
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Switzerland (v.1.5)",
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Switzerland (v.1.5)",
            
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\"shared_secret\": \"\"}",
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\"shared_secret\": \"\"}",
            
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      "size": 36873826,
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      "size": 36873826,
            
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      "state": "active",
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      "state": "active",
            
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      "url": 
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      "url": 
            
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      "url_type": "upload"
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      "created": "2021-03-26T16:04:20.787733",
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      "created": "2021-03-26T16:04:20.787733",
            
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      "description": "(1) cropland; (2) grassland; (3) shrubland; 
137
      "description": "(1) cropland; (2) grassland; (3) shrubland; 
            
138
other LC classes are masked out from the map",
138
other LC classes are masked out from the map",
            
139
      "doi": "",
139
      "doi": "",
            
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      "format": "geotiff",
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      "format": "geotiff",
            
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      "hash": "",
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      "hash": "",
            
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      "id": "014565ae-748b-4f64-bf14-53443386cf56",
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      "id": "014565ae-748b-4f64-bf14-53443386cf56",
            
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      "metadata_modified": "2021-03-26T16:04:20.755869",
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      "name": "(current version) Cropland, grassland, and shrubland 
147
      "name": "(current version) Cropland, grassland, and shrubland 
            
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map of Switzerland (v.1.5)",
148
map of Switzerland (v.1.5)",
            
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\"shared_secret\": \"\"}",
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\"shared_secret\": \"\"}",
            
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      "size": 46196707,
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      "size": 46196707,
            
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      "state": "active",
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      "state": "active",
            
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      "url": 
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      "url": 
            
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      "url_type": "upload"
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      "url_type": "upload"
            
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    },
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    },
            
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      "created": "2021-03-08T08:24:54.688432",
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      "created": "2021-03-08T08:24:54.688432",
            
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      "description": "The code used in Google Earth Engine to derive 
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      "description": "The code used in Google Earth Engine to derive 
            
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the cropland, grassland and shrubland map of Switzerland. Compare to 
167
the cropland, grassland and shrubland map of Switzerland. Compare to 
            
168
the previous version the newer version includes the shadow masking 
168
the previous version the newer version includes the shadow masking 
            
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procedure which might be important in the mountainous areas.",
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procedure which might be important in the mountainous areas.",
            
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derived the output map  (v1.5)",
            
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ownload/sentinel12_wholech_croplandgraslandshrubland_published_v2.js",
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      "description": "!!! Please check out the newer version in the 
            
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repository !!! The code used in Google Earth Engine to derive the 
198
repository !!! The code used in Google Earth Engine to derive the 
            
199
cropland, grassland and shrubland map of Switzerland",
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cropland, grassland and shrubland map of Switzerland",
            
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ownload/sentinel12_wholech_croplandgraslandshrubland_published_v1.js",
            
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227
      "description": "!!! Please check out the newer version in this 
            
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repository !!! (1) cropland; (2) grassland; other LC classes are 
228
repository !!! (1) cropland; (2) grassland; other LC classes are 
            
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masked out from the map\r\n",
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masked out from the map\r\n",
            
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256
      "description": "!!! Please check out the newer version in this 
            
257
repository !!! (1) cropland; (2) grassland; (3) shrubland; other LC 
257
repository !!! (1) cropland; (2) grassland; (3) shrubland; other LC 
            
258
classes are masked out from the map\r\n",
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classes are masked out from the map\r\n",
            
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      "name": "Cropland, grassland, and shrubland map of Switzerland 
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      "name": "Cropland, grassland, and shrubland map of Switzerland 
            
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(v1.0)",
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      "description": "!!! Please check out the newer version in this 
            
287
repository !!! Assuming that sealed surfaces have little or no 
287
repository !!! Assuming that sealed surfaces have little or no 
            
288
phenological response we calculated a mask of unsealed surfaces based 
288
phenological response we calculated a mask of unsealed surfaces based 
            
289
on the 3 years (2017-2019) Sentinel-2 NDVI 95th percentile threshold 
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on the 3 years (2017-2019) Sentinel-2 NDVI 95th percentile threshold 
            
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      "name": "Mask of unsealed surfaces of Switzerland based on 3 
            
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years Sentinel-2 NDVI 95th percentile threshold value: 0.7 (v1.0)",
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years Sentinel-2 NDVI 95th percentile threshold value: 0.7 (v1.0)",
            
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318
      "description": "!!! Please check out the newer version in the 
            
319
repository !!! \r\nMask of unsealed surfaces of Switzerland based on 3 
319
repository !!! \r\nMask of unsealed surfaces of Switzerland based on 3 
            
320
years (2017-2019) Sentinel-2 NDVI 95th percentile threshold value: 
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years (2017-2019) Sentinel-2 NDVI 95th percentile threshold value: 
            
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      "name": "Mask of unsealed surfaces of Switzerland based on 3 
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      "name": "Mask of unsealed surfaces of Switzerland based on 3 
            
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      "description": "Assuming that sealed surfaces have little or no 
            
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phenological response we calculated a mask of unsealed surfaces based 
            
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on the 3 years (2017-2019) Sentinel-2 NDVI 95th percentile threshold 
            
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  "title": "Cropland and grassland map of Switzerland based on 
            
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Sentinel-2 data",
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Sentinel-2 data",
            
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}