How often does Brain Engine recalculate risk scores?

Brain Engine runs on PythonAnywhere cron every 60 minutes, recalculating all 7 risk signals for all 40 monitored cities. Each full cycle takes 45–90 seconds. Additionally, any M5.5+ earthquake detected in the USGS significant events feed triggers an immediate out-of-cycle recalculation within 3 minutes.

What happens if an API source is unavailable during a Brain Engine run?

Brain Engine implements graceful degradation: if an API (e.g., Open-Meteo) fails to respond within 90 seconds, the previous cached value is retained and the affected signal is flagged as stale. The composite score is calculated with remaining available signals, and the dashboard displays a data-age indicator warning users that one signal may be outdated.

Every Hour, A Machine Checks the Planet: Inside Brain Engine's Automation Cycle

Name: Brain Dashboard Risk Data — Dhaka, Bangladesh
Creator: Pandita Data
Keywords: brain dashboard, pandita data, Dhaka, Bangladesh, geohazard, pandita data, risk dashboard, live risk scores, natural disaster intelligence

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// LIVE OVERVIEW MAP — REAL-TIME DATA

DATA: USGS · NASA FIRMS · NOAA SWPC · OPEN-METEO · COPERNICUS SAR

↗ OPEN FULL SCREEN

Every hour, without fail, an invisible neural network awakens beneath Pandita Data. While you sleep, work, or watch the news, a Python scheduler running on PythonAnywhere cron cycles through 200+ cities in parallel, re-calculating earthquake probabilities, tsunami wave heights, wildfire spread vectors, and magnetic storm intensities. One magnitude 5.5 earthquake anywhere on Earth instantly breaks the hourly rhythm—triggering an immediate override that prioritizes that region. This is the Brain Engine: the automation backbone that keeps your Brain Dashboard live, accurate, and ahead of disaster.

THE SCHEDULER ARCHITECTURE

At 00:00, 01:00, 02:00 UTC and every hour in between, scheduler.py wakes. It reaches into seismic feeds (USGS, GFZ), weather APIs (NOAA, DWD), satellite imagery (NASA FIRMS), and magnetic observatories (NOAA Space Weather). Data flows into a SQLite backbone—fast, lightweight, and reliable. The engine then forks parallel workers: one for Tokyo, one for Los Angeles, one for Istanbul, one for Jakarta. Each city gets a full hazard recalculation in under 60 seconds. Results are serialized to JSON and posted via REST API to panditadata.com/brain_dashboard, where your live risk scores update in real-time.

⚙️

Hourly Cycle

scheduler.py triggers 24 times daily on PythonAnywhere cron. Each cycle processes 200+ cities in parallel, pulling raw hazard data and feeding it into AI risk models.

BASELINE

⚡

M5.5+ Override

Any earthquake ≥5.5 magnitude triggers an immediate re-compute of that region, breaking the hourly cycle. Tsunami, aftershock, and secondary hazard models activate within seconds.

DYNAMIC

🗄️

SQLite + JSON

Fast relational storage for time-series hazard data, REST API endpoints publish live risk scores. No lag between computation and dashboard refresh.

INFRASTRUCTURE

WHAT HAPPENS EACH HOUR

200+

Cities Processed

<60s

Parallel Execution

Hazard Types

M5.5+ Latency

HOW IT WORKS

The scheduler ingests seismic station data, pulls live satellite wildfire hotspots, integrates NWP weather models, and cross-references magnetic K-index readings. Each city's risk model—trained on 40+ years of historical disaster data—recalculates probability and impact severity. The Brain Dashboard at panditadata.com/brain_dashboard refreshes to show updated earthquake risk, tsunami potential, wildfire threat zones, and aurora probability. If your city's risk score jumps, you see it within minutes of the scheduler cycle.

MAJOR EVENT TRIGGERS

Magnitude 5.5+ Earthquake

Immediate region re-compute; tsunami models activate; aftershock forecasting engaged.

Rapid Wildfire Spread (>10% growth/hour)

Satellite loop re-runs; wind field updated; threat zones pushed to affected cities.

Volcanic Alert Escalation

USGS/GVP feeds trigger ash-fall and lahars models; evacuation zones recalculated.

Extreme Weather (Cat 4+ Storm)

Flooding and wind damage models priority-execute; Disaster Report updates automatically.

The Brain Engine is not passive. It doesn't wait for permission to alert you. 🧠 OPEN BRAIN DASHBOARD

Every Hour, A Machine Checks the Planet: Inside Brain Engine's Automation Cycle

THE SCHEDULER ARCHITECTURE

WHAT HAPPENS EACH HOUR

MAJOR EVENT TRIGGERS

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