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{
            
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  "author": "[{\"given_name\": \"Tiziana\", \"name\": \"Koch\", 
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  "author": "[{\"given_name\": \"Tiziana\", \"name\": \"Koch\", 
            
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\"email\": \"tiziana.li@t-online.de\", \"data_credit\": [\"software\", 
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\"email\": \"tiziana.li@t-online.de\", \"data_credit\": [\"software\", 
            
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\"curation\", \"collection\", \"validation\", \"publication\"]}, 
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\"curation\", \"collection\", \"validation\", \"publication\"]}, 
            
5
{\"given_name\": \"Martina\", \"name\": \"Hobi\", \"email\": 
5
{\"given_name\": \"Martina\", \"name\": \"Hobi\", \"email\": 
            
6
\"martina.hobi@wsl.ch\", \"data_credit\": [\"supervision\", 
6
\"martina.hobi@wsl.ch\", \"data_credit\": [\"supervision\", 
            
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\"publication\"], \"identifier\": \"\", \"affiliation\": \"Swiss 
7
\"publication\"], \"identifier\": \"\", \"affiliation\": \"Swiss 
            
8
Federal Research Institute WSL, Z\\u00fcrcherstrasse 111, 8903 
8
Federal Research Institute WSL, Z\\u00fcrcherstrasse 111, 8903 
            
9
Birmensdorf, Switzerland\"}, {\"given_name\": \"Felix\", \"name\": 
9
Birmensdorf, Switzerland\"}, {\"given_name\": \"Felix\", \"name\": 
            
10
\"Morsdorf\", \"email\": \"felix.morsdorf@geo.uzh.ch\", 
10
\"Morsdorf\", \"email\": \"felix.morsdorf@geo.uzh.ch\", 
            
11
\"data_credit\": [\"supervision\", \"publication\"], \"identifier\": 
11
\"data_credit\": [\"supervision\", \"publication\"], \"identifier\": 
            
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\"\", \"affiliation\": \"University of Zurich\"}, {\"given_name\": 
12
\"\", \"affiliation\": \"University of Zurich\"}, {\"given_name\": 
            
13
\"Dominique\", \"name\": \"Weber\", \"email\": 
13
\"Dominique\", \"name\": \"Weber\", \"email\": 
            
14
\"dominique.weber@wsl.ch\", \"data_credit\": [\"publication\", 
14
\"dominique.weber@wsl.ch\", \"data_credit\": [\"publication\", 
            
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\"supervision\"], \"identifier\": \"0000-0002-0402-9682\", 
15
\"supervision\"], \"identifier\": \"0000-0002-0402-9682\", 
            
16
\"affiliation\": \"WSL\"}, {\"given_name\": \"Marius\", \"name\": 
16
\"affiliation\": \"WSL\"}, {\"given_name\": \"Marius\", \"name\": 
            
17
\"R\\u00fcetschi\", \"email\": \"marius.rueetschi@wsl.ch\", 
17
\"R\\u00fcetschi\", \"email\": \"marius.rueetschi@wsl.ch\", 
            
18
\"data_credit\": [\"publication\"], \"identifier\": \"\", 
18
\"data_credit\": [\"publication\"], \"identifier\": \"\", 
            
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\"affiliation\": \"WSL\"}, {\"given_name\": \"Alexander\", \"name\": 
19
\"affiliation\": \"WSL\"}, {\"given_name\": \"Alexander\", \"name\": 
            
20
\"Damm\", \"email\": \"alexander.damm@geo.uzh.ch\", \"data_credit\": 
20
\"Damm\", \"email\": \"alexander.damm@geo.uzh.ch\", \"data_credit\": 
            
21
[\"supervision\", \"publication\"], \"identifier\": \"\", 
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[\"supervision\", \"publication\"], \"identifier\": \"\", 
            
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\"affiliation\": \"University of Zurich; EAWAG\"}, {\"given_name\": 
22
\"affiliation\": \"University of Zurich; EAWAG\"}, {\"given_name\": 
            
23
\"Jan Dirk\", \"name\": \"Wegner\", \"email\": 
23
\"Jan Dirk\", \"name\": \"Wegner\", \"email\": 
            
24
\"jandirk.wegner@uzh.ch\", \"data_credit\": [\"publication\", 
24
\"jandirk.wegner@uzh.ch\", \"data_credit\": [\"publication\", 
            
25
\"supervision\"], \"identifier\": \"\", \"affiliation\": \"University 
25
\"supervision\"], \"identifier\": \"\", \"affiliation\": \"University 
            
26
of Zurich\"}, {\"given_name\": \"Lars\", \"name\": \"Waser\", 
26
of Zurich\"}, {\"given_name\": \"Lars\", \"name\": \"Waser\", 
            
27
\"email\": \"lars.waser@wsl.ch\", \"data_credit\": [\"supervision\", 
27
\"email\": \"lars.waser@wsl.ch\", \"data_credit\": [\"supervision\", 
            
28
\"publication\"], \"identifier\": \"D-5937-2011\", \"affiliation\": 
28
\"publication\"], \"identifier\": \"D-5937-2011\", \"affiliation\": 
            
29
\"Swiss Federal Institute for Forest, Snow and Landscape Research WSL 
29
\"Swiss Federal Institute for Forest, Snow and Landscape Research WSL 
            
30
\"}]",
30
\"}]",
            
31
  "author_email": null,
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  "author_email": null,
            
32
  "creator_user_id": "06333ba0-47fe-41e8-9b65-5945024eca8a",
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  "creator_user_id": "06333ba0-47fe-41e8-9b65-5945024eca8a",
            
33
  "date": 
33
  "date": 
            
34
:\"collected\",\"date\":\"2019-01-01\",\"end_date\":\"2020-12-31\"}]",
34
:\"collected\",\"date\":\"2019-01-01\",\"end_date\":\"2020-12-31\"}]",
            
35
  "doi": "10.16904/envidat.522",
35
  "doi": "10.16904/envidat.522",
            
36
  "funding": "[{\"institution\":\"Swiss National Science 
36
  "funding": "[{\"institution\":\"Swiss National Science 
            
37
tion\",\"grant_number\":\"200021_184605\",\"institution_url\":\"\"}]",
37
tion\",\"grant_number\":\"200021_184605\",\"institution_url\":\"\"}]",
            
38
  "groups": [],
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  "groups": [],
            
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  "id": "2746ea85-4a12-4354-b94d-bc1806bf24af",
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  "id": "2746ea85-4a12-4354-b94d-bc1806bf24af",
            
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  "isopen": true,
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  "isopen": true,
            
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  "license_id": "cc-by-sa",
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  "license_id": "cc-by-sa",
            
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  "license_title": "Creative Commons Attribution Share-Alike 
42
  "license_title": "Creative Commons Attribution Share-Alike 
            
43
(CC-BY-SA)",
43
(CC-BY-SA)",
            
44
  "license_url": "https://creativecommons.org/licenses/by-sa/4.0/",
44
  "license_url": "https://creativecommons.org/licenses/by-sa/4.0/",
            
45
  "maintainer": 
45
  "maintainer": 
            
46
ziana.li@t-online.de\",\"given_name\":\"Tiziana\",\"name\":\"Koch\"}",
46
ziana.li@t-online.de\",\"given_name\":\"Tiziana\",\"name\":\"Koch\"}",
            
47
  "maintainer_email": null,
47
  "maintainer_email": null,
            
48
  "metadata_created": "2024-06-11T12:13:19.337329",
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  "metadata_created": "2024-06-11T12:13:19.337329",
            
n
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  "metadata_modified": "2024-06-11T13:07:01.955020",
n
49
  "metadata_modified": "2025-03-04T10:59:30.392651",
            
50
  "name": "tree-species-profiles-from-sentinel-2-time-series",
50
  "name": "tree-species-profiles-from-sentinel-2-time-series",
            
51
  "notes": "# Tree species profiles from Sentinel-2 time series\n\nWe 
51
  "notes": "# Tree species profiles from Sentinel-2 time series\n\nWe 
            
52
obtained tree species-specific Sentinel-2 time series for the years 
52
obtained tree species-specific Sentinel-2 time series for the years 
            
53
2019 and 2020. The Sentinel-2 time series originated from 
53
2019 and 2020. The Sentinel-2 time series originated from 
            
54
ps://www.envidat.ch/#/metadata/sentinel-2-time-series-of-switzerland), 
54
ps://www.envidat.ch/#/metadata/sentinel-2-time-series-of-switzerland), 
            
55
and the tree species information was derived from pure plots of the 
55
and the tree species information was derived from pure plots of the 
            
56
Swiss National Forest Inventory, spread all over Switzerland.\nIn 
56
Swiss National Forest Inventory, spread all over Switzerland.\nIn 
            
57
addition to the 10 and 20 m bands from Sentinel-2 (Blue, Green, Red, 
57
addition to the 10 and 20 m bands from Sentinel-2 (Blue, Green, Red, 
            
58
Red-Edge-1, Red-Edge-2, Red-Edge-3, NIR, SWIR-1, SWIR-2), we 
58
Red-Edge-1, Red-Edge-2, Red-Edge-3, NIR, SWIR-1, SWIR-2), we 
            
59
calculated indices (CCI, CIre, EVI, NDMI/NDWI, NDVI). \nIn total, tree 
59
calculated indices (CCI, CIre, EVI, NDMI/NDWI, NDVI). \nIn total, tree 
            
60
species profiles of 763 pixels for 2020 and 562 pixels for 2019 are 
60
species profiles of 763 pixels for 2020 and 562 pixels for 2019 are 
            
61
available for seven tree species (*Abies alba*, *Castanea sativa*, 
61
available for seven tree species (*Abies alba*, *Castanea sativa*, 
            
62
*Fagus sylvatica*, *Fraxinus excelsior*, *Larix* spp., *Picea abies*, 
62
*Fagus sylvatica*, *Fraxinus excelsior*, *Larix* spp., *Picea abies*, 
            
63
*Pinus sylvestris*). ",
63
*Pinus sylvestris*). ",
            
64
  "num_resources": 29,
64
  "num_resources": 29,
            
65
  "num_tags": 5,
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  "num_tags": 5,
            
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  "organization": {
66
  "organization": {
            
67
    "approval_status": "approved",
67
    "approval_status": "approved",
            
68
    "created": "2017-04-20T16:51:21.920128",
68
    "created": "2017-04-20T16:51:21.920128",
            
69
    "description": "We develop and apply comprehensive and robust 
69
    "description": "We develop and apply comprehensive and robust 
            
70
methods to extract and classify natural objects from continuous and 
70
methods to extract and classify natural objects from continuous and 
            
71
discrete raster datasets. Relevant features are acquired to describe 
71
discrete raster datasets. Relevant features are acquired to describe 
            
72
changes in landscape and land resources at different levels using 
72
changes in landscape and land resources at different levels using 
            
73
image data. Mathematical-statistical methods are adopted for automatic 
73
image data. Mathematical-statistical methods are adopted for automatic 
            
74
detection and description of image objects. Thus we contribute 
74
detection and description of image objects. Thus we contribute 
            
75
concepts, methods and data to describe/detect area wide changes and 
75
concepts, methods and data to describe/detect area wide changes and 
            
76
processes in the resources of landscape.\r\n\r\n### Tasks and main 
76
processes in the resources of landscape.\r\n\r\n### Tasks and main 
            
77
research\r\n\r\n* Development and application of methods to extract 
77
research\r\n\r\n* Development and application of methods to extract 
            
78
natural objects from continuous data.\r\n* Development of methods for 
78
natural objects from continuous data.\r\n* Development of methods for 
            
79
a comprehensive description of natural and anthropogenetic boundaries 
79
a comprehensive description of natural and anthropogenetic boundaries 
            
80
in continuous pattern (e.g. map signatures, vegetation transition, 
80
in continuous pattern (e.g. map signatures, vegetation transition, 
            
81
forest borders).\r\n* Development and application of methods to 
81
forest borders).\r\n* Development and application of methods to 
            
82
extract 3D-information from remotely sensed data for description of 
82
extract 3D-information from remotely sensed data for description of 
            
83
natural structures and changes. The main focus lies on wood and its 
83
natural structures and changes. The main focus lies on wood and its 
            
84
embedding/interaction within/with the landscape.\r\n* Conception and 
84
embedding/interaction within/with the landscape.\r\n* Conception and 
            
85
development of data acquisition based on high resolution remote 
85
development of data acquisition based on high resolution remote 
            
86
sensing data.\r\n* Conception, development and maintenance of the 
86
sensing data.\r\n* Conception, development and maintenance of the 
            
87
software interface in area wide data acquisition using airborne remote 
87
software interface in area wide data acquisition using airborne remote 
            
88
sensing data.\r\n* Scientific expert advice and support in the fields 
88
sensing data.\r\n* Scientific expert advice and support in the fields 
            
89
of photogrammetry and survey at WSL. Maintenance, enhancements and 
89
of photogrammetry and survey at WSL. Maintenance, enhancements and 
            
90
future development in these specific fields.\r\n* Adequate 
90
future development in these specific fields.\r\n* Adequate 
            
91
presentation of scientific results on national level and in noted 
91
presentation of scientific results on national level and in noted 
            
92
international journals and at international 
92
international journals and at international 
            
93
congresses/workshops/symposia.\r\n\r\n__Further information__: 
93
congresses/workshops/symposia.\r\n\r\n__Further information__: 
            
94
l/organization/research-units/landscape-dynamics/remote-sensing.html",
94
l/organization/research-units/landscape-dynamics/remote-sensing.html",
            
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    "id": "5243fbb4-e4e6-4779-9672-32a7ef33d5f9",
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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": "",
            
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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",
            
100
    "title": "Remote Sensing",
100
    "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": 
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  "publication": 
            
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"{\"publisher\":\"EnviDat\",\"publication_year\":\"2024\"}",
106
"{\"publisher\":\"EnviDat\",\"publication_year\":\"2024\"}",
            
107
  "publication_state": "published",
107
  "publication_state": "published",
            
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  "related_datasets": 
108
  "related_datasets": 
            
109
ps://www.envidat.ch/#/metadata/sentinel-2-time-series-of-switzerland",
109
ps://www.envidat.ch/#/metadata/sentinel-2-time-series-of-switzerland",
            
110
  "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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      "created": "2024-06-11T12:17:01.056085",
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      "created": "2024-06-11T12:17:01.056085",
            
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      "description": "Tree species profiles for 2019, Blue band",
119
      "description": "Tree species profiles for 2019, Blue band",
            
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      "mimetype": "text/csv",
            
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      "name": "Tree_species_profiles_2019_BLU.csv",
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      "name": "Tree_species_profiles_2019_BLU.csv",
            
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      "size": 170484,
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      "size": 170484,
            
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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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b-4223-98d9-a05f44ffefae/download/tree_species_profiles_2019_blu.csv",
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b-4223-98d9-a05f44ffefae/download/tree_species_profiles_2019_blu.csv",
            
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      "url_type": "upload"
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      "url_type": "upload"
            
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      "created": "2024-06-11T12:19:56.341500",
            
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      "description": "Tree species profiles for 2019, CCI index",
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      "description": "Tree species profiles for 2019, CCI index",
            
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      "doi": "",
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      "doi": "",
            
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      "format": "CSV",
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      "mimetype": "text/csv",
            
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      "name": "Tree_species_profiles_2019_CCI.csv",
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      "name": "Tree_species_profiles_2019_CCI.csv",
            
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      "id": "97ac3564-bb88-46ad-9fe4-b7d606e0aa3a",
898
      "id": "97ac3564-bb88-46ad-9fe4-b7d606e0aa3a",
            
899
      "name": "SWITZERLAND",
899
      "name": "SWITZERLAND",
            
900
      "state": "active",
900
      "state": "active",
            
901
      "vocabulary_id": null
901
      "vocabulary_id": null
            
902
    },
902
    },
            
903
    {
903
    {
            
904
      "display_name": "TIME SERIES",
904
      "display_name": "TIME SERIES",
            
905
      "id": "12734ef1-cbba-4a27-8051-9887596c4d8c",
905
      "id": "12734ef1-cbba-4a27-8051-9887596c4d8c",
            
906
      "name": "TIME SERIES",
906
      "name": "TIME SERIES",
            
907
      "state": "active",
907
      "state": "active",
            
908
      "vocabulary_id": null
908
      "vocabulary_id": null
            
909
    },
909
    },
            
910
    {
910
    {
            
911
      "display_name": "TREE SPECIES",
911
      "display_name": "TREE SPECIES",
            
912
      "id": "f02ee441-6d4d-4a02-888e-31588461d7c9",
912
      "id": "f02ee441-6d4d-4a02-888e-31588461d7c9",
            
913
      "name": "TREE SPECIES",
913
      "name": "TREE SPECIES",
            
914
      "state": "active",
914
      "state": "active",
            
915
      "vocabulary_id": null
915
      "vocabulary_id": null
            
916
    }
916
    }
            
917
  ],
917
  ],
            
918
  "title": "Tree species profiles from Sentinel-2 time series",
918
  "title": "Tree species profiles from Sentinel-2 time series",
            
919
  "type": "dataset",
919
  "type": "dataset",
            
t
920
  "url": null
t
920
  "url": null,
            
921
  "version": "1.0"
            
921
}
922
}