Research audit: real source data, frozen protocols and published results

System Status

Checking…

Signal pipeline

Ingest
FPI
Classify
Alert
WhatsApp

Services

REST API
FastAPI + Uvicorn
Checking
FPI Model Engine
Model service not independently checked
Unverified
Data Ingestion
Provider snapshots unavailable
Unverified
Alert Dispatch
Delivery not independently checked
Unverified
WebSocket Live
Connection not independently checked
Unverified

Model Information

Model Version
v0.1
Physics-based FPI
Last Model Run
—
Not yet run
Active Alerts
0
No validated risk model, so no alerts are issued
Snapshot interval
About 1 hour
No snapshot stored

Data Sources

NASA GPM IMERGRainfall · 30-min · 0.1°
Unverified
NASA SMAP L3Soil moisture · daily · 36km
Unverified
Copernicus DEM GLOElevation · 30m · static
Unverified
Sentinel-2 NDVIVegetation change · 5-day
Unverified
NOAA GFS24h/48h rainfall forecast
Unverified
NDMA SusceptibilityGeological prior · static
Unverified
IMD QPF *Official QPF forecast
Optional
Listed inputs describe the intended pipeline. This page does not verify feed freshness or ingestion success.

Security design (not a runtime audit)

·Rate limiting (100/hr public)
·API key authentication
·Security headers (CSP, XFO)
·CORS validation
·Input sanitization (Pydantic)
·WhatsApp signature validation
·SQL injection protection (ORM)
·Non-root Docker containers