Changes

              
    

          
          
        
        

            
f
1
{
f
1
{
            
2
  "author": "[{\"affiliation\": \"WSL\", \"affiliation_02\": \"ETHZ\", 
2
  "author": "[{\"affiliation\": \"WSL\", \"affiliation_02\": \"ETHZ\", 
            
3
\"affiliation_03\": \"\", \"data_credit\": [\"collection\", 
3
\"affiliation_03\": \"\", \"data_credit\": [\"collection\", 
            
4
\"validation\", \"curation\", \"software\", \"publication\", 
4
\"validation\", \"curation\", \"software\", \"publication\", 
            
5
\"supervision\"], \"email\": \"joan.casanelles@wsl.ch\", 
5
\"supervision\"], \"email\": \"joan.casanelles@wsl.ch\", 
            
6
\"given_name\": \"Joan\", \"identifier\": \"0000-0003-1924-9298\", 
6
\"given_name\": \"Joan\", \"identifier\": \"0000-0003-1924-9298\", 
            
7
\"name\": \"Casanelles Abella\"}, {\"affiliation\": \"Institute of 
7
\"name\": \"Casanelles Abella\"}, {\"affiliation\": \"Institute of 
            
8
Environmental Sciences and Geography, University of Potsdam, Potsdam, 
8
Environmental Sciences and Geography, University of Potsdam, Potsdam, 
            
9
Germany\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", 
9
Germany\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", 
            
10
\"data_credit\": [\"collection\", \"validation\", \"curation\", 
10
\"data_credit\": [\"collection\", \"validation\", \"curation\", 
            
11
\"software\", \"publication\", \"supervision\"], \"email\": 
11
\"software\", \"publication\", \"supervision\"], \"email\": 
            
12
\"bertrand.fournier@uni-potsdam.de\", \"given_name\": \"Bertrand\", 
12
\"bertrand.fournier@uni-potsdam.de\", \"given_name\": \"Bertrand\", 
            
13
\"identifier\": \"\", \"name\": \"Fournier\"}, {\"affiliation\": 
13
\"identifier\": \"\", \"name\": \"Fournier\"}, {\"affiliation\": 
            
14
\"Nature Conservation and Landscape Ecology, University of Freiburg, 
14
\"Nature Conservation and Landscape Ecology, University of Freiburg, 
            
15
Freiburg, Germany\", \"affiliation_02\": \"\", \"affiliation_03\": 
15
Freiburg, Germany\", \"affiliation_02\": \"\", \"affiliation_03\": 
            
16
\"\", \"data_credit\": [\"software\", \"publication\"], \"email\": 
16
\"\", \"data_credit\": [\"software\", \"publication\"], \"email\": 
            
17
\"simone.fontana@mail.nature.uni-freiburg.de\", \"given_name\": 
17
\"simone.fontana@mail.nature.uni-freiburg.de\", \"given_name\": 
            
18
\"Simone\", \"identifier\": \"\", \"name\": \"Fontana\"}, 
18
\"Simone\", \"identifier\": \"\", \"name\": \"Fontana\"}, 
            
19
{\"affiliation\": \"WSL\", \"affiliation_02\": \"\", 
19
{\"affiliation\": \"WSL\", \"affiliation_02\": \"\", 
            
20
\"affiliation_03\": \"\", \"data_credit\": [\"collection\", 
20
\"affiliation_03\": \"\", \"data_credit\": [\"collection\", 
            
21
\"publication\"], \"email\": \"marco.moretti@wsl.ch\", \"given_name\": 
21
\"publication\"], \"email\": \"marco.moretti@wsl.ch\", \"given_name\": 
            
22
\"Marco\", \"identifier\": \"0000-0002-5845-3198\", \"name\": 
22
\"Marco\", \"identifier\": \"0000-0002-5845-3198\", \"name\": 
            
23
\"Moretti\"}]",
23
\"Moretti\"}]",
            
24
  "author_email": null,
24
  "author_email": null,
            
25
  "creator_user_id": "209d9eae-601f-4860-b46d-32f16878fae0",
25
  "creator_user_id": "209d9eae-601f-4860-b46d-32f16878fae0",
            
26
  "date": "[{\"date\": \"2020-09-01\", \"date_type\": \"collected\", 
26
  "date": "[{\"date\": \"2020-09-01\", \"date_type\": \"collected\", 
            
27
\"end_date\": \"2022-07-01\"}]",
27
\"end_date\": \"2022-07-01\"}]",
            
28
  "doi": "10.16904/envidat.337",
28
  "doi": "10.16904/envidat.337",
            
29
  "funding": "[{\"grant_number\": \"16.0101.PJ/S284-0366\", 
29
  "funding": "[{\"grant_number\": \"16.0101.PJ/S284-0366\", 
            
30
\"institution\": \"Swiss Federal Office for the Environment (FOEN)\", 
30
\"institution\": \"Swiss Federal Office for the Environment (FOEN)\", 
            
31
\"institution_url\": \"\"}, {\"grant_number\": \"31BD30_172467\", 
31
\"institution_url\": \"\"}, {\"grant_number\": \"31BD30_172467\", 
            
32
\"institution\": \"Swiss National Science Foundation\", 
32
\"institution\": \"Swiss National Science Foundation\", 
            
33
\"institution_url\": \"\"}, {\"grant_number\": \"2019-2917/1.1\", 
33
\"institution_url\": \"\"}, {\"grant_number\": \"2019-2917/1.1\", 
            
34
\"institution\": \"G\u00f6hner Stiftung\", \"institution_url\": \"\"}, 
34
\"institution\": \"G\u00f6hner Stiftung\", \"institution_url\": \"\"}, 
            
35
{\"grant_number\": \"FO 1420/1-1\", \"institution\": \"German Federal 
35
{\"grant_number\": \"FO 1420/1-1\", \"institution\": \"German Federal 
            
36
Ministry of Education and Research\", \"institution_url\": \"\"}]",
36
Ministry of Education and Research\", \"institution_url\": \"\"}]",
            
37
  "groups": [],
37
  "groups": [],
            
38
  "id": "89138c9e-5bf6-4ef5-b8d2-d73f20b8b6de",
38
  "id": "89138c9e-5bf6-4ef5-b8d2-d73f20b8b6de",
            
39
  "isopen": true,
39
  "isopen": true,
            
40
  "language": "en",
40
  "language": "en",
            
41
  "license_id": "CC0-1.0",
41
  "license_id": "CC0-1.0",
            
42
  "license_title": "Creative Commons Zero - No Rights Reserved (CC0 
42
  "license_title": "Creative Commons Zero - No Rights Reserved (CC0 
            
43
1.0)",
43
1.0)",
            
44
  "license_url": "https://creativecommons.org/publicdomain/zero/1.0/",
44
  "license_url": "https://creativecommons.org/publicdomain/zero/1.0/",
            
45
  "maintainer": "{\"affiliation\": \"WSL\", \"email\": 
45
  "maintainer": "{\"affiliation\": \"WSL\", \"email\": 
            
46
\"marco.moretti@wsl.ch\", \"given_name\": \"Marco\", \"identifier\": 
46
\"marco.moretti@wsl.ch\", \"given_name\": \"Marco\", \"identifier\": 
            
47
\"0000-0002-5845-3198\", \"name\": \"Moretti\"}",
47
\"0000-0002-5845-3198\", \"name\": \"Moretti\"}",
            
48
  "maintainer_email": null,
48
  "maintainer_email": null,
            
49
  "metadata_created": "2022-07-25T08:58:07.413511",
49
  "metadata_created": "2022-07-25T08:58:07.413511",
            
n
50
  "metadata_modified": "2024-03-20T14:40:17.405312",
n
50
  "metadata_modified": "2025-02-26T14:43:09.912333",
            
51
  "name": 
51
  "name": 
            
52
"data-on-wild-bee-taxonomic-and-functional-diversity-in-switzerland",
52
"data-on-wild-bee-taxonomic-and-functional-diversity-in-switzerland",
            
53
  "notes": "Raw data supporting the paper \"Countrywide wild bee 
53
  "notes": "Raw data supporting the paper \"Countrywide wild bee 
            
54
taxonomic and functional diversity reveal a spatial mismatch between 
54
taxonomic and functional diversity reveal a spatial mismatch between 
            
55
alpha and beta-diversity facets across multiple ecological 
55
alpha and beta-diversity facets across multiple ecological 
            
56
gradients\". It contains taxonomic and functional metrics in 3343 
56
gradients\". It contains taxonomic and functional metrics in 3343 
            
57
community-plots distributed across Switzerland. The calculated metrics 
57
community-plots distributed across Switzerland. The calculated metrics 
            
58
are:\r\n- Alpha taxonomic community metrics: species richness and 
58
are:\r\n- Alpha taxonomic community metrics: species richness and 
            
59
Shannon diversity\r\n- Alpha functional community metrics: Functional 
59
Shannon diversity\r\n- Alpha functional community metrics: Functional 
            
60
richness (using the Trait Onion Peeling index, TOP), functional 
60
richness (using the Trait Onion Peeling index, TOP), functional 
            
61
eveness (using the Trait Even Distribution index, TED) and the 
61
eveness (using the Trait Even Distribution index, TED) and the 
            
62
functional dispersion.\r\n- Community weighted means of 8 functional 
62
functional dispersion.\r\n- Community weighted means of 8 functional 
            
63
traits \r\n- The local community contributions on the functional and 
63
traits \r\n- The local community contributions on the functional and 
            
64
taxonomic beta diversity (LCBD).\r\n\r\nThe dataset also includes the 
64
taxonomic beta diversity (LCBD).\r\n\r\nThe dataset also includes the 
            
65
following:\r\n- The used predictors to model the spatial distribution 
65
following:\r\n- The used predictors to model the spatial distribution 
            
66
of the community metrics (climate PCA, vegetation PCA, land-use 
66
of the community metrics (climate PCA, vegetation PCA, land-use 
            
67
metrics, beekeeping intensity).\r\n-The three types of protected 
67
metrics, beekeeping intensity).\r\n-The three types of protected 
            
68
areas, defined according to the protective measures.\r\n- The model 
68
areas, defined according to the protective measures.\r\n- The model 
            
69
evaluation, variable importance and partial dependece data.\r\n\r\n",
69
evaluation, variable importance and partial dependece data.\r\n\r\n",
            
n
70
  "num_resources": 7,
n
70
  "num_resources": 6,
            
71
  "num_tags": 14,
71
  "num_tags": 14,
            
72
  "organization": {
72
  "organization": {
            
73
    "approval_status": "approved",
73
    "approval_status": "approved",
            
74
    "created": "2018-05-18T09:12:30.577470",
74
    "created": "2018-05-18T09:12:30.577470",
            
75
    "description": "We study the relationship between threatened 
75
    "description": "We study the relationship between threatened 
            
76
species and their habitat with the objective to develop evidence-based 
76
species and their habitat with the objective to develop evidence-based 
            
77
instruments for conservation. The viability of populations of habitat 
77
instruments for conservation. The viability of populations of habitat 
            
78
specialists is often limited due to restricted availability of 
78
specialists is often limited due to restricted availability of 
            
79
suitable habitat or discontinuous distribution. We focus on selected 
79
suitable habitat or discontinuous distribution. We focus on selected 
            
80
animal species of conservation concern (forest birds, bats, forest 
80
animal species of conservation concern (forest birds, bats, forest 
            
81
insects) and analyse species-habitat relationships at a scale ranging 
81
insects) and analyse species-habitat relationships at a scale ranging 
            
82
from single subpopulations to entire metapopulations. We strive 
82
from single subpopulations to entire metapopulations. We strive 
            
83
towards standardised recording of elusive species with novel 
83
towards standardised recording of elusive species with novel 
            
84
techniques, assessing environmental variables and combining these 
84
techniques, assessing environmental variables and combining these 
            
85
field data with data from remote sensing. We determine limiting 
85
field data with data from remote sensing. We determine limiting 
            
86
factors (habitat, climate, resources) and predict species occurrence 
86
factors (habitat, climate, resources) and predict species occurrence 
            
87
and habitat suitability with modelling techniques.\r\n\r\nThese models 
87
and habitat suitability with modelling techniques.\r\n\r\nThese models 
            
88
allow to predict species occurrence patterns and to delineate 
88
allow to predict species occurrence patterns and to delineate 
            
89
evidence-based priority areas for conservation. Our long-term 
89
evidence-based priority areas for conservation. Our long-term 
            
90
collaboration with federal and cantonal stakeholders of forest and 
90
collaboration with federal and cantonal stakeholders of forest and 
            
91
nature conservation enables the combination of research results with 
91
nature conservation enables the combination of research results with 
            
92
conservation requirements (e.g. species action plans, forest 
92
conservation requirements (e.g. species action plans, forest 
            
93
biodiversity expert panel, scientific counsel for bat protection). 
93
biodiversity expert panel, scientific counsel for bat protection). 
            
94
While we investigate complete distribution ranges in bats, we focus on 
94
While we investigate complete distribution ranges in bats, we focus on 
            
95
forest habitats in birds and insects given the large extent and high 
95
forest habitats in birds and insects given the large extent and high 
            
96
importance of forests for biodiversity conservation in Switzerland.",
96
importance of forests for biodiversity conservation in Switzerland.",
            
97
    "id": "32672ec5-c180-471e-92f7-ef58e00eb1fb",
97
    "id": "32672ec5-c180-471e-92f7-ef58e00eb1fb",
            
98
    "image_url": "2018-07-10-090115.162284LogoWSL.svg",
98
    "image_url": "2018-07-10-090115.162284LogoWSL.svg",
            
99
    "is_organization": true,
99
    "is_organization": true,
            
100
    "name": "conservation-biology",
100
    "name": "conservation-biology",
            
101
    "state": "active",
101
    "state": "active",
            
102
    "title": "Conservation Biology",
102
    "title": "Conservation Biology",
            
103
    "type": "organization"
103
    "type": "organization"
            
104
  },
104
  },
            
105
  "owner_org": "32672ec5-c180-471e-92f7-ef58e00eb1fb",
105
  "owner_org": "32672ec5-c180-471e-92f7-ef58e00eb1fb",
            
106
  "private": false,
106
  "private": false,
            
107
  "publication": "{\"publication_year\": \"2022\", \"publisher\": 
107
  "publication": "{\"publication_year\": \"2022\", \"publisher\": 
            
108
\"EnviDat\"}",
108
\"EnviDat\"}",
            
109
  "publication_state": "published",
109
  "publication_state": "published",
            
110
  "related_datasets": "",
110
  "related_datasets": "",
            
111
  "related_publications": "",
111
  "related_publications": "",
            
112
  "relationships_as_object": [],
112
  "relationships_as_object": [],
            
113
  "relationships_as_subject": [],
113
  "relationships_as_subject": [],
            
114
  "resource_type": "dataset",
114
  "resource_type": "dataset",
            
115
  "resource_type_general": "dataset",
115
  "resource_type_general": "dataset",
            
116
  "resources": [
116
  "resources": [
            
117
    {
117
    {
            
118
      "cache_last_updated": null,
118
      "cache_last_updated": null,
            
119
      "cache_url": null,
119
      "cache_url": null,
            
120
      "created": "2022-07-25T09:03:38.650524",
120
      "created": "2022-07-25T09:03:38.650524",
            
121
      "description": "Response data used for the modeling.\r\nLat: 
121
      "description": "Response data used for the modeling.\r\nLat: 
            
122
latitude community plot\r\nLon: longitude community plot\r\nRichness: 
122
latitude community plot\r\nLon: longitude community plot\r\nRichness: 
            
123
species richness\t\r\nShannon: Shannon diversity index\t\r\nFDis: 
123
species richness\t\r\nShannon: Shannon diversity index\t\r\nFDis: 
            
124
functional dispersion\t\r\nTOP: Trait Onion Peeling (functional 
124
functional dispersion\t\r\nTOP: Trait Onion Peeling (functional 
            
125
richness)\r\nTED: Trait Even Distribution (functional 
125
richness)\r\nTED: Trait Even Distribution (functional 
            
126
evenness)\r\nLCBD_taxo: local community contributions to taxonomic 
126
evenness)\r\nLCBD_taxo: local community contributions to taxonomic 
            
127
beta diversity\t\r\nLCBD_fun: local community contributions to 
127
beta diversity\t\r\nLCBD_fun: local community contributions to 
            
128
functional beta diversity\r\nITD: community weighted means 
128
functional beta diversity\r\nITD: community weighted means 
            
129
inter-tegula distance\r\nfeeding_specialization: community weighted 
129
inter-tegula distance\r\nfeeding_specialization: community weighted 
            
130
means feeding specialization\t\r\ntong_length: community weighted 
130
means feeding specialization\t\r\ntong_length: community weighted 
            
131
means tongue length\r\nphenostart: community weighted means start of 
131
means tongue length\r\nphenostart: community weighted means start of 
            
132
the phenology\r\nphenoduration:  community weighted means duration of 
132
the phenology\r\nphenoduration:  community weighted means duration of 
            
133
the phenoloy\r\ncleptoparasite: community weighted means 
133
the phenoloy\r\ncleptoparasite: community weighted means 
            
134
cleptoparasites\r\nbelowgound:  community weighted means proportion 
134
cleptoparasites\r\nbelowgound:  community weighted means proportion 
            
135
belowground\r\nsolitary: community weighted means proportion 
135
belowground\r\nsolitary: community weighted means proportion 
            
136
solitary",
136
solitary",
            
137
      "doi": "",
137
      "doi": "",
            
138
      "format": ".txt",
138
      "format": ".txt",
            
139
      "hash": "",
139
      "hash": "",
            
140
      "id": "c3856c2f-33da-4b5e-a54a-990297987e74",
140
      "id": "c3856c2f-33da-4b5e-a54a-990297987e74",
            
141
      "last_modified": "2022-07-25T11:03:40.313237",
141
      "last_modified": "2022-07-25T11:03:40.313237",
            
142
      "metadata_modified": "2022-12-09T10:44:26.285066",
142
      "metadata_modified": "2022-12-09T10:44:26.285066",
            
143
      "mimetype": null,
143
      "mimetype": null,
            
144
      "mimetype_inner": null,
144
      "mimetype_inner": null,
            
145
      "name": "Taxonomic and functional metrics in the community 
145
      "name": "Taxonomic and functional metrics in the community 
            
146
plots",
146
plots",
            
147
      "package_id": "89138c9e-5bf6-4ef5-b8d2-d73f20b8b6de",
147
      "package_id": "89138c9e-5bf6-4ef5-b8d2-d73f20b8b6de",
            
148
      "position": 0,
148
      "position": 0,
            
149
      "publication_state": "",
149
      "publication_state": "",
            
150
      "resource_size": "{\"size_units\": \"kb\", \"size_value\": 
150
      "resource_size": "{\"size_units\": \"kb\", \"size_value\": 
            
151
\"\"}",
151
\"\"}",
            
152
      "resource_type": null,
152
      "resource_type": null,
            
153
      "restricted": "{\"allowed_users\": \"\", \"level\": \"public\", 
153
      "restricted": "{\"allowed_users\": \"\", \"level\": \"public\", 
            
154
\"shared_secret\": \"\"}",
154
\"shared_secret\": \"\"}",
            
155
      "size": 937285,
155
      "size": 937285,
            
156
      "state": "active",
156
      "state": "active",
            
157
      "url": 
157
      "url": 
            
158
c2f-33da-4b5e-a54a-990297987e74/download/diversity_data_complete.txt",
158
c2f-33da-4b5e-a54a-990297987e74/download/diversity_data_complete.txt",
            
159
      "url_type": "upload"
159
      "url_type": "upload"
            
160
    },
160
    },
            
161
    {
161
    {
            
162
      "cache_last_updated": null,
162
      "cache_last_updated": null,
            
163
      "cache_url": null,
163
      "cache_url": null,
            
n
164
      "created": "2022-11-16T14:21:42.832676",
n

            
165
      "description": "The compress file includes the rster files of 

            
166
the predictors used in the analyses, including the climate, resource 

            
167
availability, land-use and beekeeping intensity metrics.\r\n\r\nThe 

            
168
raster on the climate contains the PCA axes on the CHELSA 

            
169
variables.\r\nThe raster on resource availability contains the PCA 

            
170
axes on plant communities\r\nThe raster on land-use contains the 

            
171
land-use composition at 2500 m.\r\nThe raster on beekeeping intensity 

            
172
contains thedensity of hives within 2500 m",

            
173
      "doi": "",

            
174
      "format": ".tiff",

            
175
      "hash": "",

            
176
      "id": "ad1e13e0-2a1f-4b4d-a130-9cf1b43f2361",

            
177
      "last_modified": null,

            
178
      "metadata_modified": "2023-01-19T10:03:19.450689",

            
179
      "mimetype": null,

            
180
      "mimetype_inner": null,

            
181
      "name": "Deprecated-Predictors",

            
182
      "package_id": "89138c9e-5bf6-4ef5-b8d2-d73f20b8b6de",

            
183
      "position": 1,

            
184
      "publication_state": "",

            
185
      "resource_size": "{\"size_units\": \"kb\", \"size_value\": 

            
186
\"\"}",

            
187
      "resource_type": null,

            
188
      "restricted": "{\"allowed_users\": \"\", \"level\": 

            
189
\"same_organization\", \"shared_secret\": \"\"}",

            
190
      "size": 360486999,

            
191
      "state": "active",

            
192
      "url": "",

            
193
      "url_type": ""

            
194
    },

            
195
    {

            
196
      "cache_last_updated": null,

            
197
      "cache_url": null,

            
198
      "created": "2022-12-08T10:04:02.855462",
164
      "created": "2022-12-08T10:04:02.855462",
            
199
      "description": "Protected areas considered, divided in three 
165
      "description": "Protected areas considered, divided in three 
            
200
groups and rasters: protected areas sensu stricto, protected areas 
166
groups and rasters: protected areas sensu stricto, protected areas 
            
201
sensu lato and all protected areas",
167
sensu lato and all protected areas",
            
202
      "doi": "",
168
      "doi": "",
            
203
      "format": ".tiff",
169
      "format": ".tiff",
            
204
      "hash": "",
170
      "hash": "",
            
205
      "id": "49c05193-0e66-47d7-8374-3e1883621f04",
171
      "id": "49c05193-0e66-47d7-8374-3e1883621f04",
            
206
      "last_modified": null,
172
      "last_modified": null,
            
207
      "metadata_modified": "2022-12-08T10:04:02.811076",
173
      "metadata_modified": "2022-12-08T10:04:02.811076",
            
208
      "mimetype": null,
174
      "mimetype": null,
            
209
      "mimetype_inner": null,
175
      "mimetype_inner": null,
            
210
      "name": "Protected areas",
176
      "name": "Protected areas",
            
211
      "package_id": "89138c9e-5bf6-4ef5-b8d2-d73f20b8b6de",
177
      "package_id": "89138c9e-5bf6-4ef5-b8d2-d73f20b8b6de",
            
n
212
      "position": 2,
n
178
      "position": 1,
            
213
      "publication_state": "",
179
      "publication_state": "",
            
214
      "resource_size": "{\"size_value\": \"\", \"size_units\": 
180
      "resource_size": "{\"size_value\": \"\", \"size_units\": 
            
215
\"kb\"}",
181
\"kb\"}",
            
216
      "resource_type": null,
182
      "resource_type": null,
            
217
      "restricted": "{\"level\": \"public\", \"allowed_users\": \"\", 
183
      "restricted": "{\"level\": \"public\", \"allowed_users\": \"\", 
            
218
\"shared_secret\": \"\"}",
184
\"shared_secret\": \"\"}",
            
219
      "size": 1627789,
185
      "size": 1627789,
            
220
      "state": "active",
186
      "state": "active",
            
221
      "url": 
187
      "url": 
            
222
b8b6de/resource/49c05193-0e66-47d7-8374-3e1883621f04/download/pa.zip",
188
b8b6de/resource/49c05193-0e66-47d7-8374-3e1883621f04/download/pa.zip",
            
223
      "url_type": "upload"
189
      "url_type": "upload"
            
224
    },
190
    },
            
225
    {
191
    {
            
226
      "cache_last_updated": null,
192
      "cache_last_updated": null,
            
227
      "cache_url": null,
193
      "cache_url": null,
            
228
      "created": "2022-12-08T10:45:01.716827",
194
      "created": "2022-12-08T10:45:01.716827",
            
229
      "description": "The compress file containes a set of txt files 
195
      "description": "The compress file containes a set of txt files 
            
230
with the variable importance, the model evaluation metrics and the 
196
with the variable importance, the model evaluation metrics and the 
            
231
partial dependence plots of each of the responses used (alpha and beta 
197
partial dependence plots of each of the responses used (alpha and beta 
            
232
taxonomic and functional diversity metrics; community weighted means 
198
taxonomic and functional diversity metrics; community weighted means 
            
233
of 8 functional traits)",
199
of 8 functional traits)",
            
234
      "doi": "",
200
      "doi": "",
            
235
      "format": ".txt",
201
      "format": ".txt",
            
236
      "hash": "",
202
      "hash": "",
            
237
      "id": "221fbcd3-22dd-42d1-801b-de7136611517",
203
      "id": "221fbcd3-22dd-42d1-801b-de7136611517",
            
238
      "last_modified": null,
204
      "last_modified": null,
            
239
      "metadata_modified": "2022-12-08T10:45:01.677846",
205
      "metadata_modified": "2022-12-08T10:45:01.677846",
            
240
      "mimetype": null,
206
      "mimetype": null,
            
241
      "mimetype_inner": null,
207
      "mimetype_inner": null,
            
242
      "name": "Variable importance, model evaluation, partial 
208
      "name": "Variable importance, model evaluation, partial 
            
243
dependence plots",
209
dependence plots",
            
244
      "package_id": "89138c9e-5bf6-4ef5-b8d2-d73f20b8b6de",
210
      "package_id": "89138c9e-5bf6-4ef5-b8d2-d73f20b8b6de",
            
n
245
      "position": 3,
n
211
      "position": 2,
            
246
      "publication_state": "",
212
      "publication_state": "",
            
247
      "resource_size": "{\"size_value\": \"\", \"size_units\": 
213
      "resource_size": "{\"size_value\": \"\", \"size_units\": 
            
248
\"kb\"}",
214
\"kb\"}",
            
249
      "resource_type": null,
215
      "resource_type": null,
            
250
      "restricted": "{\"level\": \"public\", \"allowed_users\": \"\", 
216
      "restricted": "{\"level\": \"public\", \"allowed_users\": \"\", 
            
251
\"shared_secret\": \"\"}",
217
\"shared_secret\": \"\"}",
            
252
      "size": 245681,
218
      "size": 245681,
            
253
      "state": "active",
219
      "state": "active",
            
254
      "url": 
220
      "url": 
            
255
d1-801b-de7136611517/download/variable_importance_pdp_evaluation.zip",
221
d1-801b-de7136611517/download/variable_importance_pdp_evaluation.zip",
            
256
      "url_type": "upload"
222
      "url_type": "upload"
            
257
    },
223
    },
            
258
    {
224
    {
            
259
      "cache_last_updated": null,
225
      "cache_last_updated": null,
            
260
      "cache_url": null,
226
      "cache_url": null,
            
261
      "created": "2023-01-19T10:00:59.004219",
227
      "created": "2023-01-19T10:00:59.004219",
            
262
      "description": "The .zip file contains the rasters of the 
228
      "description": "The .zip file contains the rasters of the 
            
263
environmental predictors and the predicted responses:\n-   
229
environmental predictors and the predicted responses:\n-   
            
264
**Environmental predictors.**:\n\n    -   The raster on the climate 
230
**Environmental predictors.**:\n\n    -   The raster on the climate 
            
265
contains the PCA axes on the CHELSA variables.\n\n    -   The raster 
231
contains the PCA axes on the CHELSA variables.\n\n    -   The raster 
            
266
on resource availability contains the PCA axes on plant 
232
on resource availability contains the PCA axes on plant 
            
267
communities\n\n    -   The raster on land-use contains the land-use 
233
communities\n\n    -   The raster on land-use contains the land-use 
            
268
composition at 2500 m.\n\n    -   The raster on beekeeping intensity 
234
composition at 2500 m.\n\n    -   The raster on beekeeping intensity 
            
269
contains thedensity of hives within 2500 m\n\n-   **Responses**: \n- 
235
contains thedensity of hives within 2500 m\n\n-   **Responses**: \n- 
            
270
The predicted responses (alpha and beta taxonomic and functional 
236
The predicted responses (alpha and beta taxonomic and functional 
            
271
metrics and the traits) without masking the waterbodies, used in the 
237
metrics and the traits) without masking the waterbodies, used in the 
            
272
analyses (Diversity_stack_revised_Selected_descriptors.tif). It 
238
analyses (Diversity_stack_revised_Selected_descriptors.tif). It 
            
273
contains a stack of 20 responses in this order:  \"belowgound\", 
239
contains a stack of 20 responses in this order:  \"belowgound\", 
            
274
\"cleptoparasite\",\"FDis\", \"feeding_specialization\", \"FEve\", 
240
\"cleptoparasite\",\"FDis\", \"feeding_specialization\", \"FEve\", 
            
275
\"FRic\", \"InvSimpson\", \"ITD\",\"LCBD_fun\" 
241
\"FRic\", \"InvSimpson\", \"ITD\",\"LCBD_fun\" 
            
276
,\"LCBD_taxo\",\"phenoduration\", \"phenostart\", \"Rao\", 
242
,\"LCBD_taxo\",\"phenoduration\", \"phenostart\", \"Rao\", 
            
277
\"Richness\", \"Shannon\",  \"Simpson\",\"solitary\", \"TED\", 
243
\"Richness\", \"Shannon\",  \"Simpson\",\"solitary\", \"TED\", 
            
278
\"tong_length\", \"TOP\".  \"FEve\", \"FRic\", \"InvSimpson\",\"Rao\", 
244
\"tong_length\", \"TOP\".  \"FEve\", \"FRic\", \"InvSimpson\",\"Rao\", 
            
279
\"Simpson\" were not included in the linked paper.\n\n-  The predicted 
245
\"Simpson\" were not included in the linked paper.\n\n-  The predicted 
            
280
responses (alpha and beta taxonomic and functional metrics and the 
246
responses (alpha and beta taxonomic and functional metrics and the 
            
281
traits)  masking the waterbodies  (masked.stack.all.diversity.tiff). 
247
traits)  masking the waterbodies  (masked.stack.all.diversity.tiff). 
            
282
It includes a stack of 15 responses (excludes \"FEve\", \"FRic\", 
248
It includes a stack of 15 responses (excludes \"FEve\", \"FRic\", 
            
283
\"InvSimpson\",\"Rao\", \"Simpson\").\n",
249
\"InvSimpson\",\"Rao\", \"Simpson\").\n",
            
284
      "doi": "",
250
      "doi": "",
            
285
      "format": ".zip",
251
      "format": ".zip",
            
286
      "hash": "",
252
      "hash": "",
            
287
      "id": "36017634-948d-4bf1-a4e1-c547af9e4d93",
253
      "id": "36017634-948d-4bf1-a4e1-c547af9e4d93",
            
288
      "last_modified": "2024-03-20T15:40:16.431000",
254
      "last_modified": "2024-03-20T15:40:16.431000",
            
289
      "metadata_modified": "2024-03-20T14:40:17.413100",
255
      "metadata_modified": "2024-03-20T14:40:17.413100",
            
290
      "mimetype": null,
256
      "mimetype": null,
            
291
      "mimetype_inner": null,
257
      "mimetype_inner": null,
            
292
      "name": "Spatial environmental predictors and responses",
258
      "name": "Spatial environmental predictors and responses",
            
293
      "package_id": "89138c9e-5bf6-4ef5-b8d2-d73f20b8b6de",
259
      "package_id": "89138c9e-5bf6-4ef5-b8d2-d73f20b8b6de",
            
n
294
      "position": 4,
n
260
      "position": 3,
            
295
      "publication_state": "",
261
      "publication_state": "",
            
296
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
262
      "resource_size": "{\"size_value\":\"\",\"size_units\":\"\"}",
            
297
      "resource_type": null,
263
      "resource_type": null,
            
298
      "restricted": 
264
      "restricted": 
            
299
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
265
{\"level\":\"public\",\"allowed_users\":\"\",\"shared_secret\":\"\"}",
            
300
      "size": 984006661,
266
      "size": 984006661,
            
301
      "state": "active",
267
      "state": "active",
            
302
      "url": 
268
      "url": 
            
303
48d-4bf1-a4e1-c547af9e4d93/download/spatial_predictors_responses.zip",
269
48d-4bf1-a4e1-c547af9e4d93/download/spatial_predictors_responses.zip",
            
304
      "url_type": "upload"
270
      "url_type": "upload"
            
305
    },
271
    },
            
306
    {
272
    {
            
307
      "cache_last_updated": null,
273
      "cache_last_updated": null,
            
308
      "cache_url": null,
274
      "cache_url": null,
            
309
      "created": "2023-01-19T10:24:42.686679",
275
      "created": "2023-01-19T10:24:42.686679",
            
310
      "description": "Zip file containing two rasters: the digital 
276
      "description": "Zip file containing two rasters: the digital 
            
311
elevation model of Switzerland and the waterbodies of Switzerland.",
277
elevation model of Switzerland and the waterbodies of Switzerland.",
            
312
      "doi": "",
278
      "doi": "",
            
313
      "format": ".zip",
279
      "format": ".zip",
            
314
      "hash": "",
280
      "hash": "",
            
315
      "id": "3b569121-6eb6-4b44-a703-2abad45c0c56",
281
      "id": "3b569121-6eb6-4b44-a703-2abad45c0c56",
            
316
      "last_modified": null,
282
      "last_modified": null,
            
317
      "metadata_modified": "2023-01-19T10:25:18.346130",
283
      "metadata_modified": "2023-01-19T10:25:18.346130",
            
318
      "mimetype": null,
284
      "mimetype": null,
            
319
      "mimetype_inner": null,
285
      "mimetype_inner": null,
            
320
      "name": "Elevation and waterbodies",
286
      "name": "Elevation and waterbodies",
            
321
      "package_id": "89138c9e-5bf6-4ef5-b8d2-d73f20b8b6de",
287
      "package_id": "89138c9e-5bf6-4ef5-b8d2-d73f20b8b6de",
            
n
322
      "position": 5,
n
288
      "position": 4,
            
323
      "publication_state": "",
289
      "publication_state": "",
            
324
      "resource_size": "{\"size_units\": \"kb\", \"size_value\": 
290
      "resource_size": "{\"size_units\": \"kb\", \"size_value\": 
            
325
\"\"}",
291
\"\"}",
            
326
      "resource_type": null,
292
      "resource_type": null,
            
327
      "restricted": "{\"allowed_users\": \"\", \"level\": \"public\", 
293
      "restricted": "{\"allowed_users\": \"\", \"level\": \"public\", 
            
328
\"shared_secret\": \"\"}",
294
\"shared_secret\": \"\"}",
            
329
      "size": 10222802,
295
      "size": 10222802,
            
330
      "state": "active",
296
      "state": "active",
            
331
      "url": 
297
      "url": 
            
332
69121-6eb6-4b44-a703-2abad45c0c56/download/elevation_waterbodies.zip",
298
69121-6eb6-4b44-a703-2abad45c0c56/download/elevation_waterbodies.zip",
            
333
      "url_type": "upload"
299
      "url_type": "upload"
            
334
    },
300
    },
            
335
    {
301
    {
            
336
      "cache_last_updated": null,
302
      "cache_last_updated": null,
            
337
      "cache_url": null,
303
      "cache_url": null,
            
338
      "created": "2023-01-19T11:12:08.261105",
304
      "created": "2023-01-19T11:12:08.261105",
            
339
      "description": "Text file containing the scores of the 8 used 
305
      "description": "Text file containing the scores of the 8 used 
            
340
traits. The data originates from the European trait database 
306
traits. The data originates from the European trait database 
            
341
(compiler: Stuart Roberts; pollinator loss module of the EU- FP6 ALARM 
307
(compiler: Stuart Roberts; pollinator loss module of the EU- FP6 ALARM 
            
342
project).",
308
project).",
            
343
      "doi": "",
309
      "doi": "",
            
344
      "format": ".txt",
310
      "format": ".txt",
            
345
      "hash": "",
311
      "hash": "",
            
346
      "id": "f466af1e-3644-420d-8346-b6f0e9a42281",
312
      "id": "f466af1e-3644-420d-8346-b6f0e9a42281",
            
347
      "last_modified": null,
313
      "last_modified": null,
            
348
      "metadata_modified": "2023-01-19T11:12:08.222044",
314
      "metadata_modified": "2023-01-19T11:12:08.222044",
            
349
      "mimetype": null,
315
      "mimetype": null,
            
350
      "mimetype_inner": null,
316
      "mimetype_inner": null,
            
351
      "name": "Wild bee trait data",
317
      "name": "Wild bee trait data",
            
352
      "package_id": "89138c9e-5bf6-4ef5-b8d2-d73f20b8b6de",
318
      "package_id": "89138c9e-5bf6-4ef5-b8d2-d73f20b8b6de",
            
t
353
      "position": 6,
t
319
      "position": 5,
            
354
      "publication_state": "",
320
      "publication_state": "",
            
355
      "resource_size": "{\"size_value\": \"\", \"size_units\": 
321
      "resource_size": "{\"size_value\": \"\", \"size_units\": 
            
356
\"kb\"}",
322
\"kb\"}",
            
357
      "resource_type": null,
323
      "resource_type": null,
            
358
      "restricted": "{\"level\": \"same_organization\", 
324
      "restricted": "{\"level\": \"same_organization\", 
            
359
\"allowed_users\": \"marco_moretti-wsl_ch,joan_casanelles-wsl_ch\", 
325
\"allowed_users\": \"marco_moretti-wsl_ch,joan_casanelles-wsl_ch\", 
            
360
\"shared_secret\": \"\"}",
326
\"shared_secret\": \"\"}",
            
361
      "size": 48679,
327
      "size": 48679,
            
362
      "state": "active",
328
      "state": "active",
            
363
      "url": 
329
      "url": 
            
364
644-420d-8346-b6f0e9a42281/download/19012023_bee_traits_selected.txt",
330
644-420d-8346-b6f0e9a42281/download/19012023_bee_traits_selected.txt",
            
365
      "url_type": "upload"
331
      "url_type": "upload"
            
366
    }
332
    }
            
367
  ],
333
  ],
            
368
  "spatial": "{\"type\": \"Polygon\", \"coordinates\": [[[5.95587, 
334
  "spatial": "{\"type\": \"Polygon\", \"coordinates\": [[[5.95587, 
            
369
45.81802],[5.95587, 47.80838],[10.49203, 47.80838],[10.49203, 
335
45.81802],[5.95587, 47.80838],[10.49203, 47.80838],[10.49203, 
            
370
45.81802],[5.95587, 45.81802]]]}",
336
45.81802],[5.95587, 45.81802]]]}",
            
371
  "spatial_info": "Switzerland",
337
  "spatial_info": "Switzerland",
            
372
  "state": "active",
338
  "state": "active",
            
373
  "subtitle": "",
339
  "subtitle": "",
            
374
  "tags": [
340
  "tags": [
            
375
    {
341
    {
            
376
      "display_name": "ANTHOPHILA",
342
      "display_name": "ANTHOPHILA",
            
377
      "id": "9774bc2e-0836-43de-8dea-a8f3c78da3c2",
343
      "id": "9774bc2e-0836-43de-8dea-a8f3c78da3c2",
            
378
      "name": "ANTHOPHILA",
344
      "name": "ANTHOPHILA",
            
379
      "state": "active",
345
      "state": "active",
            
380
      "vocabulary_id": null
346
      "vocabulary_id": null
            
381
    },
347
    },
            
382
    {
348
    {
            
383
      "display_name": "BETA DIVERSITY",
349
      "display_name": "BETA DIVERSITY",
            
384
      "id": "15168e06-8330-41e8-b3b8-0e1c737ddda6",
350
      "id": "15168e06-8330-41e8-b3b8-0e1c737ddda6",
            
385
      "name": "BETA DIVERSITY",
351
      "name": "BETA DIVERSITY",
            
386
      "state": "active",
352
      "state": "active",
            
387
      "vocabulary_id": null
353
      "vocabulary_id": null
            
388
    },
354
    },
            
389
    {
355
    {
            
390
      "display_name": "BIODIVERSITY",
356
      "display_name": "BIODIVERSITY",
            
391
      "id": "cb53f136-b0e5-418c-a3d3-cda8d0945ec6",
357
      "id": "cb53f136-b0e5-418c-a3d3-cda8d0945ec6",
            
392
      "name": "BIODIVERSITY",
358
      "name": "BIODIVERSITY",
            
393
      "state": "active",
359
      "state": "active",
            
394
      "vocabulary_id": null
360
      "vocabulary_id": null
            
395
    },
361
    },
            
396
    {
362
    {
            
397
      "display_name": "CLIMATE",
363
      "display_name": "CLIMATE",
            
398
      "id": "5a33b7dc-dca1-42c3-8651-9d00b5428823",
364
      "id": "5a33b7dc-dca1-42c3-8651-9d00b5428823",
            
399
      "name": "CLIMATE",
365
      "name": "CLIMATE",
            
400
      "state": "active",
366
      "state": "active",
            
401
      "vocabulary_id": null
367
      "vocabulary_id": null
            
402
    },
368
    },
            
403
    {
369
    {
            
404
      "display_name": "COMMUNITY INDICES",
370
      "display_name": "COMMUNITY INDICES",
            
405
      "id": "abd3c25b-0982-4107-af35-c049ac5c71e8",
371
      "id": "abd3c25b-0982-4107-af35-c049ac5c71e8",
            
406
      "name": "COMMUNITY INDICES",
372
      "name": "COMMUNITY INDICES",
            
407
      "state": "active",
373
      "state": "active",
            
408
      "vocabulary_id": null
374
      "vocabulary_id": null
            
409
    },
375
    },
            
410
    {
376
    {
            
411
      "display_name": "ELEVATION GRADIENT",
377
      "display_name": "ELEVATION GRADIENT",
            
412
      "id": "524774af-0959-4e51-b883-68525533b687",
378
      "id": "524774af-0959-4e51-b883-68525533b687",
            
413
      "name": "ELEVATION GRADIENT",
379
      "name": "ELEVATION GRADIENT",
            
414
      "state": "active",
380
      "state": "active",
            
415
      "vocabulary_id": null
381
      "vocabulary_id": null
            
416
    },
382
    },
            
417
    {
383
    {
            
418
      "display_name": "FUNCTIONAL DIVERSITY",
384
      "display_name": "FUNCTIONAL DIVERSITY",
            
419
      "id": "72e50e64-9d5f-4526-ac99-5b55164c5cda",
385
      "id": "72e50e64-9d5f-4526-ac99-5b55164c5cda",
            
420
      "name": "FUNCTIONAL DIVERSITY",
386
      "name": "FUNCTIONAL DIVERSITY",
            
421
      "state": "active",
387
      "state": "active",
            
422
      "vocabulary_id": null
388
      "vocabulary_id": null
            
423
    },
389
    },
            
424
    {
390
    {
            
425
      "display_name": "HYMENOPTERA",
391
      "display_name": "HYMENOPTERA",
            
426
      "id": "f88973e9-635f-4efd-a532-479cef19306a",
392
      "id": "f88973e9-635f-4efd-a532-479cef19306a",
            
427
      "name": "HYMENOPTERA",
393
      "name": "HYMENOPTERA",
            
428
      "state": "active",
394
      "state": "active",
            
429
      "vocabulary_id": null
395
      "vocabulary_id": null
            
430
    },
396
    },
            
431
    {
397
    {
            
432
      "display_name": "PREDICTIVE MODELLING",
398
      "display_name": "PREDICTIVE MODELLING",
            
433
      "id": "4b5bd7c6-df82-4d07-821e-a05c12b28da5",
399
      "id": "4b5bd7c6-df82-4d07-821e-a05c12b28da5",
            
434
      "name": "PREDICTIVE MODELLING",
400
      "name": "PREDICTIVE MODELLING",
            
435
      "state": "active",
401
      "state": "active",
            
436
      "vocabulary_id": null
402
      "vocabulary_id": null
            
437
    },
403
    },
            
438
    {
404
    {
            
439
      "display_name": "PROTECTED AREAS",
405
      "display_name": "PROTECTED AREAS",
            
440
      "id": "230721b2-1ff5-410f-9bbf-fc3660d1022f",
406
      "id": "230721b2-1ff5-410f-9bbf-fc3660d1022f",
            
441
      "name": "PROTECTED AREAS",
407
      "name": "PROTECTED AREAS",
            
442
      "state": "active",
408
      "state": "active",
            
443
      "vocabulary_id": null
409
      "vocabulary_id": null
            
444
    },
410
    },
            
445
    {
411
    {
            
446
      "display_name": "RESOURCE AVAILABILITY",
412
      "display_name": "RESOURCE AVAILABILITY",
            
447
      "id": "e4d5854e-08f7-495b-aed0-452899ea7198",
413
      "id": "e4d5854e-08f7-495b-aed0-452899ea7198",
            
448
      "name": "RESOURCE AVAILABILITY",
414
      "name": "RESOURCE AVAILABILITY",
            
449
      "state": "active",
415
      "state": "active",
            
450
      "vocabulary_id": null
416
      "vocabulary_id": null
            
451
    },
417
    },
            
452
    {
418
    {
            
453
      "display_name": "SWITZERLAND",
419
      "display_name": "SWITZERLAND",
            
454
      "id": "97ac3564-bb88-46ad-9fe4-b7d606e0aa3a",
420
      "id": "97ac3564-bb88-46ad-9fe4-b7d606e0aa3a",
            
455
      "name": "SWITZERLAND",
421
      "name": "SWITZERLAND",
            
456
      "state": "active",
422
      "state": "active",
            
457
      "vocabulary_id": null
423
      "vocabulary_id": null
            
458
    },
424
    },
            
459
    {
425
    {
            
460
      "display_name": "URBANIZATION",
426
      "display_name": "URBANIZATION",
            
461
      "id": "80141c83-e3e9-43b5-9c76-abad1e74852c",
427
      "id": "80141c83-e3e9-43b5-9c76-abad1e74852c",
            
462
      "name": "URBANIZATION",
428
      "name": "URBANIZATION",
            
463
      "state": "active",
429
      "state": "active",
            
464
      "vocabulary_id": null
430
      "vocabulary_id": null
            
465
    },
431
    },
            
466
    {
432
    {
            
467
      "display_name": "WILD BEE",
433
      "display_name": "WILD BEE",
            
468
      "id": "10e8f4f5-57a9-4bdc-979d-2843508c4cca",
434
      "id": "10e8f4f5-57a9-4bdc-979d-2843508c4cca",
            
469
      "name": "WILD BEE",
435
      "name": "WILD BEE",
            
470
      "state": "active",
436
      "state": "active",
            
471
      "vocabulary_id": null
437
      "vocabulary_id": null
            
472
    }
438
    }
            
473
  ],
439
  ],
            
474
  "title": "Data on wild bee taxonomic and functional diversity in 
440
  "title": "Data on wild bee taxonomic and functional diversity in 
            
475
Switzerland",
441
Switzerland",
            
476
  "type": "dataset",
442
  "type": "dataset",
            
477
  "url": null,
443
  "url": null,
            
478
  "version": "1.0"
444
  "version": "1.0"
            
479
}
445
}