[ { "city": "Bangkok", "thai_name": "กรุงเทพมหานคร", "province": "Bangkok", "recommended_slug": "bangkok", "page_status": "first-class destination", "merge_recommendation": "Do not merge; use metro provinces as related nodes", "summary": "Bangkok is modeled as: arrival hub, stay-area choice, food, gold/shopping, rail/air pivot. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "arrival hub", "stay-area choice", "food", "gold", "shopping" ], "avoid_if": [ "AQI, heat, rain flooding, event crowding are live signals" ], "best_months": "November–February", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat; May–October rain if transit-flexible" ], "high_risk": [ "bad-air episodes; heavy rain/flood advisories; major festival/event dates" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Sukhumvit / Asok–Phrom Phong", "best_for": "rail access, hotel depth", "watch_outs": "traffic and generic mall-hotel feel", "transport_logic": "BTS/MRT", "walkability_or_spread": "linear/compact rail corridor", "weather_noise_flood_or_air_caveat": "rain/AQI" }, { "name": "Silom / Sathorn", "best_for": "business, river access, BTS/MRT", "watch_outs": "office traffic", "transport_logic": "BTS/MRT/river", "walkability_or_spread": "compact corridors", "weather_noise_flood_or_air_caveat": "rain/AQI" }, { "name": "Riverside / Old City", "best_for": "heritage, temples, river hotels", "watch_outs": "weaker late-night rail", "transport_logic": "boat/road/MRT mix", "walkability_or_spread": "spread", "weather_noise_flood_or_air_caveat": "river/rain sensitivity" } ], "nearby_alternatives": [ "Nonthaburi", "Samut Prakan", "Ayutthaya", "Kanchanaburi", "Pattaya" ], "route_roles": [ "primary air gateway", "rail hub", "bus/van hub", "gold-buying live-price node" ], "food_angle": "High-confidence food-route city; build neighborhood route widgets rather than attraction copy.", "culture_angle": "Old-city, river, museum and temple routes; event calendar should be live.", "shopping_gold_gem_angle": "Gold-buying check should be live-price/shop-trust using Gold Traders Association pricing and static Yaowarat context.", "arrival_modes": [ "Suvarnabhumi Airport", "Don Mueang Airport", "SRT rail", "intercity bus/van", "river boat" ], "should_be_static": [ "base-area logic", "route role", "seasonal risk bands", "gold-price source identity" ], "should_not_be_static": [ "AQI", "daily rain", "event crowding", "gold price", "train/bus schedules" ], "data_confidence": "high", "entity_seed_notes": { "aliases": [ "Krung Thep", "Bangkok Metropolis", "BKK" ], "approx_lat": "13.7563", "approx_lon": "100.5018", "related_entities_to_create": [ "Suvarnabhumi Airport", "Don Mueang Airport", "Yaowarat", "Rattanakosin", "Sukhumvit", "Silom" ], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [ "bangkok-stay-guide", "bangkok-route-check" ] }, "source_candidates": [ { "name": "TAT Bangkok", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Bangkok/219", "why_it_matters": "official destination identity", "supports": "static copy" }, { "name": "Visit Bangkok", "type": "official", "url": "https://visit.bangkok.go.th/", "why_it_matters": "city tourism/event surface", "supports": "future signal" }, { "name": "Suvarnabhumi Airport", "type": "official", "url": "https://suvarnabhumi.airportthai.co.th/", "why_it_matters": "airport route evidence", "supports": "route-check" } ] }, { "city": "Ayutthaya", "thai_name": "พระนครศรีอยุธยา", "province": "Phra Nakhon Si Ayutthaya", "recommended_slug": "ayutthaya", "page_status": "first-class destination", "merge_recommendation": "No merge", "summary": "Ayutthaya is modeled as: heritage day-trip / 1-night river base. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "heritage day-trip", "1-night river base" ], "avoid_if": [ "heat exposure, lowland rain/flood, bike comfort" ], "best_months": "November–February unless the page-specific season window states otherwise.", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat", "May–October rain-aware travel" ], "high_risk": [ "heat exposure, lowland rain/flood, bike comfort" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Historical island", "best_for": "ruins, cycling, first-timers", "watch_outs": "heat exposure", "transport_logic": "bike/tuk-tuk", "walkability_or_spread": "compact island, sites spread", "weather_noise_flood_or_air_caveat": "heat/rain/flood" }, { "name": "Railway station / east bank", "best_for": "rail day trips", "watch_outs": "less atmosphere", "transport_logic": "rail + ferry/tuk-tuk", "walkability_or_spread": "compact", "weather_noise_flood_or_air_caveat": "rain" }, { "name": "Riverside", "best_for": "slower overnight stays", "watch_outs": "flood sensitivity", "transport_logic": "road/boat", "walkability_or_spread": "spread", "weather_noise_flood_or_air_caveat": "river levels" } ], "nearby_alternatives": [ "Bangkok", "Lopburi", "Kanchanaburi", "Sukhothai" ], "route_roles": [ "heritage day-trip / 1-night river base" ], "food_angle": "Support food-route only if official/local market/food sources are added.", "culture_angle": "Use official TAT/provincial/heritage sources; avoid attraction listicles.", "shopping_gold_gem_angle": "No primary static vertical unless separately listed.", "arrival_modes": [ "rail", "road", "bus/van", "river/boat tours" ], "should_be_static": [ "page status", "merge/split logic", "seasonal caveats", "base-area logic" ], "should_not_be_static": [ "daily weather", "AQI", "transport schedules", "event dates", "prices" ], "data_confidence": "high", "entity_seed_notes": { "aliases": [ "Phra Nakhon Si Ayutthaya" ], "approx_lat": "14.3532", "approx_lon": "100.5689", "related_entities_to_create": [ "Ayutthaya Historical Park", "Ayutthaya Railway Station", "Bang Pa-in" ], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [ "ayutthaya-stay-guide", "ayutthaya-route-check" ] }, "source_candidates": [ { "name": "TAT Phra Nakhon Si Ayutthaya", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Phra-Nakhon-Si-Ayutthaya/229", "why_it_matters": "official city identity", "supports": "static copy" }, { "name": "UNESCO Historic City of Ayutthaya", "type": "public", "url": "https://whc.unesco.org/en/list/576/", "why_it_matters": "World Heritage basis", "supports": "static copy" } ] }, { "city": "Buriram", "thai_name": "บุรีรัมย์", "province": "Buri Ram", "recommended_slug": "buriram", "page_status": "first-class destination, event-aware", "merge_recommendation": "No merge", "summary": "Buriram is modeled as: Khmer-route + MotoGP/football event base. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "Khmer-route + MotoGP", "football event base" ], "avoid_if": [ "event dates radically change hotel/crowd logic" ], "best_months": "November–February unless the page-specific season window states otherwise.", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat", "May–October rain-aware travel" ], "high_risk": [ "event dates radically change hotel/crowd logic" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Buriram city center", "best_for": "first-time base and route logistics", "watch_outs": "verify neighborhood/stay demand before hardcoding", "transport_logic": "road/transit-dependent", "walkability_or_spread": "semi-compact or spread", "weather_noise_flood_or_air_caveat": "daily weather/AQI should be live checked" } ], "nearby_alternatives": [], "route_roles": [ "Khmer-route + MotoGP/football event base" ], "food_angle": "Support food-route only if official/local market/food sources are added.", "culture_angle": "Use official TAT/provincial/heritage sources; avoid attraction listicles.", "shopping_gold_gem_angle": "No primary static vertical unless separately listed.", "arrival_modes": [ "road/bus/van", "rail/airport/ferry where relevant" ], "should_be_static": [ "page status", "merge/split logic", "seasonal caveats", "base-area logic" ], "should_not_be_static": [ "daily weather", "AQI", "transport schedules", "event dates", "prices" ], "data_confidence": "medium", "entity_seed_notes": { "aliases": [], "approx_lat": "", "approx_lon": "", "related_entities_to_create": [], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [] }, "source_candidates": [ { "name": "TAT Buri Ram", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Buri-Ram/572", "why_it_matters": "official heritage/sport identity", "supports": "static copy" }, { "name": "MotoGP Thailand", "type": "public", "url": "https://www.motogpthailand.com/", "why_it_matters": "event pressure source", "supports": "future signal" } ] }, { "city": "Chanthaburi", "thai_name": "จันทบุรี", "province": "Chanthaburi", "recommended_slug": "chanthaburi", "page_status": "specialized vertical node + first-class candidate", "merge_recommendation": "No merge", "summary": "Chanthaburi is modeled as: gem/jewelry market, fruit route, old-town food. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "gem", "jewelry market", "fruit route", "old-town food" ], "avoid_if": [ "gem/gold pricing and shop trust cannot be static" ], "best_months": "November–February unless the page-specific season window states otherwise.", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat", "May–October rain-aware travel" ], "high_risk": [ "gem/gold pricing and shop trust cannot be static" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Old Town / riverfront", "best_for": "food, culture, walking", "watch_outs": "rain/flood caveat", "transport_logic": "walk/road", "walkability_or_spread": "compact", "weather_noise_flood_or_air_caveat": "river/rain" }, { "name": "Gem Market / Si Chan Road", "best_for": "gem/jewelry vertical", "watch_outs": "needs buyer due diligence", "transport_logic": "walk/road", "walkability_or_spread": "compact", "weather_noise_flood_or_air_caveat": "rain" }, { "name": "Chao Lao / Laem Sing coast", "best_for": "beach add-on", "watch_outs": "away from city/gems", "transport_logic": "road", "walkability_or_spread": "spread", "weather_noise_flood_or_air_caveat": "coastal rain" } ], "nearby_alternatives": [ "Pattaya", "Chonburi", "Trat", "Rayong" ], "route_roles": [ "gem/jewelry market, fruit route, old-town food" ], "food_angle": "High; fruit and old-town food justify vertical treatment.", "culture_angle": "Use official TAT/provincial/heritage sources; avoid attraction listicles.", "shopping_gold_gem_angle": "Very high for gems/jewelry; static page should link to live buying checklist and official associations.", "arrival_modes": [ "road", "bus/van", "nearby Trat/U-Tapao alternatives" ], "should_be_static": [ "page status", "merge/split logic", "seasonal caveats", "base-area logic" ], "should_not_be_static": [ "daily weather", "AQI", "transport schedules", "event dates", "prices" ], "data_confidence": "high", "entity_seed_notes": { "aliases": [ "Chanthaburi Gem Market" ], "approx_lat": "12.6113", "approx_lon": "102.1039", "related_entities_to_create": [ "Chanthaburi Gem Market", "Old Chanthaboon Waterfront", "Chao Lao", "Laem Sing", "fruit orchards" ], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [ "chanthaburi-stay-guide", "chanthaburi-route-check" ] }, "source_candidates": [ { "name": "TAT Chanthaburi", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Chanthaburi/463", "why_it_matters": "official old-town/fruit/gem context", "supports": "static copy" }, { "name": "TAT Gems Market", "type": "official", "url": "https://www.tourismthailand.org/Attraction/gems-market", "why_it_matters": "gem market evidence", "supports": "gold-buying-check" }, { "name": "Chanthaburi Gems and Jewelry Traders Association", "type": "public", "url": "https://www.cga.or.th/", "why_it_matters": "market/association source", "supports": "future observation" } ] }, { "city": "Cha-am", "thai_name": "ชะอำ", "province": "Phetchaburi", "recommended_slug": "hua-hin-cha-am / cha-am entity", "page_status": "merged with another page", "merge_recommendation": "Merge with Hua Hin; shared Bangkok beach-drive market; Cha-am is quieter northern sub-base", "summary": "Cha-am is modeled as: budget/family beach fallback from Hua Hin. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "budget", "family beach fallback from Hua Hin" ], "avoid_if": [ "weekend crowd, weaker food/stay depth than Hua Hin" ], "best_months": "November–February unless the page-specific season window states otherwise.", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat", "May–October rain-aware travel" ], "high_risk": [ "weekend crowd, weaker food/stay depth than Hua Hin" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Cha-am city center", "best_for": "first-time base and route logistics", "watch_outs": "verify neighborhood/stay demand before hardcoding", "transport_logic": "road/transit-dependent", "walkability_or_spread": "semi-compact or spread", "weather_noise_flood_or_air_caveat": "daily weather/AQI should be live checked" } ], "nearby_alternatives": [], "route_roles": [ "budget/family beach fallback from Hua Hin" ], "food_angle": "Support food-route only if official/local market/food sources are added.", "culture_angle": "Use official TAT/provincial/heritage sources; avoid attraction listicles.", "shopping_gold_gem_angle": "No primary static vertical unless separately listed.", "arrival_modes": [ "road/bus/van", "rail/airport/ferry where relevant" ], "should_be_static": [ "page status", "merge/split logic", "seasonal caveats", "base-area logic" ], "should_not_be_static": [ "daily weather", "AQI", "transport schedules", "event dates", "prices" ], "data_confidence": "high", "entity_seed_notes": { "aliases": [], "approx_lat": "", "approx_lon": "", "related_entities_to_create": [], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [] }, "source_candidates": [ { "name": "TAT Cha-am", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Cha-am/241", "why_it_matters": "merged sub-base evidence", "supports": "static copy" } ] }, { "city": "Chiang Mai", "thai_name": "เชียงใหม่", "province": "Chiang Mai", "recommended_slug": "chiang-mai", "page_status": "first-class destination", "merge_recommendation": "No merge", "summary": "Chiang Mai is modeled as: northern city base, culture, food, mountain pivots. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "northern city base", "culture", "food", "mountain pivots" ], "avoid_if": [ "smoke season/AQI cannot be static beyond risk framing" ], "best_months": "November–February", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "June–October green/rain season; May shoulder heat/rain" ], "high_risk": [ "March–April smoke/heat; heavy-rain mountain-road advisories" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Old City", "best_for": "temples, walking, first-timers", "watch_outs": "traffic moat, tourist density", "transport_logic": "walk/songthaew/tuk-tuk", "walkability_or_spread": "compact", "weather_noise_flood_or_air_caveat": "AQI and heat" }, { "name": "Nimman / MAYA", "best_for": "cafes, workation, airport access", "watch_outs": "less historic", "transport_logic": "road/ride-hail", "walkability_or_spread": "compact district", "weather_noise_flood_or_air_caveat": "AQI" }, { "name": "Riverside / Night Bazaar", "best_for": "markets, families, easier evening routes", "watch_outs": "less quiet", "transport_logic": "road and walking pockets", "walkability_or_spread": "semi-spread", "weather_noise_flood_or_air_caveat": "river rain caveat" } ], "nearby_alternatives": [ "Chiang Rai", "Pai", "Nan", "Mae Hong Son", "Sukhothai" ], "route_roles": [ "northern air hub", "mountain route base", "food-route node" ], "food_angle": "High; needs neighborhood food-route widgets rather than generic dishes.", "culture_angle": "Lanna city, temples, festivals, craft districts.", "shopping_gold_gem_angle": "Gold-buying check can exist as city-level live-price/shop-directory support; lower priority than Bangkok.", "arrival_modes": [ "Chiang Mai International Airport", "SRT northern rail", "intercity bus", "road from Bangkok/Chiang Rai/Pai" ], "should_be_static": [ "base areas", "smoke-season warning band", "route roles", "nearby pivots" ], "should_not_be_static": [ "AQI", "burning severity", "festival dates", "flight/rail schedules" ], "data_confidence": "high", "entity_seed_notes": { "aliases": [ "CNX" ], "approx_lat": "18.7883", "approx_lon": "98.9853", "related_entities_to_create": [ "Old City Chiang Mai", "Nimman", "Doi Suthep", "Chiang Mai Airport" ], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [ "chiang-mai-stay-guide", "chiang-mai-route-check" ] }, "source_candidates": [ { "name": "TAT Chiang Mai", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Chiang-Mai/101", "why_it_matters": "official destination identity", "supports": "static copy" } ] }, { "city": "Chiang Rai", "thai_name": "เชียงราย", "province": "Chiang Rai", "recommended_slug": "chiang-rai", "page_status": "first-class destination", "merge_recommendation": "No merge", "summary": "Chiang Rai is modeled as: northern border/culture/mountain route base. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "northern border", "culture", "mountain route base" ], "avoid_if": [ "smoke season and car-route dependence" ], "best_months": "November–February unless the page-specific season window states otherwise.", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat", "May–October rain-aware travel" ], "high_risk": [ "smoke season and car-route dependence" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Chiang Rai city center", "best_for": "first-time base and route logistics", "watch_outs": "verify neighborhood/stay demand before hardcoding", "transport_logic": "road/transit-dependent", "walkability_or_spread": "semi-compact or spread", "weather_noise_flood_or_air_caveat": "daily weather/AQI should be live checked" } ], "nearby_alternatives": [], "route_roles": [ "northern border/culture/mountain route base" ], "food_angle": "Support food-route only if official/local market/food sources are added.", "culture_angle": "Use official TAT/provincial/heritage sources; avoid attraction listicles.", "shopping_gold_gem_angle": "No primary static vertical unless separately listed.", "arrival_modes": [ "road/bus/van", "rail/airport/ferry where relevant" ], "should_be_static": [ "page status", "merge/split logic", "seasonal caveats", "base-area logic" ], "should_not_be_static": [ "daily weather", "AQI", "transport schedules", "event dates", "prices" ], "data_confidence": "high", "entity_seed_notes": { "aliases": [], "approx_lat": "", "approx_lon": "", "related_entities_to_create": [], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [] }, "source_candidates": [ { "name": "TAT Chiang Rai", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Chiang-Rai/102", "why_it_matters": "official border/mountain identity", "supports": "static copy" } ] }, { "city": "Chonburi", "thai_name": "ชลบุรี", "province": "Chonburi", "recommended_slug": "chonburi", "page_status": "support node only / east-coast route node", "merge_recommendation": "Split from Pattaya; Chonburi province is broader route/seafood/industrial coast", "summary": "Chonburi is modeled as: Bangkok–Pattaya–Rayong route context, Si Racha/Ko Sichang support. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "Bangkok–Pattaya–Rayong route context", "Si Racha", "Ko Sichang support" ], "avoid_if": [ "too broad for one traveler page" ], "best_months": "November–February unless the page-specific season window states otherwise.", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat", "May–October rain-aware travel" ], "high_risk": [ "too broad for one traveler page" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Chonburi core / main access area", "best_for": "specific-purpose support trips", "watch_outs": "not a broad standalone base", "transport_logic": "road/transit-dependent", "walkability_or_spread": "spread unless local core is defined", "weather_noise_flood_or_air_caveat": "rain/AQI/traffic should be live checked" } ], "nearby_alternatives": [], "route_roles": [ "Bangkok–Pattaya–Rayong route context, Si Racha/Ko Sichang support" ], "food_angle": "Support food-route only if official/local market/food sources are added.", "culture_angle": "Use official TAT/provincial/heritage sources; avoid attraction listicles.", "shopping_gold_gem_angle": "No primary static vertical unless separately listed.", "arrival_modes": [ "road/bus/van", "rail/airport/ferry where relevant" ], "should_be_static": [ "page status", "merge/split logic", "seasonal caveats", "base-area logic" ], "should_not_be_static": [ "daily weather", "AQI", "transport schedules", "event dates", "prices" ], "data_confidence": "high", "entity_seed_notes": { "aliases": [], "approx_lat": "", "approx_lon": "", "related_entities_to_create": [], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [] }, "source_candidates": [ { "name": "TAT Chon Buri", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Chon-Buri/464", "why_it_matters": "province support identity", "supports": "static copy" } ] }, { "city": "Hat Yai", "thai_name": "หาดใหญ่", "province": "Songkhla", "recommended_slug": "hat-yai", "page_status": "first-class destination", "merge_recommendation": "Keep Songkhla Old Town as related support node", "summary": "Hat Yai is modeled as: south rail/air/border hub, food, shopping. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "south rail", "air", "border hub", "food", "shopping" ], "avoid_if": [ "flood/rain and event/border-route conditions are live" ], "best_months": "November–February unless the page-specific season window states otherwise.", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat", "May–October rain-aware travel" ], "high_risk": [ "flood/rain and event/border-route conditions are live" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Downtown / Kim Yong / Santisuk", "best_for": "food and shopping", "watch_outs": "crowded/noisy", "transport_logic": "walk/road/rail nearby", "walkability_or_spread": "compact", "weather_noise_flood_or_air_caveat": "rain/flood" }, { "name": "Central Festival / airport road", "best_for": "business, malls, airport access", "watch_outs": "less local food texture", "transport_logic": "road", "walkability_or_spread": "spread", "weather_noise_flood_or_air_caveat": "rain traffic" }, { "name": "Railway station area", "best_for": "rail route", "watch_outs": "transport-first", "transport_logic": "SRT rail", "walkability_or_spread": "compact", "weather_noise_flood_or_air_caveat": "schedule/rain" } ], "nearby_alternatives": [ "Songkhla", "Trang", "Nakhon Si Thammarat", "Malaysia border" ], "route_roles": [ "south rail/air/border hub, food, shopping" ], "food_angle": "High; dedicated food-route page justified.", "culture_angle": "Use official TAT/provincial/heritage sources; avoid attraction listicles.", "shopping_gold_gem_angle": "Gold-buying check possible as live-price/shop-directory support; shopping is primary static angle.", "arrival_modes": [ "Hat Yai Airport", "SRT rail", "bus/road", "Malaysia border route" ], "should_be_static": [ "page status", "merge/split logic", "seasonal caveats", "base-area logic" ], "should_not_be_static": [ "daily weather", "AQI", "transport schedules", "event dates", "prices" ], "data_confidence": "high", "entity_seed_notes": { "aliases": [ "HDY" ], "approx_lat": "7.0084", "approx_lon": "100.4747", "related_entities_to_create": [ "Kim Yong Market", "Santisuk Market", "Hat Yai Junction", "Songkhla Old Town", "Sadao border route" ], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [ "hat-yai-stay-guide", "hat-yai-route-check" ] }, "source_candidates": [ { "name": "TAT Hat Yai", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Hat-Yai/362", "why_it_matters": "official food/shopping/gateway identity", "supports": "static copy" }, { "name": "TAT Kim Yong Market", "type": "official", "url": "https://www.tourismthailand.org/Attraction/kim-yong-market", "why_it_matters": "market/food-shopping evidence", "supports": "food-route" } ] }, { "city": "Hua Hin", "thai_name": "หัวหิน", "province": "Prachuap Khiri Khan", "recommended_slug": "hua-hin-cha-am", "page_status": "merged destination", "merge_recommendation": "Merge with Cha-am; keep distinct base areas inside same page", "summary": "Hua Hin is modeled as: Bangkok beach/rail weekend base. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "Bangkok beach", "rail weekend base" ], "avoid_if": [ "weekend crowd, rain/road congestion" ], "best_months": "November–February unless the page-specific season window states otherwise.", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat", "May–October rain-aware travel" ], "high_risk": [ "weekend crowd, rain/road congestion" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Hua Hin town / night market", "best_for": "food, rail, short stays", "watch_outs": "busy weekends", "transport_logic": "rail/road/walk pockets", "walkability_or_spread": "compact center", "weather_noise_flood_or_air_caveat": "rain/crowd" }, { "name": "Khao Takiab", "best_for": "quieter beach", "watch_outs": "farther from town", "transport_logic": "road/baht bus", "walkability_or_spread": "linear", "weather_noise_flood_or_air_caveat": "rain road delays" }, { "name": "Cha-am beachfront", "best_for": "budget/family beach", "watch_outs": "weaker Hua Hin town depth", "transport_logic": "road/rail nearby", "walkability_or_spread": "linear", "weather_noise_flood_or_air_caveat": "weekend crowd" } ], "nearby_alternatives": [ "Cha-am", "Pranburi", "Bangkok", "Prachuap Khiri Khan" ], "route_roles": [ "Bangkok beach/rail weekend base" ], "food_angle": "Useful seafood/night-market angle, secondary to base selection.", "culture_angle": "Use official TAT/provincial/heritage sources; avoid attraction listicles.", "shopping_gold_gem_angle": "No primary static vertical unless separately listed.", "arrival_modes": [ "road from Bangkok", "rail", "Hua Hin Airport route-dependent" ], "should_be_static": [ "page status", "merge/split logic", "seasonal caveats", "base-area logic" ], "should_not_be_static": [ "daily weather", "AQI", "transport schedules", "event dates", "prices" ], "data_confidence": "high", "entity_seed_notes": { "aliases": [ "Hua Hin–Cha-am" ], "approx_lat": "12.5684", "approx_lon": "99.9577", "related_entities_to_create": [ "Cha-am", "Khao Takiab", "Pranburi", "Hua Hin Railway Station" ], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [ "hua-hin-cha-am-stay-guide", "hua-hin-cha-am-route-check" ] }, "source_candidates": [ { "name": "TAT Hua Hin", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Hua-Hin/240", "why_it_matters": "anchor destination identity", "supports": "static copy" }, { "name": "Thailand.go.th Hua Hin Jazz City Event 2026", "type": "official", "url": "https://www.thailand.go.th/public/event-detail/hua-hin-jazz-city-event-2026", "why_it_matters": "event crowd-pressure source", "supports": "future signal" } ] }, { "city": "Kanchanaburi", "thai_name": "กาญจนบุรี", "province": "Kanchanaburi", "recommended_slug": "kanchanaburi", "page_status": "first-class destination", "merge_recommendation": "No merge", "summary": "Kanchanaburi is modeled as: river/rail/history/nature base. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "river", "rail", "history", "nature base" ], "avoid_if": [ "town, Sai Yok, Erawan distance makes base choice material" ], "best_months": "November–February unless the page-specific season window states otherwise.", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat", "May–October rain-aware travel" ], "high_risk": [ "town, Sai Yok, Erawan distance makes base choice material" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Town / River Kwai Bridge", "best_for": "rail/history/food", "watch_outs": "not deep nature", "transport_logic": "rail/road", "walkability_or_spread": "semi-compact", "weather_noise_flood_or_air_caveat": "heat" }, { "name": "Riverfront resorts", "best_for": "slow stays and families", "watch_outs": "needs transfers", "transport_logic": "road", "walkability_or_spread": "spread", "weather_noise_flood_or_air_caveat": "river/rain" }, { "name": "Sai Yok / Nam Tok", "best_for": "nature and rail extension", "watch_outs": "far from town", "transport_logic": "rail/road", "walkability_or_spread": "spread", "weather_noise_flood_or_air_caveat": "rain-road risk" } ], "nearby_alternatives": [ "Ayutthaya", "Bangkok", "Hua Hin", "Nakhon Pathom" ], "route_roles": [ "river/rail/history/nature base" ], "food_angle": "Support food-route only if official/local market/food sources are added.", "culture_angle": "Use official TAT/provincial/heritage sources; avoid attraction listicles.", "shopping_gold_gem_angle": "No primary static vertical unless separately listed.", "arrival_modes": [ "rail", "road", "bus/van" ], "should_be_static": [ "page status", "merge/split logic", "seasonal caveats", "base-area logic" ], "should_not_be_static": [ "daily weather", "AQI", "transport schedules", "event dates", "prices" ], "data_confidence": "high", "entity_seed_notes": { "aliases": [ "Kanchanaburi Town" ], "approx_lat": "14.0228", "approx_lon": "99.5328", "related_entities_to_create": [ "River Kwai Bridge", "Nam Tok", "Sai Yok", "Erawan", "Hellfire Pass" ], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [ "kanchanaburi-stay-guide", "kanchanaburi-route-check" ] }, "source_candidates": [ { "name": "TAT Kanchanaburi", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Kanchanaburi/222", "why_it_matters": "road/rail/accessibility and province identity", "supports": "static copy" } ] }, { "city": "Khon Kaen", "thai_name": "ขอนแก่น", "province": "Khon Kaen", "recommended_slug": "khon-kaen", "page_status": "first-class destination", "merge_recommendation": "No merge", "summary": "Khon Kaen is modeled as: Isan urban hub, rail/air/business/food. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "Isan urban hub", "rail", "air", "business", "food" ], "avoid_if": [ "heat/AQI and limited classic sightseeing depth" ], "best_months": "November–February unless the page-specific season window states otherwise.", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat", "May–October rain-aware travel" ], "high_risk": [ "heat/AQI and limited classic sightseeing depth" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Khon Kaen city center", "best_for": "first-time base and route logistics", "watch_outs": "verify neighborhood/stay demand before hardcoding", "transport_logic": "road/transit-dependent", "walkability_or_spread": "semi-compact or spread", "weather_noise_flood_or_air_caveat": "daily weather/AQI should be live checked" } ], "nearby_alternatives": [], "route_roles": [ "Isan urban hub, rail/air/business/food" ], "food_angle": "Support food-route only if official/local market/food sources are added.", "culture_angle": "Use official TAT/provincial/heritage sources; avoid attraction listicles.", "shopping_gold_gem_angle": "No primary static vertical unless separately listed.", "arrival_modes": [ "road/bus/van", "rail/airport/ferry where relevant" ], "should_be_static": [ "page status", "merge/split logic", "seasonal caveats", "base-area logic" ], "should_not_be_static": [ "daily weather", "AQI", "transport schedules", "event dates", "prices" ], "data_confidence": "medium", "entity_seed_notes": { "aliases": [], "approx_lat": "", "approx_lon": "", "related_entities_to_create": [], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [] }, "source_candidates": [ { "name": "TAT Khon Kaen", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Khon-Kaen/575", "why_it_matters": "official hub/commercial identity", "supports": "static copy" } ] }, { "city": "Krabi", "thai_name": "กระบี่", "province": "Krabi", "recommended_slug": "krabi", "page_status": "first-class destination", "merge_recommendation": "No merge", "summary": "Krabi is modeled as: Andaman beach/island/ferry base. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "Andaman beach", "island", "ferry base" ], "avoid_if": [ "monsoon marine fragility; Railay is boat-dependent" ], "best_months": "December–March", "season_windows": { "best": [ "December–March" ], "acceptable_with_caveats": [ "November and April shoulder; May–October flexible travel" ], "high_risk": [ "rough sea advisories; heavy rain; boat-only base during monsoon" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Ao Nang", "best_for": "default hotels, tours, piers", "watch_outs": "tour density", "transport_logic": "road and boat hub", "walkability_or_spread": "linear/spread", "weather_noise_flood_or_air_caveat": "marine weather" }, { "name": "Railay", "best_for": "limestone, climbing, scenery", "watch_outs": "boat-only access", "transport_logic": "boat-dependent", "walkability_or_spread": "compact", "weather_noise_flood_or_air_caveat": "rough sea can weaken base" }, { "name": "Krabi Town", "best_for": "food, buses, cheaper stays", "watch_outs": "not beach-first", "transport_logic": "road to beaches/piers", "walkability_or_spread": "compact", "weather_noise_flood_or_air_caveat": "rain less disruptive than boat bases" } ], "nearby_alternatives": [ "Phuket", "Trang", "Surat Thani", "Phang Nga" ], "route_roles": [ "Andaman airport", "ferry node", "island route base" ], "food_angle": "Useful but secondary to ferry/base widgets.", "culture_angle": "Limestone landscape and local markets; avoid generic attraction listing.", "shopping_gold_gem_angle": "No primary static vertical.", "arrival_modes": [ "Krabi Airport", "road", "ferry/speedboat" ], "should_be_static": [ "base-area hierarchy", "monsoon caveat", "ferry-dependence warning" ], "should_not_be_static": [ "sea state", "boat schedule", "pier closures", "daily rain" ], "data_confidence": "high", "entity_seed_notes": { "aliases": [ "KBV" ], "approx_lat": "8.0863", "approx_lon": "98.9063", "related_entities_to_create": [ "Ao Nang", "Railay", "Krabi Town", "Klong Muang", "Phi Phi route", "Krabi Airport" ], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [ "krabi-stay-guide", "krabi-route-check" ] }, "source_candidates": [ { "name": "TAT Krabi", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Krabi/344", "why_it_matters": "official destination identity", "supports": "static copy" } ] }, { "city": "Lopburi", "thai_name": "ลพบุรี", "province": "Lopburi", "recommended_slug": "lopburi", "page_status": "route anchor / support node", "merge_recommendation": "No merge; link with Ayutthaya/Sukhothai/Khorat routes", "summary": "Lopburi is modeled as: history stop, rail route, seasonal sunflower side-trip. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "history stop", "rail route", "seasonal sunflower side-trip" ], "avoid_if": [ "not enough broad hotel-area depth for first-class page" ], "best_months": "November–February unless the page-specific season window states otherwise.", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat", "May–October rain-aware travel" ], "high_risk": [ "not enough broad hotel-area depth for first-class page" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Lopburi core / main access area", "best_for": "specific-purpose support trips", "watch_outs": "not a broad standalone base", "transport_logic": "road/transit-dependent", "walkability_or_spread": "spread unless local core is defined", "weather_noise_flood_or_air_caveat": "rain/AQI/traffic should be live checked" } ], "nearby_alternatives": [], "route_roles": [ "history stop, rail route, seasonal sunflower side-trip" ], "food_angle": "Support food-route only if official/local market/food sources are added.", "culture_angle": "Use official TAT/provincial/heritage sources; avoid attraction listicles.", "shopping_gold_gem_angle": "No primary static vertical unless separately listed.", "arrival_modes": [ "road/bus/van", "rail/airport/ferry where relevant" ], "should_be_static": [ "page status", "merge/split logic", "seasonal caveats", "base-area logic" ], "should_not_be_static": [ "daily weather", "AQI", "transport schedules", "event dates", "prices" ], "data_confidence": "medium", "entity_seed_notes": { "aliases": [], "approx_lat": "", "approx_lon": "", "related_entities_to_create": [], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [] }, "source_candidates": [ { "name": "TAT Lop Buri", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Lop-Buri/223", "why_it_matters": "official heritage/seasonal identity", "supports": "static copy" } ] }, { "city": "Mae Hong Son", "thai_name": "แม่ฮ่องสอน", "province": "Mae Hong Son", "recommended_slug": "mae-hong-son", "page_status": "first-class route-heavy destination", "merge_recommendation": "No merge; Pai remains separate because traveler behavior differs", "summary": "Mae Hong Son is modeled as: road-loop, mountain culture, slow travel. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "road-loop", "mountain culture", "slow travel" ], "avoid_if": [ "winding road, smoke, rain/landslide risk" ], "best_months": "November–February unless the page-specific season window states otherwise.", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat", "May–October rain-aware travel" ], "high_risk": [ "winding road, smoke, rain/landslide risk" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Mae Hong Son transport core", "best_for": "route stop and transfer resilience", "watch_outs": "limited hotel-area depth", "transport_logic": "rail/road/bus or airport depending city", "walkability_or_spread": "compact core plus spread route targets", "weather_noise_flood_or_air_caveat": "heat/rain/schedule conditions can weaken route value" } ], "nearby_alternatives": [], "route_roles": [ "road-loop, mountain culture, slow travel" ], "food_angle": "Support food-route only if official/local market/food sources are added.", "culture_angle": "Use official TAT/provincial/heritage sources; avoid attraction listicles.", "shopping_gold_gem_angle": "No primary static vertical unless separately listed.", "arrival_modes": [ "road/bus/van", "rail/airport/ferry where relevant" ], "should_be_static": [ "page status", "merge/split logic", "seasonal caveats", "base-area logic" ], "should_not_be_static": [ "daily weather", "AQI", "transport schedules", "event dates", "prices" ], "data_confidence": "medium", "entity_seed_notes": { "aliases": [], "approx_lat": "", "approx_lon": "", "related_entities_to_create": [], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [] }, "source_candidates": [ { "name": "TAT Mae Hong Son", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Mae-Hong-Son/106", "why_it_matters": "official road/carsickness and Pai-loop context", "supports": "route-check" } ] }, { "city": "Nan", "thai_name": "น่าน", "province": "Nan", "recommended_slug": "nan", "page_status": "first-class destination candidate", "merge_recommendation": "No merge", "summary": "Nan is modeled as: quiet northern culture/nature base. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "quiet northern culture", "nature base" ], "avoid_if": [ "smoke season and low public live-signal density" ], "best_months": "November–February unless the page-specific season window states otherwise.", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat", "May–October rain-aware travel" ], "high_risk": [ "smoke season and low public live-signal density" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Nan city center", "best_for": "first-time base and route logistics", "watch_outs": "verify neighborhood/stay demand before hardcoding", "transport_logic": "road/transit-dependent", "walkability_or_spread": "semi-compact or spread", "weather_noise_flood_or_air_caveat": "daily weather/AQI should be live checked" } ], "nearby_alternatives": [], "route_roles": [ "quiet northern culture/nature base" ], "food_angle": "Support food-route only if official/local market/food sources are added.", "culture_angle": "Use official TAT/provincial/heritage sources; avoid attraction listicles.", "shopping_gold_gem_angle": "No primary static vertical unless separately listed.", "arrival_modes": [ "road/bus/van", "rail/airport/ferry where relevant" ], "should_be_static": [ "page status", "merge/split logic", "seasonal caveats", "base-area logic" ], "should_not_be_static": [ "daily weather", "AQI", "transport schedules", "event dates", "prices" ], "data_confidence": "medium", "entity_seed_notes": { "aliases": [], "approx_lat": "", "approx_lon": "", "related_entities_to_create": [], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [] }, "source_candidates": [ { "name": "TAT Nan", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Nan/108", "why_it_matters": "official destination identity", "supports": "static copy" } ] }, { "city": "Nakhon Phanom", "thai_name": "นครพนม", "province": "Nakhon Phanom", "recommended_slug": "nakhon-phanom", "page_status": "first-class Mekong-route candidate", "merge_recommendation": "No merge", "summary": "Nakhon Phanom is modeled as: Mekong river base, Laos-view route, slow urban stay. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "Mekong river base", "Laos-view route", "slow urban stay" ], "avoid_if": [ "weaker hotel-area complexity; event/live sources needed" ], "best_months": "November–February unless the page-specific season window states otherwise.", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat", "May–October rain-aware travel" ], "high_risk": [ "weaker hotel-area complexity; event/live sources needed" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Nakhon Phanom transport core", "best_for": "route stop and transfer resilience", "watch_outs": "limited hotel-area depth", "transport_logic": "rail/road/bus or airport depending city", "walkability_or_spread": "compact core plus spread route targets", "weather_noise_flood_or_air_caveat": "heat/rain/schedule conditions can weaken route value" } ], "nearby_alternatives": [], "route_roles": [ "Mekong river base, Laos-view route, slow urban stay" ], "food_angle": "Support food-route only if official/local market/food sources are added.", "culture_angle": "Use official TAT/provincial/heritage sources; avoid attraction listicles.", "shopping_gold_gem_angle": "No primary static vertical unless separately listed.", "arrival_modes": [ "road/bus/van", "rail/airport/ferry where relevant" ], "should_be_static": [ "page status", "merge/split logic", "seasonal caveats", "base-area logic" ], "should_not_be_static": [ "daily weather", "AQI", "transport schedules", "event dates", "prices" ], "data_confidence": "medium", "entity_seed_notes": { "aliases": [], "approx_lat": "", "approx_lon": "", "related_entities_to_create": [], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [] }, "source_candidates": [ { "name": "TAT Nakhon Phanom", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Nakhon-Phanom/579", "why_it_matters": "official Mekong identity", "supports": "static copy" } ] }, { "city": "Nakhon Ratchasima", "thai_name": "นครราชสีมา", "province": "Nakhon Ratchasima", "recommended_slug": "nakhon-ratchasima", "page_status": "first-class destination / route hub", "merge_recommendation": "No merge; keep Khao Yai/Pak Chong as sub-base or related entity", "summary": "Nakhon Ratchasima is modeled as: Isan gateway, Khao Yai/Phimai pivots, rail/road hub. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "Isan gateway", "Khao Yai", "Phimai pivots", "rail", "road hub" ], "avoid_if": [ "city vs Khao Yai expectations must be separated" ], "best_months": "November–February unless the page-specific season window states otherwise.", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat", "May–October rain-aware travel" ], "high_risk": [ "city vs Khao Yai expectations must be separated" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Nakhon Ratchasima transport core", "best_for": "route stop and transfer resilience", "watch_outs": "limited hotel-area depth", "transport_logic": "rail/road/bus or airport depending city", "walkability_or_spread": "compact core plus spread route targets", "weather_noise_flood_or_air_caveat": "heat/rain/schedule conditions can weaken route value" } ], "nearby_alternatives": [], "route_roles": [ "Isan gateway, Khao Yai/Phimai pivots, rail/road hub" ], "food_angle": "Support food-route only if official/local market/food sources are added.", "culture_angle": "Use official TAT/provincial/heritage sources; avoid attraction listicles.", "shopping_gold_gem_angle": "No primary static vertical unless separately listed.", "arrival_modes": [ "road/bus/van", "rail/airport/ferry where relevant" ], "should_be_static": [ "page status", "merge/split logic", "seasonal caveats", "base-area logic" ], "should_not_be_static": [ "daily weather", "AQI", "transport schedules", "event dates", "prices" ], "data_confidence": "high", "entity_seed_notes": { "aliases": [], "approx_lat": "", "approx_lon": "", "related_entities_to_create": [], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [] }, "source_candidates": [ { "name": "TAT Nakhon Ratchasima", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Nakhon-Ratchasima/580", "why_it_matters": "official gateway/Khao Yai/Phimai positioning", "supports": "static copy" }, { "name": "Fine Arts Department Phimai Historical Park", "type": "official", "url": "https://virtualhistoricalpark.finearts.go.th/phimai/index.php/en/", "why_it_matters": "heritage route source", "supports": "static copy" } ] }, { "city": "Nakhon Si Thammarat", "thai_name": "นครศรีธรรมราช", "province": "Nakhon Si Thammarat", "recommended_slug": "nakhon-si-thammarat", "page_status": "first-class culture/food candidate", "merge_recommendation": "No merge", "summary": "Nakhon Si Thammarat is modeled as: southern temple/culture/food route. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "southern temple", "culture", "food route" ], "avoid_if": [ "Gulf monsoon/flood timing needs live checks" ], "best_months": "November–February unless the page-specific season window states otherwise.", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat", "May–October rain-aware travel" ], "high_risk": [ "Gulf monsoon/flood timing needs live checks" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Nakhon Si Thammarat city center", "best_for": "first-time base and route logistics", "watch_outs": "verify neighborhood/stay demand before hardcoding", "transport_logic": "road/transit-dependent", "walkability_or_spread": "semi-compact or spread", "weather_noise_flood_or_air_caveat": "daily weather/AQI should be live checked" } ], "nearby_alternatives": [], "route_roles": [ "southern temple/culture/food route" ], "food_angle": "Support food-route only if official/local market/food sources are added.", "culture_angle": "Use official TAT/provincial/heritage sources; avoid attraction listicles.", "shopping_gold_gem_angle": "No primary static vertical unless separately listed.", "arrival_modes": [ "road/bus/van", "rail/airport/ferry where relevant" ], "should_be_static": [ "page status", "merge/split logic", "seasonal caveats", "base-area logic" ], "should_not_be_static": [ "daily weather", "AQI", "transport schedules", "event dates", "prices" ], "data_confidence": "medium", "entity_seed_notes": { "aliases": [], "approx_lat": "", "approx_lon": "", "related_entities_to_create": [], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [] }, "source_candidates": [ { "name": "TAT Nakhon Si Thammarat", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Nakhon-Si-Thammarat/345", "why_it_matters": "official culture/food candidate identity", "supports": "static copy" } ] }, { "city": "Nong Khai", "thai_name": "หนองคาย", "province": "Nong Khai", "recommended_slug": "nong-khai", "page_status": "first-class route anchor", "merge_recommendation": "No merge", "summary": "Nong Khai is modeled as: Mekong/Vientiane border rail-road base. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "Mekong", "Vientiane border rail-road base" ], "avoid_if": [ "border/rail schedules and Naga event crowds are live" ], "best_months": "November–February unless the page-specific season window states otherwise.", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat", "May–October rain-aware travel" ], "high_risk": [ "border/rail schedules and Naga event crowds are live" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Nong Khai transport core", "best_for": "route stop and transfer resilience", "watch_outs": "limited hotel-area depth", "transport_logic": "rail/road/bus or airport depending city", "walkability_or_spread": "compact core plus spread route targets", "weather_noise_flood_or_air_caveat": "heat/rain/schedule conditions can weaken route value" } ], "nearby_alternatives": [], "route_roles": [ "Mekong/Vientiane border rail-road base" ], "food_angle": "Support food-route only if official/local market/food sources are added.", "culture_angle": "Use official TAT/provincial/heritage sources; avoid attraction listicles.", "shopping_gold_gem_angle": "No primary static vertical unless separately listed.", "arrival_modes": [ "road/bus/van", "rail/airport/ferry where relevant" ], "should_be_static": [ "page status", "merge/split logic", "seasonal caveats", "base-area logic" ], "should_not_be_static": [ "daily weather", "AQI", "transport schedules", "event dates", "prices" ], "data_confidence": "high", "entity_seed_notes": { "aliases": [], "approx_lat": "", "approx_lon": "", "related_entities_to_create": [], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [] }, "source_candidates": [ { "name": "TAT Nong Khai", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Nong-Khai/582", "why_it_matters": "official border/Mekong/Naga identity", "supports": "static copy" }, { "name": "Thailand.go.th Naga Fireball event", "type": "official", "url": "https://www.thailand.go.th/public/event-detail/naga-fireball-miracle-of-faith", "why_it_matters": "event/crowd signal candidate", "supports": "future signal" } ] }, { "city": "Nonthaburi", "thai_name": "นนทบุรี", "province": "Nonthaburi", "recommended_slug": "nonthaburi", "page_status": "support node only", "merge_recommendation": "Keep under Bangkok metro", "summary": "Nonthaburi is modeled as: Ko Kret / river day-trip / Bangkok-adjacent stay. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "Ko Kret", "river day-trip", "Bangkok-adjacent stay" ], "avoid_if": [ "indistinct from Bangkok for most travelers" ], "best_months": "November–February unless the page-specific season window states otherwise.", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat", "May–October rain-aware travel" ], "high_risk": [ "indistinct from Bangkok for most travelers" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Nonthaburi core / main access area", "best_for": "specific-purpose support trips", "watch_outs": "not a broad standalone base", "transport_logic": "road/transit-dependent", "walkability_or_spread": "spread unless local core is defined", "weather_noise_flood_or_air_caveat": "rain/AQI/traffic should be live checked" } ], "nearby_alternatives": [], "route_roles": [ "Ko Kret / river day-trip / Bangkok-adjacent stay" ], "food_angle": "Support food-route only if official/local market/food sources are added.", "culture_angle": "Use official TAT/provincial/heritage sources; avoid attraction listicles.", "shopping_gold_gem_angle": "No primary static vertical unless separately listed.", "arrival_modes": [ "road/bus/van", "rail/airport/ferry where relevant" ], "should_be_static": [ "page status", "merge/split logic", "seasonal caveats", "base-area logic" ], "should_not_be_static": [ "daily weather", "AQI", "transport schedules", "event dates", "prices" ], "data_confidence": "high", "entity_seed_notes": { "aliases": [], "approx_lat": "", "approx_lon": "", "related_entities_to_create": [], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [] }, "source_candidates": [ { "name": "TAT Nonthaburi", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Nonthaburi/226", "why_it_matters": "Bangkok-adjacent/river identity", "supports": "static copy" } ] }, { "city": "Pai", "thai_name": "ปาย", "province": "Mae Hong Son", "recommended_slug": "pai", "page_status": "first-class destination", "merge_recommendation": "No merge with Mae Hong Son; road and stay logic differ", "summary": "Pai is modeled as: mountain small-town base, road-loop stop. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "mountain small-town base", "road-loop stop" ], "avoid_if": [ "route 1095 sickness/friction, winter crowds, smoke" ], "best_months": "November–February unless the page-specific season window states otherwise.", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat", "May–October rain-aware travel" ], "high_risk": [ "route 1095 sickness/friction, winter crowds, smoke" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Pai city center", "best_for": "first-time base and route logistics", "watch_outs": "verify neighborhood/stay demand before hardcoding", "transport_logic": "road/transit-dependent", "walkability_or_spread": "semi-compact or spread", "weather_noise_flood_or_air_caveat": "daily weather/AQI should be live checked" } ], "nearby_alternatives": [], "route_roles": [ "mountain small-town base, road-loop stop" ], "food_angle": "Support food-route only if official/local market/food sources are added.", "culture_angle": "Use official TAT/provincial/heritage sources; avoid attraction listicles.", "shopping_gold_gem_angle": "No primary static vertical unless separately listed.", "arrival_modes": [ "road/bus/van", "rail/airport/ferry where relevant" ], "should_be_static": [ "page status", "merge/split logic", "seasonal caveats", "base-area logic" ], "should_not_be_static": [ "daily weather", "AQI", "transport schedules", "event dates", "prices" ], "data_confidence": "high", "entity_seed_notes": { "aliases": [], "approx_lat": "", "approx_lon": "", "related_entities_to_create": [], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [] }, "source_candidates": [ { "name": "TAT Pai", "type": "official", "url": "https://www.tourismthailand.org/Attraction/pai", "why_it_matters": "official Pai identity", "supports": "static copy" }, { "name": "TAT Mae Hong Son", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Mae-Hong-Son/106", "why_it_matters": "road/carsickness and loop context", "supports": "route-check" } ] }, { "city": "Pattaya", "thai_name": "พัทยา", "province": "Chonburi", "recommended_slug": "pattaya", "page_status": "first-class destination", "merge_recommendation": "Split from Chonburi", "summary": "Pattaya is modeled as: beach/nightlife/family inventory, Ko Lan, events. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "beach", "nightlife", "family inventory", "Ko Lan", "events" ], "avoid_if": [ "crowd/event pressure, rain drainage, beach-water/marine checks" ], "best_months": "November–February unless the page-specific season window states otherwise.", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat", "May–October rain-aware travel" ], "high_risk": [ "crowd/event pressure, rain drainage, beach-water/marine checks" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Central Pattaya", "best_for": "nightlife, events, beach access", "watch_outs": "noise/crowds", "transport_logic": "walk/baht bus", "walkability_or_spread": "compact strip", "weather_noise_flood_or_air_caveat": "rain/event congestion" }, { "name": "Jomtien", "best_for": "families, longer stays, quieter beach", "watch_outs": "farther from nightlife", "transport_logic": "baht bus/road", "walkability_or_spread": "linear", "weather_noise_flood_or_air_caveat": "rain/sea" }, { "name": "Naklua / Wongamat", "best_for": "quieter upscale stays", "watch_outs": "less central", "transport_logic": "road/baht bus", "walkability_or_spread": "semi-spread", "weather_noise_flood_or_air_caveat": "event/road delays" } ], "nearby_alternatives": [ "Chonburi", "Bangkok", "Rayong", "Hua Hin" ], "route_roles": [ "beach/nightlife/family inventory, Ko Lan, events" ], "food_angle": "Secondary seafood/market route; stronger as stay and crowd-decision page.", "culture_angle": "Use official TAT/provincial/heritage sources; avoid attraction listicles.", "shopping_gold_gem_angle": "Gold-buying check possible as live price/shop-directory support; not primary.", "arrival_modes": [ "road from Bangkok", "U-Tapao Airport", "bus/van", "Ko Lan ferry" ], "should_be_static": [ "page status", "merge/split logic", "seasonal caveats", "base-area logic" ], "should_not_be_static": [ "daily weather", "AQI", "transport schedules", "event dates", "prices" ], "data_confidence": "high", "entity_seed_notes": { "aliases": [ "Pattaya City" ], "approx_lat": "12.9236", "approx_lon": "100.8825", "related_entities_to_create": [ "Central Pattaya", "Jomtien", "Naklua", "Ko Lan", "U-Tapao Airport" ], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [ "pattaya-stay-guide", "pattaya-route-check" ] }, "source_candidates": [ { "name": "TAT Pattaya", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Pattaya/469", "why_it_matters": "separate official destination identity", "supports": "static copy" }, { "name": "TAT Pattaya International Fireworks Festival 2025", "type": "official", "url": "https://www.tourismthailand.org/Events-and-Festivals/pattaya-international-fireworks-festival-2025", "why_it_matters": "event pressure source", "supports": "future signal" } ] }, { "city": "Pathum Thani", "thai_name": "ปทุมธานี", "province": "Pathum Thani", "recommended_slug": "pathum-thani", "page_status": "support node only", "merge_recommendation": "Keep under Bangkok metro / route-support", "summary": "Pathum Thani is modeled as: north Bangkok route, museums, markets, university/industrial context. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "north Bangkok route", "museums", "markets", "university", "industrial context" ], "avoid_if": [ "weak standalone traveler decision value" ], "best_months": "November–February unless the page-specific season window states otherwise.", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat", "May–October rain-aware travel" ], "high_risk": [ "weak standalone traveler decision value" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Pathum Thani core / main access area", "best_for": "specific-purpose support trips", "watch_outs": "not a broad standalone base", "transport_logic": "road/transit-dependent", "walkability_or_spread": "spread unless local core is defined", "weather_noise_flood_or_air_caveat": "rain/AQI/traffic should be live checked" } ], "nearby_alternatives": [], "route_roles": [ "north Bangkok route, museums, markets, university/industrial context" ], "food_angle": "Support food-route only if official/local market/food sources are added.", "culture_angle": "Use official TAT/provincial/heritage sources; avoid attraction listicles.", "shopping_gold_gem_angle": "No primary static vertical unless separately listed.", "arrival_modes": [ "road/bus/van", "rail/airport/ferry where relevant" ], "should_be_static": [ "page status", "merge/split logic", "seasonal caveats", "base-area logic" ], "should_not_be_static": [ "daily weather", "AQI", "transport schedules", "event dates", "prices" ], "data_confidence": "high", "entity_seed_notes": { "aliases": [], "approx_lat": "", "approx_lon": "", "related_entities_to_create": [], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [] }, "source_candidates": [ { "name": "TAT Pathum Thani", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Pathum-Thani/227", "why_it_matters": "Bangkok north support/market/museum identity", "supports": "static copy" } ] }, { "city": "Phuket", "thai_name": "ภูเก็ต", "province": "Phuket", "recommended_slug": "phuket", "page_status": "first-class destination", "merge_recommendation": "No merge", "summary": "Phuket is modeled as: island base, beaches, food, ferries, airport. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "island base", "beaches", "food", "ferries", "airport" ], "avoid_if": [ "monsoon surf/boat risk and island traffic cannot be static" ], "best_months": "December–March", "season_windows": { "best": [ "December–March" ], "acceptable_with_caveats": [ "November and April shoulder; May–October if flexible/non-boat" ], "high_risk": [ "southwest monsoon rough sea/red-flag periods; heavy-rain advisories" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Old Town", "best_for": "food, culture, markets", "watch_outs": "not a beach base", "transport_logic": "road to beaches/piers", "walkability_or_spread": "compact core", "weather_noise_flood_or_air_caveat": "rain traffic" }, { "name": "Patong", "best_for": "nightlife and hotel inventory", "watch_outs": "noise/crowds", "transport_logic": "road-heavy", "walkability_or_spread": "compact beach strip", "weather_noise_flood_or_air_caveat": "surf/rain/crowd" }, { "name": "Kata / Karon", "best_for": "beach families, lower chaos", "watch_outs": "still road-dependent", "transport_logic": "road to airport/Old Town", "walkability_or_spread": "linear", "weather_noise_flood_or_air_caveat": "monsoon surf" } ], "nearby_alternatives": [ "Krabi", "Khao Lak", "Phang Nga", "Trang" ], "route_roles": [ "international airport", "Andaman ferry node", "food-route node" ], "food_angle": "Very high; build Phuket food-route and Old Town dining widgets.", "culture_angle": "Old Town, Sino-Portuguese context, shrines, festivals.", "shopping_gold_gem_angle": "Gold-buying check viable as live-price/shop-directory support; not a primary static claim.", "arrival_modes": [ "Phuket International Airport", "road bridge", "ferry/speedboat" ], "should_be_static": [ "base-area distinctions", "monsoon risk band", "food identity", "airport/road role" ], "should_not_be_static": [ "ferry schedules", "sea state", "red flags", "room prices", "AQI" ], "data_confidence": "high", "entity_seed_notes": { "aliases": [ "HKT" ], "approx_lat": "7.8804", "approx_lon": "98.3923", "related_entities_to_create": [ "Phuket Old Town", "Patong", "Kata", "Karon", "Rawai", "Chalong Pier", "Phuket Airport" ], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [ "phuket-stay-guide", "phuket-route-check" ] }, "source_candidates": [ { "name": "TAT Phuket", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Phuket/350", "why_it_matters": "official destination identity", "supports": "static copy" }, { "name": "UNESCO Creative Cities Phuket", "type": "public", "url": "https://www.unesco.org/en/creative-cities/phuket", "why_it_matters": "gastronomy vertical support", "supports": "food-route" } ] }, { "city": "Samut Prakan", "thai_name": "สมุทรปราการ", "province": "Samut Prakan", "recommended_slug": "samut-prakan", "page_status": "support node only / airport-adjacent", "merge_recommendation": "Keep under Bangkok metro; Suvarnabhumi is airport entity", "summary": "Samut Prakan is modeled as: airport-adjacent stays, Bangkok edge attractions. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "airport-adjacent stays", "Bangkok edge attractions" ], "avoid_if": [ "not a broad city-stay destination" ], "best_months": "November–February unless the page-specific season window states otherwise.", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat", "May–October rain-aware travel" ], "high_risk": [ "not a broad city-stay destination" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Samut Prakan core / main access area", "best_for": "specific-purpose support trips", "watch_outs": "not a broad standalone base", "transport_logic": "road/transit-dependent", "walkability_or_spread": "spread unless local core is defined", "weather_noise_flood_or_air_caveat": "rain/AQI/traffic should be live checked" } ], "nearby_alternatives": [], "route_roles": [ "airport-adjacent stays, Bangkok edge attractions" ], "food_angle": "Support food-route only if official/local market/food sources are added.", "culture_angle": "Use official TAT/provincial/heritage sources; avoid attraction listicles.", "shopping_gold_gem_angle": "No primary static vertical unless separately listed.", "arrival_modes": [ "road/bus/van", "rail/airport/ferry where relevant" ], "should_be_static": [ "page status", "merge/split logic", "seasonal caveats", "base-area logic" ], "should_not_be_static": [ "daily weather", "AQI", "transport schedules", "event dates", "prices" ], "data_confidence": "high", "entity_seed_notes": { "aliases": [], "approx_lat": "", "approx_lon": "", "related_entities_to_create": [], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [] }, "source_candidates": [ { "name": "TAT Samut Prakan", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Samut-Prakan/234", "why_it_matters": "official Bangkok-adjacent identity", "supports": "static copy" }, { "name": "Suvarnabhumi Airport", "type": "official", "url": "https://suvarnabhumi.airportthai.co.th/", "why_it_matters": "airport support role", "supports": "route-check" } ] }, { "city": "Songkhla", "thai_name": "สงขลา", "province": "Songkhla", "recommended_slug": "songkhla", "page_status": "support node / specialized old-town-food node", "merge_recommendation": "Pair with Hat Yai; Songkhla is heritage/coastal sub-base", "summary": "Songkhla is modeled as: old town, Samila/waterfront, food/culture. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "old town", "Samila", "waterfront", "food", "culture" ], "avoid_if": [ "26 km separation from Hat Yai changes base logic" ], "best_months": "November–February unless the page-specific season window states otherwise.", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat", "May–October rain-aware travel" ], "high_risk": [ "26 km separation from Hat Yai changes base logic" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Songkhla core / main access area", "best_for": "specific-purpose support trips", "watch_outs": "not a broad standalone base", "transport_logic": "road/transit-dependent", "walkability_or_spread": "spread unless local core is defined", "weather_noise_flood_or_air_caveat": "rain/AQI/traffic should be live checked" } ], "nearby_alternatives": [], "route_roles": [ "old town, Samila/waterfront, food/culture" ], "food_angle": "Support food-route only if official/local market/food sources are added.", "culture_angle": "Use official TAT/provincial/heritage sources; avoid attraction listicles.", "shopping_gold_gem_angle": "No primary static vertical unless separately listed.", "arrival_modes": [ "road/bus/van", "rail/airport/ferry where relevant" ], "should_be_static": [ "page status", "merge/split logic", "seasonal caveats", "base-area logic" ], "should_not_be_static": [ "daily weather", "AQI", "transport schedules", "event dates", "prices" ], "data_confidence": "medium", "entity_seed_notes": { "aliases": [], "approx_lat": "", "approx_lon": "", "related_entities_to_create": [], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [] }, "source_candidates": [ { "name": "TAT Songkhla", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Songkhla/353", "why_it_matters": "historic/cultural identity", "supports": "static copy" } ] }, { "city": "Surat Thani", "thai_name": "สุราษฎร์ธานี", "province": "Surat Thani", "recommended_slug": "surat-thani", "page_status": "first-class ferry/route anchor", "merge_recommendation": "No merge; Samui/Phangan/Tao should be separate islands", "summary": "Surat Thani is modeled as: rail/air/bus-to-ferry gateway. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "rail", "air", "bus-to-ferry gateway" ], "avoid_if": [ "ferry/marine weather and schedule fragility dominate" ], "best_months": "November–February unless the page-specific season window states otherwise.", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat", "May–October rain-aware travel" ], "high_risk": [ "ferry/marine weather and schedule fragility dominate" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Surat Thani city / Tapee River", "best_for": "overnight buffer and food", "watch_outs": "not island-like", "transport_logic": "road to rail/airport/piers", "walkability_or_spread": "compact pockets", "weather_noise_flood_or_air_caveat": "rain/river" }, { "name": "Phun Phin rail side", "best_for": "rail-to-ferry logistics", "watch_outs": "route-only", "transport_logic": "rail/van", "walkability_or_spread": "limited", "weather_noise_flood_or_air_caveat": "schedule/rain" }, { "name": "Don Sak pier area", "best_for": "early ferry resilience", "watch_outs": "little city value", "transport_logic": "pier-first", "walkability_or_spread": "spread", "weather_noise_flood_or_air_caveat": "marine weather" } ], "nearby_alternatives": [ "Krabi", "Nakhon Si Thammarat", "Chumphon", "Trang" ], "route_roles": [ "rail/air/bus-to-ferry gateway" ], "food_angle": "Support food stop; not broad vertical.", "culture_angle": "Use official TAT/provincial/heritage sources; avoid attraction listicles.", "shopping_gold_gem_angle": "No primary static vertical unless separately listed.", "arrival_modes": [ "Surat Thani Airport", "SRT rail", "bus/van", "Don Sak ferry" ], "should_be_static": [ "page status", "merge/split logic", "seasonal caveats", "base-area logic" ], "should_not_be_static": [ "daily weather", "AQI", "transport schedules", "event dates", "prices" ], "data_confidence": "high", "entity_seed_notes": { "aliases": [ "URT" ], "approx_lat": "9.1382", "approx_lon": "99.3215", "related_entities_to_create": [ "Don Sak", "Phun Phin", "Surat Thani Airport", "Tapee River", "Koh Samui route", "Koh Phangan route", "Koh Tao route" ], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [ "surat-thani-stay-guide", "surat-thani-route-check" ] }, "source_candidates": [ { "name": "TAT Surat Thani", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Surat-Thani/354", "why_it_matters": "official island/gateway identity", "supports": "static copy" } ] }, { "city": "Sukhothai", "thai_name": "สุโขทัย", "province": "Sukhothai", "recommended_slug": "sukhothai", "page_status": "first-class destination", "merge_recommendation": "No merge", "summary": "Sukhothai is modeled as: UNESCO heritage, old-city stay, cycling. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "UNESCO heritage", "old-city stay", "cycling" ], "avoid_if": [ "heat and festival crowding" ], "best_months": "November–February unless the page-specific season window states otherwise.", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat", "May–October rain-aware travel" ], "high_risk": [ "heat and festival crowding" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Old City / Historical Park", "best_for": "heritage and cycling", "watch_outs": "less nightlife/transit", "transport_logic": "bike/road", "walkability_or_spread": "compact park, hotels spread", "weather_noise_flood_or_air_caveat": "heat/rain" }, { "name": "New Sukhothai", "best_for": "bus, food, cheaper stays", "watch_outs": "farther from park", "transport_logic": "bus/road", "walkability_or_spread": "compact town", "weather_noise_flood_or_air_caveat": "heat" }, { "name": "Si Satchanalai route", "best_for": "heritage extension", "watch_outs": "needs road time", "transport_logic": "road", "walkability_or_spread": "spread", "weather_noise_flood_or_air_caveat": "heat/rain" } ], "nearby_alternatives": [ "Ayutthaya", "Chiang Mai", "Phitsanulok", "Lopburi" ], "route_roles": [ "UNESCO heritage, old-city stay, cycling" ], "food_angle": "Support food-route only if official/local market/food sources are added.", "culture_angle": "Use official TAT/provincial/heritage sources; avoid attraction listicles.", "shopping_gold_gem_angle": "No primary static vertical unless separately listed.", "arrival_modes": [ "Sukhothai Airport", "bus/road", "nearby rail via Phitsanulok" ], "should_be_static": [ "page status", "merge/split logic", "seasonal caveats", "base-area logic" ], "should_not_be_static": [ "daily weather", "AQI", "transport schedules", "event dates", "prices" ], "data_confidence": "high", "entity_seed_notes": { "aliases": [ "Old Sukhothai" ], "approx_lat": "17.0056", "approx_lon": "99.8264", "related_entities_to_create": [ "Sukhothai Historical Park", "New Sukhothai", "Si Satchanalai" ], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [ "sukhothai-stay-guide", "sukhothai-route-check" ] }, "source_candidates": [ { "name": "TAT Sukhothai", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Sukhothai/114", "why_it_matters": "official heritage identity", "supports": "static copy" }, { "name": "UNESCO Sukhothai", "type": "public", "url": "https://whc.unesco.org/en/list/574/", "why_it_matters": "World Heritage basis", "supports": "static copy" }, { "name": "TAT Sukhothai Loi Krathong Festival", "type": "official", "url": "https://www.tourismthailand.org/Events-and-Festivals/sukhothai-loi-krathong-festival", "why_it_matters": "event crowd signal", "supports": "future signal" } ] }, { "city": "Trang", "thai_name": "ตรัง", "province": "Trang", "recommended_slug": "trang", "page_status": "first-class destination", "merge_recommendation": "No merge", "summary": "Trang is modeled as: food city + Andaman island ferry base. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "food city + Andaman island ferry base" ], "avoid_if": [ "monsoon boat fragility; city vs island base split" ], "best_months": "November–February unless the page-specific season window states otherwise.", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat", "May–October rain-aware travel" ], "high_risk": [ "monsoon boat fragility; city vs island base split" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Trang city", "best_for": "food, rail, airport, morning markets", "watch_outs": "not beach base", "transport_logic": "rail/road/airport", "walkability_or_spread": "compact", "weather_noise_flood_or_air_caveat": "rain manageable" }, { "name": "Pak Meng / coast", "best_for": "island departures", "watch_outs": "less food depth", "transport_logic": "road/boat", "walkability_or_spread": "spread", "weather_noise_flood_or_air_caveat": "marine weather" }, { "name": "Islands", "best_for": "beach/island stays", "watch_outs": "boat-only fragility", "transport_logic": "boat", "walkability_or_spread": "compact islands", "weather_noise_flood_or_air_caveat": "rough sea" } ], "nearby_alternatives": [ "Krabi", "Phuket", "Hat Yai", "Nakhon Si Thammarat" ], "route_roles": [ "food city + Andaman island ferry base" ], "food_angle": "High; promote to dedicated food-route vertical.", "culture_angle": "Use official TAT/provincial/heritage sources; avoid attraction listicles.", "shopping_gold_gem_angle": "No primary static vertical unless separately listed.", "arrival_modes": [ "Trang Airport", "SRT rail", "road", "ferry/boat" ], "should_be_static": [ "page status", "merge/split logic", "seasonal caveats", "base-area logic" ], "should_not_be_static": [ "daily weather", "AQI", "transport schedules", "event dates", "prices" ], "data_confidence": "high", "entity_seed_notes": { "aliases": [ "TST" ], "approx_lat": "7.5594", "approx_lon": "99.6114", "related_entities_to_create": [ "Trang Railway Station", "Pak Meng", "Koh Mook", "Koh Kradan", "Kantang" ], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [ "trang-stay-guide", "trang-route-check" ] }, "source_candidates": [ { "name": "TAT Trang", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Trang/355", "why_it_matters": "official coastline/island identity", "supports": "static copy" } ] }, { "city": "Ubon Ratchathani", "thai_name": "อุบลราชธานี", "province": "Ubon Ratchathani", "recommended_slug": "ubon-ratchathani", "page_status": "first-class destination", "merge_recommendation": "No merge", "summary": "Ubon Ratchathani is modeled as: Isan culture, Candle Festival, Mekong/Pha Taem route. Static copy should foreground traveler decisions and avoid live claims.", "best_for": [ "Isan culture", "Candle Festival", "Mekong", "Pha Taem route" ], "avoid_if": [ "festival crowding, heat, cross-border road spread" ], "best_months": "November–February unless the page-specific season window states otherwise.", "season_windows": { "best": [ "November–February" ], "acceptable_with_caveats": [ "March–May heat", "May–October rain-aware travel" ], "high_risk": [ "festival crowding, heat, cross-border road spread" ] }, "static_decision_signals": { "today_signal": "Do not hardcode; use TMD, Air4Thai/PCD, transport and event feeds where relevant.", "weather_risk": "Use seasonal static framing only; daily weather is a future live signal.", "aqi_risk": "Live-check via Air4Thai/PCD where station coverage exists; especially relevant in dry/smoke season.", "transport_friction": "Treat route timing, transfer spread and public transport schedules as live or semi-live.", "food_signal": "Use as static food-route positioning only when supported by official/local source candidates.", "crowd_level": "Do not hardcode current crowding; express event/weekend sensitivity as static risk.", "comfort_penalties": [ "heat", "rain", "AQI where relevant", "event/crowd pressure", "route spread" ] }, "base_areas": [ { "name": "Ubon Ratchathani city center", "best_for": "first-time base and route logistics", "watch_outs": "verify neighborhood/stay demand before hardcoding", "transport_logic": "road/transit-dependent", "walkability_or_spread": "semi-compact or spread", "weather_noise_flood_or_air_caveat": "daily weather/AQI should be live checked" } ], "nearby_alternatives": [], "route_roles": [ "Isan culture, Candle Festival, Mekong/Pha Taem route" ], "food_angle": "Support food-route only if official/local market/food sources are added.", "culture_angle": "Use official TAT/provincial/heritage sources; avoid attraction listicles.", "shopping_gold_gem_angle": "No primary static vertical unless separately listed.", "arrival_modes": [ "road/bus/van", "rail/airport/ferry where relevant" ], "should_be_static": [ "page status", "merge/split logic", "seasonal caveats", "base-area logic" ], "should_not_be_static": [ "daily weather", "AQI", "transport schedules", "event dates", "prices" ], "data_confidence": "high", "entity_seed_notes": { "aliases": [], "approx_lat": "", "approx_lon": "", "related_entities_to_create": [], "observation_coverage_candidates": [ "TMD", "Air4Thai/PCD where available", "SRT/CAAT/ferry/event feeds where relevant" ], "related_page_candidates": [] }, "source_candidates": [ { "name": "TAT Ubon Ratchathani", "type": "official", "url": "https://www.tourismthailand.org/Destinations/Provinces/Ubon-Ratchathani/587", "why_it_matters": "official culture/festival/route identity", "supports": "static copy" }, { "name": "TAT Ubon Candle Festival 2025", "type": "official", "url": "https://www.tourismthailand.org/Articles/ubon-ratchathani-candle-festival-2025-en", "why_it_matters": "crowd/event pressure source", "supports": "future signal" } ] } ]