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  "author": "[{\"affiliation\": \"WSL Institute for Snow and Avalanche 
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  "author": "[{\"affiliation\": \"WSL Institute for Snow and Avalanche 
            
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Research SLF\", \"affiliation_02\": \"SLF\", \"affiliation_03\": 
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Research SLF\", \"affiliation_02\": \"SLF\", \"affiliation_03\": 
            
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\"CERC\", \"data_credit\": [\"collection\", \"validation\", 
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\"CERC\", \"data_credit\": [\"collection\", \"validation\", 
            
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\"curation\", \"software\", \"publication\", \"supervision\"], 
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\"curation\", \"software\", \"publication\", \"supervision\"], 
            
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\"email\": \"buehler@slf.ch\", \"given_name\": \"Yves\", 
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\"email\": \"buehler@slf.ch\", \"given_name\": \"Yves\", 
            
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\"identifier\": \"0000-0002-0815-2717\", \"name\": \"B\\u00fchler\"}, 
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\"identifier\": \"0000-0002-0815-2717\", \"name\": \"B\\u00fchler\"}, 
            
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{\"affiliation\": \"WSL Institute for Snow and Avalanche Research 
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{\"affiliation\": \"WSL Institute for Snow and Avalanche Research 
            
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SLF\", \"affiliation_02\": \"SLF\", \"affiliation_03\": \"CERC\", 
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SLF\", \"affiliation_02\": \"SLF\", \"affiliation_03\": \"CERC\", 
            
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\"autocomplete\": \"\", \"data_credit\": [\"validation\", 
            
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\"curation\", \"publication\"], \"email\": \"bebi@slf.ch\", 
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\"curation\", \"publication\"], \"email\": \"bebi@slf.ch\", 
            
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\"given_name\": \"Peter\", \"identifier\": \"0000-0001-8868-6569\", 
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\"given_name\": \"Peter\", \"identifier\": \"0000-0001-8868-6569\", 
            
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\"name\": \"Bebi\"}, {\"affiliation\": \"SLF\", \"affiliation_02\": 
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\"name\": \"Bebi\"}, {\"affiliation\": \"SLF\", \"affiliation_02\": 
            
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\"CERC\", \"affiliation_03\": \"\", \"autocomplete\": \"\", 
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\"CERC\", \"affiliation_03\": \"\", \"autocomplete\": \"\", 
            
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\"data_credit\": [\"validation\", \"curation\", \"software\", 
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\"data_credit\": [\"validation\", \"curation\", \"software\", 
            
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\"publication\"], \"email\": \"christen@slf.ch\", \"given_name\": 
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\"publication\"], \"email\": \"christen@slf.ch\", \"given_name\": 
            
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\"Marc\", \"identifier\": \"\", \"name\": \"Christen\"}]",
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\"Marc\", \"identifier\": \"\", \"name\": \"Christen\"}]",
            
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  "author_email": null,
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  "author_email": null,
            
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  "creator_user_id": "4ff9df28-4417-43ec-b859-fe9aeb5bb972",
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  "creator_user_id": "4ff9df28-4417-43ec-b859-fe9aeb5bb972",
            
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  "date": "[{\"date\": \"2022-04-30\", \"date_type\": \"created\", 
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  "date": "[{\"date\": \"2022-04-30\", \"date_type\": \"created\", 
            
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\"end_date\": \"\"}]",
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\"end_date\": \"\"}]",
            
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  "doi": "10.16904/envidat.316",
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  "doi": "10.16904/envidat.316",
            
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  "funding": "[{\"grant_number\": \"\", \"institution\": \"Amt 
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  "funding": "[{\"grant_number\": \"\", \"institution\": \"Amt 
            
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f\u00fcr Wald und Naturgefahren, Kanton Graub\u00fcnden\", 
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f\u00fcr Wald und Naturgefahren, Kanton Graub\u00fcnden\", 
            
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\"institution_url\": 
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\"institution_url\": 
            
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w.gr.ch/DE/institutionen/verwaltung/diem/awn/Seiten/welcome.aspx\"}]",
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w.gr.ch/DE/institutionen/verwaltung/diem/awn/Seiten/welcome.aspx\"}]",
            
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  "language": "en",
            
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  "license_id": "wsl-data",
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  "license_title": "WSL Data Policy",
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  "license_title": "WSL Data Policy",
            
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  "license_url": 
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  "license_url": 
            
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ps://www.wsl.ch/en/about-wsl/programmes-and-initiatives/envidat.html",
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ps://www.wsl.ch/en/about-wsl/programmes-and-initiatives/envidat.html",
            
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  "maintainer": "{\"affiliation\": \"WSL Institute for Snow and 
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  "maintainer": "{\"affiliation\": \"WSL Institute for Snow and 
            
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Avalanche Research SLF\", \"email\": \"buehler@slf.ch\", 
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Avalanche Research SLF\", \"email\": \"buehler@slf.ch\", 
            
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\"given_name\": \"Yves\", \"identifier\": \"0000-0002-0815-2717\", 
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\"given_name\": \"Yves\", \"identifier\": \"0000-0002-0815-2717\", 
            
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\"name\": \"B\u00fchler\"}",
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\"name\": \"B\u00fchler\"}",
            
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  "maintainer_email": null,
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  "maintainer_email": null,
            
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  "metadata_created": "2022-04-14T09:07:28.181418",
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  "metadata_created": "2022-04-14T09:07:28.181418",
            
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  "metadata_modified": "2023-06-21T09:17:38.941077",
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  "metadata_modified": "2024-01-17T09:57:21.011092",
            
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  "name": 
42
  "name": 
            
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scale-hazard-indication-simulations-for-avalanches-canton-of-grisons",
43
scale-hazard-indication-simulations-for-avalanches-canton-of-grisons",
            
44
  "notes": "We developed a workflow to generate Large Scale Hazard 
44
  "notes": "We developed a workflow to generate Large Scale Hazard 
            
45
Simulations for avalanches based on digital elevation models and 
45
Simulations for avalanches based on digital elevation models and 
            
46
information on the protective function of the forest. This datasets 
46
information on the protective function of the forest. This datasets 
            
47
contains the potential avalanche release areas (PRA) as polygons, the 
47
contains the potential avalanche release areas (PRA) as polygons, the 
            
48
simulation outputs (maximum pressure, maximum flow velocity and 
48
simulation outputs (maximum pressure, maximum flow velocity and 
            
49
maximum flow height) as .tif rasters and the outlines of the simulated 
49
maximum flow height) as .tif rasters and the outlines of the simulated 
            
50
avalanches (polygon) for the entire area of the canton of Grisons 
50
avalanches (polygon) for the entire area of the canton of Grisons 
            
51
(7105 km2). The simulations are performed for the scenarios wit return 
51
(7105 km2). The simulations are performed for the scenarios wit return 
            
52
periods of 10, 30, 100 and 300 years, once with (FOR) and once without 
52
periods of 10, 30, 100 and 300 years, once with (FOR) and once without 
            
53
(NoFor) taking the effect of the forest into account.\r\n\r\nThe 
53
(NoFor) taking the effect of the forest into account.\r\n\r\nThe 
            
54
details can be found in this publication:\r\n\r\nB\u00fchler, Y., 
54
details can be found in this publication:\r\n\r\nB\u00fchler, Y., 
            
55
Bebi, P., Christen, M., Margreth, S., Stoffel, L., Stoffel, A., Marty, 
55
Bebi, P., Christen, M., Margreth, S., Stoffel, L., Stoffel, A., Marty, 
            
56
C., Schmucki, G., Caviezel, A., K\u00fchne, R., Wohlwend, S., and 
56
C., Schmucki, G., Caviezel, A., K\u00fchne, R., Wohlwend, S., and 
            
57
Bartelt, P.: Automated avalanche hazard indication mapping on state 
57
Bartelt, P.: Automated avalanche hazard indication mapping on state 
            
58
wide scale, Nat. Hazards Earth Syst. Sci. Discuss., 2022, 1-22, 
58
wide scale, Nat. Hazards Earth Syst. Sci. Discuss., 2022, 1-22, 
            
59
10.5194/nhess-2022-11, 2022.\r\n\r\n",
59
10.5194/nhess-2022-11, 2022.\r\n\r\n",
            
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  "num_resources": 9,
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  "num_resources": 9,
            
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  "num_tags": 6,
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  "num_tags": 6,
            
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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": "2021-10-27T11:11:19.402891",
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    "created": "2021-10-27T11:11:19.402891",
            
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    "description": "\"__Cutting edge remote sensing research and 
65
    "description": "\"__Cutting edge remote sensing research and 
            
66
technology for alpine regions__ - We strive to develop, test, combine 
66
technology for alpine regions__ - We strive to develop, test, combine 
            
67
and apply innovative solutions to detect, monitor and forecast natural 
67
and apply innovative solutions to detect, monitor and forecast natural 
            
68
hazards, aiming at safe mountains in a changing climate.\"\r\nClimate 
68
hazards, aiming at safe mountains in a changing climate.\"\r\nClimate 
            
69
change is having an increasing impact on the Alpine region and the 
69
change is having an increasing impact on the Alpine region and the 
            
70
potential for natural hazard processes in the high mountains is 
70
potential for natural hazard processes in the high mountains is 
            
71
rising. However, it is impossible to predict where extreme events will 
71
rising. However, it is impossible to predict where extreme events will 
            
72
occur, and complete protection of settlements and transport routes is 
72
occur, and complete protection of settlements and transport routes is 
            
73
technically and economically impossible.\r\n\r\nRemote sensing systems 
73
technically and economically impossible.\r\n\r\nRemote sensing systems 
            
74
on the ground, on drones, aircraft or satellites are increasingly 
74
on the ground, on drones, aircraft or satellites are increasingly 
            
75
becoming an important tool  in natural hazard research. They can be 
75
becoming an important tool  in natural hazard research. They can be 
            
76
used to accurately document events, continuously record changes, and 
76
used to accurately document events, continuously record changes, and 
            
77
identify potential \"hotspots\" at an early stage. The combination of 
77
identify potential \"hotspots\" at an early stage. The combination of 
            
78
optical and radar remote sensing systems has great potential to 
78
optical and radar remote sensing systems has great potential to 
            
79
increase the level of safety. The center is researching how such 
79
increase the level of safety. The center is researching how such 
            
80
systems can be optimally used in the future in high alpine terrain for 
80
systems can be optimally used in the future in high alpine terrain for 
            
81
the documentation, detection and prevention of natural 
81
the documentation, detection and prevention of natural 
            
82
hazards.\r\n\r\nAlpine remote sensing is one of the main topics of the 
82
hazards.\r\n\r\nAlpine remote sensing is one of the main topics of the 
            
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CERC research centre.",
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CERC research centre.",
            
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    "image_url": 
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s://www.envidat.ch/uploads/group/2016-05-24-141521.837240logoslf.png",
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s://www.envidat.ch/uploads/group/2016-05-24-141521.837240logoslf.png",
            
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    "is_organization": true,
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    "state": "active",
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    "state": "active",
            
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    "title": "Alpine Remote Sensing",
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    "title": "Alpine Remote Sensing",
            
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    "type": "organization"
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    "type": "organization"
            
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  },
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  "private": false,
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  "publication": "{\"publication_year\": \"2022\", \"publisher\": 
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  "publication": "{\"publication_year\": \"2022\", \"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": "B\u00fchler, Y., Bebi, P., Christen, M., 
t
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  "related_publications": "",
            
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Margreth, S., Stoffel, L., Stoffel, A., Marty, C., Schmucki, G., 

            
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Caviezel, A., K\u00fchne, R., Wohlwend, S., and Bartelt, P.: Automated 

            
102
avalanche hazard indication mapping on state wide scale, Nat. Hazards 

            
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Earth Syst. Sci. Discuss., 2022, 1-22, 10.5194/nhess-2022-11, 2022.",

            
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      "size": 685814,
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      "size": 685814,
            
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      "created": "2022-04-26T06:23:19.022283",
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      "created": "2022-04-26T06:23:19.022283",
            
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      "description": "PRA_.shp = avalanche release areas shape file 
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      "description": "PRA_.shp = avalanche release areas shape file 
            
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with the attributes in the attribute table\r\n_maxHEIGHT.tif = maximum 
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with the attributes in the attribute table\r\n_maxHEIGHT.tif = maximum 
            
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flow height [m]\r\n_maxPRESSURE.tif = maximum impact pressure 
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flow height [m]\r\n_maxPRESSURE.tif = maximum impact pressure 
            
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[kPa]\r\n_maxVELOCITY.tif = maximum flow velocity [m/s]\r\n_outlines = 
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[kPa]\r\n_maxVELOCITY.tif = maximum flow velocity [m/s]\r\n_outlines = 
            
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outline shape file of every avalanche simulation linked to the PRA 
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outline shape file of every avalanche simulation linked to the PRA 
            
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shape file by ID",
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shape file by ID",
            
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      "doi": "",
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      "doi": "",
            
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      "id": "d3574570-66a9-4c25-b196-727a7123dd7a",
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      "name": "Scenario 10years with Forest",
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      "name": "Scenario 10years with Forest",
            
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\"\"}",
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  "title": "Large Scale Hazard Indication Simulations for avalanches, 
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  "title": "Large Scale Hazard Indication Simulations for avalanches, 
            
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canton of Grisons",
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canton of Grisons",
            
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