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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\": \"\", \"affiliation_03\": \"\", 
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Research SLF\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", 
            
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\"data_credit\": [\"curation\", \"software\", \"publication\"], 
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\"data_credit\": [\"curation\", \"software\", \"publication\"], 
            
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\"email\": \"martin.hendrick@slf.ch\", \"given_name\": \"Martin\", 
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\"email\": \"martin.hendrick@slf.ch\", \"given_name\": \"Martin\", 
            
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\"identifier\": \"\", \"name\": \"Hendrick\"}, {\"affiliation\": \"WSL 
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\"identifier\": \"\", \"name\": \"Hendrick\"}, {\"affiliation\": \"WSL 
            
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Institute for Snow and Avalanche Research SLF\", \"affiliation_02\": 
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Institute for Snow and Avalanche Research SLF\", \"affiliation_02\": 
            
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\"\", \"affiliation_03\": \"\", \"data_credit\": [\"curation\", 
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\"\", \"affiliation_03\": \"\", \"data_credit\": [\"curation\", 
            
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\"software\", \"publication\"], \"email\": \"techel@slf.ch\", 
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\"software\", \"publication\"], \"email\": \"techel@slf.ch\", 
            
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\"given_name\": \"Frank\", \"identifier\": \"0000-0001-5686-6127\", 
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\"given_name\": \"Frank\", \"identifier\": \"0000-0001-5686-6127\", 
            
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\"name\": \"Techel\"}, {\"affiliation\": \"Swiss Data Science 
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\"name\": \"Techel\"}, {\"affiliation\": \"Swiss Data Science 
            
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Center\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", 
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Center\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", 
            
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\"data_credit\": [\"curation\", \"software\", \"publication\"], 
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\"data_credit\": [\"curation\", \"software\", \"publication\"], 
            
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\"email\": \"michele.volpi@sdsc.ethz.ch\", \"given_name\": 
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\"email\": \"michele.volpi@sdsc.ethz.ch\", \"given_name\": 
            
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\"Michele\", \"identifier\": \"\", \"name\": \"Volpi\"}, 
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\"Michele\", \"identifier\": \"\", \"name\": \"Volpi\"}, 
            
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{\"affiliation\": \"Swiss Data Science Center\", \"affiliation_02\": 
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{\"affiliation\": \"Swiss Data Science Center\", \"affiliation_02\": 
            
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\"\", \"affiliation_03\": \"\", \"data_credit\": [\"software\", 
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\"\", \"affiliation_03\": \"\", \"data_credit\": [\"software\", 
            
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\"publication\"], \"email\": \"tasko.olevski@sdsc.ethz.ch\", 
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\"publication\"], \"email\": \"tasko.olevski@sdsc.ethz.ch\", 
            
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\"given_name\": \"Tasko\", \"identifier\": \"\", \"name\": 
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\"given_name\": \"Tasko\", \"identifier\": \"\", \"name\": 
            
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\"Olevski\"}, {\"affiliation\": \"WSL Institute for Snow and Avalanche 
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\"Olevski\"}, {\"affiliation\": \"WSL Institute for Snow and Avalanche 
            
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Research SLF\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", 
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Research SLF\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", 
            
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\"data_credit\": [\"curation\", \"software\", \"publication\"], 
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\"data_credit\": [\"curation\", \"software\", \"publication\"], 
            
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\"email\": \"cristina.perez@slf.ch\", \"given_name\": \"Cristina\", 
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\"email\": \"cristina.perez@slf.ch\", \"given_name\": \"Cristina\", 
            
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\"identifier\": \"\", \"name\": \"Perez\"}, {\"affiliation\": \"WSL 
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\"identifier\": \"\", \"name\": \"Perez\"}, {\"affiliation\": \"WSL 
            
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Institute for Snow and Avalanche Research SLF\", \"affiliation_02\": 
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Institute for Snow and Avalanche Research SLF\", \"affiliation_02\": 
            
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\"\", \"affiliation_03\": \"\", \"data_credit\": [\"publication\", 
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\"\", \"affiliation_03\": \"\", \"data_credit\": [\"publication\", 
            
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\"supervision\"], \"email\": \"vanherwijnen@slf.ch\", \"given_name\": 
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\"supervision\"], \"email\": \"vanherwijnen@slf.ch\", \"given_name\": 
            
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\"Alec\", \"identifier\": \"0000-0001-5637-6486\", \"name\": \"van 
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\"Alec\", \"identifier\": \"0000-0001-5637-6486\", \"name\": \"van 
            
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Herwijnen\"}, {\"affiliation\": \"WSL Institute for Snow and Avalanche 
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Herwijnen\"}, {\"affiliation\": \"WSL Institute for Snow and Avalanche 
            
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Research SLF\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", 
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Research SLF\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", 
            
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\"data_credit\": [\"publication\", \"supervision\"], \"email\": 
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\"data_credit\": [\"publication\", \"supervision\"], \"email\": 
            
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\"schweizer@slf.ch\", \"given_name\": \"J\\u00fcrg\", \"identifier\": 
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\"schweizer@slf.ch\", \"given_name\": \"J\\u00fcrg\", \"identifier\": 
            
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\"0000-0001-5076-2968\", \"name\": \"Schweizer\"}]",
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\"0000-0001-5076-2968\", \"name\": \"Schweizer\"}]",
            
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  "author_email": null,
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  "author_email": null,
            
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  "creator_user_id": "b517868e-17ff-410b-ac56-167bba4aeab2",
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  "creator_user_id": "b517868e-17ff-410b-ac56-167bba4aeab2",
            
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  "date": "[{\"date\": \"2023-02-27\", \"date_type\": \"created\", 
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  "date": "[{\"date\": \"2023-02-27\", \"date_type\": \"created\", 
            
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\"end_date\": \"\"}]",
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\"end_date\": \"\"}]",
            
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  "doi": "10.16904/envidat.384",
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  "doi": "10.16904/envidat.384",
            
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  "funding": "[{\"grant_number\": \"C18-05 \u201cDEAPSsnow\u201d\", 
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  "funding": "[{\"grant_number\": \"C18-05 \u201cDEAPSsnow\u201d\", 
            
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\"institution\": \"Swiss Data Science Center Grant\", 
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\"institution\": \"Swiss Data Science Center Grant\", 
            
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\"institution_url\": \"https://datascience.ch/\"}]",
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\"institution_url\": \"https://datascience.ch/\"}]",
            
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  "groups": [],
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  "groups": [],
            
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  "id": "85784661-59c0-440c-a028-2c72e97350d5",
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  "id": "85784661-59c0-440c-a028-2c72e97350d5",
            
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  "isopen": false,
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  "isopen": false,
            
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  "language": "en",
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  "language": "en",
            
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  "license_id": "wsl-data",
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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\": \"martin.hendrick@slf.ch\", 
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Avalanche Research SLF\", \"email\": \"martin.hendrick@slf.ch\", 
            
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\"given_name\": \"Martin\", \"identifier\": \"\", \"name\": 
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\"given_name\": \"Martin\", \"identifier\": \"\", \"name\": 
            
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\"Hendrick\"}",
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\"Hendrick\"}",
            
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  "maintainer_email": null,
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  "maintainer_email": null,
            
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  "metadata_created": "2023-02-27T10:09:03.354154",
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  "metadata_created": "2023-02-27T10:09:03.354154",
            
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  "metadata_modified": "2023-03-17T21:24:56.788728",
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  "metadata_modified": "2023-03-18T12:50:52.569469",
            
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  "name": "data_wet_aval_model",
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  "name": "data_wet_aval_model",
            
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  "notes": "Datasets used to implement the wet-snow avalanche activity 
58
  "notes": "Datasets used to implement the wet-snow avalanche activity 
            
59
model presented in the article:\r\n\r\nHendrick, M., Techel, F., 
59
model presented in the article:\r\n\r\nHendrick, M., Techel, F., 
            
60
Volpi, M., Olevski, T., P\u00e9rez-Guill\u00e9n, C., van Herwijnen, 
60
Volpi, M., Olevski, T., P\u00e9rez-Guill\u00e9n, C., van Herwijnen, 
            
61
A., Schweizer, J. (2023). Automated prediction of wet-snow avalanche 
61
A., Schweizer, J. (2023). Automated prediction of wet-snow avalanche 
            
62
activity in the Swiss Alps. Journal of Glaciology, under 
62
activity in the Swiss Alps. Journal of Glaciology, under 
            
63
review\r\n\r\nEach dataset includes the input variables (weather and 
63
review\r\n\r\nEach dataset includes the input variables (weather and 
            
64
snowpack features) and the target variable (wet-snow  avalanche day or 
64
snowpack features) and the target variable (wet-snow  avalanche day or 
            
65
not) used to build the model. Additionally, Dataset3_nowcast and 
65
not) used to build the model. Additionally, Dataset3_nowcast and 
            
66
Dataset3_forecast contain the predictions provided by the RF12 
66
Dataset3_forecast contain the predictions provided by the RF12 
            
67
model.\r\n\r\nAll input variables are described in the Appendix of the 
67
model.\r\n\r\nAll input variables are described in the Appendix of the 
            
68
article and also in the read_me file. Further information on SNOWPACK 
68
article and also in the read_me file. Further information on SNOWPACK 
            
69
variables is also available at https://models.slf.ch/p/snowpack/ .",
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variables is also available at https://models.slf.ch/p/snowpack/ .",
            
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  "num_resources": 5,
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  "num_resources": 5,
            
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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": "2019-09-27T12:40:13.473824",
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    "created": "2019-09-27T12:40:13.473824",
            
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    "description": "Snow avalanches \u2013 a type of fast-moving mass 
75
    "description": "Snow avalanches \u2013 a type of fast-moving mass 
            
76
movement \u2013 occur in snow covered mountain areas throughout the 
76
movement \u2013 occur in snow covered mountain areas throughout the 
            
77
world and may cause property damage and loss of life as they interfere 
77
world and may cause property damage and loss of life as they interfere 
            
78
with human activities. Most avalanches release from terrain steeper 
78
with human activities. Most avalanches release from terrain steeper 
            
79
than about 30\u00b0 during or soon after snow storms, or are triggered 
79
than about 30\u00b0 during or soon after snow storms, or are triggered 
            
80
by snow loading due to wind, or by a temperature change. Snow slab 
80
by snow loading due to wind, or by a temperature change. Snow slab 
            
81
avalanches can also be triggered artificially by, for example, people 
81
avalanches can also be triggered artificially by, for example, people 
            
82
(usually unintentionally) or intentionally by explosives used as part 
82
(usually unintentionally) or intentionally by explosives used as part 
            
83
of avalanche control programs. Today, most avalanche fatalities are 
83
of avalanche control programs. Today, most avalanche fatalities are 
            
84
recreationists. Independent of the triggering mode, the snowpack 
84
recreationists. Independent of the triggering mode, the snowpack 
            
85
layering is decisive for the instability of the snowpack which 
85
layering is decisive for the instability of the snowpack which 
            
86
consists of layers with varying properties. The complex microstructure 
86
consists of layers with varying properties. The complex microstructure 
            
87
of snow and spatial variations in snow layer properties across the 
87
of snow and spatial variations in snow layer properties across the 
            
88
terrain limit the predictability of snow avalanches. Even today, it is 
88
terrain limit the predictability of snow avalanches. Even today, it is 
            
89
not possible to predict the exact location, time and extent of an 
89
not possible to predict the exact location, time and extent of an 
            
90
avalanche event. Improving avalanche prediction requires a better 
90
avalanche event. Improving avalanche prediction requires a better 
            
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understanding of the underlying processes. ",
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understanding of the underlying processes. ",
            
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    "id": "a357f01f-845b-4b61-9ad0-f204d3332c52",
            
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    "image_url": "2019-09-27-104013.456832slf.png",
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    "is_organization": true,
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    "is_organization": true,
            
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    "name": "avalanche-formation",
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    "name": "avalanche-formation",
            
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    "state": "active",
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    "state": "active",
            
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    "title": "Avalanche Formation and Dynamics",
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    "title": "Avalanche Formation and Dynamics",
            
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    "type": "organization"
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    "type": "organization"
            
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  },
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  "owner_org": "a357f01f-845b-4b61-9ad0-f204d3332c52",
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  "private": false,
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  "publication": "{\"publication_year\": \"2023\", \"publisher\": 
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  "publication": "{\"publication_year\": \"2023\", \"publisher\": 
            
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\"EnviDat\"}",
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\"EnviDat\"}",
            
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  "publication_state": "approved",
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  "publication_state": "published",
            
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  "related_datasets": "",
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  "related_datasets": "",
            
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      "description": "This dataset contains input and target data for 
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      "description": "This dataset contains input and target data for 
            
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winters before September 2020. Dataset1 was used for training model 
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winters before September 2020. Dataset1 was used for training model 
            
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RF12.",
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RF12.",
            
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      "created": "2023-02-27T11:30:23.730339",
            
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      "description": "This dataset contains input and target data for 
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      "description": "This dataset contains input and target data for 
            
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winter 2020-2021. Dataset2 was used for training model RF12.",
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winter 2020-2021. Dataset2 was used for training model RF12.",
            
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      "doi": "",
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      "doi": "",
            
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      "name": "dataset2",
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      "name": "dataset2",
            
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      "url": 
            
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      "description": "This dataset contains nowcast input and target 
            
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data for winter 2021-2022. This dataset is the nowcast test set for 
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data for winter 2021-2022. This dataset is the nowcast test set for 
            
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RF12. The column RF12_AvD_proba is the predicted probability for 
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RF12. The column RF12_AvD_proba is the predicted probability for 
            
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wet-snow avalanche day provided by the RF12 model.",
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wet-snow avalanche day provided by the RF12 model.",
            
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      "description": "This dataset contains forecast input and target 
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      "description": "This dataset contains forecast input and target 
            
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data for winter 2021-2022. This dataset is the forecast test set for 
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data for winter 2021-2022. This dataset is the forecast test set for 
            
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RF12. The column RF12_AvD_proba is the predicted probability for 
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RF12. The column RF12_AvD_proba is the predicted probability for 
            
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wet-snow avalanche day provided by the RF12 model.",
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wet-snow avalanche day provided by the RF12 model.",
            
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  "subtitle": "",
            
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  "tags": [
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  "tags": [
            
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    {
269
    {
            
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      "display_name": "AVALANCHE",
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      "display_name": "AVALANCHE",
            
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      "id": "639e8ec6-fc41-4036-a605-0dc6fbe0fca1",
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      "id": "639e8ec6-fc41-4036-a605-0dc6fbe0fca1",
            
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    {
            
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      "display_name": "AVALANCHE FORCASTING",
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      "display_name": "AVALANCHE FORCASTING",
            
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      "id": "168aec12-9b5d-4233-b951-dd9cc04196c9",
            
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      "name": "AVALANCHE FORCASTING",
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      "name": "AVALANCHE FORCASTING",
            
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      "state": "active",
            
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    },
            
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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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      "state": "active",
            
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    },
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    },
            
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    {
290
    {
            
291
      "display_name": "NUMERICAL AVALANCHE FORECASTING",
291
      "display_name": "NUMERICAL AVALANCHE FORECASTING",
            
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      "id": "74c4ee88-9445-446b-b8ff-ae44ae8aa236",
            
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      "name": "NUMERICAL AVALANCHE FORECASTING",
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      "name": "NUMERICAL AVALANCHE FORECASTING",
            
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      "state": "active",
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      "state": "active",
            
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    },
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    },
            
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    {
297
    {
            
298
      "display_name": "WET-SNOW AVALANCHE",
298
      "display_name": "WET-SNOW AVALANCHE",
            
299
      "id": "eef87f97-ca1c-4391-b332-13ae3c98ff20",
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      "id": "eef87f97-ca1c-4391-b332-13ae3c98ff20",
            
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      "name": "WET-SNOW AVALANCHE",
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      "name": "WET-SNOW AVALANCHE",
            
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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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    }
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    }
            
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  ],
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  ],
            
305
  "title": "Weather, snowpack and avalanche occurrence data for 
305
  "title": "Weather, snowpack and avalanche occurrence data for 
            
306
automated prediction of wet-snow avalanche activity",
306
automated prediction of wet-snow avalanche activity",
            
307
  "type": "dataset",
307
  "type": "dataset",
            
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  "url": null,
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  "url": null,
            
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  "version": "1.0"
309
  "version": "1.0"
            
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}
310
}