nuhmanpk/preparebot

Emergency Response Instructions

A supervised fine-tuning (SFT) dataset built from official government and international organization documents focused on disaster preparedness, emergency response, and crisis safety.

The dataset consolidates trusted guidance from agencies like FEMA, CDC, USGS, DHS, WHO, IFRC, UNICEF, Red Cross, and more — transforming them into structured instruction-following examples.

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Coverage

This dataset spans multi-hazard scenarios, including:

• Earthquakes
• Floods
• Hurricanes & storms
• Wildfires
• Tornadoes
• Extreme heat & winter storms
• Power outages
• Landslides & tsunamis
• Volcanoes & ash hazards
• Nuclear & radiological events
• Chemical incidents
• Cybersecurity emergencies
• Water safety & sanitation
• Public health emergencies
• War & civil defense preparedness

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Instruction Design

Each document is chunked and transformed into 7 instruction archetypes:

1. Summary
2. Step-by-step checklist
3. Key facts
4. Before / During / After
5. Explain-why reasoning
6. Emergency supplies list
7. Yes/No + reasoning

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Dataset Characteristics

• Source-backed, high-trust content
• Instruction-tuned for real-world usability
• Multi-format reasoning
• Designed for safety-critical AI systems
• Suitable for:
  • Emergency assistants
  • Disaster response copilots
  • Public safety chatbots
  • Educational tools

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Sources

U.S. Government Agencies

• FEMA (ready.gov, fema.gov)
• CDC (Centers for Disease Control and Prevention)
• USGS (United States Geological Survey)
• DHS (Department of Homeland Security)
• EPA (Environmental Protection Agency)
• NOAA / NWS (Weather services)

International Organizations

• WHO (World Health Organization)
• IFRC (International Federation of Red Cross)
• UNICEF
• Red Cross
• Save the Children
• CARE
• Mercy Corps
• World Vision

Author

• GitHub: https://github.com/nuhmanpk
• Kaggle: https://www.kaggle.com/nuhmanpk
• LinkedIn: https://www.linkedin.com/in/nuhmanpk