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{
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{
            
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  "author": "Christa Brelsford",
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  "author": "Christa Brelsford",
            
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  "author_email": "cbrelsford@lanl.gov",
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  "author_email": "cbrelsford@lanl.gov",
            
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  "creator_user_id": "b79b2b0a-dff8-4e9d-8cc6-abce9662ecfc",
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  "creator_user_id": "b79b2b0a-dff8-4e9d-8cc6-abce9662ecfc",
            
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  "groups": [
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  "groups": [
            
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    {
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    {
            
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      "description": "Core infrastructure for a reusable Knowledge 
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      "description": "Core infrastructure for a reusable Knowledge 
            
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Management Platform. Research and develop scalable decision support 
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Management Platform. Research and develop scalable decision support 
            
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and deep uncertainty cybertools. How: Collaborate with research team 
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and deep uncertainty cybertools. How: Collaborate with research team 
            
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to design and implement services that support data and model 
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to design and implement services that support data and model 
            
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management and extend CI and DSS approaches that will be sustained via 
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management and extend CI and DSS approaches that will be sustained via 
            
12
leveraged efforts with other initiatives, like TDIS, DOLCE, MINT, etc. 
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leveraged efforts with other initiatives, like TDIS, DOLCE, MINT, etc. 
            
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Research Focus (RF's) to develop advanced decision support tools that 
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Research Focus (RF's) to develop advanced decision support tools that 
            
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address: * RF1 - knowledge capture for sensed and unstructured 
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address: * RF1 - knowledge capture for sensed and unstructured 
            
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information,  * RF2 \u2013 develop reusable analytical methods that 
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information,  * RF2 \u2013 develop reusable analytical methods that 
            
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use natural language processing to computationally deconstruct problem 
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use natural language processing to computationally deconstruct problem 
            
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formulations and link data/models with decision problems. * RF3 \u2013 
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formulations and link data/models with decision problems. * RF3 \u2013 
            
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explore and design methods and utilities that support a standardized 
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explore and design methods and utilities that support a standardized 
            
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use of methods for decision making under deep uncertainty. 
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use of methods for decision making under deep uncertainty. 
            
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Implementation Science to support stakeholder community needs and act 
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Implementation Science to support stakeholder community needs and act 
            
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as a learning laboratory for Intelligent Systems and IFL 
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as a learning laboratory for Intelligent Systems and IFL 
            
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researchers\r\n\r\nPrinciple Funder: Planet Texas 2050",
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researchers\r\n\r\nPrinciple Funder: Planet Texas 2050",
            
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      "display_name": "Texas: Southeast Region",
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      "display_name": "Texas: Southeast Region",
            
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      "id": "fc1a600d-1f56-421b-9f8a-8deca201ff03",
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      "id": "fc1a600d-1f56-421b-9f8a-8deca201ff03",
            
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      "image_display_url": 
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      "image_display_url": 
            
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oup/2025-02-21-163737.483713Screenshot-2025-02-21-at-10.37.15-AM.png",
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oup/2025-02-21-163737.483713Screenshot-2025-02-21-at-10.37.15-AM.png",
            
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      "name": "setx",
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      "name": "setx",
            
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      "title": "Texas: Southeast Region"
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      "title": "Texas: Southeast Region"
            
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    }
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    }
            
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  ],
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  ],
            
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  "id": "9ad744ba-e259-47ce-a139-5bdff28bd4ff",
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  "id": "9ad744ba-e259-47ce-a139-5bdff28bd4ff",
            
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  "isopen": true,
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  "isopen": true,
            
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  "license_id": "cc-by-sa",
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  "license_id": "cc-by-sa",
            
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  "license_title": "Creative Commons Attribution Share-Alike",
34
  "license_title": "Creative Commons Attribution Share-Alike",
            
35
  "license_url": "http://www.opendefinition.org/licenses/cc-by-sa",
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  "license_url": "http://www.opendefinition.org/licenses/cc-by-sa",
            
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  "maintainer": "Christa Brelsford",
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  "maintainer": "Christa Brelsford",
            
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  "maintainer_email": "cbrelsford@lanl.gov",
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  "maintainer_email": "cbrelsford@lanl.gov",
            
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  "metadata_created": "2025-07-14T14:29:04.976540",
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  "metadata_created": "2025-07-14T14:29:04.976540",
            
n
39
  "metadata_modified": "2025-07-14T14:41:32.602151",
n
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  "metadata_modified": "2025-07-14T15:02:12.507382",
            
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  "name": "optimized-sensor-locations-flood-risk-southeast-texas",
40
  "name": "optimized-sensor-locations-flood-risk-southeast-texas",
            
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  "notes": "This GeoJSON dataset contains the optimized locations for 
41
  "notes": "This GeoJSON dataset contains the optimized locations for 
            
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additional flood sensors in Southeast Texas. These locations were 
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additional flood sensors in Southeast Texas. These locations were 
            
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selected using a multi-objective risk framework that balances three 
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selected using a multi-objective risk framework that balances three 
            
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components: flood hazard, population exposure, and socio-economic 
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components: flood hazard, population exposure, and socio-economic 
            
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vulnerability. The optimization process ensures proportional 
45
vulnerability. The optimization process ensures proportional 
            
46
representation across these dimensions and supports more equitable and 
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representation across these dimensions and supports more equitable and 
            
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effective flood monitoring infrastructure.\r\n\r\nEach feature 
47
effective flood monitoring infrastructure.\r\n\r\nEach feature 
            
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includes:\r\n\r\nRaw Hazard, Exposure, Vulnerability and risk 
48
includes:\r\n\r\nRaw Hazard, Exposure, Vulnerability and risk 
            
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scores\r\nOptimization priority (hazard, exposure, vulnerability, or 
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scores\r\nOptimization priority (hazard, exposure, vulnerability, or 
            
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risk)\r\n\r\nThis dataset supports regional planning, risk mitigation, 
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risk)\r\n\r\nThis dataset supports regional planning, risk mitigation, 
            
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and infrastructure design decisions.",
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and infrastructure design decisions.",
            
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  "num_resources": 1,
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  "num_resources": 1,
            
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  "num_tags": 11,
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  "num_tags": 11,
            
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  "organization": {
54
  "organization": {
            
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    "approval_status": "approved",
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    "approval_status": "approved",
            
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    "created": "2024-12-13T20:42:01.291625",
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    "created": "2024-12-13T20:42:01.291625",
            
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    "description": "Southeast Texas Urban Integrated Field Lab 
57
    "description": "Southeast Texas Urban Integrated Field Lab 
            
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(SETx-UIFL) is a DOE-funded Urban Integrated Field Laboratory studying 
58
(SETx-UIFL) is a DOE-funded Urban Integrated Field Laboratory studying 
            
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the Beaumont-Port Arthur area. The project focuses on Gulf Coast 
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the Beaumont-Port Arthur area. The project focuses on Gulf Coast 
            
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communities with industrial facilities and population change 
60
communities with industrial facilities and population change 
            
61
challenges.",
61
challenges.",
            
62
    "id": "cddf0a8a-2c5b-4523-91c5-b8f167e6a21d",
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    "id": "cddf0a8a-2c5b-4523-91c5-b8f167e6a21d",
            
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    "image_url": 
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    "image_url": 
            
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"2025-01-01-201749.119847SETx-URBAN-IFL-Logo-Full-Color-Final.jpg",
64
"2025-01-01-201749.119847SETx-URBAN-IFL-Logo-Full-Color-Final.jpg",
            
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    "is_organization": true,
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    "is_organization": true,
            
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    "name": "setx-uifl",
66
    "name": "setx-uifl",
            
67
    "state": "active",
67
    "state": "active",
            
68
    "title": "Southeast Texas Urban Integrated Field Lab",
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    "title": "Southeast Texas Urban Integrated Field Lab",
            
69
    "type": "organization"
69
    "type": "organization"
            
70
  },
70
  },
            
71
  "owner_org": "cddf0a8a-2c5b-4523-91c5-b8f167e6a21d",
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  "owner_org": "cddf0a8a-2c5b-4523-91c5-b8f167e6a21d",
            
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  "private": false,
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  "private": false,
            
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  "relationships_as_object": [],
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  "relationships_as_object": [],
            
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  "relationships_as_subject": [],
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  "relationships_as_subject": [],
            
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  "resources": [
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  "resources": [
            
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    {
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    {
            
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      "cache_last_updated": null,
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      "cache_last_updated": null,
            
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      "cache_url": null,
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      "cache_url": null,
            
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      "created": "2025-07-14T14:39:57.749378",
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      "created": "2025-07-14T14:39:57.749378",
            
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      "description": "",
80
      "description": "",
            
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      "format": "GeoJSON",
81
      "format": "GeoJSON",
            
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      "hash": "",
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      "hash": "",
            
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      "id": "0972fb94-3f3d-46a3-9b8b-246fbf7b8067",
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      "id": "0972fb94-3f3d-46a3-9b8b-246fbf7b8067",
            
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      "last_modified": null,
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      "last_modified": null,
            
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      "metadata_modified": "2025-07-14T14:39:57.731501",
85
      "metadata_modified": "2025-07-14T14:39:57.731501",
            
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      "mimetype": "application/json",
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      "mimetype": "application/json",
            
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      "mimetype_inner": null,
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      "mimetype_inner": null,
            
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      "mint_standard_variables": "",
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      "mint_standard_variables": "",
            
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      "name": "Water Sensor Risk Optimization",
89
      "name": "Water Sensor Risk Optimization",
            
90
      "package_id": "9ad744ba-e259-47ce-a139-5bdff28bd4ff",
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      "package_id": "9ad744ba-e259-47ce-a139-5bdff28bd4ff",
            
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      "position": 0,
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      "position": 0,
            
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      "resource_type": null,
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      "resource_type": null,
            
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      "size": null,
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      "size": null,
            
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      "state": "active",
94
      "state": "active",
            
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      "url": 
95
      "url": 
            
96
acc.utexas.edu/setxuifl/flood-sensor-optimization/water_risk.geojson",
96
acc.utexas.edu/setxuifl/flood-sensor-optimization/water_risk.geojson",
            
97
      "url_type": ""
97
      "url_type": ""
            
98
    }
98
    }
            
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  ],
99
  ],
            
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  "spatial": 
100
  "spatial": 
            
101
28126,29.632524853811297],[-94.48516845703126,29.632524853811297]]]}",
101
28126,29.632524853811297],[-94.48516845703126,29.632524853811297]]]}",
            
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  "state": "active",
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  "state": "active",
            
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  "tags": [
103
  "tags": [
            
104
    {
104
    {
            
105
      "display_name": "Environmental Data",
105
      "display_name": "Environmental Data",
            
106
      "id": "92f526cf-6f38-438e-bee4-00d1b2485766",
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      "id": "92f526cf-6f38-438e-bee4-00d1b2485766",
            
107
      "name": "Environmental Data",
107
      "name": "Environmental Data",
            
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      "state": "active",
108
      "state": "active",
            
109
      "vocabulary_id": null
109
      "vocabulary_id": null
            
110
    },
110
    },
            
111
    {
111
    {
            
112
      "display_name": "Flood Hazard",
112
      "display_name": "Flood Hazard",
            
113
      "id": "17751723-c39f-49a4-91a7-2342486052d5",
113
      "id": "17751723-c39f-49a4-91a7-2342486052d5",
            
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      "name": "Flood Hazard",
114
      "name": "Flood Hazard",
            
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      "state": "active",
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      "state": "active",
            
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      "vocabulary_id": null
116
      "vocabulary_id": null
            
117
    },
117
    },
            
118
    {
118
    {
            
119
      "display_name": "Flood Sensors",
119
      "display_name": "Flood Sensors",
            
120
      "id": "5c28f469-482a-4fe9-98c5-d2fc65f6e96b",
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      "id": "5c28f469-482a-4fe9-98c5-d2fc65f6e96b",
            
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      "name": "Flood Sensors",
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      "name": "Flood Sensors",
            
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      "state": "active",
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      "state": "active",
            
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      "vocabulary_id": null
123
      "vocabulary_id": null
            
124
    },
124
    },
            
125
    {
125
    {
            
126
      "display_name": "South East Texas",
126
      "display_name": "South East Texas",
            
127
      "id": "9e35d08d-b580-4bcf-8879-a1bc12d3b366",
127
      "id": "9e35d08d-b580-4bcf-8879-a1bc12d3b366",
            
128
      "name": "South East Texas",
128
      "name": "South East Texas",
            
129
      "state": "active",
129
      "state": "active",
            
130
      "vocabulary_id": null
130
      "vocabulary_id": null
            
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    },
131
    },
            
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    {
132
    {
            
133
      "display_name": "exposure",
133
      "display_name": "exposure",
            
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      "id": "7f31eb8f-3e86-4f01-b5c9-456e8ff4347b",
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      "id": "7f31eb8f-3e86-4f01-b5c9-456e8ff4347b",
            
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      "name": "exposure",
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      "name": "exposure",
            
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      "state": "active",
136
      "state": "active",
            
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      "vocabulary_id": null
137
      "vocabulary_id": null
            
138
    },
138
    },
            
139
    {
139
    {
            
140
      "display_name": "flood-risk",
140
      "display_name": "flood-risk",
            
141
      "id": "2ee31ba5-f726-4f77-8f25-ab6b5f2cba38",
141
      "id": "2ee31ba5-f726-4f77-8f25-ab6b5f2cba38",
            
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      "name": "flood-risk",
142
      "name": "flood-risk",
            
143
      "state": "active",
143
      "state": "active",
            
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      "vocabulary_id": null
144
      "vocabulary_id": null
            
145
    },
145
    },
            
146
    {
146
    {
            
147
      "display_name": "hazard analysis",
147
      "display_name": "hazard analysis",
            
148
      "id": "cfedebb5-254f-4509-8152-1ec06e02619d",
148
      "id": "cfedebb5-254f-4509-8152-1ec06e02619d",
            
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      "name": "hazard analysis",
149
      "name": "hazard analysis",
            
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      "state": "active",
150
      "state": "active",
            
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      "vocabulary_id": null
151
      "vocabulary_id": null
            
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    },
152
    },
            
153
    {
153
    {
            
154
      "display_name": "optimization",
154
      "display_name": "optimization",
            
155
      "id": "3cb2f6c6-a3c2-449e-9526-3bd4fd68451d",
155
      "id": "3cb2f6c6-a3c2-449e-9526-3bd4fd68451d",
            
156
      "name": "optimization",
156
      "name": "optimization",
            
157
      "state": "active",
157
      "state": "active",
            
158
      "vocabulary_id": null
158
      "vocabulary_id": null
            
159
    },
159
    },
            
160
    {
160
    {
            
161
      "display_name": "socio-economic Data",
161
      "display_name": "socio-economic Data",
            
162
      "id": "b9d57e0e-fa7a-45a3-85fc-b839e13f7654",
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      "id": "b9d57e0e-fa7a-45a3-85fc-b839e13f7654",
            
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      "name": "socio-economic Data",
163
      "name": "socio-economic Data",
            
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      "state": "active",
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      "state": "active",
            
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      "vocabulary_id": null
165
      "vocabulary_id": null
            
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    },
166
    },
            
167
    {
167
    {
            
168
      "display_name": "urban planning",
168
      "display_name": "urban planning",
            
169
      "id": "3f631ec7-955e-4783-a375-4c0432b9cb89",
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      "id": "3f631ec7-955e-4783-a375-4c0432b9cb89",
            
170
      "name": "urban planning",
170
      "name": "urban planning",
            
171
      "state": "active",
171
      "state": "active",
            
172
      "vocabulary_id": null
172
      "vocabulary_id": null
            
173
    },
173
    },
            
174
    {
174
    {
            
175
      "display_name": "vulnerability",
175
      "display_name": "vulnerability",
            
176
      "id": "83eb94cd-4543-48fa-a33e-aa1fb8797d50",
176
      "id": "83eb94cd-4543-48fa-a33e-aa1fb8797d50",
            
177
      "name": "vulnerability",
177
      "name": "vulnerability",
            
178
      "state": "active",
178
      "state": "active",
            
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      "vocabulary_id": null
179
      "vocabulary_id": null
            
180
    }
180
    }
            
181
  ],
181
  ],
            
t
t
182
  "temporal_coverage_end": "2016-12-31",
            
183
  "temporal_coverage_start": "2010-01-01",
            
182
  "title": "Optimized Sensor Locations for Flood Risk Monitoring in 
184
  "title": "Optimized Sensor Locations for Flood Risk Monitoring in 
            
183
Southeast Texas Based on Risk Equity Framework",
185
Southeast Texas Based on Risk Equity Framework",
            
184
  "type": "dataset",
186
  "type": "dataset",
            
185
  "url": "",
187
  "url": "",
            
186
  "version": "1.0"
188
  "version": "1.0"
            
187
}
189
}