{
  "status": "ECHONAX_NETWORK_RELATIONSHIP_GRAPH_V1",
  "generated_utc": "2026-06-07T01:24:26.595060+00:00",
  "nodes": [
    {
      "id": "signal-ai-data-center-electricity-demand",
      "type": "signal",
      "label": "Data center electricity demand is becoming an AI infrastructure signal"
    },
    {
      "id": "signal-housing-affordability-stress",
      "type": "signal",
      "label": "Housing affordability remains a pressure signal"
    },
    {
      "id": "signal-population-growth-outer-edges",
      "type": "signal",
      "label": "Population growth is shifting farther from major city centers"
    },
    {
      "id": "signal-large-counties-domestic-migration-loss",
      "type": "signal",
      "label": "Large counties are losing domestic migration share"
    },
    {
      "id": "signal-energy-grid-pressure-from-digital-growth",
      "type": "signal",
      "label": "Electricity systems are becoming central to digital growth"
    },
    {
      "id": "signal-data-center-growth-outpaces-grid-planning",
      "type": "signal",
      "label": "Data center growth is outpacing traditional grid planning"
    },
    {
      "id": "signal-us-data-centers-drive-electricity-growth",
      "type": "signal",
      "label": "U.S. data centers are becoming a major electricity growth driver"
    },
    {
      "id": "signal-housing-affordability-index-remains-fragile",
      "type": "signal",
      "label": "Housing affordability remains fragile even when improving"
    },
    {
      "id": "signal-domestic-migration-redistributes-population",
      "type": "signal",
      "label": "Domestic migration is redistributing population away from the largest counties"
    },
    {
      "id": "signal-midwest-domestic-migration-recovery",
      "type": "signal",
      "label": "Parts of the Midwest are showing domestic migration recovery"
    },
    {
      "id": "signal-electricity-data-becomes-economic-intelligence",
      "type": "signal",
      "label": "Electricity demand is becoming economic intelligence"
    },
    {
      "id": "signal-labor-market-data-needed-for-ai-impact",
      "type": "signal",
      "label": "Labor projections are becoming necessary for reading AI impact"
    },
    {
      "id": "signal-healthcare-workforce-remains-system-pressure",
      "type": "signal",
      "label": "Healthcare workforce demand remains a long-term system pressure"
    },
    {
      "id": "signal-ai-energy-regulation-emerging",
      "type": "signal",
      "label": "AI energy regulation is emerging as a policy signal"
    },
    {
      "id": "signal-water-use-becomes-data-center-constraint",
      "type": "signal",
      "label": "Water use is becoming a data-center constraint"
    },
    {
      "id": "signal-transmission-buildout-becomes-growth-bottleneck",
      "type": "signal",
      "label": "Transmission buildout is becoming a growth bottleneck"
    },
    {
      "id": "signal-ai-compute-clusters-shape-local-development",
      "type": "signal",
      "label": "AI compute clusters are shaping local development"
    },
    {
      "id": "signal-mortgage-rate-sensitivity-controls-housing-demand",
      "type": "signal",
      "label": "Mortgage-rate sensitivity continues to control housing demand"
    },
    {
      "id": "signal-migration-becomes-housing-demand-engine",
      "type": "signal",
      "label": "Migration is becoming a housing-demand engine"
    },
    {
      "id": "signal-smaller-metros-compete-for-growth",
      "type": "signal",
      "label": "Smaller metros are competing for growth"
    },
    {
      "id": "signal-healthcare-access-links-to-local-labor",
      "type": "signal",
      "label": "Healthcare access is increasingly tied to local labor capacity"
    },
    {
      "id": "signal-education-pipelines-become-workforce-infrastructure",
      "type": "signal",
      "label": "Education pipelines are becoming workforce infrastructure"
    },
    {
      "id": "signal-finance-conditions-reshape-local-decisions",
      "type": "signal",
      "label": "Finance conditions are reshaping local decisions"
    },
    {
      "id": "signal-travel-demand-reflects-city-attractiveness",
      "type": "signal",
      "label": "Travel demand reflects city attractiveness"
    },
    {
      "id": "signal-infrastructure-pressure-becomes-cross-system-signal",
      "type": "signal",
      "label": "Infrastructure pressure is becoming a cross-system signal"
    },
    {
      "id": "signal-ai-job-redesign-reaches-middle-skill-work",
      "type": "signal",
      "label": "AI job redesign is reaching middle-skill work"
    },
    {
      "id": "signal-local-permitting-becomes-housing-supply-lever",
      "type": "signal",
      "label": "Local permitting is becoming a housing-supply lever"
    },
    {
      "id": "signal-grid-connection-queues-delay-energy-transition",
      "type": "signal",
      "label": "Grid connection queues are delaying the energy transition"
    },
    {
      "id": "signal-aging-population-reshapes-local-healthcare-demand",
      "type": "signal",
      "label": "Aging populations are reshaping local healthcare demand"
    },
    {
      "id": "signal-insurance-costs-become-housing-affordability-factor",
      "type": "signal",
      "label": "Insurance costs are becoming a housing affordability factor"
    },
    {
      "id": "signal-water-stress-enters-growth-planning",
      "type": "signal",
      "label": "Water stress is entering growth planning"
    },
    {
      "id": "signal-childcare-access-affects-labor-participation",
      "type": "signal",
      "label": "Childcare access affects labor participation"
    },
    {
      "id": "signal-public-transit-reliability-shapes-city-productivity",
      "type": "signal",
      "label": "Public transit reliability shapes city productivity"
    },
    {
      "id": "signal-school-quality-links-to-housing-demand",
      "type": "signal",
      "label": "School quality remains linked to housing demand"
    },
    {
      "id": "signal-local-tax-base-depends-on-growth-mix",
      "type": "signal",
      "label": "Local tax bases depend on the growth mix"
    },
    {
      "id": "signal-ai-chip-supply-chain-becomes-strategic-infrastructure",
      "type": "signal",
      "label": "AI chip supply chains are becoming strategic infrastructure"
    },
    {
      "id": "signal-warehouse-automation-reshapes-logistics-work",
      "type": "signal",
      "label": "Warehouse automation is reshaping logistics work"
    },
    {
      "id": "signal-climate-insurance-exits-change-housing-risk",
      "type": "signal",
      "label": "Climate insurance exits are changing housing risk"
    },
    {
      "id": "signal-office-to-housing-conversions-become-city-adaptation-tool",
      "type": "signal",
      "label": "Office-to-housing conversions are becoming a city adaptation tool"
    },
    {
      "id": "signal-industrial-policy-reshapes-regional-growth",
      "type": "signal",
      "label": "Industrial policy is reshaping regional growth"
    },
    {
      "id": "signal-battery-storage-becomes-grid-flexibility-signal",
      "type": "signal",
      "label": "Battery storage is becoming a grid flexibility signal"
    },
    {
      "id": "signal-remote-work-reshapes-household-location-choices",
      "type": "signal",
      "label": "Remote work is still reshaping household location choices"
    },
    {
      "id": "signal-community-colleges-become-regional-workforce-engines",
      "type": "signal",
      "label": "Community colleges are becoming regional workforce engines"
    },
    {
      "id": "signal-food-supply-resilience-enters-city-planning",
      "type": "signal",
      "label": "Food supply resilience is entering city planning"
    },
    {
      "id": "signal-childcare-costs-shape-family-location-decisions",
      "type": "signal",
      "label": "Childcare costs are shaping family location decisions"
    },
    {
      "id": "signal-eldercare-demand-becomes-local-infrastructure-pressure",
      "type": "signal",
      "label": "Eldercare demand is becoming local infrastructure pressure"
    },
    {
      "id": "signal-extreme-heat-changes-city-productivity",
      "type": "signal",
      "label": "Extreme heat is changing city productivity"
    },
    {
      "id": "signal-port-capacity-reflects-global-trade-pressure",
      "type": "signal",
      "label": "Port capacity reflects global trade pressure"
    },
    {
      "id": "signal-public-safety-costs-affect-city-budgets",
      "type": "signal",
      "label": "Public safety costs are affecting city budgets"
    },
    {
      "id": "signal-hospital-closures-reveal-regional-healthcare-fragility",
      "type": "signal",
      "label": "Hospital closures reveal regional healthcare fragility"
    },
    {
      "id": "signal-water-infrastructure-aging-becomes-local-risk",
      "type": "signal",
      "label": "Aging water infrastructure is becoming a local risk signal"
    },
    {
      "id": "signal-grid-congestion-slows-clean-energy-growth",
      "type": "signal",
      "label": "Grid congestion is slowing clean energy growth"
    },
    {
      "id": "signal-skilled-trade-shortages-constrain-building-capacity",
      "type": "signal",
      "label": "Skilled trade shortages are constraining building capacity"
    },
    {
      "id": "signal-housing-permit-bottlenecks-shape-affordability",
      "type": "signal",
      "label": "Housing permit bottlenecks are shaping affordability"
    },
    {
      "id": "signal-population-aging-reshapes-local-service-demand",
      "type": "signal",
      "label": "Population aging is reshaping local service demand"
    },
    {
      "id": "signal-ev-charging-deployment-reveals-infrastructure-readiness",
      "type": "signal",
      "label": "EV charging deployment reveals infrastructure readiness"
    },
    {
      "id": "signal-freight-rail-capacity-affects-regional-supply-chains",
      "type": "signal",
      "label": "Freight rail capacity affects regional supply chains"
    },
    {
      "id": "signal-municipal-debt-pressure-changes-city-investment",
      "type": "signal",
      "label": "Municipal debt pressure is changing city investment choices"
    },
    {
      "id": "signal-domestic-manufacturing-reshoring-changes-regional-jobs",
      "type": "signal",
      "label": "Domestic manufacturing reshoring is changing regional jobs"
    },
    {
      "id": "signal-air-quality-burden-remains-health-and-housing-factor",
      "type": "signal",
      "label": "Air quality burden remains a health and housing factor"
    },
    {
      "id": "signal-regional-physician-shortages-reveal-healthcare-access-gaps",
      "type": "signal",
      "label": "Regional physician shortages reveal healthcare access gaps"
    },
    {
      "id": "signal-cybersecurity-labor-demand-rises-with-digital-infrastructure",
      "type": "signal",
      "label": "Cybersecurity labor demand is rising with digital infrastructure"
    },
    {
      "id": "signal-transit-ridership-recovery-shapes-downtown-futures",
      "type": "signal",
      "label": "Transit ridership recovery is shaping downtown futures"
    },
    {
      "id": "signal-flood-mitigation-investment-becomes-housing-market-signal",
      "type": "signal",
      "label": "Flood mitigation investment is becoming a housing market signal"
    },
    {
      "id": "signal-school-enrollment-decline-reveals-demographic-change",
      "type": "signal",
      "label": "School enrollment decline reveals demographic change"
    },
    {
      "id": "signal-ai-power-demand-acceleration",
      "type": "signal",
      "label": "AI power demand acceleration"
    },
    {
      "id": "signal-housing-insurance-pressure",
      "type": "signal",
      "label": "Housing insurance pressure"
    },
    {
      "id": "signal-grid-capacity-bottlenecks",
      "type": "signal",
      "label": "Grid capacity bottlenecks"
    },
    {
      "id": "signal-regional-healthcare-access-gaps",
      "type": "signal",
      "label": "Regional healthcare access gaps"
    },
    {
      "id": "signal-industrial-reshoring-clusters",
      "type": "signal",
      "label": "Industrial reshoring clusters"
    },
    {
      "id": "signal-water-stress-is-becoming-a-regional-growth-constraint",
      "type": "signal",
      "label": "Water stress is becoming a regional growth constraint"
    },
    {
      "id": "signal-electricity-interconnection-queues-are-delaying-infrastructure-growth",
      "type": "signal",
      "label": "Electricity interconnection queues are delaying infrastructure growth"
    },
    {
      "id": "signal-local-tax-bases-are-becoming-a-city-resilience-signal",
      "type": "signal",
      "label": "Local tax bases are becoming a city resilience signal"
    },
    {
      "id": "signal-workforce-shortages-are-becoming-infrastructure-constraints",
      "type": "signal",
      "label": "Workforce shortages are becoming infrastructure constraints"
    },
    {
      "id": "signal-heat-exposure-is-becoming-a-household-location-factor",
      "type": "signal",
      "label": "Heat exposure is becoming a household location factor"
    },
    {
      "id": "signal-data-center-demand-is-changing-local-electricity-planning",
      "type": "signal",
      "label": "Data center demand is changing local electricity planning"
    },
    {
      "id": "signal-insurance-costs-are-changing-housing-market-behavior",
      "type": "signal",
      "label": "Insurance costs are changing housing market behavior"
    },
    {
      "id": "signal-local-workforce-shortages-are-slowing-infrastructure-delivery",
      "type": "signal",
      "label": "Local workforce shortages are slowing infrastructure delivery"
    },
    {
      "id": "signal-fred-economic-data-is-approved-for-living-world-acquisition",
      "type": "signal",
      "label": "FRED Economic Data is approved for living world acquisition"
    },
    {
      "id": "signal-u-s-census-data-is-approved-for-living-world-acquisition",
      "type": "signal",
      "label": "U.S. Census Data is approved for living world acquisition"
    },
    {
      "id": "signal-u-s-energy-information-administration-is-approved-for-living-world-acquisition",
      "type": "signal",
      "label": "U.S. Energy Information Administration is approved for living world acquisition"
    },
    {
      "id": "signal-bureau-of-labor-statistics-is-approved-for-living-world-acquisition",
      "type": "signal",
      "label": "Bureau of Labor Statistics is approved for living world acquisition"
    },
    {
      "id": "signal-nih-research-and-health-information-is-approved-for-living-world-acquisition",
      "type": "signal",
      "label": "NIH Research and Health Information is approved for living world acquisition"
    },
    {
      "id": "signal-arxiv-ai-research-is-approved-for-living-world-acquisition",
      "type": "signal",
      "label": "arXiv AI Research is approved for living world acquisition"
    },
    {
      "id": "signal-federal-register-is-approved-for-living-world-acquisition",
      "type": "signal",
      "label": "Federal Register is approved for living world acquisition"
    },
    {
      "id": "signal-noaa-climate-and-weather-data-is-approved-for-living-world-acquisition",
      "type": "signal",
      "label": "NOAA Climate and Weather Data is approved for living world acquisition"
    },
    {
      "id": "question-ai-energy-demand",
      "type": "question",
      "label": "What happens when AI growth becomes an electricity planning problem?"
    },
    {
      "id": "question-housing-affordability-system",
      "type": "question",
      "label": "Which forces are keeping housing affordability under pressure?"
    },
    {
      "id": "question-city-edge-growth",
      "type": "question",
      "label": "What does population growth farther from city centers reveal about future cities?"
    },
    {
      "id": "question-migration-county-shifts",
      "type": "question",
      "label": "Why are large counties losing domestic migration while smaller counties gain?"
    },
    {
      "id": "question-grid-digital-growth",
      "type": "question",
      "label": "How does grid capacity shape the future of AI, cities, and industry?"
    },
    {
      "id": "question-data-center-grid-planning",
      "type": "question",
      "label": "Can grid planning keep up with data center growth?"
    },
    {
      "id": "question-us-electricity-growth-ai",
      "type": "question",
      "label": "How much of future U.S. electricity growth will be shaped by AI infrastructure?"
    },
    {
      "id": "question-housing-fragile-affordability",
      "type": "question",
      "label": "Why does housing affordability remain fragile even when the index improves?"
    },
    {
      "id": "question-domestic-migration-redistribution",
      "type": "question",
      "label": "What happens when population growth shifts away from the largest counties?"
    },
    {
      "id": "question-midwest-migration-recovery",
      "type": "question",
      "label": "Are parts of the Midwest becoming more competitive for domestic migration?"
    },
    {
      "id": "question-electricity-as-economic-signal",
      "type": "question",
      "label": "What can electricity demand reveal about economic change?"
    },
    {
      "id": "question-ai-labor-baseline",
      "type": "question",
      "label": "Which labor baselines are needed to measure AI impact?"
    },
    {
      "id": "question-healthcare-workforce-pressure",
      "type": "question",
      "label": "How does healthcare workforce pressure shape local economies?"
    },
    {
      "id": "question-ai-energy-policy",
      "type": "question",
      "label": "When does AI infrastructure become an energy policy problem?"
    },
    {
      "id": "question-data-center-water-constraint",
      "type": "question",
      "label": "Where will water constraints limit data center expansion?"
    },
    {
      "id": "question-transmission-growth-bottleneck",
      "type": "question",
      "label": "Where is transmission capacity becoming a bottleneck for growth?"
    },
    {
      "id": "question-ai-compute-local-development",
      "type": "question",
      "label": "How do AI compute clusters reshape local development?"
    },
    {
      "id": "question-mortgage-rate-housing-demand",
      "type": "question",
      "label": "How much does mortgage-rate sensitivity control housing demand?"
    },
    {
      "id": "question-migration-housing-demand",
      "type": "question",
      "label": "Where is migration becoming the main engine of housing demand?"
    },
    {
      "id": "question-smaller-metro-growth",
      "type": "question",
      "label": "Which smaller metros are becoming more competitive for growth?"
    },
    {
      "id": "question-healthcare-local-labor",
      "type": "question",
      "label": "How does healthcare labor capacity shape local quality of life?"
    },
    {
      "id": "question-education-workforce-infrastructure",
      "type": "question",
      "label": "When does education become workforce infrastructure?"
    },
    {
      "id": "question-finance-local-decisions",
      "type": "question",
      "label": "How are finance conditions reshaping local decisions?"
    },
    {
      "id": "question-travel-city-attractiveness",
      "type": "question",
      "label": "What does travel demand reveal about city attractiveness?"
    },
    {
      "id": "question-cross-system-infrastructure-pressure",
      "type": "question",
      "label": "Which infrastructure pressures reveal where growth may stall?"
    },
    {
      "id": "question-ai-middle-skill-job-redesign",
      "type": "question",
      "label": "Which middle-skill jobs are being redesigned by AI first?"
    },
    {
      "id": "question-local-permitting-housing-supply",
      "type": "question",
      "label": "Where is local permitting limiting housing supply?"
    },
    {
      "id": "question-grid-queues-energy-transition",
      "type": "question",
      "label": "How much are grid connection queues slowing energy transition projects?"
    },
    {
      "id": "question-aging-healthcare-demand",
      "type": "question",
      "label": "Where are aging populations creating the strongest healthcare demand?"
    },
    {
      "id": "question-insurance-housing-affordability",
      "type": "question",
      "label": "Where are insurance costs becoming a major housing affordability factor?"
    },
    {
      "id": "question-water-stress-growth-planning",
      "type": "question",
      "label": "Where is water stress beginning to limit growth planning?"
    },
    {
      "id": "question-childcare-labor-participation",
      "type": "question",
      "label": "How does childcare access affect local labor participation?"
    },
    {
      "id": "question-transit-city-productivity",
      "type": "question",
      "label": "How does transit reliability shape city productivity?"
    },
    {
      "id": "question-school-quality-housing-demand",
      "type": "question",
      "label": "How does school quality influence housing demand?"
    },
    {
      "id": "question-local-tax-base-growth-mix",
      "type": "question",
      "label": "Which growth mixes strengthen or weaken local tax bases?"
    },
    {
      "id": "question-ai-chip-supply-chain-strategy",
      "type": "question",
      "label": "Where do AI chip supply chains become strategic infrastructure?"
    },
    {
      "id": "question-warehouse-automation-logistics-jobs",
      "type": "question",
      "label": "How is warehouse automation reshaping logistics work and regional productivity?"
    },
    {
      "id": "question-climate-insurance-housing-risk",
      "type": "question",
      "label": "Where are insurance exits changing housing risk and development viability?"
    },
    {
      "id": "question-office-conversions-city-adaptation",
      "type": "question",
      "label": "When do office-to-housing conversions become a serious city adaptation tool?"
    },
    {
      "id": "question-industrial-policy-regional-growth",
      "type": "question",
      "label": "Which regions gain the most when industrial policy redirects investment?"
    },
    {
      "id": "question-battery-storage-grid-flexibility",
      "type": "question",
      "label": "How much can battery storage improve grid flexibility and local energy resilience?"
    },
    {
      "id": "question-remote-work-household-location",
      "type": "question",
      "label": "How is remote work still reshaping household location choices?"
    },
    {
      "id": "question-community-colleges-workforce-engines",
      "type": "question",
      "label": "When do community colleges become regional workforce engines?"
    },
    {
      "id": "question-food-resilience-city-planning",
      "type": "question",
      "label": "Where is food supply resilience becoming part of city planning?"
    },
    {
      "id": "question-childcare-cost-family-location",
      "type": "question",
      "label": "How do childcare costs shape family location and labor decisions?"
    },
    {
      "id": "question-eldercare-local-infrastructure",
      "type": "question",
      "label": "Where is eldercare demand becoming local infrastructure pressure?"
    },
    {
      "id": "question-extreme-heat-city-productivity",
      "type": "question",
      "label": "How does extreme heat change city productivity and local health risk?"
    },
    {
      "id": "question-port-capacity-trade-pressure",
      "type": "question",
      "label": "What does port capacity reveal about global trade pressure?"
    },
    {
      "id": "question-public-safety-city-budgets",
      "type": "question",
      "label": "How are public safety costs reshaping city budgets and fiscal tradeoffs?"
    },
    {
      "id": "question-hospital-closures-healthcare-fragility",
      "type": "question",
      "label": "Where do hospital closures reveal regional healthcare fragility?"
    },
    {
      "id": "question-water-infrastructure-local-risk",
      "type": "question",
      "label": "Where is aging water infrastructure becoming a local risk signal?"
    },
    {
      "id": "question-grid-congestion-clean-energy-growth",
      "type": "question",
      "label": "How is grid congestion slowing clean energy growth and regional development?"
    },
    {
      "id": "question-skilled-trade-shortages-building-capacity",
      "type": "question",
      "label": "How do skilled trade shortages constrain housing and infrastructure capacity?"
    },
    {
      "id": "question-housing-permit-bottlenecks-affordability",
      "type": "question",
      "label": "Where are housing permit bottlenecks shaping affordability?"
    },
    {
      "id": "question-population-aging-local-service-demand",
      "type": "question",
      "label": "How is population aging reshaping local service demand?"
    },
    {
      "id": "question-ev-charging-infrastructure-readiness",
      "type": "question",
      "label": "What does EV charging deployment reveal about infrastructure readiness?"
    },
    {
      "id": "question-freight-rail-regional-supply-chains",
      "type": "question",
      "label": "How does freight rail capacity affect regional supply chains?"
    },
    {
      "id": "question-municipal-debt-city-investment",
      "type": "question",
      "label": "How is municipal debt pressure changing city investment choices?"
    },
    {
      "id": "question-domestic-manufacturing-regional-jobs",
      "type": "question",
      "label": "Where is domestic manufacturing reshoring changing regional jobs?"
    },
    {
      "id": "question-air-quality-health-housing",
      "type": "question",
      "label": "How does air quality burden affect health and housing outcomes?"
    },
    {
      "id": "question-regional-physician-shortages-healthcare-access",
      "type": "question",
      "label": "Where do regional physician shortages reveal healthcare access gaps?"
    },
    {
      "id": "question-cybersecurity-labor-digital-infrastructure",
      "type": "question",
      "label": "Why is cybersecurity labor demand rising with digital infrastructure?"
    },
    {
      "id": "question-transit-ridership-downtown-futures",
      "type": "question",
      "label": "How is transit ridership recovery shaping downtown futures?"
    },
    {
      "id": "question-flood-mitigation-housing-market",
      "type": "question",
      "label": "Where is flood mitigation investment becoming a housing market signal?"
    },
    {
      "id": "question-school-enrollment-demographic-change",
      "type": "question",
      "label": "What does school enrollment decline reveal about demographic change?"
    },
    {
      "id": "question-ai-power-demand-acceleration",
      "type": "question",
      "label": "How does ai power demand acceleration change the systems people live inside?"
    },
    {
      "id": "question-housing-insurance-pressure",
      "type": "question",
      "label": "How does housing insurance pressure change the systems people live inside?"
    },
    {
      "id": "question-grid-capacity-bottlenecks",
      "type": "question",
      "label": "How does grid capacity bottlenecks change the systems people live inside?"
    },
    {
      "id": "question-regional-healthcare-access-gaps",
      "type": "question",
      "label": "How does regional healthcare access gaps change the systems people live inside?"
    },
    {
      "id": "question-industrial-reshoring-clusters",
      "type": "question",
      "label": "How does industrial reshoring clusters change the systems people live inside?"
    },
    {
      "id": "question-water-stress-is-becoming-a-regional-growth-constraint",
      "type": "question",
      "label": "How does water stress is becoming a regional growth constraint change the systems people live inside?"
    },
    {
      "id": "question-electricity-interconnection-queues-are-delaying-infrastructure-growth",
      "type": "question",
      "label": "How does electricity interconnection queues are delaying infrastructure growth change the systems people live inside?"
    },
    {
      "id": "question-local-tax-bases-are-becoming-a-city-resilience-signal",
      "type": "question",
      "label": "How does local tax bases are becoming a city resilience signal change the systems people live inside?"
    },
    {
      "id": "question-workforce-shortages-are-becoming-infrastructure-constraints",
      "type": "question",
      "label": "How does workforce shortages are becoming infrastructure constraints change the systems people live inside?"
    },
    {
      "id": "question-heat-exposure-is-becoming-a-household-location-factor",
      "type": "question",
      "label": "How does heat exposure is becoming a household location factor change the systems people live inside?"
    },
    {
      "id": "question-data-center-demand-is-changing-local-electricity-planning",
      "type": "question",
      "label": "How does data center demand is changing local electricity planning change the systems people live inside?"
    },
    {
      "id": "question-insurance-costs-are-changing-housing-market-behavior",
      "type": "question",
      "label": "How does insurance costs are changing housing market behavior change the systems people live inside?"
    },
    {
      "id": "question-local-workforce-shortages-are-slowing-infrastructure-delivery",
      "type": "question",
      "label": "How does local workforce shortages are slowing infrastructure delivery change the systems people live inside?"
    },
    {
      "id": "question-fred-economic-data-is-approved-for-living-world-acquisition",
      "type": "question",
      "label": "How does fred economic data is approved for living world acquisition change the systems people live inside?"
    },
    {
      "id": "question-u-s-census-data-is-approved-for-living-world-acquisition",
      "type": "question",
      "label": "How does u.s. census data is approved for living world acquisition change the systems people live inside?"
    },
    {
      "id": "question-u-s-energy-information-administration-is-approved-for-living-world-acquisition",
      "type": "question",
      "label": "How does u.s. energy information administration is approved for living world acquisition change the systems people live inside?"
    },
    {
      "id": "question-bureau-of-labor-statistics-is-approved-for-living-world-acquisition",
      "type": "question",
      "label": "How does bureau of labor statistics is approved for living world acquisition change the systems people live inside?"
    },
    {
      "id": "question-nih-research-and-health-information-is-approved-for-living-world-acquisition",
      "type": "question",
      "label": "How does nih research and health information is approved for living world acquisition change the systems people live inside?"
    },
    {
      "id": "question-arxiv-ai-research-is-approved-for-living-world-acquisition",
      "type": "question",
      "label": "How does arxiv ai research is approved for living world acquisition change the systems people live inside?"
    },
    {
      "id": "question-federal-register-is-approved-for-living-world-acquisition",
      "type": "question",
      "label": "How does federal register is approved for living world acquisition change the systems people live inside?"
    },
    {
      "id": "question-noaa-climate-and-weather-data-is-approved-for-living-world-acquisition",
      "type": "question",
      "label": "How does noaa climate and weather data is approved for living world acquisition change the systems people live inside?"
    },
    {
      "id": "ecosystem-ai",
      "type": "ecosystem",
      "label": "AI"
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    {
      "id": "ecosystem-cities",
      "type": "ecosystem",
      "label": "Cities"
    },
    {
      "id": "ecosystem-climate",
      "type": "ecosystem",
      "label": "Climate"
    },
    {
      "id": "ecosystem-demographics",
      "type": "ecosystem",
      "label": "Demographics"
    },
    {
      "id": "ecosystem-education",
      "type": "ecosystem",
      "label": "Education"
    },
    {
      "id": "ecosystem-energy",
      "type": "ecosystem",
      "label": "Energy"
    },
    {
      "id": "ecosystem-families",
      "type": "ecosystem",
      "label": "Families"
    },
    {
      "id": "ecosystem-finance",
      "type": "ecosystem",
      "label": "Finance"
    },
    {
      "id": "ecosystem-healthcare",
      "type": "ecosystem",
      "label": "Healthcare"
    },
    {
      "id": "ecosystem-housing",
      "type": "ecosystem",
      "label": "Housing"
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    {
      "id": "ecosystem-infrastructure",
      "type": "ecosystem",
      "label": "Infrastructure"
    },
    {
      "id": "ecosystem-jobs",
      "type": "ecosystem",
      "label": "Jobs"
    },
    {
      "id": "ecosystem-migration",
      "type": "ecosystem",
      "label": "Migration"
    },
    {
      "id": "ecosystem-policy",
      "type": "ecosystem",
      "label": "Policy"
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    {
      "id": "ecosystem-transportation",
      "type": "ecosystem",
      "label": "Transportation"
    },
    {
      "id": "ecosystem-travel",
      "type": "ecosystem",
      "label": "Travel"
    },
    {
      "id": "ecosystem-water",
      "type": "ecosystem",
      "label": "Water"
    },
    {
      "id": "daily-intelligence",
      "type": "daily",
      "label": "Daily Intelligence"
    }
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      "from": "signal-insurance-costs-are-changing-housing-market-behavior",
      "to": "ecosystem-housing",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-insurance-costs-are-changing-housing-market-behavior",
      "to": "ecosystem-climate",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-insurance-costs-are-changing-housing-market-behavior",
      "to": "ecosystem-finance",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-local-workforce-shortages-are-slowing-infrastructure-delivery",
      "to": "ecosystem-jobs",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-local-workforce-shortages-are-slowing-infrastructure-delivery",
      "to": "ecosystem-infrastructure",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-local-workforce-shortages-are-slowing-infrastructure-delivery",
      "to": "ecosystem-healthcare",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-fred-economic-data-is-approved-for-living-world-acquisition",
      "to": "ecosystem-finance",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-fred-economic-data-is-approved-for-living-world-acquisition",
      "to": "ecosystem-housing",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-fred-economic-data-is-approved-for-living-world-acquisition",
      "to": "ecosystem-jobs",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-u-s-census-data-is-approved-for-living-world-acquisition",
      "to": "ecosystem-cities",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-u-s-census-data-is-approved-for-living-world-acquisition",
      "to": "ecosystem-housing",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-u-s-census-data-is-approved-for-living-world-acquisition",
      "to": "ecosystem-demographics",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-u-s-energy-information-administration-is-approved-for-living-world-acquisition",
      "to": "ecosystem-energy",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-u-s-energy-information-administration-is-approved-for-living-world-acquisition",
      "to": "ecosystem-infrastructure",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-u-s-energy-information-administration-is-approved-for-living-world-acquisition",
      "to": "ecosystem-climate",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-bureau-of-labor-statistics-is-approved-for-living-world-acquisition",
      "to": "ecosystem-jobs",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-bureau-of-labor-statistics-is-approved-for-living-world-acquisition",
      "to": "ecosystem-healthcare",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-bureau-of-labor-statistics-is-approved-for-living-world-acquisition",
      "to": "ecosystem-education",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-nih-research-and-health-information-is-approved-for-living-world-acquisition",
      "to": "ecosystem-healthcare",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-nih-research-and-health-information-is-approved-for-living-world-acquisition",
      "to": "ecosystem-families",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-nih-research-and-health-information-is-approved-for-living-world-acquisition",
      "to": "ecosystem-demographics",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-arxiv-ai-research-is-approved-for-living-world-acquisition",
      "to": "ecosystem-ai",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-arxiv-ai-research-is-approved-for-living-world-acquisition",
      "to": "ecosystem-education",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-arxiv-ai-research-is-approved-for-living-world-acquisition",
      "to": "ecosystem-jobs",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-federal-register-is-approved-for-living-world-acquisition",
      "to": "ecosystem-policy",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-federal-register-is-approved-for-living-world-acquisition",
      "to": "ecosystem-finance",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-federal-register-is-approved-for-living-world-acquisition",
      "to": "ecosystem-infrastructure",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-noaa-climate-and-weather-data-is-approved-for-living-world-acquisition",
      "to": "ecosystem-climate",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-noaa-climate-and-weather-data-is-approved-for-living-world-acquisition",
      "to": "ecosystem-water",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-noaa-climate-and-weather-data-is-approved-for-living-world-acquisition",
      "to": "ecosystem-housing",
      "type": "signal_to_ecosystem"
    },
    {
      "from": "signal-ai-data-center-electricity-demand",
      "to": "question-ai-energy-demand",
      "type": "daily_signal_to_question"
    },
    {
      "from": "daily-intelligence",
      "to": "signal-ai-data-center-electricity-demand",
      "type": "daily_to_signal"
    },
    {
      "from": "daily-intelligence",
      "to": "question-ai-energy-demand",
      "type": "daily_to_question"
    },
    {
      "id": "rel-ai-compute-energy-grid-pressure",
      "from": "signal-ai-compute-clusters-shape-local-development",
      "to": "signal-grid-connection-queues-delay-energy-transition",
      "type": "system_pressure",
      "summary": "AI compute growth increases electricity demand, making grid connection and transmission limits more important to local development.",
      "ecosystems": [
        "AI",
        "Energy",
        "Infrastructure"
      ],
      "confidence": 0.86,
      "source": "9200_RELATIONSHIP_EXPANSION_WAVE1.json"
    },
    {
      "id": "rel-data-centers-water-growth-planning",
      "from": "signal-ai-compute-clusters-shape-local-development",
      "to": "signal-water-stress-enters-growth-planning",
      "type": "resource_constraint",
      "summary": "Large compute projects can make water availability part of regional growth and infrastructure planning.",
      "ecosystems": [
        "AI",
        "Water",
        "Cities"
      ],
      "confidence": 0.82,
      "source": "9200_RELATIONSHIP_EXPANSION_WAVE1.json"
    },
    {
      "id": "rel-housing-migration-affordability-loop",
      "from": "signal-migration-becomes-housing-demand-engine",
      "to": "signal-mortgage-rate-sensitivity-controls-housing-demand",
      "type": "demand_feedback_loop",
      "summary": "Migration increases local demand while mortgage-rate sensitivity determines how much purchasing power households can bring into the market.",
      "ecosystems": [
        "Migration",
        "Housing",
        "Finance"
      ],
      "confidence": 0.85,
      "source": "9200_RELATIONSHIP_EXPANSION_WAVE1.json"
    },
    {
      "id": "rel-insurance-housing-climate-finance",
      "from": "signal-insurance-costs-become-housing-affordability-factor",
      "to": "signal-finance-conditions-reshape-local-decisions",
      "type": "affordability_pressure",
      "summary": "Insurance costs add another financial layer to housing affordability and local development decisions.",
      "ecosystems": [
        "Housing",
        "Climate",
        "Finance"
      ],
      "confidence": 0.84,
      "source": "9200_RELATIONSHIP_EXPANSION_WAVE1.json"
    },
    {
      "id": "rel-healthcare-aging-labor-capacity",
      "from": "signal-aging-population-reshapes-local-healthcare-demand",
      "to": "signal-healthcare-access-links-to-local-labor",
      "type": "capacity_constraint",
      "summary": "Aging populations raise healthcare demand while local labor capacity determines whether communities can meet that demand.",
      "ecosystems": [
        "Healthcare",
        "Demographics",
        "Jobs"
      ],
      "confidence": 0.87,
      "source": "9200_RELATIONSHIP_EXPANSION_WAVE1.json"
    },
    {
      "id": "rel-education-ai-workforce-adaptation",
      "from": "signal-education-pipelines-become-workforce-infrastructure",
      "to": "signal-ai-job-redesign-reaches-middle-skill-work",
      "type": "adaptation_pathway",
      "summary": "As AI redesigns jobs, education pipelines become a key adaptation mechanism for workers and regions.",
      "ecosystems": [
        "Education",
        "AI",
        "Jobs"
      ],
      "confidence": 0.86,
      "source": "9200_RELATIONSHIP_EXPANSION_WAVE1.json"
    },
    {
      "id": "rel-childcare-labor-city-productivity",
      "from": "signal-childcare-access-affects-labor-participation",
      "to": "signal-public-transit-reliability-shapes-city-productivity",
      "type": "labor_access_system",
      "summary": "Childcare and transit both influence whether people can reliably participate in local labor markets.",
      "ecosystems": [
        "Jobs",
        "Families",
        "Transportation"
      ],
      "confidence": 0.8,
      "source": "9200_RELATIONSHIP_EXPANSION_WAVE1.json"
    },
    {
      "id": "rel-school-quality-housing-migration",
      "from": "signal-school-quality-links-to-housing-demand",
      "to": "signal-migration-becomes-housing-demand-engine",
      "type": "location_choice_driver",
      "summary": "School access can shape household migration choices and reinforce housing demand in selected communities.",
      "ecosystems": [
        "Education",
        "Housing",
        "Migration"
      ],
      "confidence": 0.79,
      "source": "9200_RELATIONSHIP_EXPANSION_WAVE1.json"
    },
    {
      "id": "rel-transmission-infrastructure-growth-stall",
      "from": "signal-transmission-buildout-becomes-growth-bottleneck",
      "to": "signal-infrastructure-pressure-becomes-cross-system-signal",
      "type": "growth_constraint",
      "summary": "Transmission limits are one example of infrastructure pressure that can reveal where growth may slow or stall.",
      "ecosystems": [
        "Energy",
        "Infrastructure",
        "Cities"
      ],
      "confidence": 0.86,
      "source": "9200_RELATIONSHIP_EXPANSION_WAVE1.json"
    },
    {
      "id": "rel-local-tax-base-growth-mix-housing",
      "from": "signal-local-tax-base-depends-on-growth-mix",
      "to": "signal-local-permitting-becomes-housing-supply-lever",
      "type": "fiscal_planning_link",
      "summary": "Local permitting affects housing supply, while the growth mix influences the fiscal strength of the local tax base.",
      "ecosystems": [
        "Finance",
        "Housing",
        "Cities"
      ],
      "confidence": 0.81,
      "source": "9200_RELATIONSHIP_EXPANSION_WAVE1.json"
    },
    {
      "id": "rel-smaller-metros-migration-housing-demand",
      "from": "signal-smaller-metros-compete-for-growth",
      "to": "signal-migration-becomes-housing-demand-engine",
      "type": "regional_shift",
      "summary": "Smaller metros become more competitive when migration and affordability pressures redirect demand away from larger markets.",
      "ecosystems": [
        "Cities",
        "Migration",
        "Housing"
      ],
      "confidence": 0.84,
      "source": "9200_RELATIONSHIP_EXPANSION_WAVE1.json"
    },
    {
      "id": "rel-travel-demand-city-attractiveness-growth",
      "from": "signal-travel-demand-reflects-city-attractiveness",
      "to": "signal-smaller-metros-compete-for-growth",
      "type": "attention_signal",
      "summary": "Travel demand can act as an early attention signal for cities and smaller metros gaining cultural or economic relevance.",
      "ecosystems": [
        "Travel",
        "Cities",
        "Finance"
      ],
      "confidence": 0.76,
      "source": "9200_RELATIONSHIP_EXPANSION_WAVE1.json"
    }
  ],
  "counts": {
    "nodes": 190,
    "edges": 273
  },
  "integrity": {
    "checked_utc": "2026-06-07T01:24:26.790834+00:00",
    "removed_orphan_edges": 0,
    "passed": true
  }
}