Datasets:

nuhmanpk
/

emergency-response-instructions

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You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	What should I do BEFORE, DURING, and AFTER a fema winter storm prepare event based on this excerpt? SOURCE: NEVER use a generator, grill, camp stove, or charcoal burning device inside or in any partially enclosed area; keep these devices at least 20 feet from doors, windows, and vents. If your carbon monoxide alarm so...	Before: Additionally, hypothermia occurs when one’s body temperature drops to dangerously low levels, so, before addressing symptoms of frostbite, first determine whether you or someone else is showing signs of hypothermia. During: read y.gov/prepare For more resources about winter storm risk, visit \| 9 During/...	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "What should I do BEFORE, DURING, and AFTER a fema winter storm prepare event b...	fema_winter_storm_prepare.pdf	8	fema winter storm prepare
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	Is it safe to stay indoors during a usgs earthquake safety event? Answer yes or no with a reason. SOURCE: In bed Hold on and stay there, protecting your head with a pillow . You are less likely to be injured staying where you are. Broken glass on the floor can cause injuries; be sure to put shoes on before stepping on...	Yes. In bed Hold on and stay there, protecting your head with a pillow .	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "Is it safe to stay indoors during a usgs earthquake safety event? Answer yes o...	usgs_earthquake_safety.pdf	29	usgs earthquake safety
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	What should I do BEFORE, DURING, and AFTER a fema nuclear planning guide event based on this excerpt? SOURCE: MECHANICAL TRAUMA Mechanical trauma will result from the blast wave, building collapse, falling/flying debris, and car accidents. Triage, diagnosis, and treatment of mechanical trauma after a nuclear detonatio...	After: Triage, diagnosis, and treatment of mechanical trauma after a nuclear detonation may differ from that practiced in normal times due to (1) radiation and burns complicating the trauma, (2) austere conditions (scarce resources: staff, space, supplies, systems) and huge patient surge leading to alterations in s...	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "What should I do BEFORE, DURING, and AFTER a fema nuclear planning guide event...	fema_nuclear_planning_guide.pdf	69	fema nuclear planning guide
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	Is it safe to stay indoors during a fema rdd planning event? Answer yes or no with a reason. SOURCE: Decontamination methods include the use of wet wipes, dry brushing, showers, and vacuums to remove contamination from people and objects. In the absence of appropriate resources and/or time to conduct thorough decontam...	Yes. In the absence of appropriate resources and/or time to conduct thorough decontamination (such as for people rapidly evacuating contaminated areas), changing outer clothing can dramatically and rapidly reduce contamination.39 Containment of Wastewater from Decontamination During the early response, EPA guidance all...	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "Is it safe to stay indoors during a fema rdd planning event? Answer yes or no ...	fema_rdd_planning.pdf	88	fema rdd planning
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	Give me a step-by-step action checklist from this excerpt about uk national risk register 2025. SOURCE: Response capability requirements The use of the Joint Emergency Services Interoperability Principles provides the basis for a coherent multi-agency response. The response to an explosion may utilise the deployment o...	- Response capability requirements The use of the Joint Emergency Services Interoperability Principles provides the basis for a coherent multi-agency response. - The response to an explosion may utilise the deployment of both specialist and non-specialist responders. - Local Resilience Forums and their Scottish and Nor...	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "Give me a step-by-step action checklist from this excerpt about uk national ri...	uk_national_risk_register_2025.pdf	24	uk national risk register 2025
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	What are the most important facts I should know from this excerpt about fema rdd planning? SOURCE: It does not provide an exhaustive account of every activity or operation that will be necessary to respond to and recover from an RDD incident. Instead, it focuses on prioritizing the critical activities that are either ...	Planners should use this guidance as a framework and, where operational details are not provided in sufficient detail, they should consult external guidance and other resources which are provided throughout this document in green-colored call-out boxes per the example provided below. Recommended Resources:  These call...	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "What are the most important facts I should know from this excerpt about fema r...	fema_rdd_planning.pdf	8	fema rdd planning
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	Summarize the key guidance from this excerpt about mercycorps disaster law policy. SOURCE: Further, of the analysed laws, only 9 per cent contain a specific climate change focus, and among the DRM laws identified in these countries, only 17 per cent incorporate climate change concepts in the rules and regulations rela...	Further, of the analysed laws, only 9 per cent contain a specific climate change focus, and among the DRM laws identified in these countries, only 17 per cent incorporate climate change concepts in the rules and regulations related to managing natural hazards. Moreover, this study shows that most of the DRM laws analys...	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "Summarize the key guidance from this excerpt about mercycorps disaster law pol...	mercycorps_disaster_law_policy.pdf	5	mercycorps disaster law policy
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	What should I do BEFORE, DURING, and AFTER a care gender emergency toolkit event based on this excerpt? SOURCE: WASH 78 79 IF SEX AND AGE MATTER FOR RESPONSE... A. Realities on the Ground Interviews conducted by the authors with people knowledgeable about gender and gen- erational analysis and SADD in natural disaster...	During: During our study, we have found extremely lim- ited, ad hoc, sporadic use of SADD in Phase I and II, and only marginally better use in Phase III assessments by the clusters.	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "What should I do BEFORE, DURING, and AFTER a care gender emergency toolkit eve...	care_gender_emergency_toolkit.pdf	105	care gender emergency toolkit
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	What are the most important facts I should know from this excerpt about uk national risk register 2025? SOURCE: The intent of malicious actors to carry out an attack is balanced against an assessment of their capability to conduct an attack and the vulnerability of their potential targets to an attack. These 3 paramet...	These 3 parameters, informed by data and expert insight, are collated together to form one likelihood score (expressed as a percentage), which is comparable with the likelihood of the non-malicious risks and can be plotted on the same matrix. Likelihood is presented as the percentage chance of the reasonable worst-case...	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "What are the most important facts I should know from this excerpt about uk nat...	uk_national_risk_register_2025.pdf	9	uk national risk register 2025
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	Summarize the key guidance from this excerpt about fema nuclear planning guide. SOURCE: I., DiCarlo A. L., Marzella L. (2020). Cutaneous radiation injuries: Models, assessment and treatments. Radiation Research, 194(3), 310‒313. https://doi.org/10.1667/rade-20- 00132.1 Ryan, J. L. (2012). Ionizing radiation: The good,...	Cutaneous radiation injuries: Models, assessment and treatments. Radiation Research, 194(3), 310‒313. https://doi.org/10.1667/rade-20- 00132.1 Ryan, J. Ionizing radiation: The good, the bad, and the ugly.	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "Summarize the key guidance from this excerpt about fema nuclear planning guide...	fema_nuclear_planning_guide.pdf	219	fema nuclear planning guide
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	What are the most important facts I should know from this excerpt about cdc radiation response? SOURCE: An incident involving an RDD is unlikely to distribute enough contamination to present a serious exposure hazard to people in the area . However, people who leave a safe structure will put themselves at risk for int...	After 24 to 48 hours, radiation levels will decrease to a fraction of what they were initially, making evacuating the area much safer for people . INITIAL PROTECTIVE ACTIONS Ø Shelter-in-place Ø Evacuation 11 RADIATION RESPONSE BRIEFING MANUAL In a Radiation Emergency: Get Inside Stay Inside Stay Tuned Icons showing go...	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "What are the most important facts I should know from this excerpt about cdc ra...	cdc_radiation_response.pdf	10	cdc radiation response
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	Is it safe to stay indoors during a care gender emergency toolkit event? Answer yes or no with a reason. SOURCE: This will enable the data to be used to: a Understand who is and is not actually coming into the clinics and health camps , and hence how outreach and access need to be improved; b Understand who has what k...	No. This will enable the data to be used to: a Understand who is and is not actually coming into the clinics and health camps , and hence how outreach and access need to be improved; b Understand who has what kinds Health 64 of health needs; c Understand whose health needs the clinics and camps are meeting and whose th...	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "Is it safe to stay indoors during a care gender emergency toolkit event? Answe...	care_gender_emergency_toolkit.pdf	88	care gender emergency toolkit
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	List the emergency supplies or resources mentioned in this excerpt about cdc hurricane safety msgs. SOURCE: Keep model information and note where the equipment came from (Medicaid, Medicare, private insurance, etc.). ■ Plan how you will communicate with others if your equipment is not working, including pen and paper,...	• ■ If you use an electric wheelchair, consider keeping a manual wheelchair as backup and/or a backup battery for recharging. • Be sure to check expiration dates every 6 months and keep battery contacts from touching to avoid leaking and corrosion.	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "List the emergency supplies or resources mentioned in this excerpt about cdc h...	cdc_hurricane_safety_msgs.pdf	61	cdc hurricane safety msgs
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	Give me a step-by-step action checklist from this excerpt about usgs landslide handbook. SOURCE: Digital Elevation Model (DEM) A digital elevation model (DEM) is a digital file con- sisting of terrain elevations for ground posi- tions at regularly spaced horizontal intervals. (A commercial definition – new technology)...	- Digital Elevation Model (DEM) A digital elevation model (DEM) is a digital file con- sisting of terrain elevations for ground posi- tions at regularly spaced horizontal intervals. - (A commercial definition – new technology) Digital Terrain Model (DTM) The term used by United States Department of Defense and other or...	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "Give me a step-by-step action checklist from this excerpt about usgs landslide...	usgs_landslide_handbook.pdf	69	usgs landslide handbook
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	List the emergency supplies or resources mentioned in this excerpt about uk national risk register 2025. SOURCE: More advice on coping with trauma following emergencies can be found on GOV.UK/Prepare, which includes links to relevant NHS pages. National Risk Register 2025 22 Chapter 3 Individuals and communities Suppo...	• More advice on coping with trauma following emergencies can be found on GOV.UK/Prepare, which includes links to relevant NHS pages. • National Risk Register 2025 22 Chapter 3 Individuals and communities Supporting communities and volunteering For communities, a ‘whole-of-society’ approach to resilience means that whe...	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "List the emergency supplies or resources mentioned in this excerpt about uk na...	uk_national_risk_register_2025.pdf	18	uk national risk register 2025
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	Give me a step-by-step action checklist from this excerpt about uk national risk register 2025. SOURCE: Due to the critical services telecoms networks provide to the UK, they represent a valuable target for cybercriminals, therefore building our security and resilience capabilities is paramount. Communication provider...	- Impacts to broadband, landline and mobile would mean that customers are unable to access the internet or make voice calls. - All customers without fixed-line and mobile connections are unable to access the Public Emergency Call Service (999/112), among other critical services.	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "Give me a step-by-step action checklist from this excerpt about uk national ri...	uk_national_risk_register_2025.pdf	47	uk national risk register 2025
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	Explain WHY these precautions matter based on this excerpt about dhs ind health safety. SOURCE: For the purposes of this document, instruments can be divided into the following categories: 1. Alarming Personal Radiation Dosimeters (i.e., active devices) for use by responders working in fallout zones. These devices act...	As a result, passive dosimeters are not appropriate for managing radiation doses at the scene because the results cannot be determined until well after the dose is received.	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "Explain WHY these precautions matter based on this excerpt about dhs ind healt...	dhs_ind_health_safety.pdf	58	dhs ind health safety
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	What are the most important facts I should know from this excerpt about fema nuclear planning guide? SOURCE: In altitude air bursts, shown by the clouds in the “some local fallout” regime in Figure 12, partial mixing of ground material with fission products will generate some local fallout, though this will be less se...	In altitude air bursts, shown by the clouds in the “some local fallout” regime in Figure 12, partial mixing of ground material with fission products will generate some local fallout, though this will be less severe than that of detonations nearer the surface. Figure 12: Examples of cloud shapes and shading for various ...	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "What are the most important facts I should know from this excerpt about fema n...	fema_nuclear_planning_guide.pdf	30	fema nuclear planning guide
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	Give me a step-by-step action checklist from this excerpt about fema nuclear comms. SOURCE: CANCER ▪ Some people are at greater risk for health effects from radiation, such as babies, children, immunocompromised people, and developing fetuses. Seek out medical assistance as soon as you can, and they can tell you more ...	- SEEKING MEDICAL CARE ▪ If you might have ARS or beta burns, call 911. - (255 chr; Graphic: ---) Nuclear Detonation Preparedness: Communicating in the Immediate Aftermath 49 10.4.	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "Give me a step-by-step action checklist from this excerpt about fema nuclear c...	fema_nuclear_comms.pdf	57	fema nuclear comms
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	List the emergency supplies or resources mentioned in this excerpt about uk resilience action plan. SOURCE: This guidance will help departments better identify these individuals and communities and strengthen UK government planning. b. reviewing the methodology of the NSRA to take a more holistic approach to the asses...	• This guidance will help departments better identify these individuals and communities and strengthen UK government planning. • reviewing the methodology of the NSRA to take a more holistic approach to the assessment of vulnerabilities, considering how different factors of vulnerability can interplay and compound. • W...	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "List the emergency supplies or resources mentioned in this excerpt about uk re...	uk_resilience_action_plan.pdf	14	uk resilience action plan
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	What are the most important facts I should know from this excerpt about fema rdd planning? SOURCE: Includes scenario-specific guidelines, addressing nuclear detonation scenarios, radiological dispersal devices (RDD) scenario, and radioactive sources in public places. Discusses relevant instruments, protective precauti...	www.cdc.gov/nceh Planning Guidance for Responding to and Recovering from Radiological Dispersal Device (RDD) Incidents 193 Resource Source Description Link Management of Dead Bodies after Disasters: A Field Manual for First Responders PAHO, WHO, ICRC, IFRC 85 Provides practical, easy-to-follow guidelines for first resp...	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "What are the most important facts I should know from this excerpt about fema r...	fema_rdd_planning.pdf	214	fema rdd planning
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	Summarize the key guidance from this excerpt about usgs landslide handbook. SOURCE: Where Do Landslides Occur? ......................................................................................................29 Part D. What Causes Landslides? ..........................................................................	Where Do Landslides Occur? ......................................................................................................29 Part D. What Causes Landslides? ............................................................................................................30 Natural Occurrences ............................	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "Summarize the key guidance from this excerpt about usgs landslide handbook.\n\...	usgs_landslide_handbook.pdf	4	usgs landslide handbook
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	Give me a step-by-step action checklist from this excerpt about uk national risk register 2025. SOURCE: Recovery Depending on the severity of technological failure, a full systems recovery could be protracted. Recovery capabilities would centre on the particular FMI’s response capability requirements. There would be a...	- Recovery Depending on the severity of technological failure, a full systems recovery could be protracted. - Recovery capabilities would centre on the particular FMI’s response capability requirements. - There would be a limited ability to transfer functions or use alternate channels due to the unique profile of each ...	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "Give me a step-by-step action checklist from this excerpt about uk national ri...	uk_national_risk_register_2025.pdf	83	uk national risk register 2025
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	What are the most important facts I should know from this excerpt about care gender emergency toolkit? SOURCE: In the area of medical rehabilitation, AYINET treats victims who have experienced the most serious physical and emotional harm due to physical trauma, maiming, abuse and torture, and who are in critical medic...	In the area of medical rehabilitation, AYINET treats victims who have experienced the most serious physical and emotional harm due to physical trauma, maiming, abuse and torture, and who are in critical medical need of recon - FIGURE H1 57 Health structive surgery and psychosocial support. This case study presents data...	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "What are the most important facts I should know from this excerpt about care g...	care_gender_emergency_toolkit.pdf	78	care gender emergency toolkit
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	Give me a step-by-step action checklist from this excerpt about dhs ind health safety. SOURCE: Visible fallout may be seen on clean surfaces and provides strong evidence of dangerous levels of radioactivity. The lack of visible fallout, however, should not suggest the lack of radiation. Therefore, appropriate radiatio...	- The lack of visible fallout, however, should not suggest the lack of radiation. - Therefore, appropriate radiation monitoring should always be performed to determine the safety of an area. - Where practical, perimeters should be established to match physical boundaries (e.g., streets and fences) that are close to the...	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "Give me a step-by-step action checklist from this excerpt about dhs ind health...	dhs_ind_health_safety.pdf	21	dhs ind health safety
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	What should I do BEFORE, DURING, and AFTER a uk national risk register 2025 event based on this excerpt? SOURCE: Once the pathogen emerges it is crucial to gain a rapid understanding of the spread, transmission, symptoms, severity, immunity, treatments and healthcare pathways. Experts consider a respiratory pathogen t...	During: The scenario assumes 50% of the UK’s population fall ill during the whole course of the pandemic, with about 1.34 million people estimated to require hospital treatment, possibly resulting in up to 840,000 deaths.	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "What should I do BEFORE, DURING, and AFTER a uk national risk register 2025 ev...	uk_national_risk_register_2025.pdf	118	uk national risk register 2025
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	What are the most important facts I should know from this excerpt about fema nuclear planning guide? SOURCE: Dose caused by inhalation or ingestion of fallout is not a primary concern during initial phases of the response. Historical data demonstrates that dose from these sources is less than 10% of total dose receive...	Dose caused by inhalation or ingestion of fallout is not a primary concern during initial phases of the response. Historical data demonstrates that dose from these sources is less than 10% of total dose received while being outside in fallout areas where the primary hazard is external exposure (Crocker et al., 1966; Ed...	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "What are the most important facts I should know from this excerpt about fema n...	fema_nuclear_planning_guide.pdf	37	fema nuclear planning guide
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	What should I do BEFORE, DURING, and AFTER a ifrc community prep guide event based on this excerpt? SOURCE: It includes hazard-specific safety tips and information on personal and family preparedness and protection. It is designed to provide a guide on Disaster Preparedness for all residents of the BVI and, as such, w...	After: We should all know how to prepare for and respond to emergencies or disasters that may occur in our community, where national emergency shelters are located, and be ready to be self-sufficient after an event, until official assistance arrives.	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "What should I do BEFORE, DURING, and AFTER a ifrc community prep guide event b...	ifrc_community_prep_guide.pdf	3	ifrc community prep guide
You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.	Give me a step-by-step action checklist from this excerpt about ifrc community prep guide. SOURCE: Call the Town & Country Department or the Department of Disaster Management office for more information. What to do During a Flood 1. Be aware of flash floods. If there is any possibility of a flash flood, move immediate...	- Call the Town & Country Department or the Department of Disaster Management office for more information. - Do not wait for instructions to move. - Listen to radio or television stations for local information. - If local authorities issue a flood watch, prepare to evacuate: • Secure your home. - • If instructed, turn ...	[ { "content": "You are PrepareBot, a knowledgeable emergency-preparedness assistant. Answer only using information from the provided source excerpt. Be concise, accurate, and actionable.", "role": "system" }, { "content": "Give me a step-by-step action checklist from this excerpt about ifrc community...	ifrc_community_prep_guide.pdf	33	ifrc community prep guide

End of preview. Expand in Data Studio

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.

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

Instruction Design

Each document is chunked and transformed into 7 instruction archetypes:

Summary
Step-by-step checklist
Key facts
Before / During / After
Explain-why reasoning
Emergency supplies list
Yes/No + reasoning

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

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

Government & Policy Frameworks

UK National Risk Register (2025)
Sweden Civil Preparedness Guide
Australia Crisis Framework
Canada Preparedness Guide
NATO Civil Preparedness

Source Documents

Includes 60+ verified PDFs such as FEMA Are You Ready Guide, CDC Emergency Supply Kit Guide, Ready.gov hazard sheets, USGS handbooks, nuclear response guides, and international preparedness frameworks.

Full mapping of dataset files to URLs is included in the dataset as SOURCE_URLS.

Using with Transformers

Example: fine-tune a causal language model using Hugging Face Transformers.

from datasets import load_dataset

ds = load_dataset("nuhmanpk/emergency-response-instructions")

from datasets import load_dataset
from transformers import AutoModelForCausalLM, AutoTokenizer, DataCollatorForLanguageModeling, Trainer, TrainingArguments

model_name = "distilgpt2"
max_length = 1024

dataset = load_dataset("json", data_files={"train": "train.jsonl", "validation": "validation.jsonl"})

tokenizer = AutoTokenizer.from_pretrained(model_name)
tokenizer.pad_token = tokenizer.eos_token

def tokenize_function(examples):
    return tokenizer(examples["text"], truncation=True, max_length=max_length)

tokenized_dataset = dataset.map(tokenize_function, batched=True, remove_columns=dataset["train"].column_names)

model = AutoModelForCausalLM.from_pretrained(model_name)

data_collator = DataCollatorForLanguageModeling(tokenizer=tokenizer, mlm=False)

training_args = TrainingArguments(
    output_dir="emergency-response-instructions-model",
    eval_strategy="epoch",
    learning_rate=2e-5,
    weight_decay=0.01,
    num_train_epochs=3,
    push_to_hub=False,
)

trainer = Trainer(
    model=model,
    args=training_args,
    train_dataset=tokenized_dataset["train"],
    eval_dataset=tokenized_dataset["validation"],
    data_collator=data_collator,
    processing_class=tokenizer,
)

trainer.train()