The 6-stage data pipeline from API ingest to dashboard display — how 7 data sources become live risk scores in under 2 minutes.
🧠 OPEN BRAIN DASHBOARD LIVEEvery second, somewhere on Earth, a sensor network is feeding real-time data into Pandita Data's Risk Brain. But raw numbers mean nothing without a pipeline—a precise, bulletproof system that transforms chaos into clarity. What you see on the Brain Dashboard is the result of six orchestrated stages, each with redundancy built in, each designed to fail gracefully so that you never see a blank risk score when your city needs one most.
The architecture moves data through six distinct phases. Stage 1 INGEST pulls from 40+ geospatial data providers—USGS, NOAA, satellite networks, seismic arrays. Stage 2 PARSE validates and normalizes formats (GeoJSON, netCDF, CSV, real-time feeds). Stage 3 SCORE runs AI hazard models that synthesize earthquake, tsunami, wildfire, flood, and magnetic risk into single composite scores. Stage 4 STORE commits results to PostgreSQL+PostGIS with versioned snapshots. Stage 5 SERVE exposes via REST API with geohashing for 3D tile requests. Stage 6 DISPLAY renders 30+ real-time 3D simulations on your screen, including live city-level Disaster Reports.
The system is designed to never leave you blind. A 90-second per-city timeout ensures that if scoring stalls, last-known-good data is served immediately. After 2 hours without fresh data, a "STALE" flag appears on your dashboard—visible, not hidden. If NOAA feeds go down, the system weights USGS and satellite data higher. If geohashing fails, vector tiles fall back to raster. Every component has a fallback; every fallback is visible.
Stage 4 writes every hazard score to three geographically distributed PostgreSQL replicas (US East, EU Central, Asia Pacific). Stage 5 serves via Redis cache (5-minute TTL) for sub-100ms API responses. If primary database fails, queries instantly fall back to replica. If Redis is stale, the system serves database results with confidence metadata so you know the freshness of each score. Stage 6 then decorates that JSON with 3D simulation visuals, producing the interactive Brain Dashboard you see at panditadata.com/brain_dashboard.
This is not a simple ETL. It is a living nervous system—designed for cascading sensor failures, network hiccups, and computational bottlenecks. Every second, six stages validate, score, and serve your city's hazard landscape. You see green, yellow, and red not because we guessed, but because we built redundancy into the architecture itself.
🧠 OPEN BRAIN DASHBOARD