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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 
            
21
as a learning laboratory for Intelligent Systems and IFL 
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as a learning laboratory for Intelligent Systems and IFL 
            
22
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,
            
33
  "license_id": "cc-by-sa",
33
  "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",
35
  "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",
37
  "maintainer_email": "cbrelsford@lanl.gov",
            
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  "metadata_created": "2025-07-14T14:29:04.976540",
38
  "metadata_created": "2025-07-14T14:29:04.976540",
            
n
39
  "metadata_modified": "2025-07-14T15:02:12.507382",
n
39
  "metadata_modified": "2025-07-14T16:33:21.952583",
            
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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 
43
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 
46
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.",
            
n
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  "num_resources": 1,
n
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  "num_resources": 2,
            
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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",
55
    "approval_status": "approved",
            
56
    "created": "2024-12-13T20:42:01.291625",
56
    "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 
59
the Beaumont-Port Arthur area. The project focuses on Gulf Coast 
            
60
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": 
63
    "image_url": 
            
64
"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",
            
65
    "is_organization": true,
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    "is_organization": true,
            
66
    "name": "setx-uifl",
66
    "name": "setx-uifl",
            
67
    "state": "active",
67
    "state": "active",
            
68
    "title": "Southeast Texas Urban Integrated Field Lab",
68
    "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": "",
            
81
      "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",
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      "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": "",
88
      "mint_standard_variables": "",
            
89
      "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",
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      "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": ""
            
t
t
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    },
            
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    {
            
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      "cache_last_updated": null,
            
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      "cache_url": null,
            
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      "created": "2025-07-14T16:33:21.978679",
            
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      "description": "",
            
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      "format": "HTML",
            
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      "hash": "",
            
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      "id": "11731bb7-76c0-495b-a487-47deb24fd73b",
            
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      "last_modified": null,
            
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      "metadata_modified": "2025-07-14T16:33:21.958613",
            
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      "mimetype": null,
            
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      "mimetype_inner": null,
            
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      "mint_standard_variables": "",
            
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      "name": "Flood Sensor Optimization Map",
            
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      "package_id": "9ad744ba-e259-47ce-a139-5bdff28bd4ff",
            
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      "position": 1,
            
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      "resource_type": null,
            
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      "size": null,
            
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      "state": "active",
            
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      "url": 
            
119
tps://web.corral.tacc.utexas.edu/setxuifl/flood-sensor-optimization/",
            
120
      "url_type": null
            
98
    }
121
    }
            
99
  ],
122
  ],
            
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  "spatial": 
123
  "spatial": 
            
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28126,29.632524853811297],[-94.48516845703126,29.632524853811297]]]}",
124
28126,29.632524853811297],[-94.48516845703126,29.632524853811297]]]}",
            
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  "state": "active",
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  "state": "active",
            
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  "tags": [
126
  "tags": [
            
104
    {
127
    {
            
105
      "display_name": "Environmental Data",
128
      "display_name": "Environmental Data",
            
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      "id": "92f526cf-6f38-438e-bee4-00d1b2485766",
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      "id": "92f526cf-6f38-438e-bee4-00d1b2485766",
            
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      "name": "Environmental Data",
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      "name": "Environmental Data",
            
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      "state": "active",
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      "state": "active",
            
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      "vocabulary_id": null
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      "vocabulary_id": null
            
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    },
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    },
            
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    {
134
    {
            
112
      "display_name": "Flood Hazard",
135
      "display_name": "Flood Hazard",
            
113
      "id": "17751723-c39f-49a4-91a7-2342486052d5",
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      "id": "17751723-c39f-49a4-91a7-2342486052d5",
            
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      "name": "Flood Hazard",
137
      "name": "Flood Hazard",
            
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      "state": "active",
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      "state": "active",
            
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      "vocabulary_id": null
139
      "vocabulary_id": null
            
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    },
140
    },
            
118
    {
141
    {
            
119
      "display_name": "Flood Sensors",
142
      "display_name": "Flood Sensors",
            
120
      "id": "5c28f469-482a-4fe9-98c5-d2fc65f6e96b",
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      "id": "5c28f469-482a-4fe9-98c5-d2fc65f6e96b",
            
121
      "name": "Flood Sensors",
144
      "name": "Flood Sensors",
            
122
      "state": "active",
145
      "state": "active",
            
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      "vocabulary_id": null
146
      "vocabulary_id": null
            
124
    },
147
    },
            
125
    {
148
    {
            
126
      "display_name": "South East Texas",
149
      "display_name": "South East Texas",
            
127
      "id": "9e35d08d-b580-4bcf-8879-a1bc12d3b366",
150
      "id": "9e35d08d-b580-4bcf-8879-a1bc12d3b366",
            
128
      "name": "South East Texas",
151
      "name": "South East Texas",
            
129
      "state": "active",
152
      "state": "active",
            
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      "vocabulary_id": null
153
      "vocabulary_id": null
            
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    },
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    },
            
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    {
155
    {
            
133
      "display_name": "exposure",
156
      "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",
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      "state": "active",
            
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      "vocabulary_id": null
160
      "vocabulary_id": null
            
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    },
161
    },
            
139
    {
162
    {
            
140
      "display_name": "flood-risk",
163
      "display_name": "flood-risk",
            
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      "id": "2ee31ba5-f726-4f77-8f25-ab6b5f2cba38",
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      "id": "2ee31ba5-f726-4f77-8f25-ab6b5f2cba38",
            
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      "name": "flood-risk",
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      "name": "flood-risk",
            
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      "state": "active",
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      "state": "active",
            
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      "vocabulary_id": null
167
      "vocabulary_id": null
            
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    },
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    },
            
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    {
169
    {
            
147
      "display_name": "hazard analysis",
170
      "display_name": "hazard analysis",
            
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      "id": "cfedebb5-254f-4509-8152-1ec06e02619d",
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      "id": "cfedebb5-254f-4509-8152-1ec06e02619d",
            
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      "name": "hazard analysis",
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      "name": "hazard analysis",
            
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      "state": "active",
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      "state": "active",
            
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      "vocabulary_id": null
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      "vocabulary_id": null
            
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    },
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    },
            
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    {
176
    {
            
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      "display_name": "optimization",
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      "display_name": "optimization",
            
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      "id": "3cb2f6c6-a3c2-449e-9526-3bd4fd68451d",
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      "id": "3cb2f6c6-a3c2-449e-9526-3bd4fd68451d",
            
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      "name": "optimization",
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      "name": "optimization",
            
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      "state": "active",
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      "state": "active",
            
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      "vocabulary_id": null
181
      "vocabulary_id": null
            
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    },
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    },
            
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    {
183
    {
            
161
      "display_name": "socio-economic Data",
184
      "display_name": "socio-economic Data",
            
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      "id": "b9d57e0e-fa7a-45a3-85fc-b839e13f7654",
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      "id": "b9d57e0e-fa7a-45a3-85fc-b839e13f7654",
            
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      "name": "socio-economic Data",
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      "name": "socio-economic Data",
            
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      "state": "active",
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      "state": "active",
            
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      "vocabulary_id": null
188
      "vocabulary_id": null
            
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    },
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    },
            
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    {
190
    {
            
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      "display_name": "urban planning",
191
      "display_name": "urban planning",
            
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      "id": "3f631ec7-955e-4783-a375-4c0432b9cb89",
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      "id": "3f631ec7-955e-4783-a375-4c0432b9cb89",
            
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      "name": "urban planning",
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      "name": "urban planning",
            
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      "state": "active",
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      "state": "active",
            
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      "vocabulary_id": null
195
      "vocabulary_id": null
            
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    },
196
    },
            
174
    {
197
    {
            
175
      "display_name": "vulnerability",
198
      "display_name": "vulnerability",
            
176
      "id": "83eb94cd-4543-48fa-a33e-aa1fb8797d50",
199
      "id": "83eb94cd-4543-48fa-a33e-aa1fb8797d50",
            
177
      "name": "vulnerability",
200
      "name": "vulnerability",
            
178
      "state": "active",
201
      "state": "active",
            
179
      "vocabulary_id": null
202
      "vocabulary_id": null
            
180
    }
203
    }
            
181
  ],
204
  ],
            
182
  "temporal_coverage_end": "2016-12-31",
205
  "temporal_coverage_end": "2016-12-31",
            
183
  "temporal_coverage_start": "2010-01-01",
206
  "temporal_coverage_start": "2010-01-01",
            
184
  "title": "Optimized Sensor Locations for Flood Risk Monitoring in 
207
  "title": "Optimized Sensor Locations for Flood Risk Monitoring in 
            
185
Southeast Texas Based on Risk Equity Framework",
208
Southeast Texas Based on Risk Equity Framework",
            
186
  "type": "dataset",
209
  "type": "dataset",
            
187
  "url": "",
210
  "url": "",
            
188
  "version": "1.0"
211
  "version": "1.0"
            
189
}
212
}