Labour, health, and education

Department of Disease Control Open Data.

Disease and health-hazard surveillance, screening, communicable/non-communicable disease datasets.

Public Catalog/downloads/API where open Free public where open Varies Open source
Runtime role

Catalog only

Access class

Public

Access type

Catalog/downloads/API where open

Free status

Free public where open

Cadence

Varies

Last verified

2026-05-11

Access class note

Public web, file, catalog, or documented endpoint access with no paid gate implied in the source profile.

Used in layers

page reference only

Useful fields

hazard type, severity/status, affected area, geometry/layer, timestamp, warning text, sensor/source, update time

Reliability rating

Medium: useful public signal, but extraction can depend on dashboard or agency publishing patterns.

Runtime truth

Runtime role

Catalog only

Production ready

Not yet

Entity scope

No runtime entity scope yet.

Observation scope

No live observation ingestion yet.

Decision scope

Not wired into active decisions yet.

Runtime note

Profiled in the atlas and public pages, but not yet connected to live graph computation.

How this helps travel recommendations

Adds flood, fire, drought, earthquake, tsunami, hotspot, and disaster context when a route, coast, road, or outdoor plan could become unsafe or unrealistic.

Developer reference

Best endpoint

Use official disaster feeds, hazard APIs, WMS/WFS layers, or event feeds; keep geometry and severity separate from the text summary.

Recommended refresh

Refresh weekly or when the catalog metadata changes; many agency catalogs update irregularly.

Travel scoring role

Adds flood, fire, drought, earthquake, tsunami, hotspot, and disaster context when a route, coast, road, or outdoor plan could become unsafe or unrealistic.

Comparable / backup source

GISTDA, DDPM, GDACS, NASA FIRMS, USGS, TMD earthquake feeds, Thaiwater, and local authority announcements.

Example request

# Source landing or publication page; inspect linked documents or resources before automation.
curl -L "https://ddc.moph.go.th/"

Failure modes

  • Hazard layers can be geospatial, tiled, or projection-specific.
  • Event feeds may lag official local announcements.
  • Dashboard-only layers may change markup or token behavior.

Last checked and source confidence

Last checked: 2026-05-11.

Source confidence: Treat this profile as strongest for the exact role named above. It is weaker when the source is stretched into live availability, legal proof, or traveler-fit decisions it does not directly prove.