{
  "path": "/research/accommodation/ayutthaya/",
  "markdown": "/research/accommodation/ayutthaya.md",
  "generated_at": "2026-05-15T00:00:00+07:00",
  "payload": {
    "slug": "ayutthaya",
    "city": "Ayutthaya",
    "thai_name": "พระนครศรีอยุธยา",
    "province": "Phra Nakhon Si Ayutthaya",
    "matrix": {
      "city": "Ayutthaya",
      "thai_name": "พระนครศรีอยุธยา",
      "province": "Phra Nakhon Si Ayutthaya",
      "recommended_slug": "ayutthaya",
      "recommended_lodging_page_status": "dedicated stay guide",
      "primary_bases": "historical island; railway/east bank; riverside",
      "hotel_inventory_model": "small heritage/riverside/guesthouse inventory; exact rooms and river conditions live",
      "airbnb_vacation_rental_model": "homestays/guesthouses may be useful; avoid static Airbnb listing claims",
      "sample_entries_included": "SALA Ayutthaya; Baan Thai House; iuDia Hotel; Baan Luang Harn; Airbnb / vacation rental / serviced-apartment pattern",
      "sample_entry_count": "5",
      "static_fields_to_publish": "base-area role; route role; official hotel identity/source URL; approximate area; stable history/opening notes only when sourced; caveats; stay-guide priority",
      "fields_that_must_remain_live": "room availability; nightly price; user rating score; individual review count; Airbnb listing legality; condo/building rules; host license; cancellation policy; ferry/weather/event disruption; exact shuttle/transfer times",
      "suggested_widgets": "day-trip vs overnight chooser; heat/rain exposure check; rail timing check",
      "data_confidence": "medium",
      "access_date": "2026-05-15"
    },
    "priority": {
      "city": "Ayutthaya",
      "slug": "ayutthaya",
      "stay_guide_priority": "high",
      "recommended_status": "dedicated stay guide",
      "why": "small heritage/riverside/guesthouse inventory; exact rooms and river conditions live",
      "primary_bases": "historical island; railway/east bank; riverside",
      "airbnb_handling": "homestays/guesthouses may be useful; avoid static Airbnb listing claims",
      "confidence": "medium"
    },
    "entries": [
      {
        "city": "Ayutthaya",
        "thai_name": "พระนครศรีอยุธยา",
        "province": "Phra Nakhon Si Ayutthaya",
        "recommended_slug": "ayutthaya",
        "entry_name": "SALA Ayutthaya",
        "accommodation_type": "hotel",
        "popularity_class": "popular boutique river anchor",
        "area_or_base": "Riverside / U-Thong Road",
        "address": "9/2 Moo 4, U-Thong Road, Pratu Chai, Phra Nakhon Si Ayutthaya 13000, Thailand",
        "address_confidence": "high",
        "official_or_primary_source_url": "https://www.salahospitality.com/ayutthaya/",
        "source_type": "official hotel",
        "review_source_url": "https://www.agoda.com/sala-ayutthaya/hotel/ayutthaya-th.html",
        "review_signal_summary": "Agoda and Google-style sources show strong review signal; exact counts live.",
        "review_themes_to_verify": "temple-river views, architecture, restaurant; price/value and service consistency are live",
        "signature_rooms_features_or_stay_angle": "Riverside boutique stay opposite historic ruins; restaurant/bar is part of the stay draw.",
        "history_or_opening_notes": "Opening date not verified in primary sources; do not static-claim.",
        "best_for": "romantic overnight, river view, heritage design",
        "avoid_if": "budget day-tripper, flood/rain-sensitive river stay",
        "static_vs_live_treatment": "static candidate with live validation",
        "repo_use": "Ayutthaya premium/riverside base card",
        "caveats_and_uncertainty": "",
        "data_confidence": "high",
        "access_date": "2026-05-15"
      },
      {
        "city": "Ayutthaya",
        "thai_name": "พระนครศรีอยุธยา",
        "province": "Phra Nakhon Si Ayutthaya",
        "recommended_slug": "ayutthaya",
        "entry_name": "Baan Thai House",
        "accommodation_type": "guesthouse/resort",
        "popularity_class": "popular garden guesthouse",
        "area_or_base": "Hantra / east of island",
        "address": "199/19 Moo 4, Moo Baan Sri Krung Villa, Pai Ling, Ayutthaya 13000, Thailand",
        "address_confidence": "high",
        "official_or_primary_source_url": "https://www.baanthaihouse.com/contact.php",
        "source_type": "official hotel",
        "review_source_url": "https://www.booking.com/reviews/th/hotel/baan-thai-house.html",
        "review_signal_summary": "Booking review snippets praise peaceful grounds and helpful staff; live-check exact score.",
        "review_themes_to_verify": "garden, pool, quietness, staff, heat-respite",
        "signature_rooms_features_or_stay_angle": "Thai-style garden bungalows and pool outside the densest ruin zone.",
        "history_or_opening_notes": "Opening date not verified.",
        "best_for": "quiet overnight, family/couple stay, heat recovery",
        "avoid_if": "traveler wanting to walk directly to every ruin",
        "static_vs_live_treatment": "static candidate with live validation",
        "repo_use": "Ayutthaya quiet garden fallback",
        "caveats_and_uncertainty": "",
        "data_confidence": "high",
        "access_date": "2026-05-15"
      },
      {
        "city": "Ayutthaya",
        "thai_name": "พระนครศรีอยุธยา",
        "province": "Phra Nakhon Si Ayutthaya",
        "recommended_slug": "ayutthaya",
        "entry_name": "iuDia Hotel",
        "accommodation_type": "hotel",
        "popularity_class": "niche river boutique",
        "area_or_base": "Riverside / Wat Phutthaisawan view",
        "address": "11-12 U-Thong Road, Moo 4, Pratuchai, Ayutthaya 13000, Thailand",
        "address_confidence": "high",
        "official_or_primary_source_url": "https://www.iudia.com/contact-us",
        "source_type": "official hotel",
        "review_source_url": "https://www.booking.com/hotel/th/i-u-dia-on-the-river.html",
        "review_signal_summary": "Reviews often praise view/design/cleanliness; live-check current condition.",
        "review_themes_to_verify": "river view, small-room-count boutique, sunrise/temple view",
        "signature_rooms_features_or_stay_angle": "Small riverside boutique facing historic temple views.",
        "history_or_opening_notes": "Opening date not verified.",
        "best_for": "quiet design stay, river photography, temple-facing rooms",
        "avoid_if": "traveler needing resort facilities",
        "static_vs_live_treatment": "static candidate with live validation",
        "repo_use": "niche riverside card",
        "caveats_and_uncertainty": "",
        "data_confidence": "high",
        "access_date": "2026-05-15"
      },
      {
        "city": "Ayutthaya",
        "thai_name": "พระนครศรีอยุธยา",
        "province": "Phra Nakhon Si Ayutthaya",
        "recommended_slug": "ayutthaya",
        "entry_name": "Baan Luang Harn",
        "accommodation_type": "guesthouse",
        "popularity_class": "niche budget garden guesthouse",
        "area_or_base": "Historical island / Pratu Chai",
        "address": "7/43 Tambon Pratuchai, Ayutthaya 13000, Thailand",
        "address_confidence": "high",
        "official_or_primary_source_url": "https://www.hotels.com/ho534174/baan-luang-harn-ayutthaya-thailand/",
        "source_type": "commercial-catalog-only",
        "review_source_url": "https://www.wanderlog.com/place/details/822284/baan-luang-harn-guesthouse",
        "review_signal_summary": "Review summaries praise garden, owners and location; live-check latest guest issues.",
        "review_themes_to_verify": "garden pond, cottage feel, bike rentals, near historical park",
        "signature_rooms_features_or_stay_angle": "Budget garden guesthouse near historical park, useful for low-cost overnight logic.",
        "history_or_opening_notes": "Opening date not verified.",
        "best_for": "budget overnight, bikes, low-key garden stay",
        "avoid_if": "large rooms/luxury facilities",
        "static_vs_live_treatment": "static candidate with live validation",
        "repo_use": "budget/niche entry",
        "caveats_and_uncertainty": "",
        "data_confidence": "medium",
        "access_date": "2026-05-15"
      },
      {
        "city": "Ayutthaya",
        "thai_name": "พระนครศรีอยุธยา",
        "province": "Phra Nakhon Si Ayutthaya",
        "recommended_slug": "ayutthaya",
        "entry_name": "Airbnb / vacation rental / serviced-apartment pattern",
        "accommodation_type": "vacation rental pattern",
        "popularity_class": "live platform layer",
        "area_or_base": "city-specific; do not hardcode individual listing",
        "address": "not applicable; individual listings vary by host",
        "address_confidence": "not applicable",
        "official_or_primary_source_url": "https://www.airbnb.com/s/ayutthaya--Thailand/homes",
        "source_type": "commercial-catalog-only / generated platform search",
        "review_source_url": "https://www.airbnb.com/help/article/2208",
        "review_signal_summary": "Use live platform/catalog checks only.",
        "review_themes_to_verify": "review counts, host status, building rules and cancellation terms are unstable",
        "signature_rooms_features_or_stay_angle": "private homes, condos, villas, aparthotels, serviced apartments depending city",
        "history_or_opening_notes": "No opening date. Treat as live inventory.",
        "best_for": "30+ day or group stays where listings have strong recent reviews",
        "avoid_if": "short stays requiring hotel-like reception, breakfast, luggage storage",
        "static_vs_live_treatment": "live-only inventory; static page may describe safe booking checks",
        "repo_use": "future accommodation live-signal / legal-caveat widget",
        "caveats_and_uncertainty": "Thailand short-term rental legality is host/building/license-specific; avoid static claims that a listing is legal. Add legal caveat and require live verification.",
        "data_confidence": "medium",
        "access_date": "2026-05-15"
      }
    ],
    "appendix": [
      {
        "city": "Ayutthaya",
        "entry_name": "SALA Ayutthaya",
        "url": "https://www.salahospitality.com/ayutthaya/",
        "source_role": "primary/static candidate",
        "source_type": "official hotel",
        "supports": "Ayutthaya premium/riverside base card",
        "access_date": "2026-05-15"
      },
      {
        "city": "Ayutthaya",
        "entry_name": "SALA Ayutthaya",
        "url": "https://www.agoda.com/sala-ayutthaya/hotel/ayutthaya-th.html",
        "source_role": "review/catalog signal candidate",
        "source_type": "official hotel",
        "supports": "Ayutthaya premium/riverside base card",
        "access_date": "2026-05-15"
      },
      {
        "city": "Ayutthaya",
        "entry_name": "Baan Thai House",
        "url": "https://www.baanthaihouse.com/contact.php",
        "source_role": "primary/static candidate",
        "source_type": "official hotel",
        "supports": "Ayutthaya quiet garden fallback",
        "access_date": "2026-05-15"
      },
      {
        "city": "Ayutthaya",
        "entry_name": "Baan Thai House",
        "url": "https://www.booking.com/reviews/th/hotel/baan-thai-house.html",
        "source_role": "review/catalog signal candidate",
        "source_type": "official hotel",
        "supports": "Ayutthaya quiet garden fallback",
        "access_date": "2026-05-15"
      },
      {
        "city": "Ayutthaya",
        "entry_name": "iuDia Hotel",
        "url": "https://www.iudia.com/contact-us",
        "source_role": "primary/static candidate",
        "source_type": "official hotel",
        "supports": "niche riverside card",
        "access_date": "2026-05-15"
      },
      {
        "city": "Ayutthaya",
        "entry_name": "iuDia Hotel",
        "url": "https://www.booking.com/hotel/th/i-u-dia-on-the-river.html",
        "source_role": "review/catalog signal candidate",
        "source_type": "official hotel",
        "supports": "niche riverside card",
        "access_date": "2026-05-15"
      },
      {
        "city": "Ayutthaya",
        "entry_name": "Baan Luang Harn",
        "url": "https://www.hotels.com/ho534174/baan-luang-harn-ayutthaya-thailand/",
        "source_role": "primary/static candidate",
        "source_type": "commercial-catalog-only",
        "supports": "budget/niche entry",
        "access_date": "2026-05-15"
      },
      {
        "city": "Ayutthaya",
        "entry_name": "Baan Luang Harn",
        "url": "https://www.wanderlog.com/place/details/822284/baan-luang-harn-guesthouse",
        "source_role": "review/catalog signal candidate",
        "source_type": "commercial-catalog-only",
        "supports": "budget/niche entry",
        "access_date": "2026-05-15"
      },
      {
        "city": "Ayutthaya",
        "entry_name": "Airbnb / vacation rental / serviced-apartment pattern",
        "url": "https://www.airbnb.com/s/ayutthaya--Thailand/homes",
        "source_role": "primary/static candidate",
        "source_type": "commercial-catalog-only / generated platform search",
        "supports": "future accommodation live-signal / legal-caveat widget",
        "access_date": "2026-05-15"
      },
      {
        "city": "Ayutthaya",
        "entry_name": "Airbnb / vacation rental / serviced-apartment pattern",
        "url": "https://www.airbnb.com/help/article/2208",
        "source_role": "review/catalog signal candidate",
        "source_type": "commercial-catalog-only / generated platform search",
        "supports": "future accommodation live-signal / legal-caveat widget",
        "access_date": "2026-05-15"
      }
    ],
    "primaryBases": [
      "historical island",
      "railway/east bank",
      "riverside"
    ],
    "staticFields": [
      "base-area role",
      "route role",
      "official hotel identity/source URL",
      "approximate area",
      "stable history/opening notes only when sourced",
      "caveats",
      "stay-guide priority"
    ],
    "liveFields": [
      "room availability",
      "nightly price",
      "user rating score",
      "individual review count",
      "Airbnb listing legality",
      "condo/building rules",
      "host license",
      "cancellation policy",
      "ferry/weather/event disruption",
      "exact shuttle/transfer times"
    ],
    "suggestedWidgets": [
      "day-trip vs overnight chooser",
      "heat/rain exposure check",
      "rail timing check"
    ],
    "guidePriority": "high",
    "recommendedStatus": "dedicated stay guide",
    "sampleEntryCount": 5,
    "hasGuide": true,
    "guideMeta": {
      "path": "/accommodation/ayutthaya/",
      "name": "Where to Stay in Ayutthaya",
      "pageType": "heritage stay guide",
      "summary": "Ayutthaya accommodation works best when you decide between the historical island, east-bank rail side, and riverside overnights before you compare room photos.",
      "primaryUse": "Choose day-trip versus overnight logic first, then pick the Ayutthaya base that matches the heat, rail, and temple plan.",
      "bestFor": [
        "heritage overnights",
        "riverside boutiques",
        "rail-linked breaks",
        "slower temple days"
      ],
      "watch": [
        "a romantic river room can still be the wrong base when heat, rain, or rail timing shapes the trip"
      ],
      "sourceStack": [
        "Google Places hotels",
        "OSM Thailand accommodation",
        "TAT accommodation data",
        "MOTS tourism accommodation stats",
        "Booking accommodation partner data"
      ]
    },
    "areaGroups": [
      {
        "name": "city-specific; do not hardcode individual listing",
        "sampleEntries": [
          "Airbnb / vacation rental / serviced-apartment pattern"
        ],
        "entryTypes": [
          "vacation rental pattern"
        ],
        "bestFor": [
          "30+ day or group stays where listings have strong recent reviews"
        ],
        "avoidIf": [
          "short stays requiring hotel-like reception, breakfast, luggage storage"
        ],
        "treatments": [
          "live-only inventory; static page may describe safe booking checks"
        ],
        "repoUses": [
          "future accommodation live-signal / legal-caveat widget"
        ]
      },
      {
        "name": "Hantra / east of island",
        "sampleEntries": [
          "Baan Thai House"
        ],
        "entryTypes": [
          "guesthouse/resort"
        ],
        "bestFor": [
          "quiet overnight, family/couple stay, heat recovery"
        ],
        "avoidIf": [
          "traveler wanting to walk directly to every ruin"
        ],
        "treatments": [
          "static candidate with live validation"
        ],
        "repoUses": [
          "Ayutthaya quiet garden fallback"
        ]
      },
      {
        "name": "Historical island / Pratu Chai",
        "sampleEntries": [
          "Baan Luang Harn"
        ],
        "entryTypes": [
          "guesthouse"
        ],
        "bestFor": [
          "budget overnight, bikes, low-key garden stay"
        ],
        "avoidIf": [
          "large rooms/luxury facilities"
        ],
        "treatments": [
          "static candidate with live validation"
        ],
        "repoUses": [
          "budget/niche entry"
        ]
      },
      {
        "name": "Riverside / U-Thong Road",
        "sampleEntries": [
          "SALA Ayutthaya"
        ],
        "entryTypes": [
          "hotel"
        ],
        "bestFor": [
          "romantic overnight, river view, heritage design"
        ],
        "avoidIf": [
          "budget day-tripper, flood/rain-sensitive river stay"
        ],
        "treatments": [
          "static candidate with live validation"
        ],
        "repoUses": [
          "Ayutthaya premium/riverside base card"
        ]
      },
      {
        "name": "Riverside / Wat Phutthaisawan view",
        "sampleEntries": [
          "iuDia Hotel"
        ],
        "entryTypes": [
          "hotel"
        ],
        "bestFor": [
          "quiet design stay, river photography, temple-facing rooms"
        ],
        "avoidIf": [
          "traveler needing resort facilities"
        ],
        "treatments": [
          "static candidate with live validation"
        ],
        "repoUses": [
          "niche riverside card"
        ]
      }
    ],
    "rentalPattern": {
      "city": "Ayutthaya",
      "thai_name": "พระนครศรีอยุธยา",
      "province": "Phra Nakhon Si Ayutthaya",
      "recommended_slug": "ayutthaya",
      "entry_name": "Airbnb / vacation rental / serviced-apartment pattern",
      "accommodation_type": "vacation rental pattern",
      "popularity_class": "live platform layer",
      "area_or_base": "city-specific; do not hardcode individual listing",
      "address": "not applicable; individual listings vary by host",
      "address_confidence": "not applicable",
      "official_or_primary_source_url": "https://www.airbnb.com/s/ayutthaya--Thailand/homes",
      "source_type": "commercial-catalog-only / generated platform search",
      "review_source_url": "https://www.airbnb.com/help/article/2208",
      "review_signal_summary": "Use live platform/catalog checks only.",
      "review_themes_to_verify": "review counts, host status, building rules and cancellation terms are unstable",
      "signature_rooms_features_or_stay_angle": "private homes, condos, villas, aparthotels, serviced apartments depending city",
      "history_or_opening_notes": "No opening date. Treat as live inventory.",
      "best_for": "30+ day or group stays where listings have strong recent reviews",
      "avoid_if": "short stays requiring hotel-like reception, breakfast, luggage storage",
      "static_vs_live_treatment": "live-only inventory; static page may describe safe booking checks",
      "repo_use": "future accommodation live-signal / legal-caveat widget",
      "caveats_and_uncertainty": "Thailand short-term rental legality is host/building/license-specific; avoid static claims that a listing is legal. Add legal caveat and require live verification.",
      "data_confidence": "medium",
      "access_date": "2026-05-15"
    },
    "staticCandidates": [
      {
        "city": "Ayutthaya",
        "thai_name": "พระนครศรีอยุธยา",
        "province": "Phra Nakhon Si Ayutthaya",
        "recommended_slug": "ayutthaya",
        "entry_name": "SALA Ayutthaya",
        "accommodation_type": "hotel",
        "popularity_class": "popular boutique river anchor",
        "area_or_base": "Riverside / U-Thong Road",
        "address": "9/2 Moo 4, U-Thong Road, Pratu Chai, Phra Nakhon Si Ayutthaya 13000, Thailand",
        "address_confidence": "high",
        "official_or_primary_source_url": "https://www.salahospitality.com/ayutthaya/",
        "source_type": "official hotel",
        "review_source_url": "https://www.agoda.com/sala-ayutthaya/hotel/ayutthaya-th.html",
        "review_signal_summary": "Agoda and Google-style sources show strong review signal; exact counts live.",
        "review_themes_to_verify": "temple-river views, architecture, restaurant; price/value and service consistency are live",
        "signature_rooms_features_or_stay_angle": "Riverside boutique stay opposite historic ruins; restaurant/bar is part of the stay draw.",
        "history_or_opening_notes": "Opening date not verified in primary sources; do not static-claim.",
        "best_for": "romantic overnight, river view, heritage design",
        "avoid_if": "budget day-tripper, flood/rain-sensitive river stay",
        "static_vs_live_treatment": "static candidate with live validation",
        "repo_use": "Ayutthaya premium/riverside base card",
        "caveats_and_uncertainty": "",
        "data_confidence": "high",
        "access_date": "2026-05-15"
      },
      {
        "city": "Ayutthaya",
        "thai_name": "พระนครศรีอยุธยา",
        "province": "Phra Nakhon Si Ayutthaya",
        "recommended_slug": "ayutthaya",
        "entry_name": "Baan Thai House",
        "accommodation_type": "guesthouse/resort",
        "popularity_class": "popular garden guesthouse",
        "area_or_base": "Hantra / east of island",
        "address": "199/19 Moo 4, Moo Baan Sri Krung Villa, Pai Ling, Ayutthaya 13000, Thailand",
        "address_confidence": "high",
        "official_or_primary_source_url": "https://www.baanthaihouse.com/contact.php",
        "source_type": "official hotel",
        "review_source_url": "https://www.booking.com/reviews/th/hotel/baan-thai-house.html",
        "review_signal_summary": "Booking review snippets praise peaceful grounds and helpful staff; live-check exact score.",
        "review_themes_to_verify": "garden, pool, quietness, staff, heat-respite",
        "signature_rooms_features_or_stay_angle": "Thai-style garden bungalows and pool outside the densest ruin zone.",
        "history_or_opening_notes": "Opening date not verified.",
        "best_for": "quiet overnight, family/couple stay, heat recovery",
        "avoid_if": "traveler wanting to walk directly to every ruin",
        "static_vs_live_treatment": "static candidate with live validation",
        "repo_use": "Ayutthaya quiet garden fallback",
        "caveats_and_uncertainty": "",
        "data_confidence": "high",
        "access_date": "2026-05-15"
      },
      {
        "city": "Ayutthaya",
        "thai_name": "พระนครศรีอยุธยา",
        "province": "Phra Nakhon Si Ayutthaya",
        "recommended_slug": "ayutthaya",
        "entry_name": "iuDia Hotel",
        "accommodation_type": "hotel",
        "popularity_class": "niche river boutique",
        "area_or_base": "Riverside / Wat Phutthaisawan view",
        "address": "11-12 U-Thong Road, Moo 4, Pratuchai, Ayutthaya 13000, Thailand",
        "address_confidence": "high",
        "official_or_primary_source_url": "https://www.iudia.com/contact-us",
        "source_type": "official hotel",
        "review_source_url": "https://www.booking.com/hotel/th/i-u-dia-on-the-river.html",
        "review_signal_summary": "Reviews often praise view/design/cleanliness; live-check current condition.",
        "review_themes_to_verify": "river view, small-room-count boutique, sunrise/temple view",
        "signature_rooms_features_or_stay_angle": "Small riverside boutique facing historic temple views.",
        "history_or_opening_notes": "Opening date not verified.",
        "best_for": "quiet design stay, river photography, temple-facing rooms",
        "avoid_if": "traveler needing resort facilities",
        "static_vs_live_treatment": "static candidate with live validation",
        "repo_use": "niche riverside card",
        "caveats_and_uncertainty": "",
        "data_confidence": "high",
        "access_date": "2026-05-15"
      },
      {
        "city": "Ayutthaya",
        "thai_name": "พระนครศรีอยุธยา",
        "province": "Phra Nakhon Si Ayutthaya",
        "recommended_slug": "ayutthaya",
        "entry_name": "Baan Luang Harn",
        "accommodation_type": "guesthouse",
        "popularity_class": "niche budget garden guesthouse",
        "area_or_base": "Historical island / Pratu Chai",
        "address": "7/43 Tambon Pratuchai, Ayutthaya 13000, Thailand",
        "address_confidence": "high",
        "official_or_primary_source_url": "https://www.hotels.com/ho534174/baan-luang-harn-ayutthaya-thailand/",
        "source_type": "commercial-catalog-only",
        "review_source_url": "https://www.wanderlog.com/place/details/822284/baan-luang-harn-guesthouse",
        "review_signal_summary": "Review summaries praise garden, owners and location; live-check latest guest issues.",
        "review_themes_to_verify": "garden pond, cottage feel, bike rentals, near historical park",
        "signature_rooms_features_or_stay_angle": "Budget garden guesthouse near historical park, useful for low-cost overnight logic.",
        "history_or_opening_notes": "Opening date not verified.",
        "best_for": "budget overnight, bikes, low-key garden stay",
        "avoid_if": "large rooms/luxury facilities",
        "static_vs_live_treatment": "static candidate with live validation",
        "repo_use": "budget/niche entry",
        "caveats_and_uncertainty": "",
        "data_confidence": "medium",
        "access_date": "2026-05-15"
      }
    ],
    "confidence": "medium"
  }
}