Bangkok Urban Big Data — Macro Spatial Intelligence Suite

50 Districts · 180 Sub-districts · ISCV | Isocurve Research Lab (@iscvlab) · bangkok.iscvlab.com

Classified A–H (8 Dashboards) Cloud Edge Active
1,355,524
Civic Complaints (SQLite)
Full Bangkok · 50 Districts · 2022–2026
50 / 180
Districts & Subdistricts
DOPA Census SSOT (1001–1050)
954 Days
GISTDA PM2.5 Records
50 districts · 2024-01-01 → 2026-08-13
208,414
Mobility Road Segments
OSM LOD0–2 · NACH on LOD0/1 · Jul 2026 graph

Macro-Scale Web Analytics Suite (Dashboards A–H · Logical Thematic Flow)

Press [1–8] or click any card below to launch interactive citywide dashboards (50 Bangkok Districts).

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Dashboard A · Traffy
Key [1]

Bangkok-wide Traffy Fondue civic complaints analytics across 50 districts. Interactive spatial buffer & district querying across 12 civic categories via live SQLite engine.

1.35M BKK Records 50 Districts 12 Civic Categories <1 ms SQLite API
Launch Dashboard A (Traffy) ➔
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Dashboard B · Environment
Key [2]

Environmental emissions, odor plume exposure & air quality. Maps 28 BMA waste complexes & WWTPs, 90 PCD stations, GISTDA PM2.5, and 448k environmental complaints.

28 Emission Sources 90 PCD Stations GISTDA PM2.5 448k Env Logs
Launch Dashboard B (Environment & Air) ➔
🌡️
Dashboard C · Urban Heat
Key [3]

Urban Heat Island, 2m Air Temperature & Wind Microclimate across 50 districts. Integrates 22-yr Satellite LST (2004–2025), 10-yr NASA POWER Heat Index, Hot Days ≥35°C & ERA5 wind.

22-Yr Satellite LST 10-Yr 2m Air Temp Hot Days ≥35°C ERA5 Wind Normals
Launch Dashboard C (Urban Heat) ➔
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Dashboard D · Rainfall & Flood
Key [4]

Precipitation, Monsoon Anomaly & Flood Hydrology across 50 districts. Integrates 12-yr CHIRPS rainfall, Sept 2022 deluge surge, storm days ≥35mm & LDD 10-yr flood polygons.

12-Yr CHIRPS Rain Sept 2022 Deluge Days ≥35mm/day LDD 10-Yr Flood
Launch Dashboard D (Rainfall & Flood) ➔
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Dashboard E · Public Parks
Key [5]

51 BMA public parks inventory across 50 districts. Compares park scale, physical form, Sentinel-2 NDVI greenness (2016–2026), surface cooling, soil series, and retention role.

51 BMA Parks Sentinel-2 NDVI Cool Surface ΔLST Soil & Retention
Launch Dashboard E (Public Parks) ➔
👥
Dashboard F · Demographics
Key [6]

Socio-Demographics & Household Income across 50 districts. Maps 11-year DOPA population & aging trends (2015–2025), NSO monthly household income (THB), and informal housing.

DOPA 2015–2025 Household Income Senior Ratio 60+ Informal Housing
Launch Dashboard F (Demographics) ➔
🛤️
Dashboard G · Mobility & Syntax
Key [7]

Multi-modal mobility & Space Syntax network analytics. Maps 208,414 road segments (LOD0–2), dual-graph NACH choice & NAIN integration quantiles, BMA ROW widths, and rail transit.

208k Road Segments NACH & NAIN Syntax BMA Official ROW BTS/MRT/ARL/SRT
Launch Dashboard G (Mobility & Syntax) ➔
🏙️
Dashboard H · 3D Buildings
Key [8]

2.5D Buildings, POIs, Land Use & Dasymetric Population. Fuses 2.04M footprints (PMTiles), 3-tier height provenance, 18.4k POIs, official zoning, and 5.47M DOPA-allocated population.

2.04M 2.5D Buildings Height Provenance 18.4k POIs & Zoning 5.47M Dasymetric Pop
Launch Dashboard H (3D Buildings) ➔

Phase 1 Sub-Module Data Architecture & Analytics Assets SSOT District Code Joined (1001–1050)

Module Dataset / Analytical Layer Spatial Scale Records / Features Integration Status
01_db_a_traffy/01_complaints Traffy Fondue Civic & Odor Complaints 50 km default · Jul 2026 1,355,524 Bangkok Civic Records (SQLite) Dashboard A
00_shared_sources/02_demographics DOPA Subdistrict Census (2015–2025) 180 Subdistricts 1,650 Yearly Sub-Records Dashboard C
02_db_b_environment/03_satellite_lst NASA POWER 10-Yr 2m Air Temp, 22-Yr MODIS/Landsat LST & 12-Yr CHIRPS Rain 50 Districts (2005–2026) 182,650 Daily Air Temp + 22-Yr LST Dashboard F & G
05_db_e_buildings/04_osm_context Building Footprints, POIs, Height Provenance & Land Use 50 Districts · 2023 baseline 2,047,880 buildings (staging) Dashboard E
04_db_d_mobility/05_space_syntax OSM roads + dual-graph NACH Bangkok Metro 208,414 Road Segments Dashboard D
02_db_b_environment/06_gistda_pm25 GISTDA Daily PM2.5 Exposure 50 Districts 954 days · through 2026-08-13 Dashboard B
02_db_b_environment/07_emission_sources BMA Waste Complexes, WWTPs & Industrial Point Sources Meso & Macro 28 Emission Sources Dashboard B
02_db_b_environment/08_air4thai_pcd PCD Air4Thai Ground Monitoring Stations Bangkok Metro 12 Active Stations Dashboard B
03_db_c_demographics/09_socioeconomic_income Household Monthly Income & Occupation 180 Subdistricts THB Income Bands Dashboard C