Status · Online & ready

Disaster Insight Hub Assistant

A retrieval-augmented chatbot that understands crisis chatter, fetches trusted safety playbooks, and drafts calm guidance powered by Random Forest intelligence and the gpt-oss:120b-cloud model.

Chat with the Assistant See How it Works
Messages Parsed 2345
Crisis Categories 7
Knowledge Cards 10

1 · Detect

Existing Random Forest classifier instantly tags each message with the most likely crisis type and a lightweight location hint.

2 · Retrieve

TF-IDF + cosine similarity pulls the top safety briefs from the curated Excel knowledge base for that crisis.

3 · Generate

The retrieved context, user prompt, and crisis label flow into gpt-oss:120b-cloud via Ollama Cloud for a natural, empathetic response.

Live RAG Chat

Ask for safety guidance during floods, quakes, wildfires, pandemics, and more. Responses cite the internal knowledge base and keep instructions actionable.

Assistant

Hi! I can help you stay safe during disasters. Ask anything like “What should I pack before a cyclone?”

Latest Insight

Predicted Crisis –

Location Hint –

Retrieved Playbook
  • No guidance yet – start chatting.
Context is sourced from safety_guidelines.xlsx

Operational confidence

All predictions leverage the same pipeline that powers your crisis dashboards, so confidence scoring and telemetry remain consistent across surfaces.

Top Locations (Sample)

  • Japan
  • New York
  • Brazil