Changes

              
    

          
          
        
        

            
f
1
{
f
1
{
            
2
  "author": "[{\"given_name\": \"Michael\", \"name\": \"Zehnder\", 
2
  "author": "[{\"given_name\": \"Michael\", \"name\": \"Zehnder\", 
            
3
\"email\": \"michael.zehnder@slf.ch\", \"data_credit\": [\"curation\", 
3
\"email\": \"michael.zehnder@slf.ch\", \"data_credit\": [\"curation\", 
            
n
4
\"collection\", \"publication\"], \"identifier\": \"\", 
n
4
\"collection\", \"publication\", \"validation\"], \"identifier\": 
            
5
\"affiliation\": \"WSL Institute for Snow and Avalanche Research 
5
\"\", \"affiliation\": \"WSL Institute for Snow and Avalanche Research 
            
6
SLF\"}, {\"given_name\": \"Beat\", \"name\": \"Pfund\", \"email\": 
6
SLF\"}, {\"given_name\": \"Beat\", \"name\": \"Pfund\", \"email\": 
            
7
\"bpfund@ethz.ch\", \"data_credit\": [\"curation\", \"collection\", 
7
\"bpfund@ethz.ch\", \"data_credit\": [\"curation\", \"collection\", 
            
8
\"validation\", \"publication\"], \"identifier\": \"\", 
8
\"validation\", \"publication\"], \"identifier\": \"\", 
            
9
\"affiliation\": \"WSL Institute for Snow and Avalanche Research SLF, 
9
\"affiliation\": \"WSL Institute for Snow and Avalanche Research SLF, 
            
10
Fl\\u00fcelastr. 11, 7260 Davos Dorf\"}, {\"given_name\": \"Jan\", 
10
Fl\\u00fcelastr. 11, 7260 Davos Dorf\"}, {\"given_name\": \"Jan\", 
            
11
\"name\": \"Svoboda\", \"email\": \"jan.svoboda@slf.ch\", 
11
\"name\": \"Svoboda\", \"email\": \"jan.svoboda@slf.ch\", 
            
12
\"data_credit\": [\"curation\", \"collection\", \"validation\", 
12
\"data_credit\": [\"curation\", \"collection\", \"validation\", 
            
13
\"publication\"], \"identifier\": \"\", \"affiliation\": \"WSL 
13
\"publication\"], \"identifier\": \"\", \"affiliation\": \"WSL 
            
14
Institute for Snow and Avalanche Research SLF\"}, {\"given_name\": 
14
Institute for Snow and Avalanche Research SLF\"}, {\"given_name\": 
            
15
\"Christoph\", \"name\": \"Marty\", \"email\": \"marty@slf.ch\", 
15
\"Christoph\", \"name\": \"Marty\", \"email\": \"marty@slf.ch\", 
            
16
\"data_credit\": [\"supervision\", \"curation\", \"collection\", 
16
\"data_credit\": [\"supervision\", \"curation\", \"collection\", 
            
17
\"publication\", \"validation\"], \"identifier\": 
17
\"publication\", \"validation\"], \"identifier\": 
            
18
\"0000-0002-0398-6253\", \"affiliation\": \"WSL Institute for Snow and 
18
\"0000-0002-0398-6253\", \"affiliation\": \"WSL Institute for Snow and 
            
19
Avalanche Research SLF \"}, {\"given_name\": \"Yann\", \"name\": 
19
Avalanche Research SLF \"}, {\"given_name\": \"Yann\", \"name\": 
            
20
\"Vitasse\", \"email\": \"yann.vitasse@wsl.ch\", \"data_credit\": 
20
\"Vitasse\", \"email\": \"yann.vitasse@wsl.ch\", \"data_credit\": 
            
21
[\"curation\", \"collection\", \"validation\", \"publication\"], 
21
[\"curation\", \"collection\", \"validation\", \"publication\"], 
            
22
\"identifier\": \"0000-0002-7454-505X\", \"affiliation\": \"WSL\"}, 
22
\"identifier\": \"0000-0002-7454-505X\", \"affiliation\": \"WSL\"}, 
            
23
{\"given_name\": \"Jake\", \"name\": \"Alexander\", \"email\": 
23
{\"given_name\": \"Jake\", \"name\": \"Alexander\", \"email\": 
            
24
\"jake.alexander@usys.ethz.ch\", \"data_credit\": [\"supervision\", 
24
\"jake.alexander@usys.ethz.ch\", \"data_credit\": [\"supervision\", 
            
25
\"publication\"], \"identifier\": 
25
\"publication\"], \"identifier\": 
            
26
\"https://orcid.org/0000-0003-2226-7913\", \"affiliation\": 
26
\"https://orcid.org/0000-0003-2226-7913\", \"affiliation\": 
            
27
\"Institute of Integrative Biology, ETH Zurich, 8092 Zurich, 
27
\"Institute of Integrative Biology, ETH Zurich, 8092 Zurich, 
            
28
Switzerland\"}, {\"given_name\": \"Janneke\", \"name\": \"Hille Ris 
28
Switzerland\"}, {\"given_name\": \"Janneke\", \"name\": \"Hille Ris 
            
29
Lambers\", \"email\": \"Janneke.hillerislambers@usys.ethz.ch\", 
29
Lambers\", \"email\": \"Janneke.hillerislambers@usys.ethz.ch\", 
            
30
\"data_credit\": [\"supervision\", \"publication\"], \"identifier\": 
30
\"data_credit\": [\"supervision\", \"publication\"], \"identifier\": 
            
31
\"\", \"affiliation\": \"Institute of Integrative Biology, ETH Zurich, 
31
\"\", \"affiliation\": \"Institute of Integrative Biology, ETH Zurich, 
            
32
8092 Zurich, Switzerland\"}, {\"given_name\": \"Christian\", \"name\": 
32
8092 Zurich, Switzerland\"}, {\"given_name\": \"Christian\", \"name\": 
            
33
\"Rixen\", \"email\": \"rixen@slf.ch\", \"data_credit\": 
33
\"Rixen\", \"email\": \"rixen@slf.ch\", \"data_credit\": 
            
34
[\"supervision\", \"curation\", \"collection\", \"validation\", 
34
[\"supervision\", \"curation\", \"collection\", \"validation\", 
            
35
\"publication\"], \"identifier\": \"0000-0002-2486-9988\", 
35
\"publication\"], \"identifier\": \"0000-0002-2486-9988\", 
            
36
\"affiliation\": \"WSL Institute for Snow and Avalanche Research 
36
\"affiliation\": \"WSL Institute for Snow and Avalanche Research 
            
37
SLF\"}]",
37
SLF\"}]",
            
38
  "author_email": null,
38
  "author_email": null,
            
39
  "creator_user_id": "b4e49ba8-01c4-44b5-b22f-72726fc040f8",
39
  "creator_user_id": "b4e49ba8-01c4-44b5-b22f-72726fc040f8",
            
40
  "date": 
40
  "date": 
            
41
:\"collected\",\"date\":\"1998-01-01\",\"end_date\":\"2023-03-12\"}]",
41
:\"collected\",\"date\":\"1998-01-01\",\"end_date\":\"2023-03-12\"}]",
            
42
  "doi": "10.16904/envidat.635",
42
  "doi": "10.16904/envidat.635",
            
43
  "funding": "[{\"grant_number\":\"\",\"institution\":\"WSL Extremes 
43
  "funding": "[{\"grant_number\":\"\",\"institution\":\"WSL Extremes 
            
44
2021-2025\",\"institution_url\":\"\"}]",
44
2021-2025\",\"institution_url\":\"\"}]",
            
45
  "groups": [],
45
  "groups": [],
            
46
  "id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
46
  "id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
            
47
  "isopen": true,
47
  "isopen": true,
            
48
  "language": "en",
48
  "language": "en",
            
49
  "license_id": "cc-by",
49
  "license_id": "cc-by",
            
50
  "license_title": "Creative Commons Attribution",
50
  "license_title": "Creative Commons Attribution",
            
51
  "license_url": "https://creativecommons.org/licenses/by/4.0/",
51
  "license_url": "https://creativecommons.org/licenses/by/4.0/",
            
52
  "maintainer": 
52
  "maintainer": 
            
53
el.zehnder@slf.ch\",\"given_name\":\"Michael\",\"name\":\"Zehnder\"}",
53
el.zehnder@slf.ch\",\"given_name\":\"Michael\",\"name\":\"Zehnder\"}",
            
54
  "maintainer_email": null,
54
  "maintainer_email": null,
            
55
  "metadata_created": "2025-04-07T08:06:29.283545",
55
  "metadata_created": "2025-04-07T08:06:29.283545",
            
t
56
  "metadata_modified": "2025-04-07T11:35:00.702258",
t
56
  "metadata_modified": "2025-04-07T11:39:44.767029",
            
57
  "name": "imis-phenology-data-since-1998",
57
  "name": "imis-phenology-data-since-1998",
            
58
  "notes": "Long-term phenological data in alpine regions are often 
58
  "notes": "Long-term phenological data in alpine regions are often 
            
59
limited to a few locations and thus, little is known about 
59
limited to a few locations and thus, little is known about 
            
60
climate-change induced plant phenological shifts above the treeline. 
60
climate-change induced plant phenological shifts above the treeline. 
            
61
Because plant growth initiation in seasonally snow-covered regions is 
61
Because plant growth initiation in seasonally snow-covered regions is 
            
62
largely driven by snowmelt timing and local temperature, it is 
62
largely driven by snowmelt timing and local temperature, it is 
            
63
essential to simultaneously track phenological shifts, snowmelt, and 
63
essential to simultaneously track phenological shifts, snowmelt, and 
            
64
near-ground temperatures. In this study, we make use of ultrasonic 
64
near-ground temperatures. In this study, we make use of ultrasonic 
            
65
snow height sensors installed at climate stations in the Swiss Alps to 
65
snow height sensors installed at climate stations in the Swiss Alps to 
            
66
reveal phenological advance of grassland ecosystems and relate them to 
66
reveal phenological advance of grassland ecosystems and relate them to 
            
67
climatic changes over 25 years (1998 \u2013 2023). When snow is 
67
climatic changes over 25 years (1998 \u2013 2023). When snow is 
            
68
absent, these snow height sensors additionally provide information on 
68
absent, these snow height sensors additionally provide information on 
            
69
plant growth at a uniquely fine temporal scale. Daily temperatures and 
69
plant growth at a uniquely fine temporal scale. Daily temperatures and 
            
70
snow- / plant height values, annual phenological- and melt-out dates 
70
snow- / plant height values, annual phenological- and melt-out dates 
            
71
were derived from IMIS climate station data 
71
were derived from IMIS climate station data 
            
72
(doi.org/10.16904/envidat.406). We observed an advance of green-up by 
72
(doi.org/10.16904/envidat.406). We observed an advance of green-up by 
            
73
-2.4 days/decade coinciding with strong warming of up to 
73
-2.4 days/decade coinciding with strong warming of up to 
            
74
+0.8\u00b0C/decade. Although the timing of melt-out has not changed 
74
+0.8\u00b0C/decade. Although the timing of melt-out has not changed 
            
75
significantly over the study period in this focal region, phenological 
75
significantly over the study period in this focal region, phenological 
            
76
responses to early melt-out years varied due to differing influences 
76
responses to early melt-out years varied due to differing influences 
            
77
of photoperiodic and thermal constraints, which were not equally 
77
of photoperiodic and thermal constraints, which were not equally 
            
78
important across elevations and communities. Phenological shifts of 
78
important across elevations and communities. Phenological shifts of 
            
79
alpine grasslands are thus likely to become even more pronounced if 
79
alpine grasslands are thus likely to become even more pronounced if 
            
80
melt-out timing advances in the future as predicted. \n\nThis 
80
melt-out timing advances in the future as predicted. \n\nThis 
            
81
repository relates to the publication Zehnder et al. (2025). Snow 
81
repository relates to the publication Zehnder et al. (2025). Snow 
            
82
height sensors reveal phenological advance in alpine grasslands. 
82
height sensors reveal phenological advance in alpine grasslands. 
            
83
Global Change Biology. accepted. The model data and code that support 
83
Global Change Biology. accepted. The model data and code that support 
            
84
our findings are deposited in this repository. \n\n",
84
our findings are deposited in this repository. \n\n",
            
85
  "num_resources": 14,
85
  "num_resources": 14,
            
86
  "num_tags": 10,
86
  "num_tags": 10,
            
87
  "organization": {
87
  "organization": {
            
88
    "approval_status": "approved",
88
    "approval_status": "approved",
            
89
    "created": "2016-11-15T17:00:55.703329",
89
    "created": "2016-11-15T17:00:55.703329",
            
90
    "description": "Mountain ecosystems are characterized by harsh 
90
    "description": "Mountain ecosystems are characterized by harsh 
            
91
environmental conditions. These include often long lasting snow cover, 
91
environmental conditions. These include often long lasting snow cover, 
            
92
short growing seasons and topographically related disturbances such as 
92
short growing seasons and topographically related disturbances such as 
            
93
avalanches, rockfall or landslides.Mountain ecosystems and inhabiting 
93
avalanches, rockfall or landslides.Mountain ecosystems and inhabiting 
            
94
animal and plant species are generally well adapted to these 
94
animal and plant species are generally well adapted to these 
            
95
conditions. However, they may react sensitively to changes of climate, 
95
conditions. However, they may react sensitively to changes of climate, 
            
96
land-use and disturbance regimes. Activities of the group focus on 
96
land-use and disturbance regimes. Activities of the group focus on 
            
97
mountain ecosystems above and below the treeline (mountain forest, 
97
mountain ecosystems above and below the treeline (mountain forest, 
            
98
alpine ecosystems) and represent links between ecosystem research of 
98
alpine ecosystems) and represent links between ecosystem research of 
            
99
WSL and snow and avalanche topics of the SLF in 
99
WSL and snow and avalanche topics of the SLF in 
            
100
Davos.\r\n\r\n__Further information__: 
100
Davos.\r\n\r\n__Further information__: 
            
101
ganization/research-units/community-ecology/mountain-ecosystems.html",
101
ganization/research-units/community-ecology/mountain-ecosystems.html",
            
102
    "id": "f666a8d9-de8b-4dcf-b24f-45dd31937218",
102
    "id": "f666a8d9-de8b-4dcf-b24f-45dd31937218",
            
103
    "image_url": "2018-07-10-090212.143084LogoWSL.svg",
103
    "image_url": "2018-07-10-090212.143084LogoWSL.svg",
            
104
    "is_organization": true,
104
    "is_organization": true,
            
105
    "name": "mountain-ecosystems",
105
    "name": "mountain-ecosystems",
            
106
    "state": "active",
106
    "state": "active",
            
107
    "title": "Mountain Ecosystems",
107
    "title": "Mountain Ecosystems",
            
108
    "type": "organization"
108
    "type": "organization"
            
109
  },
109
  },
            
110
  "owner_org": "f666a8d9-de8b-4dcf-b24f-45dd31937218",
110
  "owner_org": "f666a8d9-de8b-4dcf-b24f-45dd31937218",
            
111
  "private": false,
111
  "private": false,
            
112
  "publication": "{\"publication_year\": \"2025\", \"publisher\": 
112
  "publication": "{\"publication_year\": \"2025\", \"publisher\": 
            
113
\"EnviDat\"}",
113
\"EnviDat\"}",
            
114
  "publication_state": "published",
114
  "publication_state": "published",
            
115
  "related_datasets": "IMIS measuring network: 
115
  "related_datasets": "IMIS measuring network: 
            
116
doi.org/10.16904/envidat.406 ",
116
doi.org/10.16904/envidat.406 ",
            
117
  "related_publications": "\n wsl:39430",
117
  "related_publications": "\n wsl:39430",
            
118
  "relationships_as_object": [],
118
  "relationships_as_object": [],
            
119
  "relationships_as_subject": [],
119
  "relationships_as_subject": [],
            
120
  "resource_type": "dataset",
120
  "resource_type": "dataset",
            
121
  "resource_type_general": "dataset",
121
  "resource_type_general": "dataset",
            
122
  "resources": [
122
  "resources": [
            
123
    {
123
    {
            
124
      "cache_last_updated": null,
124
      "cache_last_updated": null,
            
125
      "cache_url": null,
125
      "cache_url": null,
            
126
      "created": "2025-04-07T08:32:57.056584",
126
      "created": "2025-04-07T08:32:57.056584",
            
127
      "description": "Contains unfiltered annual phenological, 
127
      "description": "Contains unfiltered annual phenological, 
            
128
temperature and snow-climatic data for all IMIS stations.",
128
temperature and snow-climatic data for all IMIS stations.",
            
129
      "doi": "",
129
      "doi": "",
            
130
      "format": "CSV",
130
      "format": "CSV",
            
131
      "hash": "",
131
      "hash": "",
            
132
      "id": "2f390316-91a2-4600-a188-b6c1045065c1",
132
      "id": "2f390316-91a2-4600-a188-b6c1045065c1",
            
133
      "last_modified": "2025-04-07T10:33:46.523000",
133
      "last_modified": "2025-04-07T10:33:46.523000",
            
134
      "metadata_modified": "2025-04-07T08:33:46.926093",
134
      "metadata_modified": "2025-04-07T08:33:46.926093",
            
135
      "mimetype": "application/vnd.ms-excel",
135
      "mimetype": "application/vnd.ms-excel",
            
136
      "mimetype_inner": null,
136
      "mimetype_inner": null,
            
137
      "name": "all_stations.csv",
137
      "name": "all_stations.csv",
            
138
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
138
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
            
139
      "position": 0,
139
      "position": 0,
            
140
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
140
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
            
141
      "resource_type": null,
141
      "resource_type": null,
            
142
      "restricted": 
142
      "restricted": 
            
143
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
143
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
            
144
      "size": 1351408,
144
      "size": 1351408,
            
145
      "state": "active",
145
      "state": "active",
            
146
      "url": 
146
      "url": 
            
147
ource/2f390316-91a2-4600-a188-b6c1045065c1/download/all_stations.csv",
147
ource/2f390316-91a2-4600-a188-b6c1045065c1/download/all_stations.csv",
            
148
      "url_type": "upload"
148
      "url_type": "upload"
            
149
    },
149
    },
            
150
    {
150
    {
            
151
      "cache_last_updated": null,
151
      "cache_last_updated": null,
            
152
      "cache_url": null,
152
      "cache_url": null,
            
153
      "created": "2025-04-07T08:34:03.781599",
153
      "created": "2025-04-07T08:34:03.781599",
            
154
      "description": "Contains daily climate station data including 
154
      "description": "Contains daily climate station data including 
            
155
daily median temperatures, snow depth, plant height, and annual 
155
daily median temperatures, snow depth, plant height, and annual 
            
156
melt-out timings.",
156
melt-out timings.",
            
157
      "doi": "",
157
      "doi": "",
            
158
      "format": "CSV",
158
      "format": "CSV",
            
159
      "hash": "",
159
      "hash": "",
            
160
      "id": "4d2df843-22cf-46a4-84bb-a5eb09e6d1e0",
160
      "id": "4d2df843-22cf-46a4-84bb-a5eb09e6d1e0",
            
161
      "last_modified": "2025-04-07T12:42:19.254000",
161
      "last_modified": "2025-04-07T12:42:19.254000",
            
162
      "metadata_modified": "2025-04-07T10:42:19.650839",
162
      "metadata_modified": "2025-04-07T10:42:19.650839",
            
163
      "mimetype": "application/vnd.ms-excel",
163
      "mimetype": "application/vnd.ms-excel",
            
164
      "mimetype_inner": null,
164
      "mimetype_inner": null,
            
165
      "name": "IMIS_daily.csv",
165
      "name": "IMIS_daily.csv",
            
166
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
166
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
            
167
      "position": 1,
167
      "position": 1,
            
168
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
168
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
            
169
      "resource_type": null,
169
      "resource_type": null,
            
170
      "restricted": 
170
      "restricted": 
            
171
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
171
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
            
172
      "size": 198550707,
172
      "size": 198550707,
            
173
      "state": "active",
173
      "state": "active",
            
174
      "url": 
174
      "url": 
            
175
esource/4d2df843-22cf-46a4-84bb-a5eb09e6d1e0/download/imis_daily.csv",
175
esource/4d2df843-22cf-46a4-84bb-a5eb09e6d1e0/download/imis_daily.csv",
            
176
      "url_type": "upload"
176
      "url_type": "upload"
            
177
    },
177
    },
            
178
    {
178
    {
            
179
      "cache_last_updated": null,
179
      "cache_last_updated": null,
            
180
      "cache_url": null,
180
      "cache_url": null,
            
181
      "created": "2025-04-07T08:35:28.274550",
181
      "created": "2025-04-07T08:35:28.274550",
            
182
      "description": "Contains annual phenological variables and 
182
      "description": "Contains annual phenological variables and 
            
183
phenofit outputs, sorted, ordered and renamed according with the 
183
phenofit outputs, sorted, ordered and renamed according with the 
            
184
readme in this repository",
184
readme in this repository",
            
185
      "doi": "",
185
      "doi": "",
            
186
      "format": "CSV",
186
      "format": "CSV",
            
187
      "hash": "",
187
      "hash": "",
            
188
      "id": "1a1b4c9a-2fe8-471f-8c36-616d5fd17738",
188
      "id": "1a1b4c9a-2fe8-471f-8c36-616d5fd17738",
            
189
      "last_modified": "2025-04-07T12:41:24.988000",
189
      "last_modified": "2025-04-07T12:41:24.988000",
            
190
      "metadata_modified": "2025-04-07T10:41:25.385424",
190
      "metadata_modified": "2025-04-07T10:41:25.385424",
            
191
      "mimetype": "application/vnd.ms-excel",
191
      "mimetype": "application/vnd.ms-excel",
            
192
      "mimetype_inner": null,
192
      "mimetype_inner": null,
            
193
      "name": "pheno_params.csv",
193
      "name": "pheno_params.csv",
            
194
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
194
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
            
195
      "position": 2,
195
      "position": 2,
            
196
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
196
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
            
197
      "resource_type": null,
197
      "resource_type": null,
            
198
      "restricted": 
198
      "restricted": 
            
199
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
199
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
            
200
      "size": 417970,
200
      "size": 417970,
            
201
      "state": "active",
201
      "state": "active",
            
202
      "url": 
202
      "url": 
            
203
ource/1a1b4c9a-2fe8-471f-8c36-616d5fd17738/download/pheno_params.csv",
203
ource/1a1b4c9a-2fe8-471f-8c36-616d5fd17738/download/pheno_params.csv",
            
204
      "url_type": "upload"
204
      "url_type": "upload"
            
205
    },
205
    },
            
206
    {
206
    {
            
207
      "cache_last_updated": null,
207
      "cache_last_updated": null,
            
208
      "cache_url": null,
208
      "cache_url": null,
            
209
      "created": "2025-04-07T10:37:41.063352",
209
      "created": "2025-04-07T10:37:41.063352",
            
210
      "description": "Temporary data. Contains annual unfiltered 
210
      "description": "Temporary data. Contains annual unfiltered 
            
211
output of phenofit (i.e. the variable names are in line with the 
211
output of phenofit (i.e. the variable names are in line with the 
            
212
phenofit documentation), including all curve parametrization variables 
212
phenofit documentation), including all curve parametrization variables 
            
213
for plotting and additional variables, which are not necessarily used 
213
for plotting and additional variables, which are not necessarily used 
            
214
in the analysis.",
214
in the analysis.",
            
215
      "doi": "",
215
      "doi": "",
            
216
      "format": "rds",
216
      "format": "rds",
            
217
      "hash": "",
217
      "hash": "",
            
218
      "id": "95fca3e1-8f8f-4b1b-bc53-9c9778462b67",
218
      "id": "95fca3e1-8f8f-4b1b-bc53-9c9778462b67",
            
219
      "last_modified": "2025-04-07T12:41:37.064000",
219
      "last_modified": "2025-04-07T12:41:37.064000",
            
220
      "metadata_modified": "2025-04-07T10:41:37.467506",
220
      "metadata_modified": "2025-04-07T10:41:37.467506",
            
221
      "mimetype": "application/octet-stream",
221
      "mimetype": "application/octet-stream",
            
222
      "mimetype_inner": null,
222
      "mimetype_inner": null,
            
223
      "name": "phenofit_outputlist.rds",
223
      "name": "phenofit_outputlist.rds",
            
224
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
224
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
            
225
      "position": 3,
225
      "position": 3,
            
226
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
226
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
            
227
      "resource_type": null,
227
      "resource_type": null,
            
228
      "restricted": 
228
      "restricted": 
            
229
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
229
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
            
230
      "size": 132907,
230
      "size": 132907,
            
231
      "state": "active",
231
      "state": "active",
            
232
      "url": 
232
      "url": 
            
233
5fca3e1-8f8f-4b1b-bc53-9c9778462b67/download/phenofit_outputlist.rds",
233
5fca3e1-8f8f-4b1b-bc53-9c9778462b67/download/phenofit_outputlist.rds",
            
234
      "url_type": "upload"
234
      "url_type": "upload"
            
235
    },
235
    },
            
236
    {
236
    {
            
237
      "cache_last_updated": null,
237
      "cache_last_updated": null,
            
238
      "cache_url": null,
238
      "cache_url": null,
            
239
      "created": "2025-04-07T10:38:55.499813",
239
      "created": "2025-04-07T10:38:55.499813",
            
240
      "description": "Contains filtered annual phenological data from 
240
      "description": "Contains filtered annual phenological data from 
            
241
40 IMIS stations suitable and used for phenological analysis",
241
40 IMIS stations suitable and used for phenological analysis",
            
242
      "doi": "",
242
      "doi": "",
            
243
      "format": "CSV",
243
      "format": "CSV",
            
244
      "hash": "",
244
      "hash": "",
            
245
      "id": "210f372a-6bf4-42ce-aadc-6751e00c2a74",
245
      "id": "210f372a-6bf4-42ce-aadc-6751e00c2a74",
            
246
      "last_modified": "2025-04-07T12:41:49.342000",
246
      "last_modified": "2025-04-07T12:41:49.342000",
            
247
      "metadata_modified": "2025-04-07T10:41:49.736367",
247
      "metadata_modified": "2025-04-07T10:41:49.736367",
            
248
      "mimetype": "application/vnd.ms-excel",
248
      "mimetype": "application/vnd.ms-excel",
            
249
      "mimetype_inner": null,
249
      "mimetype_inner": null,
            
250
      "name": "phenostations.csv",
250
      "name": "phenostations.csv",
            
251
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
251
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
            
252
      "position": 4,
252
      "position": 4,
            
253
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
253
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
            
254
      "resource_type": null,
254
      "resource_type": null,
            
255
      "restricted": 
255
      "restricted": 
            
256
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
256
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
            
257
      "size": 463262,
257
      "size": 463262,
            
258
      "state": "active",
258
      "state": "active",
            
259
      "url": 
259
      "url": 
            
260
urce/210f372a-6bf4-42ce-aadc-6751e00c2a74/download/phenostations.csv",
260
urce/210f372a-6bf4-42ce-aadc-6751e00c2a74/download/phenostations.csv",
            
261
      "url_type": "upload"
261
      "url_type": "upload"
            
262
    },
262
    },
            
263
    {
263
    {
            
264
      "cache_last_updated": null,
264
      "cache_last_updated": null,
            
265
      "cache_url": null,
265
      "cache_url": null,
            
266
      "created": "2025-04-07T10:40:24.480351",
266
      "created": "2025-04-07T10:40:24.480351",
            
267
      "description": "Contains IMIS station location data\n",
267
      "description": "Contains IMIS station location data\n",
            
268
      "doi": "",
268
      "doi": "",
            
269
      "format": "CSV",
269
      "format": "CSV",
            
270
      "hash": "",
270
      "hash": "",
            
271
      "id": "1e867868-1e64-4ec6-9788-aaa7ab9fd561",
271
      "id": "1e867868-1e64-4ec6-9788-aaa7ab9fd561",
            
272
      "last_modified": "2025-04-07T12:40:42.950000",
272
      "last_modified": "2025-04-07T12:40:42.950000",
            
273
      "metadata_modified": "2025-04-07T10:40:43.337848",
273
      "metadata_modified": "2025-04-07T10:40:43.337848",
            
274
      "mimetype": "application/vnd.ms-excel",
274
      "mimetype": "application/vnd.ms-excel",
            
275
      "mimetype_inner": null,
275
      "mimetype_inner": null,
            
276
      "name": "station_info.csv",
276
      "name": "station_info.csv",
            
277
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
277
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
            
278
      "position": 5,
278
      "position": 5,
            
279
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
279
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
            
280
      "resource_type": null,
280
      "resource_type": null,
            
281
      "restricted": 
281
      "restricted": 
            
282
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
282
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
            
283
      "size": 14695,
283
      "size": 14695,
            
284
      "state": "active",
284
      "state": "active",
            
285
      "url": 
285
      "url": 
            
286
ource/1e867868-1e64-4ec6-9788-aaa7ab9fd561/download/station_info.csv",
286
ource/1e867868-1e64-4ec6-9788-aaa7ab9fd561/download/station_info.csv",
            
287
      "url_type": "upload"
287
      "url_type": "upload"
            
288
    },
288
    },
            
289
    {
289
    {
            
290
      "cache_last_updated": null,
290
      "cache_last_updated": null,
            
291
      "cache_url": null,
291
      "cache_url": null,
            
292
      "created": "2025-04-07T10:42:45.766113",
292
      "created": "2025-04-07T10:42:45.766113",
            
293
      "description": "Is the readme that documents all data and code 
293
      "description": "Is the readme that documents all data and code 
            
294
in this repository",
294
in this repository",
            
295
      "doi": "",
295
      "doi": "",
            
296
      "format": "rmd",
296
      "format": "rmd",
            
297
      "hash": "",
297
      "hash": "",
            
298
      "id": "89105a24-c1b0-457f-8ad4-deb0a91e2aee",
298
      "id": "89105a24-c1b0-457f-8ad4-deb0a91e2aee",
            
299
      "last_modified": "2025-04-07T12:43:06.679000",
299
      "last_modified": "2025-04-07T12:43:06.679000",
            
300
      "metadata_modified": "2025-04-07T10:43:07.095925",
300
      "metadata_modified": "2025-04-07T10:43:07.095925",
            
301
      "mimetype": "application/octet-stream",
301
      "mimetype": "application/octet-stream",
            
302
      "mimetype_inner": null,
302
      "mimetype_inner": null,
            
303
      "name": "0_readme.Rmd",
303
      "name": "0_readme.Rmd",
            
304
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
304
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
            
305
      "position": 6,
305
      "position": 6,
            
306
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
306
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
            
307
      "resource_type": null,
307
      "resource_type": null,
            
308
      "restricted": 
308
      "restricted": 
            
309
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
309
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
            
310
      "size": 7952,
310
      "size": 7952,
            
311
      "state": "active",
311
      "state": "active",
            
312
      "url": 
312
      "url": 
            
313
/resource/89105a24-c1b0-457f-8ad4-deb0a91e2aee/download/0_readme.rmd",
313
/resource/89105a24-c1b0-457f-8ad4-deb0a91e2aee/download/0_readme.rmd",
            
314
      "url_type": "upload"
314
      "url_type": "upload"
            
315
    },
315
    },
            
316
    {
316
    {
            
317
      "cache_last_updated": null,
317
      "cache_last_updated": null,
            
318
      "cache_url": null,
318
      "cache_url": null,
            
319
      "created": "2025-04-07T10:43:13.698931",
319
      "created": "2025-04-07T10:43:13.698931",
            
320
      "description": "implements the phenofit method. Note: This 
320
      "description": "implements the phenofit method. Note: This 
            
321
script is computationally intensive and may take a while to run. We 
321
script is computationally intensive and may take a while to run. We 
            
322
recommend using the temporary data created from it (i.e. starting from 
322
recommend using the temporary data created from it (i.e. starting from 
            
323
2_temperature.R). For a better description of the phenofit R package 
323
2_temperature.R). For a better description of the phenofit R package 
            
324
and the different methods to determine the SOG, see Kong et al. 
324
and the different methods to determine the SOG, see Kong et al. 
            
325
(2022): https://doi.org/10.1111/2041-210X.13870",
325
(2022): https://doi.org/10.1111/2041-210X.13870",
            
326
      "doi": "",
326
      "doi": "",
            
327
      "format": "r",
327
      "format": "r",
            
328
      "hash": "",
328
      "hash": "",
            
329
      "id": "08e70804-eed7-4a7c-8ad8-1a28c85deb2d",
329
      "id": "08e70804-eed7-4a7c-8ad8-1a28c85deb2d",
            
330
      "last_modified": "2025-04-07T12:44:00.215000",
330
      "last_modified": "2025-04-07T12:44:00.215000",
            
331
      "metadata_modified": "2025-04-07T10:44:00.723970",
331
      "metadata_modified": "2025-04-07T10:44:00.723970",
            
332
      "mimetype": "application/octet-stream",
332
      "mimetype": "application/octet-stream",
            
333
      "mimetype_inner": null,
333
      "mimetype_inner": null,
            
334
      "name": "1_phenofit.R",
334
      "name": "1_phenofit.R",
            
335
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
335
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
            
336
      "position": 7,
336
      "position": 7,
            
337
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
337
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
            
338
      "resource_type": null,
338
      "resource_type": null,
            
339
      "restricted": 
339
      "restricted": 
            
340
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
340
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
            
341
      "size": 14137,
341
      "size": 14137,
            
342
      "state": "active",
342
      "state": "active",
            
343
      "url": 
343
      "url": 
            
344
/resource/08e70804-eed7-4a7c-8ad8-1a28c85deb2d/download/1_phenofit.r",
344
/resource/08e70804-eed7-4a7c-8ad8-1a28c85deb2d/download/1_phenofit.r",
            
345
      "url_type": "upload"
345
      "url_type": "upload"
            
346
    },
346
    },
            
347
    {
347
    {
            
348
      "cache_last_updated": null,
348
      "cache_last_updated": null,
            
349
      "cache_url": null,
349
      "cache_url": null,
            
350
      "created": "2025-04-07T10:44:04.017310",
350
      "created": "2025-04-07T10:44:04.017310",
            
351
      "description": "Contains temperature-related calculations.",
351
      "description": "Contains temperature-related calculations.",
            
352
      "doi": "",
352
      "doi": "",
            
353
      "format": "r",
353
      "format": "r",
            
354
      "hash": "",
354
      "hash": "",
            
355
      "id": "19951a82-e3bf-4650-bc36-dbe502dff703",
355
      "id": "19951a82-e3bf-4650-bc36-dbe502dff703",
            
356
      "last_modified": "2025-04-07T12:44:15.113000",
356
      "last_modified": "2025-04-07T12:44:15.113000",
            
357
      "metadata_modified": "2025-04-07T10:44:15.536989",
357
      "metadata_modified": "2025-04-07T10:44:15.536989",
            
358
      "mimetype": "application/octet-stream",
358
      "mimetype": "application/octet-stream",
            
359
      "mimetype_inner": null,
359
      "mimetype_inner": null,
            
360
      "name": "2_temperature.R",
360
      "name": "2_temperature.R",
            
361
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
361
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
            
362
      "position": 8,
362
      "position": 8,
            
363
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
363
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
            
364
      "resource_type": null,
364
      "resource_type": null,
            
365
      "restricted": 
365
      "restricted": 
            
366
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
366
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
            
367
      "size": 23036,
367
      "size": 23036,
            
368
      "state": "active",
368
      "state": "active",
            
369
      "url": 
369
      "url": 
            
370
source/19951a82-e3bf-4650-bc36-dbe502dff703/download/2_temperature.r",
370
source/19951a82-e3bf-4650-bc36-dbe502dff703/download/2_temperature.r",
            
371
      "url_type": "upload"
371
      "url_type": "upload"
            
372
    },
372
    },
            
373
    {
373
    {
            
374
      "cache_last_updated": null,
374
      "cache_last_updated": null,
            
375
      "cache_url": null,
375
      "cache_url": null,
            
376
      "created": "2025-04-07T10:44:20.435232",
376
      "created": "2025-04-07T10:44:20.435232",
            
377
      "description": " Documents and reproduces the statistical models 
377
      "description": " Documents and reproduces the statistical models 
            
378
used in the analysis.",
378
used in the analysis.",
            
379
      "doi": "",
379
      "doi": "",
            
380
      "format": "rmd",
380
      "format": "rmd",
            
381
      "hash": "",
381
      "hash": "",
            
382
      "id": "3799ac14-e0c6-4651-a18f-bc507ebb87d2",
382
      "id": "3799ac14-e0c6-4651-a18f-bc507ebb87d2",
            
383
      "last_modified": "2025-04-07T12:44:36.736000",
383
      "last_modified": "2025-04-07T12:44:36.736000",
            
384
      "metadata_modified": "2025-04-07T10:44:37.149333",
384
      "metadata_modified": "2025-04-07T10:44:37.149333",
            
385
      "mimetype": "application/octet-stream",
385
      "mimetype": "application/octet-stream",
            
386
      "mimetype_inner": null,
386
      "mimetype_inner": null,
            
387
      "name": "3_models.Rmd",
387
      "name": "3_models.Rmd",
            
388
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
388
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
            
389
      "position": 9,
389
      "position": 9,
            
390
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
390
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
            
391
      "resource_type": null,
391
      "resource_type": null,
            
392
      "restricted": 
392
      "restricted": 
            
393
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
393
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
            
394
      "size": 70950,
394
      "size": 70950,
            
395
      "state": "active",
395
      "state": "active",
            
396
      "url": 
396
      "url": 
            
397
/resource/3799ac14-e0c6-4651-a18f-bc507ebb87d2/download/3_models.rmd",
397
/resource/3799ac14-e0c6-4651-a18f-bc507ebb87d2/download/3_models.rmd",
            
398
      "url_type": "upload"
398
      "url_type": "upload"
            
399
    },
399
    },
            
400
    {
400
    {
            
401
      "cache_last_updated": null,
401
      "cache_last_updated": null,
            
402
      "cache_url": null,
402
      "cache_url": null,
            
403
      "created": "2025-04-07T10:44:41.092567",
403
      "created": "2025-04-07T10:44:41.092567",
            
404
      "description": "Contains custom functions required for the 
404
      "description": "Contains custom functions required for the 
            
405
scripts; this file must be sourced before running other scripts.",
405
scripts; this file must be sourced before running other scripts.",
            
406
      "doi": "",
406
      "doi": "",
            
407
      "format": "r",
407
      "format": "r",
            
408
      "hash": "",
408
      "hash": "",
            
409
      "id": "57a701f9-40be-4068-9ae6-b2a101e8d802",
409
      "id": "57a701f9-40be-4068-9ae6-b2a101e8d802",
            
410
      "last_modified": "2025-04-07T12:44:53.371000",
410
      "last_modified": "2025-04-07T12:44:53.371000",
            
411
      "metadata_modified": "2025-04-07T10:44:53.782217",
411
      "metadata_modified": "2025-04-07T10:44:53.782217",
            
412
      "mimetype": "application/octet-stream",
412
      "mimetype": "application/octet-stream",
            
413
      "mimetype_inner": null,
413
      "mimetype_inner": null,
            
414
      "name": "4_functions.R",
414
      "name": "4_functions.R",
            
415
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
415
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
            
416
      "position": 10,
416
      "position": 10,
            
417
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
417
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
            
418
      "resource_type": null,
418
      "resource_type": null,
            
419
      "restricted": 
419
      "restricted": 
            
420
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
420
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
            
421
      "size": 8508,
421
      "size": 8508,
            
422
      "state": "active",
422
      "state": "active",
            
423
      "url": 
423
      "url": 
            
424
resource/57a701f9-40be-4068-9ae6-b2a101e8d802/download/4_functions.r",
424
resource/57a701f9-40be-4068-9ae6-b2a101e8d802/download/4_functions.r",
            
425
      "url_type": "upload"
425
      "url_type": "upload"
            
426
    },
426
    },
            
427
    {
427
    {
            
428
      "cache_last_updated": null,
428
      "cache_last_updated": null,
            
429
      "cache_url": null,
429
      "cache_url": null,
            
430
      "created": "2025-04-07T10:44:57.204408",
430
      "created": "2025-04-07T10:44:57.204408",
            
431
      "description": " Generates the methods-related figures used in 
431
      "description": " Generates the methods-related figures used in 
            
432
the publication.",
432
the publication.",
            
433
      "doi": "",
433
      "doi": "",
            
434
      "format": "rmd",
434
      "format": "rmd",
            
435
      "hash": "",
435
      "hash": "",
            
436
      "id": "91df036c-3904-4c7b-84de-355012cbbad9",
436
      "id": "91df036c-3904-4c7b-84de-355012cbbad9",
            
437
      "last_modified": "2025-04-07T12:45:15.444000",
437
      "last_modified": "2025-04-07T12:45:15.444000",
            
438
      "metadata_modified": "2025-04-07T10:45:15.854771",
438
      "metadata_modified": "2025-04-07T10:45:15.854771",
            
439
      "mimetype": "application/octet-stream",
439
      "mimetype": "application/octet-stream",
            
440
      "mimetype_inner": null,
440
      "mimetype_inner": null,
            
441
      "name": "5_method_plots.Rmd",
441
      "name": "5_method_plots.Rmd",
            
442
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
442
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
            
443
      "position": 11,
443
      "position": 11,
            
444
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
444
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
            
445
      "resource_type": null,
445
      "resource_type": null,
            
446
      "restricted": 
446
      "restricted": 
            
447
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
447
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
            
448
      "size": 14013,
448
      "size": 14013,
            
449
      "state": "active",
449
      "state": "active",
            
450
      "url": 
450
      "url": 
            
451
rce/91df036c-3904-4c7b-84de-355012cbbad9/download/5_method_plots.rmd",
451
rce/91df036c-3904-4c7b-84de-355012cbbad9/download/5_method_plots.rmd",
            
452
      "url_type": "upload"
452
      "url_type": "upload"
            
453
    },
453
    },
            
454
    {
454
    {
            
455
      "cache_last_updated": null,
455
      "cache_last_updated": null,
            
456
      "cache_url": null,
456
      "cache_url": null,
            
457
      "created": "2025-04-07T10:45:22.842497",
457
      "created": "2025-04-07T10:45:22.842497",
            
458
      "description": "Snow3.png and grass.png are needed for plotting 
458
      "description": "Snow3.png and grass.png are needed for plotting 
            
459
the methods plot in 5_methods_plots.Rmd",
459
the methods plot in 5_methods_plots.Rmd",
            
460
      "doi": "",
460
      "doi": "",
            
461
      "format": "PNG",
461
      "format": "PNG",
            
462
      "hash": "",
462
      "hash": "",
            
463
      "id": "c190e750-7951-4434-b3e1-325bca7a6ddc",
463
      "id": "c190e750-7951-4434-b3e1-325bca7a6ddc",
            
464
      "last_modified": "2025-04-07T12:45:42.733000",
464
      "last_modified": "2025-04-07T12:45:42.733000",
            
465
      "metadata_modified": "2025-04-07T10:45:43.174930",
465
      "metadata_modified": "2025-04-07T10:45:43.174930",
            
466
      "mimetype": "image/png",
466
      "mimetype": "image/png",
            
467
      "mimetype_inner": null,
467
      "mimetype_inner": null,
            
468
      "name": "grass.png",
468
      "name": "grass.png",
            
469
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
469
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
            
470
      "position": 12,
470
      "position": 12,
            
471
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
471
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
            
472
      "resource_type": null,
472
      "resource_type": null,
            
473
      "restricted": 
473
      "restricted": 
            
474
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
474
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
            
475
      "size": 30676,
475
      "size": 30676,
            
476
      "state": "active",
476
      "state": "active",
            
477
      "url": 
477
      "url": 
            
478
6ff/resource/c190e750-7951-4434-b3e1-325bca7a6ddc/download/grass.png",
478
6ff/resource/c190e750-7951-4434-b3e1-325bca7a6ddc/download/grass.png",
            
479
      "url_type": "upload"
479
      "url_type": "upload"
            
480
    },
480
    },
            
481
    {
481
    {
            
482
      "cache_last_updated": null,
482
      "cache_last_updated": null,
            
483
      "cache_url": null,
483
      "cache_url": null,
            
484
      "created": "2025-04-07T10:45:46.862257",
484
      "created": "2025-04-07T10:45:46.862257",
            
485
      "description": "Snow3.png and grass.png are needed for plotting 
485
      "description": "Snow3.png and grass.png are needed for plotting 
            
486
the methods plot in 5_methods_plots.Rmd",
486
the methods plot in 5_methods_plots.Rmd",
            
487
      "doi": "",
487
      "doi": "",
            
488
      "format": "PNG",
488
      "format": "PNG",
            
489
      "hash": "",
489
      "hash": "",
            
490
      "id": "afa71796-2a2e-4b7b-9885-d2a0fa47ed31",
490
      "id": "afa71796-2a2e-4b7b-9885-d2a0fa47ed31",
            
491
      "last_modified": "2025-04-07T12:45:59.057000",
491
      "last_modified": "2025-04-07T12:45:59.057000",
            
492
      "metadata_modified": "2025-04-07T10:45:59.476598",
492
      "metadata_modified": "2025-04-07T10:45:59.476598",
            
493
      "mimetype": "image/png",
493
      "mimetype": "image/png",
            
494
      "mimetype_inner": null,
494
      "mimetype_inner": null,
            
495
      "name": "snow3.png",
495
      "name": "snow3.png",
            
496
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
496
      "package_id": "53a457eb-0915-43d1-98ec-a11b4963b6ff",
            
497
      "position": 13,
497
      "position": 13,
            
498
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
498
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
            
499
      "resource_type": null,
499
      "resource_type": null,
            
500
      "restricted": 
500
      "restricted": 
            
501
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
501
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
            
502
      "size": 12808,
502
      "size": 12808,
            
503
      "state": "active",
503
      "state": "active",
            
504
      "url": 
504
      "url": 
            
505
6ff/resource/afa71796-2a2e-4b7b-9885-d2a0fa47ed31/download/snow3.png",
505
6ff/resource/afa71796-2a2e-4b7b-9885-d2a0fa47ed31/download/snow3.png",
            
506
      "url_type": "upload"
506
      "url_type": "upload"
            
507
    }
507
    }
            
508
  ],
508
  ],
            
509
  "spatial": "{\"type\": \"Polygon\", \"coordinates\": [[[5.95587, 
509
  "spatial": "{\"type\": \"Polygon\", \"coordinates\": [[[5.95587, 
            
510
45.81802],[5.95587, 47.80838],[10.49203, 47.80838],[10.49203, 
510
45.81802],[5.95587, 47.80838],[10.49203, 47.80838],[10.49203, 
            
511
45.81802],[5.95587, 45.81802]]]}",
511
45.81802],[5.95587, 45.81802]]]}",
            
512
  "spatial_info": "Switzerland",
512
  "spatial_info": "Switzerland",
            
513
  "state": "active",
513
  "state": "active",
            
514
  "subtitle": "",
514
  "subtitle": "",
            
515
  "tags": [
515
  "tags": [
            
516
    {
516
    {
            
517
      "display_name": "ALPINE",
517
      "display_name": "ALPINE",
            
518
      "id": "facdb6ff-58e2-43af-9879-1f43ddcf855e",
518
      "id": "facdb6ff-58e2-43af-9879-1f43ddcf855e",
            
519
      "name": "ALPINE",
519
      "name": "ALPINE",
            
520
      "state": "active",
520
      "state": "active",
            
521
      "vocabulary_id": null
521
      "vocabulary_id": null
            
522
    },
522
    },
            
523
    {
523
    {
            
524
      "display_name": "CLIMATE",
524
      "display_name": "CLIMATE",
            
525
      "id": "5a33b7dc-dca1-42c3-8651-9d00b5428823",
525
      "id": "5a33b7dc-dca1-42c3-8651-9d00b5428823",
            
526
      "name": "CLIMATE",
526
      "name": "CLIMATE",
            
527
      "state": "active",
527
      "state": "active",
            
528
      "vocabulary_id": null
528
      "vocabulary_id": null
            
529
    },
529
    },
            
530
    {
530
    {
            
531
      "display_name": "GRASSLAND",
531
      "display_name": "GRASSLAND",
            
532
      "id": "fa420fc0-5693-4358-bc61-4951b239457c",
532
      "id": "fa420fc0-5693-4358-bc61-4951b239457c",
            
533
      "name": "GRASSLAND",
533
      "name": "GRASSLAND",
            
534
      "state": "active",
534
      "state": "active",
            
535
      "vocabulary_id": null
535
      "vocabulary_id": null
            
536
    },
536
    },
            
537
    {
537
    {
            
538
      "display_name": "IMIS",
538
      "display_name": "IMIS",
            
539
      "id": "b9f71c27-9c77-4002-9aff-379f74667f67",
539
      "id": "b9f71c27-9c77-4002-9aff-379f74667f67",
            
540
      "name": "IMIS",
540
      "name": "IMIS",
            
541
      "state": "active",
541
      "state": "active",
            
542
      "vocabulary_id": null
542
      "vocabulary_id": null
            
543
    },
543
    },
            
544
    {
544
    {
            
545
      "display_name": "LONG-TERM",
545
      "display_name": "LONG-TERM",
            
546
      "id": "b3126982-ee18-45d2-b9e2-5c52c272f278",
546
      "id": "b3126982-ee18-45d2-b9e2-5c52c272f278",
            
547
      "name": "LONG-TERM",
547
      "name": "LONG-TERM",
            
548
      "state": "active",
548
      "state": "active",
            
549
      "vocabulary_id": null
549
      "vocabulary_id": null
            
550
    },
550
    },
            
551
    {
551
    {
            
552
      "display_name": "MONITORING",
552
      "display_name": "MONITORING",
            
553
      "id": "c5b72e0c-e21f-4255-bfac-78d7688e0307",
553
      "id": "c5b72e0c-e21f-4255-bfac-78d7688e0307",
            
554
      "name": "MONITORING",
554
      "name": "MONITORING",
            
555
      "state": "active",
555
      "state": "active",
            
556
      "vocabulary_id": null
556
      "vocabulary_id": null
            
557
    },
557
    },
            
558
    {
558
    {
            
559
      "display_name": "PHENOLOGY",
559
      "display_name": "PHENOLOGY",
            
560
      "id": "3f7b06c0-1aa5-4583-8363-c51e215c31fc",
560
      "id": "3f7b06c0-1aa5-4583-8363-c51e215c31fc",
            
561
      "name": "PHENOLOGY",
561
      "name": "PHENOLOGY",
            
562
      "state": "active",
562
      "state": "active",
            
563
      "vocabulary_id": null
563
      "vocabulary_id": null
            
564
    },
564
    },
            
565
    {
565
    {
            
566
      "display_name": "SNOW",
566
      "display_name": "SNOW",
            
567
      "id": "c4e9ea3f-6149-45ce-8631-c872b96a9537",
567
      "id": "c4e9ea3f-6149-45ce-8631-c872b96a9537",
            
568
      "name": "SNOW",
568
      "name": "SNOW",
            
569
      "state": "active",
569
      "state": "active",
            
570
      "vocabulary_id": null
570
      "vocabulary_id": null
            
571
    },
571
    },
            
572
    {
572
    {
            
573
      "display_name": "SNOWMELT",
573
      "display_name": "SNOWMELT",
            
574
      "id": "ed884413-02e4-46b9-9e6f-08077dcec250",
574
      "id": "ed884413-02e4-46b9-9e6f-08077dcec250",
            
575
      "name": "SNOWMELT",
575
      "name": "SNOWMELT",
            
576
      "state": "active",
576
      "state": "active",
            
577
      "vocabulary_id": null
577
      "vocabulary_id": null
            
578
    },
578
    },
            
579
    {
579
    {
            
580
      "display_name": "ULTRASONIC",
580
      "display_name": "ULTRASONIC",
            
581
      "id": "e2365a32-012c-4d24-bd76-b09397e12820",
581
      "id": "e2365a32-012c-4d24-bd76-b09397e12820",
            
582
      "name": "ULTRASONIC",
582
      "name": "ULTRASONIC",
            
583
      "state": "active",
583
      "state": "active",
            
584
      "vocabulary_id": null
584
      "vocabulary_id": null
            
585
    }
585
    }
            
586
  ],
586
  ],
            
587
  "title": "IMIS Phenology Data Since 1998",
587
  "title": "IMIS Phenology Data Since 1998",
            
588
  "type": "dataset",
588
  "type": "dataset",
            
589
  "url": null,
589
  "url": null,
            
590
  "version": "1.0"
590
  "version": "1.0"
            
591
}
591
}