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  "author": "[{\"given_name\": \"Frank\", \"name\": \"Techel\", 
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  "author": "[{\"given_name\": \"Frank\", \"name\": \"Techel\", 
            
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\"email\": \"techel@slf.ch\", \"data_credit\": []}, {\"given_name\": 
3
\"email\": \"techel@slf.ch\", \"data_credit\": []}, {\"given_name\": 
            
4
\"G\\u00fcnter\", \"name\": \"Schmudlach\", \"email\": 
4
\"G\\u00fcnter\", \"name\": \"Schmudlach\", \"email\": 
            
5
\"schmudlach@gmx.ch\", \"data_credit\": [], \"identifier\": \"\", 
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\"schmudlach@gmx.ch\", \"data_credit\": [], \"identifier\": \"\", 
            
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\"affiliation\": \"Skitourenguru GmbH\"}]",
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\"affiliation\": \"Skitourenguru GmbH\"}]",
            
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  "author_email": null,
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  "author_email": null,
            
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  "creator_user_id": "5436b6ad-482c-47e6-95fd-f4ae2de64153",
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  "creator_user_id": "5436b6ad-482c-47e6-95fd-f4ae2de64153",
            
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  "date": 
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  "date": 
            
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:\"collected\",\"date\":\"2022-11-01\",\"end_date\":\"2024-04-30\"}]",
10
:\"collected\",\"date\":\"2022-11-01\",\"end_date\":\"2024-04-30\"}]",
            
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  "doi": "10.16904/envidat.535",
11
  "doi": "10.16904/envidat.535",
            
12
  "funding": "[{\"institution\":\"WSL Institute for Snow and Avalanche 
12
  "funding": "[{\"institution\":\"WSL Institute for Snow and Avalanche 
            
13
Research SLF, Davos, 
13
Research SLF, Davos, 
            
14
Switzerland\",\"grant_number\":\"\",\"institution_url\":\"\"}]",
14
Switzerland\",\"grant_number\":\"\",\"institution_url\":\"\"}]",
            
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  "groups": [],
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  "groups": [],
            
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  "id": "f821b651-245a-47b6-95d4-64c5497b8b21",
            
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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 
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  "license_title": "Creative Commons Attribution Share-Alike 
            
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(CC-BY-SA)",
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(CC-BY-SA)",
            
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  "license_url": "https://creativecommons.org/licenses/by-sa/4.0/",
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  "license_url": "https://creativecommons.org/licenses/by-sa/4.0/",
            
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  "maintainer": 
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  "maintainer": 
            
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il\":\"techel@slf.ch\",\"given_name\":\"Frank\",\"name\":\"Techel\"}",
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il\":\"techel@slf.ch\",\"given_name\":\"Frank\",\"name\":\"Techel\"}",
            
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  "maintainer_email": null,
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  "maintainer_email": null,
            
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  "metadata_created": "2024-08-19T09:52:43.427925",
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  "metadata_created": "2024-08-19T09:52:43.427925",
            
n
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  "metadata_modified": "2024-08-21T14:52:32.249130",
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  "metadata_modified": "2025-03-04T10:59:29.365308",
            
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  "name": "comparing-human-forecasts-with-model-predictions",
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  "name": "comparing-human-forecasts-with-model-predictions",
            
28
  "notes": "This data set was used in the analysis by Techel et al. 
28
  "notes": "This data set was used in the analysis by Techel et al. 
            
29
*Forecasting avalanche danger: human-made forecasts vs. fully 
29
*Forecasting avalanche danger: human-made forecasts vs. fully 
            
30
automated model-driven predictions*, submitted to *Natural Hazards 
30
automated model-driven predictions*, submitted to *Natural Hazards 
            
31
Earth System Sciences* on 20 Aug 2024.\nThe repository contains data 
31
Earth System Sciences* on 20 Aug 2024.\nThe repository contains data 
            
32
from two avalanche forecasting seasons (2022/2023, 2023/2024) in 
32
from two avalanche forecasting seasons (2022/2023, 2023/2024) in 
            
33
Switzerland.\n\n**Interpolated predictions**\n- The .zip file contains 
33
Switzerland.\n\n**Interpolated predictions**\n- The .zip file contains 
            
34
the interpolated predictions for the three models in nowcast- and 
34
the interpolated predictions for the three models in nowcast- and 
            
35
forecast- mode. This data is needed to reproduce the figures and 
35
forecast- mode. This data is needed to reproduce the figures and 
            
36
tables in the submitted preprint.\n\nThe other data are the **raw 
36
tables in the submitted preprint.\n\nThe other data are the **raw 
            
37
data** underlying the interpolations:\n- Avalanche forecast by WSL 
37
data** underlying the interpolations:\n- Avalanche forecast by WSL 
            
38
Institute for Snow and Avalanche Research SLF, published at 17.00 
38
Institute for Snow and Avalanche Research SLF, published at 17.00 
            
39
local time, valid for the following 24 hours and relating to dry snow 
39
local time, valid for the following 24 hours and relating to dry snow 
            
40
avalanche conditions.\n- Model predictions in *nowcast*- and 
40
avalanche conditions.\n- Model predictions in *nowcast*- and 
            
41
*forecast*-mode for three models (*danger level*, *instability*, 
41
*forecast*-mode for three models (*danger level*, *instability*, 
            
42
*natural avalanche*), valid for 12.00 local time\n- Subset of points 
42
*natural avalanche*), valid for 12.00 local time\n- Subset of points 
            
43
extracted from GPS tracks (courtesy of Skitourenguru GmbH)\n- 
43
extracted from GPS tracks (courtesy of Skitourenguru GmbH)\n- 
            
44
Avalanche observations - natural avalanches and human-triggered 
44
Avalanche observations - natural avalanches and human-triggered 
            
45
avalanches\n- Estimates of the snowline\n- Randomly chosen subset of 
45
avalanches\n- Estimates of the snowline\n- Randomly chosen subset of 
            
46
grid points used for generating reference distributions\n\nFor details 
46
grid points used for generating reference distributions\n\nFor details 
            
47
regarding the data sets refer to the publication.\n",
47
regarding the data sets refer to the publication.\n",
            
48
  "num_resources": 11,
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  "num_resources": 11,
            
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  "num_tags": 5,
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  "num_tags": 5,
            
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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": "2016-05-24T16:15:21.861195",
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    "created": "2016-05-24T16:15:21.861195",
            
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    "description": "This research unit investigates the formation and 
53
    "description": "This research unit investigates the formation and 
            
54
dynamics of avalanches in order to improve the forecasting of when and 
54
dynamics of avalanches in order to improve the forecasting of when and 
            
55
where avalanche events are likely to occur and their effects. It 
55
where avalanche events are likely to occur and their effects. It 
            
56
engages in process modelling based on laboratory experiments and field 
56
engages in process modelling based on laboratory experiments and field 
            
57
investigations.\r\n\r\nOn behalf of the government, it also operates 
57
investigations.\r\n\r\nOn behalf of the government, it also operates 
            
58
the Swiss avalanche warning service. The avalanche bulletin provides 
58
the Swiss avalanche warning service. The avalanche bulletin provides 
            
59
information concerning the current avalanche situation and warns the 
59
information concerning the current avalanche situation and warns the 
            
60
public about the avalanche danger. The data underlying the service is 
60
public about the avalanche danger. The data underlying the service is 
            
61
delivered by an extensive network of observers and automatic measuring 
61
delivered by an extensive network of observers and automatic measuring 
            
62
stations. The avalanches and prevention unit develops warning and 
62
stations. The avalanches and prevention unit develops warning and 
            
63
information systems for public authorities and local emergency 
63
information systems for public authorities and local emergency 
            
64
services.\r\n\r\nAmong other key duties, the unit provides advice on 
64
services.\r\n\r\nAmong other key duties, the unit provides advice on 
            
65
practical aspects of avalanche protection, and develops methods for 
65
practical aspects of avalanche protection, and develops methods for 
            
66
the risk-based management of natural hazards. The latest research and 
66
the risk-based management of natural hazards. The latest research and 
            
67
development findings are continuously being translated into practice 
67
development findings are continuously being translated into practice 
            
68
and used in the unit's intensive teaching and training 
68
and used in the unit's intensive teaching and training 
            
69
activities.\r\n\r\nIt works closely together with other SLF research 
69
activities.\r\n\r\nIt works closely together with other SLF research 
            
70
units and partners in Switzerland and abroad. These include national 
70
units and partners in Switzerland and abroad. These include national 
            
71
and international research establishments, cantonal and federal 
71
and international research establishments, cantonal and federal 
            
72
authorities, as well as industry, associations, and agencies 
72
authorities, as well as industry, associations, and agencies 
            
73
responsible for public safety and tourism.",
73
responsible for public safety and tourism.",
            
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    "id": "a17b145f-2191-4c21-aabf-55661d5cb140",
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    "id": "a17b145f-2191-4c21-aabf-55661d5cb140",
            
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    "image_url": "2016-05-24-141521.837240logoslf.png",
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    "image_url": "2016-05-24-141521.837240logoslf.png",
            
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    "is_organization": true,
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    "is_organization": true,
            
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    "name": "slf-snow-avalanches-and-prevention",
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    "name": "slf-snow-avalanches-and-prevention",
            
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    "state": "active",
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    "state": "active",
            
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    "title": "Snow Avalanches and Prevention",
79
    "title": "Snow Avalanches and Prevention",
            
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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": "a17b145f-2191-4c21-aabf-55661d5cb140",
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  "owner_org": "a17b145f-2191-4c21-aabf-55661d5cb140",
            
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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\"}",
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"{\"publisher\":\"EnviDat\",\"publication_year\":\"2024\"}",
            
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  "publication_state": "published",
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  "publication_state": "published",
            
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  "related_publications": "**Publication:**\nTechel, Frank; Mayer, 
87
  "related_publications": "**Publication:**\nTechel, Frank; Mayer, 
            
88
Stephanie; Purves, Ross S.; Schmudlach, G\u00fcnter, Winkler, Kurt: 
88
Stephanie; Purves, Ross S.; Schmudlach, G\u00fcnter, Winkler, Kurt: 
            
89
Forecasting avalanche danger: human-made forecasts vs. fully automated 
89
Forecasting avalanche danger: human-made forecasts vs. fully automated 
            
90
model-driven predictions, submitted to *Natural Hazards Earth System 
90
model-driven predictions, submitted to *Natural Hazards Earth System 
            
91
Sciences* on 20 Aug 2024\n\n**Publications describing the three 
91
Sciences* on 20 Aug 2024\n\n**Publications describing the three 
            
92
models:**\nhttps://www.dora.lib4ri.ch/wsl/islandora/object/wsl%3A35601  
92
models:**\nhttps://www.dora.lib4ri.ch/wsl/islandora/object/wsl%3A35601  
            
93
https://www.dora.lib4ri.ch/wsl/islandora/object/wsl:32201  
93
https://www.dora.lib4ri.ch/wsl/islandora/object/wsl:32201  
            
94
https://www.dora.lib4ri.ch/wsl/islandora/object/wsl:30749",
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https://www.dora.lib4ri.ch/wsl/islandora/object/wsl:30749",
            
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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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      "description": "Daily snowline estimates provided by observers 
104
      "description": "Daily snowline estimates provided by observers 
            
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for North (aspect = 0) and South (aspect = 180) slopes for the 
105
for North (aspect = 0) and South (aspect = 180) slopes for the 
            
106
2023/2024 season. For aspects in between North and South, values are 
106
2023/2024 season. For aspects in between North and South, values are 
            
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coordinates x, y), snowline elevation (snowline), and aspect. ",
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coordinates x, y), snowline elevation (snowline), and aspect. ",
            
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      "description": "Daily snowline estimates provided by observers 
            
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2022/2023 season. For aspects in between North and South, values are 
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      "url_type": "upload"
            
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160
    {
160
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      "created": "2024-08-19T10:01:13.768707",
163
      "created": "2024-08-19T10:01:13.768707",
            
164
      "description": "Contains the randomly sampled subset of grid 
164
      "description": "Contains the randomly sampled subset of grid 
            
165
points from 1 km DEM. Three variables: coordinates (x, y) and 
165
points from 1 km DEM. Three variables: coordinates (x, y) and 
            
166
elevation (elev).",
166
elevation (elev).",
            
167
      "doi": "",
167
      "doi": "",
            
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      "format": "CSV",
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      "format": "CSV",
            
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      "hash": "",
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      "hash": "",
            
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      "id": "021d90e0-68bd-42b6-8815-e26c10d3a363",
            
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      "last_modified": "2024-08-19T12:03:36.533000",
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      "last_modified": "2024-08-19T12:03:36.533000",
            
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      "metadata_modified": "2024-08-19T10:03:37.454987",
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      "mimetype_inner": null,
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      "mimetype_inner": null,
            
175
      "name": "Randomly sampled subset of grid points from 1 km DEM",
175
      "name": "Randomly sampled subset of grid points from 1 km DEM",
            
176
      "package_id": "f821b651-245a-47b6-95d4-64c5497b8b21",
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      "package_id": "f821b651-245a-47b6-95d4-64c5497b8b21",
            
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      "position": 2,
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      "position": 2,
            
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      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
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      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
            
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      "resource_type": null,
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      "resource_type": null,
            
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      "restricted": 
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      "restricted": 
            
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{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
181
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
            
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      "size": 17861,
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      "size": 17861,
            
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      "state": "active",
183
      "state": "active",
            
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      "url": 
184
      "url": 
            
185
-42b6-8815-e26c10d3a363/download/dem_filteredavalancheelevations.csv",
185
-42b6-8815-e26c10d3a363/download/dem_filteredavalancheelevations.csv",
            
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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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    {
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    {
            
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      "cache_last_updated": null,
            
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      "cache_url": null,
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      "cache_url": null,
            
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      "created": "2024-08-19T10:10:45.251673",
191
      "created": "2024-08-19T10:10:45.251673",
            
192
      "description": "Data contains forecasts relating to dry-snow 
192
      "description": "Data contains forecasts relating to dry-snow 
            
193
avalanche conditions only. Forecast issued at 17.00 local time. 
193
avalanche conditions only. Forecast issued at 17.00 local time. 
            
194
Contains variables for the warning region (sector_id), publication 
194
Contains variables for the warning region (sector_id), publication 
            
195
date (date), danger level - sub-level combination expressed using 
195
date (date), danger level - sub-level combination expressed using 
            
196
numeric values (integer value of danger level -0.33 for sub-level 
196
numeric values (integer value of danger level -0.33 for sub-level 
            
197
minus, -0 for sub-level neutral, +0.33 for sub-level plus, altitude as 
197
minus, -0 for sub-level neutral, +0.33 for sub-level plus, altitude as 
            
198
indicated in the bulletin, and whether aspect (North = 0, Northeast = 
198
indicated in the bulletin, and whether aspect (North = 0, Northeast = 
            
199
45, ...) was indicated in the bulletin (no: 0, yes: 1).",
199
45, ...) was indicated in the bulletin (no: 0, yes: 1).",
            
200
      "doi": "",
200
      "doi": "",
            
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      "format": "CSV",
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      "format": "CSV",
            
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      "hash": "",
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      "hash": "",
            
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      "id": "80146d72-7abb-4b39-8336-613b49ed9a3c",
            
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      "metadata_modified": "2024-08-19T10:15:24.626971",
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      "name": "Avalanche forecast",
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      "name": "Avalanche forecast",
            
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      "position": 3,
            
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      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
            
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      "restricted": 
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      "restricted": 
            
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{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
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{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
            
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      "size": 10232922,
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      "size": 10232922,
            
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      "state": "active",
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      "state": "active",
            
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      "url": 
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      "url": 
            
218
e/80146d72-7abb-4b39-8336-613b49ed9a3c/download/bulletinprepared.csv",
218
e/80146d72-7abb-4b39-8336-613b49ed9a3c/download/bulletinprepared.csv",
            
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      "url_type": "upload"
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      "url_type": "upload"
            
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    },
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    },
            
221
    {
221
    {
            
222
      "cache_last_updated": null,
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      "cache_last_updated": null,
            
223
      "cache_url": null,
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      "cache_url": null,
            
224
      "created": "2024-08-19T10:21:45.846582",
224
      "created": "2024-08-19T10:21:45.846582",
            
225
      "description": "Contains (1) the subset of points extracted from 
225
      "description": "Contains (1) the subset of points extracted from 
            
226
GPS tracks recorded during backcountry touring and uploaded to the 
226
GPS tracks recorded during backcountry touring and uploaded to the 
            
227
website skitourenguru.ch and (2) the corresponding subset of 
227
website skitourenguru.ch and (2) the corresponding subset of 
            
228
human-triggered avalanches. Data (1) was provided by Skitourenguru 
228
human-triggered avalanches. Data (1) was provided by Skitourenguru 
            
229
GmbH and data (2) was collected by SLF. - Variables contained are 
229
GmbH and data (2) was collected by SLF. - Variables contained are 
            
230
date, Swiss coordinates (x, y), aspect (N = 0, NE = 45, ...), 
230
date, Swiss coordinates (x, y), aspect (N = 0, NE = 45, ...), 
            
231
elevation (ele), and event (event = 1, non-event = 0). ",
231
elevation (ele), and event (event = 1, non-event = 0). ",
            
232
      "doi": "",
232
      "doi": "",
            
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      "format": "CSV",
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      "format": "CSV",
            
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      "hash": "",
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      "hash": "",
            
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      "last_modified": "2024-08-19T12:30:32.625000",
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      "last_modified": "2024-08-19T12:30:32.625000",
            
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      "metadata_modified": "2024-08-19T10:30:33.539511",
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      "mimetype_inner": null,
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      "mimetype_inner": null,
            
240
      "name": "GPS data and human-triggered avalanches",
240
      "name": "GPS data and human-triggered avalanches",
            
241
      "package_id": "f821b651-245a-47b6-95d4-64c5497b8b21",
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      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
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      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
            
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      "resource_type": null,
            
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      "restricted": 
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      "restricted": 
            
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{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
246
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
            
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      "size": 291620,
247
      "size": 291620,
            
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      "state": "active",
248
      "state": "active",
            
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      "url": 
249
      "url": 
            
250
4e09-9160-6777085094e6/download/tracksavalanches_parametersubset.csv",
250
4e09-9160-6777085094e6/download/tracksavalanches_parametersubset.csv",
            
251
      "url_type": "upload"
251
      "url_type": "upload"
            
252
    },
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    },
            
253
    {
253
    {
            
254
      "cache_last_updated": null,
254
      "cache_last_updated": null,
            
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      "cache_url": null,
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      "cache_url": null,
            
256
      "created": "2024-08-19T10:22:08.866360",
256
      "created": "2024-08-19T10:22:08.866360",
            
257
      "description": "Natural avalanche observation (dry avalanches). 
257
      "description": "Natural avalanche observation (dry avalanches). 
            
258
2023/2024 forecasting season.",
258
2023/2024 forecasting season.",
            
259
      "doi": "",
259
      "doi": "",
            
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      "format": "CSV",
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      "format": "CSV",
            
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      "hash": "",
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      "hash": "",
            
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      "last_modified": "2024-08-19T12:32:02.402000",
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      "last_modified": "2024-08-19T12:32:02.402000",
            
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      "metadata_modified": "2024-08-19T10:32:03.295441",
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      "mimetype_inner": null,
            
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      "name": "Natural avalanches 2023/2024 ",
267
      "name": "Natural avalanches 2023/2024 ",
            
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      "restricted": 
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      "restricted": 
            
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{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
273
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
            
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      "size": 75730,
274
      "size": 75730,
            
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      "state": "active",
275
      "state": "active",
            
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      "url": 
276
      "url": 
            
277
cf1-4a75-9ed9-b707fa2f6324/download/natural_avalanches_2023-2024.csv",
277
cf1-4a75-9ed9-b707fa2f6324/download/natural_avalanches_2023-2024.csv",
            
278
      "url_type": "upload"
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      "url_type": "upload"
            
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    },
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    },
            
280
    {
280
    {
            
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      "cache_last_updated": null,
            
282
      "cache_url": null,
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      "cache_url": null,
            
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      "created": "2024-08-19T10:23:02.678855",
283
      "created": "2024-08-19T10:23:02.678855",
            
284
      "description": "Natural avalanche observation (dry avalanches). 
284
      "description": "Natural avalanche observation (dry avalanches). 
            
285
2022-2023 forecasting season.",
285
2022-2023 forecasting season.",
            
286
      "doi": "",
286
      "doi": "",
            
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      "format": "CSV",
287
      "format": "CSV",
            
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      "hash": "",
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      "hash": "",
            
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      "id": "ca5a219a-bf68-49ee-82b2-d386e221f5ef",
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      "id": "ca5a219a-bf68-49ee-82b2-d386e221f5ef",
            
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      "last_modified": "2024-08-19T12:31:24.388000",
290
      "last_modified": "2024-08-19T12:31:24.388000",
            
291
      "metadata_modified": "2024-08-19T10:31:25.300837",
291
      "metadata_modified": "2024-08-19T10:31:25.300837",
            
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      "mimetype": "application/vnd.ms-excel",
            
293
      "mimetype_inner": null,
293
      "mimetype_inner": null,
            
294
      "name": "Natural avalanches 2022/2023",
294
      "name": "Natural avalanches 2022/2023",
            
295
      "package_id": "f821b651-245a-47b6-95d4-64c5497b8b21",
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      "package_id": "f821b651-245a-47b6-95d4-64c5497b8b21",
            
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      "position": 6,
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      "position": 6,
            
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      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
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      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
            
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      "resource_type": null,
            
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      "restricted": 
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      "restricted": 
            
300
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
300
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
            
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      "size": 73735,
301
      "size": 73735,
            
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      "state": "active",
302
      "state": "active",
            
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      "url": 
303
      "url": 
            
304
f68-49ee-82b2-d386e221f5ef/download/natural_avalanches_2022-2023.csv",
304
f68-49ee-82b2-d386e221f5ef/download/natural_avalanches_2022-2023.csv",
            
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      "url_type": "upload"
305
      "url_type": "upload"
            
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    },
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    },
            
307
    {
307
    {
            
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      "cache_url": null,
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      "cache_url": null,
            
310
      "created": "2024-08-19T18:24:36.519486",
310
      "created": "2024-08-19T18:24:36.519486",
            
311
      "description": "The file contains the reported human-triggered 
311
      "description": "The file contains the reported human-triggered 
            
312
avalanches. The variables are as follows: id, release date (date), 
312
avalanches. The variables are as follows: id, release date (date), 
            
313
name, Swiss coordinates (x,y), elevation (ele), remark, reported 
313
name, Swiss coordinates (x,y), elevation (ele), remark, reported 
            
314
avalanche size expressed using avalanche activity index (sizeAAI), 
314
avalanche size expressed using avalanche activity index (sizeAAI), 
            
315
aspect, event type (type), event (yes = 1, no = 0)",
315
aspect, event type (type), event (yes = 1, no = 0)",
            
316
      "doi": "",
316
      "doi": "",
            
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      "format": "CSV",
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      "format": "CSV",
            
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      "hash": "",
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      "hash": "",
            
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      "last_modified": "2024-08-19T20:28:58.051000",
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      "last_modified": "2024-08-19T20:28:58.051000",
            
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      "metadata_modified": "2024-08-19T18:28:58.756433",
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      "metadata_modified": "2024-08-19T18:28:58.756433",
            
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      "mimetype": "application/vnd.ms-excel",
            
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      "mimetype_inner": null,
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      "mimetype_inner": null,
            
324
      "name": "Human-triggered avalanches 2022/2023",
324
      "name": "Human-triggered avalanches 2022/2023",
            
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      "package_id": "f821b651-245a-47b6-95d4-64c5497b8b21",
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      "package_id": "f821b651-245a-47b6-95d4-64c5497b8b21",
            
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      "position": 7,
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      "position": 7,
            
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      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
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      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
            
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      "restricted": 
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      "restricted": 
            
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{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
330
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
            
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      "size": 41461,
331
      "size": 41461,
            
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      "state": "active",
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      "state": "active",
            
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      "url": 
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      "description": "The file contains the reported human-triggered 
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      "description": "The file contains the reported human-triggered 
            
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avalanches. The variables are as follows: id, release date (date), 
342
avalanches. The variables are as follows: id, release date (date), 
            
343
name, Swiss coordinates (x,y), elevation (ele), remark, reported 
343
name, Swiss coordinates (x,y), elevation (ele), remark, reported 
            
344
avalanche size expressed using avalanche activity index (sizeAAI), 
344
avalanche size expressed using avalanche activity index (sizeAAI), 
            
345
aspect, event type (type), event (yes = 1, no = 0)",
345
aspect, event type (type), event (yes = 1, no = 0)",
            
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      "description": "The zip file contains csv-files the interpolated 
            
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model predictions for three models, in forecast and nowcast-mode, for 
372
model predictions for three models, in forecast and nowcast-mode, for 
            
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the three different data sets, as described in the publication.",
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the three different data sets, as described in the publication.",
            
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399
      "description": "Model predictions (raw data) for three models, 
            
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in nowcast and forecast mode. Not all models are available for both 
400
in nowcast and forecast mode. Not all models are available for both 
            
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seasons. - These data are the basis for the interpolated predictions, 
401
seasons. - These data are the basis for the interpolated predictions, 
            
402
which can be found in the other zip-folder",
402
which can be found in the other zip-folder",
            
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  "tags": [
429
  "tags": [
            
430
    {
430
    {
            
431
      "display_name": "AVALANCHE FORECAST",
431
      "display_name": "AVALANCHE FORECAST",
            
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      "id": "fac1c4c9-0f2c-4206-bd01-19c95c6d1c86",
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      "display_name": "AVALANCHE-RELEASE PROBABILITY",
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      "display_name": "AVALANCHE-RELEASE PROBABILITY",
            
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      "id": "5dbaa2a7-d6b9-49a8-84f4-ef975aefe96a",
            
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      "name": "AVALANCHE-RELEASE PROBABILITY",
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      "name": "AVALANCHE-RELEASE PROBABILITY",
            
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      "display_name": "FORECAST MODELS",
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      "display_name": "FORECAST MODELS",
            
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      "id": "3a99546d-2131-479e-9abd-8402cf9dee2f",
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      "id": "3a99546d-2131-479e-9abd-8402cf9dee2f",
            
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      "name": "FORECAST MODELS",
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      "name": "FORECAST MODELS",
            
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    {
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      "display_name": "MACHINE LEARNING",
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      "display_name": "MACHINE LEARNING",
            
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      "id": "66c2084e-b683-47a2-878c-48f33c6e2a78",
            
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      "name": "MACHINE LEARNING",
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      "name": "MACHINE LEARNING",
            
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      "state": "active",
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      "state": "active",
            
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    {
458
    {
            
459
      "display_name": "SPATIAL MODELLING",
459
      "display_name": "SPATIAL MODELLING",
            
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      "id": "feb98f97-0e99-4f06-85b0-fe8e5b1c9b9b",
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      "id": "feb98f97-0e99-4f06-85b0-fe8e5b1c9b9b",
            
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      "name": "SPATIAL MODELLING",
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      "name": "SPATIAL MODELLING",
            
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      "state": "active",
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      "state": "active",
            
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      "vocabulary_id": null
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      "vocabulary_id": null
            
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    }
464
    }
            
465
  ],
465
  ],
            
466
  "title": "Evaluating the predictive performance of human avalanche 
466
  "title": "Evaluating the predictive performance of human avalanche 
            
467
forecasts and model predictions in Switzerland",
467
forecasts and model predictions in Switzerland",
            
468
  "type": "dataset",
468
  "type": "dataset",
            
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469
  "url": null
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  "url": null,
            
470
  "version": "1.0"
            
470
}
471
}