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The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 3 new columns ({'teacher_response', 'metadata', 'rationale'}) and 2 missing columns ({'output', 'instruction'}).
This happened while the json dataset builder was generating data using
hf://datasets/naidukr/opentriage-dataset/large_triage_training_data.json (at revision 7d954e94da0e64f9d79ddc661396eb78181f4e83), [/tmp/hf-datasets-cache/medium/datasets/84913217182798-config-parquet-and-info-naidukr-opentriage-datase-25f8afbd/hub/datasets--naidukr--opentriage-dataset/snapshots/7d954e94da0e64f9d79ddc661396eb78181f4e83/large_student_training_data.json (origin=hf://datasets/naidukr/opentriage-dataset@7d954e94da0e64f9d79ddc661396eb78181f4e83/large_student_training_data.json), /tmp/hf-datasets-cache/medium/datasets/84913217182798-config-parquet-and-info-naidukr-opentriage-datase-25f8afbd/hub/datasets--naidukr--opentriage-dataset/snapshots/7d954e94da0e64f9d79ddc661396eb78181f4e83/large_triage_training_data.json (origin=hf://datasets/naidukr/opentriage-dataset@7d954e94da0e64f9d79ddc661396eb78181f4e83/large_triage_training_data.json), /tmp/hf-datasets-cache/medium/datasets/84913217182798-config-parquet-and-info-naidukr-opentriage-datase-25f8afbd/hub/datasets--naidukr--opentriage-dataset/snapshots/7d954e94da0e64f9d79ddc661396eb78181f4e83/student_training_data.json (origin=hf://datasets/naidukr/opentriage-dataset@7d954e94da0e64f9d79ddc661396eb78181f4e83/student_training_data.json), /tmp/hf-datasets-cache/medium/datasets/84913217182798-config-parquet-and-info-naidukr-opentriage-datase-25f8afbd/hub/datasets--naidukr--opentriage-dataset/snapshots/7d954e94da0e64f9d79ddc661396eb78181f4e83/triage_training_data.json (origin=hf://datasets/naidukr/opentriage-dataset@7d954e94da0e64f9d79ddc661396eb78181f4e83/triage_training_data.json)], ['hf://datasets/naidukr/opentriage-dataset@7d954e94da0e64f9d79ddc661396eb78181f4e83/large_student_training_data.json', 'hf://datasets/naidukr/opentriage-dataset@7d954e94da0e64f9d79ddc661396eb78181f4e83/large_triage_training_data.json', 'hf://datasets/naidukr/opentriage-dataset@7d954e94da0e64f9d79ddc661396eb78181f4e83/student_training_data.json', 'hf://datasets/naidukr/opentriage-dataset@7d954e94da0e64f9d79ddc661396eb78181f4e83/triage_training_data.json']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1893, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 765, in write_table
self._write_table(pa_table, writer_batch_size=writer_batch_size)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 773, in _write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2281, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2227, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
input: string
metadata: struct<location: string, timestamp: timestamp[s], reporter_type: string, contact_info: string, disas (... 17 chars omitted)
child 0, location: string
child 1, timestamp: timestamp[s]
child 2, reporter_type: string
child 3, contact_info: string
child 4, disaster_type: string
teacher_response: struct<severity: string, priority: string, category: string, assigned_department: string, estimated_ (... 176 chars omitted)
child 0, severity: string
child 1, priority: string
child 2, category: string
child 3, assigned_department: string
child 4, estimated_response_time: string
child 5, escalation_required: bool
child 6, immediate_actions: list<item: string>
child 0, item: string
child 7, resource_needs: list<item: string>
child 0, item: string
child 8, follow_up_required: bool
child 9, confidence_score: double
rationale: string
to
{'instruction': Value('string'), 'input': Value('string'), 'output': Value('string')}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1739, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1895, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 3 new columns ({'teacher_response', 'metadata', 'rationale'}) and 2 missing columns ({'output', 'instruction'}).
This happened while the json dataset builder was generating data using
hf://datasets/naidukr/opentriage-dataset/large_triage_training_data.json (at revision 7d954e94da0e64f9d79ddc661396eb78181f4e83), [/tmp/hf-datasets-cache/medium/datasets/84913217182798-config-parquet-and-info-naidukr-opentriage-datase-25f8afbd/hub/datasets--naidukr--opentriage-dataset/snapshots/7d954e94da0e64f9d79ddc661396eb78181f4e83/large_student_training_data.json (origin=hf://datasets/naidukr/opentriage-dataset@7d954e94da0e64f9d79ddc661396eb78181f4e83/large_student_training_data.json), /tmp/hf-datasets-cache/medium/datasets/84913217182798-config-parquet-and-info-naidukr-opentriage-datase-25f8afbd/hub/datasets--naidukr--opentriage-dataset/snapshots/7d954e94da0e64f9d79ddc661396eb78181f4e83/large_triage_training_data.json (origin=hf://datasets/naidukr/opentriage-dataset@7d954e94da0e64f9d79ddc661396eb78181f4e83/large_triage_training_data.json), /tmp/hf-datasets-cache/medium/datasets/84913217182798-config-parquet-and-info-naidukr-opentriage-datase-25f8afbd/hub/datasets--naidukr--opentriage-dataset/snapshots/7d954e94da0e64f9d79ddc661396eb78181f4e83/student_training_data.json (origin=hf://datasets/naidukr/opentriage-dataset@7d954e94da0e64f9d79ddc661396eb78181f4e83/student_training_data.json), /tmp/hf-datasets-cache/medium/datasets/84913217182798-config-parquet-and-info-naidukr-opentriage-datase-25f8afbd/hub/datasets--naidukr--opentriage-dataset/snapshots/7d954e94da0e64f9d79ddc661396eb78181f4e83/triage_training_data.json (origin=hf://datasets/naidukr/opentriage-dataset@7d954e94da0e64f9d79ddc661396eb78181f4e83/triage_training_data.json)], ['hf://datasets/naidukr/opentriage-dataset@7d954e94da0e64f9d79ddc661396eb78181f4e83/large_student_training_data.json', 'hf://datasets/naidukr/opentriage-dataset@7d954e94da0e64f9d79ddc661396eb78181f4e83/large_triage_training_data.json', 'hf://datasets/naidukr/opentriage-dataset@7d954e94da0e64f9d79ddc661396eb78181f4e83/student_training_data.json', 'hf://datasets/naidukr/opentriage-dataset@7d954e94da0e64f9d79ddc661396eb78181f4e83/triage_training_data.json']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
instruction string | input string | output string |
|---|---|---|
Triage this disaster ticket and provide structured response. | Ticket: Magnitude 7.2 earthquake caused bridge collapse. Traffic stopped, injuries reported.
Metadata: {"location": "Industrial Zone", "timestamp": "2026-04-18 10:01", "reporter_type": "emergency_coordinator", "contact_info": "Emergency Operations Center - Ext: 4738", "disaster_type": "earthquake"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "earthquake",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information re... |
Triage this disaster ticket and provide structured response. | Ticket: Disease outbreak at school. Multiple students symptomatic, contact tracing initiated.
Metadata: {"location": "Highway Corridor", "timestamp": "2026-04-18 07:10", "reporter_type": "first_responder", "contact_info": "Radio: Unit 406", "disaster_type": "pandemic"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "pandemic",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information reso... |
Triage this disaster ticket and provide structured response. | Ticket: Water treatment plant failure. Boil water advisory issued for entire city.
Metadata: {"location": "Rural County", "timestamp": "2026-04-18 09:24", "reporter_type": "business_owner", "contact_info": "Business: 6602942765", "disaster_type": "infrastructure_failure"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "infrastructure_failure",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"In... |
Triage this disaster ticket and provide structured response. | Ticket: Volcano erupted spewing ash and lava. Nearby towns evacuated, air travel disrupted.
Metadata: {"location": "Commercial District", "timestamp": "2026-04-18 08:31", "reporter_type": "citizen", "contact_info": "Phone: 6018503193", "disaster_type": "volcanic_eruption"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "volcanic_eruption",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informa... |
Triage this disaster ticket and provide structured response. | Ticket: Volcano erupted spewing ash and lava. Nearby towns evacuated, air travel disrupted.
Metadata: {"location": "Residential Area", "timestamp": "2026-04-18 08:17", "reporter_type": "citizen", "contact_info": "Phone: 3914344241", "disaster_type": "volcanic_eruption"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "volcanic_eruption",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informa... |
Triage this disaster ticket and provide structured response. | Ticket: Industrial accident caused power outage affecting nearby hospital.
Metadata: {"location": "Mountain Valley", "timestamp": "2026-04-18 10:02", "reporter_type": "government_official", "contact_info": "Office: 5228999282", "disaster_type": "industrial_accident"} | {
"severity": "HIGH",
"priority": "URGENT",
"category": "industrial_accident",
"assigned_department": "Emergency Response",
"estimated_response_time": "5-15 minutes",
"escalation_required": false,
"immediate_actions": [
"Assess situation",
"Coordinate response"
],
"resource_needs": [
"Firs... |
Triage this disaster ticket and provide structured response. | Ticket: Nuclear facility radiation leak detected. Evacuation zone established.
Metadata: {"location": "Urban Center", "timestamp": "2026-04-18 09:47", "reporter_type": "citizen", "contact_info": "Phone: 7852803214", "disaster_type": "nuclear_incident"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "nuclear_incident",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informat... |
Triage this disaster ticket and provide structured response. | Ticket: Power grid cyber attack caused widespread outages. Critical infrastructure affected.
Metadata: {"location": "Port Facility", "timestamp": "2026-04-18 07:55", "reporter_type": "emergency_coordinator", "contact_info": "Emergency Operations Center - Ext: 6107", "disaster_type": "cyber_attack"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "cyber_attack",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information ... |
Triage this disaster ticket and provide structured response. | Ticket: Dam failure imminent. Downstream evacuation ordered immediately.
Metadata: {"location": "Industrial Zone", "timestamp": "2026-04-18 07:53", "reporter_type": "business_owner", "contact_info": "Business: 8816250847", "disaster_type": "infrastructure_failure"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "infrastructure_failure",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"In... |
Triage this disaster ticket and provide structured response. | Ticket: Radioactive waste container breach. Environmental monitoring teams deployed.
Metadata: {"location": "Airport Area", "timestamp": "2026-04-18 08:12", "reporter_type": "emergency_coordinator", "contact_info": "Emergency Operations Center - Ext: 8339", "disaster_type": "nuclear_incident"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "nuclear_incident",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informat... |
Triage this disaster ticket and provide structured response. | Ticket: New virus variant spreading rapidly. Hospital capacity nearing limit.
Metadata: {"location": "Port Facility", "timestamp": "2026-04-18 07:11", "reporter_type": "emergency_coordinator", "contact_info": "Emergency Operations Center - Ext: 6634", "disaster_type": "pandemic"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "pandemic",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information reso... |
Triage this disaster ticket and provide structured response. | Ticket: Nuclear facility radiation leak detected. Evacuation zone established.
Metadata: {"location": "Mountain Valley", "timestamp": "2026-04-18 09:13", "reporter_type": "citizen", "contact_info": "Phone: 6257437856", "disaster_type": "nuclear_incident"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "nuclear_incident",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informat... |
Triage this disaster ticket and provide structured response. | Ticket: Storm drains backed up, streets now rivers. Homes flooding, basements full.
Metadata: {"location": "Mountain Valley", "timestamp": "2026-04-18 10:03", "reporter_type": "emergency_coordinator", "contact_info": "Emergency Operations Center - Ext: 8124", "disaster_type": "flood"} | {
"severity": "HIGH",
"priority": "URGENT",
"category": "flood",
"assigned_department": "Emergency Response",
"estimated_response_time": "5-15 minutes",
"escalation_required": false,
"immediate_actions": [
"Assess situation",
"Coordinate response"
],
"resource_needs": [
"First responders",... |
Triage this disaster ticket and provide structured response. | Ticket: High winds have downed power lines across entire neighborhood. No electricity for hours.
Metadata: {"location": "Downtown District", "timestamp": "2026-04-18 09:56", "reporter_type": "emergency_coordinator", "contact_info": "Emergency Operations Center - Ext: 6528", "disaster_type": "hurricane"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "hurricane",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information res... |
Triage this disaster ticket and provide structured response. | Ticket: Brush fire jumped containment lines. Threatening residential areas, air quality deteriorating.
Metadata: {"location": "Mountain Valley", "timestamp": "2026-04-18 07:14", "reporter_type": "first_responder", "contact_info": "Radio: Unit 141", "disaster_type": "wildfire"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "wildfire",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information reso... |
Triage this disaster ticket and provide structured response. | Ticket: Storm surge has inundated coastal areas. Multiple homes underwater, people trapped.
Metadata: {"location": "Industrial Zone", "timestamp": "2026-04-18 09:25", "reporter_type": "citizen", "contact_info": "Phone: 8391245825", "disaster_type": "hurricane"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "hurricane",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information res... |
Triage this disaster ticket and provide structured response. | Ticket: Dam failure imminent. Downstream evacuation ordered immediately.
Metadata: {"location": "Industrial Zone", "timestamp": "2026-04-18 07:49", "reporter_type": "emergency_coordinator", "contact_info": "Emergency Operations Center - Ext: 3457", "disaster_type": "infrastructure_failure"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "infrastructure_failure",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"In... |
Triage this disaster ticket and provide structured response. | Ticket: Volcanic activity increasing. Seismic activity and gas emissions rising.
Metadata: {"location": "Mountain Valley", "timestamp": "2026-04-18 09:07", "reporter_type": "medical_staff", "contact_info": "Hospital: ER Desk - 6709957202", "disaster_type": "volcanic_eruption"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "volcanic_eruption",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informa... |
Triage this disaster ticket and provide structured response. | Ticket: Bomb threat at government building. Evacuation underway, suspicious package found.
Metadata: {"location": "Urban Center", "timestamp": "2026-04-18 08:03", "reporter_type": "medical_staff", "contact_info": "Hospital: ER Desk - 3489567210", "disaster_type": "terrorist_attack"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "terrorist_attack",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informat... |
Triage this disaster ticket and provide structured response. | Ticket: River has overflowed banks, flooding entire neighborhood. Water rising rapidly.
Metadata: {"location": "Coastal Region", "timestamp": "2026-04-18 09:50", "reporter_type": "business_owner", "contact_info": "Business: 4189948335", "disaster_type": "flood"} | {
"severity": "HIGH",
"priority": "URGENT",
"category": "flood",
"assigned_department": "Emergency Response",
"estimated_response_time": "5-15 minutes",
"escalation_required": false,
"immediate_actions": [
"Assess situation",
"Coordinate response"
],
"resource_needs": [
"First responders",... |
Triage this disaster ticket and provide structured response. | Ticket: Bus accident on mountain road. Passengers injured, difficult access for responders.
Metadata: {"location": "Port Facility", "timestamp": "2026-04-18 08:11", "reporter_type": "business_owner", "contact_info": "Business: 9889665501", "disaster_type": "transportation_crash"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "transportation_crash",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Info... |
Triage this disaster ticket and provide structured response. | Ticket: Bomb threat at government building. Evacuation underway, suspicious package found.
Metadata: {"location": "Residential Area", "timestamp": "2026-04-18 08:15", "reporter_type": "business_owner", "contact_info": "Business: 4295403873", "disaster_type": "terrorist_attack"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "terrorist_attack",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informat... |
Triage this disaster ticket and provide structured response. | Ticket: Twister damaged shopping center. Cars overturned, structural damage to buildings.
Metadata: {"location": "Rural County", "timestamp": "2026-04-18 07:27", "reporter_type": "citizen", "contact_info": "Phone: 6305279680", "disaster_type": "tornado"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "tornado",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information resou... |
Triage this disaster ticket and provide structured response. | Ticket: Forest fire approaching town. Strong winds pushing flames toward populated areas.
Metadata: {"location": "Coastal Region", "timestamp": "2026-04-18 09:38", "reporter_type": "citizen", "contact_info": "Phone: 2744473116", "disaster_type": "wildfire"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "wildfire",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information reso... |
Triage this disaster ticket and provide structured response. | Ticket: Lava flow threatening homes. Evacuation routes established, emergency shelters opened.
Metadata: {"location": "Residential Area", "timestamp": "2026-04-18 07:56", "reporter_type": "citizen", "contact_info": "Phone: 7840875634", "disaster_type": "volcanic_eruption"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "volcanic_eruption",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informa... |
Triage this disaster ticket and provide structured response. | Ticket: Prescribed burn escaped control. Now threatening nearby communities and infrastructure.
Metadata: {"location": "Industrial Zone", "timestamp": "2026-04-18 07:31", "reporter_type": "medical_staff", "contact_info": "Hospital: ER Desk - 3423475795", "disaster_type": "wildfire"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "wildfire",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information reso... |
Triage this disaster ticket and provide structured response. | Ticket: Bus accident on mountain road. Passengers injured, difficult access for responders.
Metadata: {"location": "Suburban Neighborhood", "timestamp": "2026-04-18 08:11", "reporter_type": "business_owner", "contact_info": "Business: 2528732944", "disaster_type": "transportation_crash"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "transportation_crash",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Info... |
Triage this disaster ticket and provide structured response. | Ticket: Cyber attack on critical infrastructure. Systems compromised, emergency protocols activated.
Metadata: {"location": "Industrial Zone", "timestamp": "2026-04-18 09:13", "reporter_type": "government_official", "contact_info": "Office: 4994027433", "disaster_type": "terrorist_attack"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "terrorist_attack",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informat... |
Triage this disaster ticket and provide structured response. | Ticket: Radioactive material spill at research facility. Contamination monitoring underway.
Metadata: {"location": "Airport Area", "timestamp": "2026-04-18 07:35", "reporter_type": "first_responder", "contact_info": "Radio: Unit 920", "disaster_type": "nuclear_incident"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "nuclear_incident",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informat... |
Triage this disaster ticket and provide structured response. | Ticket: River has overflowed banks, flooding entire neighborhood. Water rising rapidly.
Metadata: {"location": "Port Facility", "timestamp": "2026-04-18 07:17", "reporter_type": "emergency_coordinator", "contact_info": "Emergency Operations Center - Ext: 8689", "disaster_type": "flood"} | {
"severity": "HIGH",
"priority": "URGENT",
"category": "flood",
"assigned_department": "Emergency Response",
"estimated_response_time": "5-15 minutes",
"escalation_required": false,
"immediate_actions": [
"Assess situation",
"Coordinate response"
],
"resource_needs": [
"First responders",... |
Triage this disaster ticket and provide structured response. | Ticket: Government network intrusion. Sensitive data accessed, security protocols activated.
Metadata: {"location": "Suburban Neighborhood", "timestamp": "2026-04-18 08:26", "reporter_type": "government_official", "contact_info": "Office: 9068593208", "disaster_type": "cyber_attack"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "cyber_attack",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information ... |
Triage this disaster ticket and provide structured response. | Ticket: Nuclear power plant cooling system failure. Emergency protocols activated.
Metadata: {"location": "Airport Area", "timestamp": "2026-04-18 07:36", "reporter_type": "citizen", "contact_info": "Phone: 5244356900", "disaster_type": "nuclear_incident"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "nuclear_incident",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informat... |
Triage this disaster ticket and provide structured response. | Ticket: Brush fire jumped containment lines. Threatening residential areas, air quality deteriorating.
Metadata: {"location": "Suburban Neighborhood", "timestamp": "2026-04-18 07:40", "reporter_type": "government_official", "contact_info": "Office: 4801507930", "disaster_type": "wildfire"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "wildfire",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information reso... |
Triage this disaster ticket and provide structured response. | Ticket: Healthcare system strained by infectious disease surge. Resource allocation needed.
Metadata: {"location": "Mountain Valley", "timestamp": "2026-04-18 09:04", "reporter_type": "emergency_coordinator", "contact_info": "Emergency Operations Center - Ext: 1922", "disaster_type": "pandemic"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "pandemic",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information reso... |
Triage this disaster ticket and provide structured response. | Ticket: Dam failure imminent. Downstream evacuation ordered immediately.
Metadata: {"location": "Downtown District", "timestamp": "2026-04-18 08:47", "reporter_type": "medical_staff", "contact_info": "Hospital: ER Desk - 4714475028", "disaster_type": "infrastructure_failure"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "infrastructure_failure",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"In... |
Triage this disaster ticket and provide structured response. | Ticket: Tornado outbreak affecting multiple counties. Widespread damage and power outages.
Metadata: {"location": "Residential Area", "timestamp": "2026-04-18 09:46", "reporter_type": "first_responder", "contact_info": "Radio: Unit 542", "disaster_type": "tornado"} | {
"severity": "HIGH",
"priority": "URGENT",
"category": "tornado",
"assigned_department": "Emergency Response",
"estimated_response_time": "5-15 minutes",
"escalation_required": false,
"immediate_actions": [
"Assess situation",
"Coordinate response"
],
"resource_needs": [
"First responders... |
Triage this disaster ticket and provide structured response. | Ticket: Vehicle ramming attack on crowded street. Multiple injuries, suspect at large.
Metadata: {"location": "Highway Corridor", "timestamp": "2026-04-18 09:42", "reporter_type": "emergency_coordinator", "contact_info": "Emergency Operations Center - Ext: 3558", "disaster_type": "terrorist_attack"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "terrorist_attack",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informat... |
Triage this disaster ticket and provide structured response. | Ticket: Volcanic activity increasing. Seismic activity and gas emissions rising.
Metadata: {"location": "Coastal Region", "timestamp": "2026-04-18 08:56", "reporter_type": "citizen", "contact_info": "Phone: 9105337273", "disaster_type": "volcanic_eruption"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "volcanic_eruption",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informa... |
Triage this disaster ticket and provide structured response. | Ticket: Volcanic activity increasing. Seismic activity and gas emissions rising.
Metadata: {"location": "Suburban Neighborhood", "timestamp": "2026-04-18 07:22", "reporter_type": "government_official", "contact_info": "Office: 8467687545", "disaster_type": "volcanic_eruption"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "volcanic_eruption",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informa... |
Triage this disaster ticket and provide structured response. | Ticket: Volcano erupted spewing ash and lava. Nearby towns evacuated, air travel disrupted.
Metadata: {"location": "Coastal Region", "timestamp": "2026-04-18 09:51", "reporter_type": "government_official", "contact_info": "Office: 7195545067", "disaster_type": "volcanic_eruption"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "volcanic_eruption",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informa... |
Triage this disaster ticket and provide structured response. | Ticket: Healthcare system strained by infectious disease surge. Resource allocation needed.
Metadata: {"location": "Industrial Zone", "timestamp": "2026-04-18 09:35", "reporter_type": "government_official", "contact_info": "Office: 7773244943", "disaster_type": "pandemic"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "pandemic",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information reso... |
Triage this disaster ticket and provide structured response. | Ticket: Dam failure imminent. Downstream evacuation ordered immediately.
Metadata: {"location": "Highway Corridor", "timestamp": "2026-04-18 07:20", "reporter_type": "government_official", "contact_info": "Office: 9899403671", "disaster_type": "infrastructure_failure"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "infrastructure_failure",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"In... |
Triage this disaster ticket and provide structured response. | Ticket: Water treatment plant failure. Boil water advisory issued for entire city.
Metadata: {"location": "Residential Area", "timestamp": "2026-04-18 08:01", "reporter_type": "government_official", "contact_info": "Office: 3441338639", "disaster_type": "infrastructure_failure"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "infrastructure_failure",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"In... |
Triage this disaster ticket and provide structured response. | Ticket: Major bridge collapse. Vehicles in water, rescue operations underway.
Metadata: {"location": "Airport Area", "timestamp": "2026-04-18 07:35", "reporter_type": "medical_staff", "contact_info": "Hospital: ER Desk - 7313376447", "disaster_type": "infrastructure_failure"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "infrastructure_failure",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"In... |
Triage this disaster ticket and provide structured response. | Ticket: Apartment building partially collapsed. Residents trapped, structural integrity compromised.
Metadata: {"location": "Residential Area", "timestamp": "2026-04-18 08:53", "reporter_type": "citizen", "contact_info": "Phone: 8211476835", "disaster_type": "earthquake"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "earthquake",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information re... |
Triage this disaster ticket and provide structured response. | Ticket: Hospital systems hacked. Electronic medical records compromised, patient care impacted.
Metadata: {"location": "Residential Area", "timestamp": "2026-04-18 08:47", "reporter_type": "first_responder", "contact_info": "Radio: Unit 380", "disaster_type": "cyber_attack"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "cyber_attack",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information ... |
Triage this disaster ticket and provide structured response. | Ticket: Railcar derailed releasing hazardous materials. Contamination zone established.
Metadata: {"location": "Urban Center", "timestamp": "2026-04-18 08:19", "reporter_type": "medical_staff", "contact_info": "Hospital: ER Desk - 9003710676", "disaster_type": "chemical_spill"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "chemical_spill",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informatio... |
Triage this disaster ticket and provide structured response. | Ticket: Tornado outbreak affecting multiple counties. Widespread damage and power outages.
Metadata: {"location": "Rural County", "timestamp": "2026-04-18 09:00", "reporter_type": "medical_staff", "contact_info": "Hospital: ER Desk - 7749894687", "disaster_type": "tornado"} | {
"severity": "HIGH",
"priority": "URGENT",
"category": "tornado",
"assigned_department": "Emergency Response",
"estimated_response_time": "5-15 minutes",
"escalation_required": false,
"immediate_actions": [
"Assess situation",
"Coordinate response"
],
"resource_needs": [
"First responders... |
Triage this disaster ticket and provide structured response. | Ticket: Storm surge has inundated coastal areas. Multiple homes underwater, people trapped.
Metadata: {"location": "Airport Area", "timestamp": "2026-04-18 07:39", "reporter_type": "emergency_coordinator", "contact_info": "Emergency Operations Center - Ext: 5488", "disaster_type": "hurricane"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "hurricane",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information res... |
Triage this disaster ticket and provide structured response. | Ticket: EF-4 tornado touched down in residential area. Multiple homes destroyed, injuries reported.
Metadata: {"location": "Residential Area", "timestamp": "2026-04-18 10:04", "reporter_type": "first_responder", "contact_info": "Radio: Unit 593", "disaster_type": "tornado"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "tornado",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information resou... |
Triage this disaster ticket and provide structured response. | Ticket: Radioactive waste container breach. Environmental monitoring teams deployed.
Metadata: {"location": "Downtown District", "timestamp": "2026-04-18 08:38", "reporter_type": "citizen", "contact_info": "Phone: 4046438251", "disaster_type": "nuclear_incident"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "nuclear_incident",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informat... |
Triage this disaster ticket and provide structured response. | Ticket: Dam failure imminent. Downstream evacuation ordered immediately.
Metadata: {"location": "Residential Area", "timestamp": "2026-04-18 09:19", "reporter_type": "emergency_coordinator", "contact_info": "Emergency Operations Center - Ext: 2035", "disaster_type": "infrastructure_failure"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "infrastructure_failure",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"In... |
Triage this disaster ticket and provide structured response. | Ticket: Levee breach imminent. Evacuation needed immediately for downstream areas.
Metadata: {"location": "Highway Corridor", "timestamp": "2026-04-18 09:28", "reporter_type": "citizen", "contact_info": "Phone: 6696533166", "disaster_type": "flood"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "flood",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information resourc... |
Triage this disaster ticket and provide structured response. | Ticket: EF-4 tornado touched down in residential area. Multiple homes destroyed, injuries reported.
Metadata: {"location": "Mountain Valley", "timestamp": "2026-04-18 07:45", "reporter_type": "citizen", "contact_info": "Phone: 8037266135", "disaster_type": "tornado"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "tornado",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information resou... |
Triage this disaster ticket and provide structured response. | Ticket: Cyber attack on critical infrastructure. Systems compromised, emergency protocols activated.
Metadata: {"location": "Suburban Neighborhood", "timestamp": "2026-04-18 07:29", "reporter_type": "business_owner", "contact_info": "Business: 6378590029", "disaster_type": "terrorist_attack"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "terrorist_attack",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informat... |
Triage this disaster ticket and provide structured response. | Ticket: Factory fire with toxic smoke. Workers trapped, evacuation in progress.
Metadata: {"location": "Suburban Neighborhood", "timestamp": "2026-04-18 09:58", "reporter_type": "first_responder", "contact_info": "Radio: Unit 387", "disaster_type": "industrial_accident"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "industrial_accident",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Infor... |
Triage this disaster ticket and provide structured response. | Ticket: Tornado warning issued. Rotation spotted, seek shelter immediately.
Metadata: {"location": "Coastal Region", "timestamp": "2026-04-18 08:43", "reporter_type": "business_owner", "contact_info": "Business: 2420501841", "disaster_type": "tornado"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "tornado",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information resou... |
Triage this disaster ticket and provide structured response. | Ticket: Commercial airplane crash on approach. Emergency response teams mobilizing.
Metadata: {"location": "Rural County", "timestamp": "2026-04-18 07:14", "reporter_type": "citizen", "contact_info": "Phone: 7668329995", "disaster_type": "transportation_crash"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "transportation_crash",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Info... |
Triage this disaster ticket and provide structured response. | Ticket: Bus accident on mountain road. Passengers injured, difficult access for responders.
Metadata: {"location": "Downtown District", "timestamp": "2026-04-18 09:44", "reporter_type": "business_owner", "contact_info": "Business: 6934706271", "disaster_type": "transportation_crash"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "transportation_crash",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Info... |
Triage this disaster ticket and provide structured response. | Ticket: Earthquake damaged water mains. No water pressure, potential contamination concerns.
Metadata: {"location": "Downtown District", "timestamp": "2026-04-18 09:59", "reporter_type": "first_responder", "contact_info": "Radio: Unit 611", "disaster_type": "earthquake"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "earthquake",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information re... |
Triage this disaster ticket and provide structured response. | Ticket: EF-4 tornado touched down in residential area. Multiple homes destroyed, injuries reported.
Metadata: {"location": "Downtown District", "timestamp": "2026-04-18 08:57", "reporter_type": "medical_staff", "contact_info": "Hospital: ER Desk - 9285423371", "disaster_type": "tornado"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "tornado",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information resou... |
Triage this disaster ticket and provide structured response. | Ticket: Dam failure imminent. Downstream evacuation ordered immediately.
Metadata: {"location": "Commercial District", "timestamp": "2026-04-18 09:32", "reporter_type": "government_official", "contact_info": "Office: 2561114815", "disaster_type": "infrastructure_failure"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "infrastructure_failure",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"In... |
Triage this disaster ticket and provide structured response. | Ticket: Sewage system backup flooding streets. Health hazard declared.
Metadata: {"location": "Rural County", "timestamp": "2026-04-18 08:28", "reporter_type": "medical_staff", "contact_info": "Hospital: ER Desk - 4344824073", "disaster_type": "infrastructure_failure"} | {
"severity": "HIGH",
"priority": "URGENT",
"category": "infrastructure_failure",
"assigned_department": "Emergency Response",
"estimated_response_time": "5-15 minutes",
"escalation_required": false,
"immediate_actions": [
"Assess situation",
"Coordinate response"
],
"resource_needs": [
"F... |
Triage this disaster ticket and provide structured response. | Ticket: Twister damaged shopping center. Cars overturned, structural damage to buildings.
Metadata: {"location": "Suburban Neighborhood", "timestamp": "2026-04-18 10:02", "reporter_type": "first_responder", "contact_info": "Radio: Unit 650", "disaster_type": "tornado"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "tornado",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information resou... |
Triage this disaster ticket and provide structured response. | Ticket: Bus accident on mountain road. Passengers injured, difficult access for responders.
Metadata: {"location": "Urban Center", "timestamp": "2026-04-18 08:46", "reporter_type": "medical_staff", "contact_info": "Hospital: ER Desk - 5466920718", "disaster_type": "transportation_crash"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "transportation_crash",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Info... |
Triage this disaster ticket and provide structured response. | Ticket: Volcanic activity increasing. Seismic activity and gas emissions rising.
Metadata: {"location": "Port Facility", "timestamp": "2026-04-18 09:26", "reporter_type": "emergency_coordinator", "contact_info": "Emergency Operations Center - Ext: 2156", "disaster_type": "volcanic_eruption"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "volcanic_eruption",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informa... |
Triage this disaster ticket and provide structured response. | Ticket: Major highway pileup involving multiple vehicles. Injuries reported, road blocked.
Metadata: {"location": "Mountain Valley", "timestamp": "2026-04-18 09:17", "reporter_type": "medical_staff", "contact_info": "Hospital: ER Desk - 5837162087", "disaster_type": "transportation_crash"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "transportation_crash",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Info... |
Triage this disaster ticket and provide structured response. | Ticket: Disease outbreak at school. Multiple students symptomatic, contact tracing initiated.
Metadata: {"location": "Rural County", "timestamp": "2026-04-18 08:28", "reporter_type": "emergency_coordinator", "contact_info": "Emergency Operations Center - Ext: 5637", "disaster_type": "pandemic"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "pandemic",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information reso... |
Triage this disaster ticket and provide structured response. | Ticket: River has overflowed banks, flooding entire neighborhood. Water rising rapidly.
Metadata: {"location": "Highway Corridor", "timestamp": "2026-04-18 08:22", "reporter_type": "medical_staff", "contact_info": "Hospital: ER Desk - 6565333512", "disaster_type": "flood"} | {
"severity": "HIGH",
"priority": "URGENT",
"category": "flood",
"assigned_department": "Emergency Response",
"estimated_response_time": "5-15 minutes",
"escalation_required": false,
"immediate_actions": [
"Assess situation",
"Coordinate response"
],
"resource_needs": [
"First responders",... |
Triage this disaster ticket and provide structured response. | Ticket: Chemical plant explosion. Multiple injuries, hazardous materials released.
Metadata: {"location": "Port Facility", "timestamp": "2026-04-18 07:19", "reporter_type": "government_official", "contact_info": "Office: 4556635397", "disaster_type": "industrial_accident"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "industrial_accident",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Infor... |
Triage this disaster ticket and provide structured response. | Ticket: Twister damaged shopping center. Cars overturned, structural damage to buildings.
Metadata: {"location": "Highway Corridor", "timestamp": "2026-04-18 07:29", "reporter_type": "government_official", "contact_info": "Office: 2737362061", "disaster_type": "tornado"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "tornado",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information resou... |
Triage this disaster ticket and provide structured response. | Ticket: New virus variant spreading rapidly. Hospital capacity nearing limit.
Metadata: {"location": "Suburban Neighborhood", "timestamp": "2026-04-18 07:10", "reporter_type": "emergency_coordinator", "contact_info": "Emergency Operations Center - Ext: 5942", "disaster_type": "pandemic"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "pandemic",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information reso... |
Triage this disaster ticket and provide structured response. | Ticket: Storm surge has inundated coastal areas. Multiple homes underwater, people trapped.
Metadata: {"location": "Rural County", "timestamp": "2026-04-18 07:25", "reporter_type": "emergency_coordinator", "contact_info": "Emergency Operations Center - Ext: 5947", "disaster_type": "hurricane"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "hurricane",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information res... |
Triage this disaster ticket and provide structured response. | Ticket: Radioactive waste container breach. Environmental monitoring teams deployed.
Metadata: {"location": "Coastal Region", "timestamp": "2026-04-18 09:08", "reporter_type": "medical_staff", "contact_info": "Hospital: ER Desk - 5654492808", "disaster_type": "nuclear_incident"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "nuclear_incident",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informat... |
Triage this disaster ticket and provide structured response. | Ticket: Ash cloud from eruption affecting air quality. Respiratory protection advised.
Metadata: {"location": "Suburban Neighborhood", "timestamp": "2026-04-18 08:15", "reporter_type": "business_owner", "contact_info": "Business: 3334818869", "disaster_type": "volcanic_eruption"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "volcanic_eruption",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informa... |
Triage this disaster ticket and provide structured response. | Ticket: Manufacturing facility collapse. Workers injured, structural assessment needed.
Metadata: {"location": "Port Facility", "timestamp": "2026-04-18 07:18", "reporter_type": "first_responder", "contact_info": "Radio: Unit 308", "disaster_type": "industrial_accident"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "industrial_accident",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Infor... |
Triage this disaster ticket and provide structured response. | Ticket: Ash cloud from eruption affecting air quality. Respiratory protection advised.
Metadata: {"location": "Residential Area", "timestamp": "2026-04-18 07:45", "reporter_type": "medical_staff", "contact_info": "Hospital: ER Desk - 3758601593", "disaster_type": "volcanic_eruption"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "volcanic_eruption",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informa... |
Triage this disaster ticket and provide structured response. | Ticket: Bus accident on mountain road. Passengers injured, difficult access for responders.
Metadata: {"location": "Rural County", "timestamp": "2026-04-18 09:07", "reporter_type": "government_official", "contact_info": "Office: 3185410347", "disaster_type": "transportation_crash"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "transportation_crash",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Info... |
Triage this disaster ticket and provide structured response. | Ticket: Bomb threat at government building. Evacuation underway, suspicious package found.
Metadata: {"location": "Downtown District", "timestamp": "2026-04-18 08:28", "reporter_type": "citizen", "contact_info": "Phone: 8417537828", "disaster_type": "terrorist_attack"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "terrorist_attack",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informat... |
Triage this disaster ticket and provide structured response. | Ticket: High winds have downed power lines across entire neighborhood. No electricity for hours.
Metadata: {"location": "Rural County", "timestamp": "2026-04-18 08:03", "reporter_type": "business_owner", "contact_info": "Business: 2189373154", "disaster_type": "hurricane"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "hurricane",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information res... |
Triage this disaster ticket and provide structured response. | Ticket: Twister damaged shopping center. Cars overturned, structural damage to buildings.
Metadata: {"location": "Residential Area", "timestamp": "2026-04-18 09:43", "reporter_type": "emergency_coordinator", "contact_info": "Emergency Operations Center - Ext: 3298", "disaster_type": "tornado"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "tornado",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information resou... |
Triage this disaster ticket and provide structured response. | Ticket: Storm drains backed up, streets now rivers. Homes flooding, basements full.
Metadata: {"location": "Downtown District", "timestamp": "2026-04-18 10:02", "reporter_type": "business_owner", "contact_info": "Business: 5535976510", "disaster_type": "flood"} | {
"severity": "HIGH",
"priority": "URGENT",
"category": "flood",
"assigned_department": "Emergency Response",
"estimated_response_time": "5-15 minutes",
"escalation_required": false,
"immediate_actions": [
"Assess situation",
"Coordinate response"
],
"resource_needs": [
"First responders",... |
Triage this disaster ticket and provide structured response. | Ticket: Volcanic activity increasing. Seismic activity and gas emissions rising.
Metadata: {"location": "Rural County", "timestamp": "2026-04-18 09:30", "reporter_type": "government_official", "contact_info": "Office: 2608792551", "disaster_type": "volcanic_eruption"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "volcanic_eruption",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informa... |
Triage this disaster ticket and provide structured response. | Ticket: Forest fire approaching town. Strong winds pushing flames toward populated areas.
Metadata: {"location": "Commercial District", "timestamp": "2026-04-18 09:33", "reporter_type": "citizen", "contact_info": "Phone: 6715185765", "disaster_type": "wildfire"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "wildfire",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information reso... |
Triage this disaster ticket and provide structured response. | Ticket: Factory fire with toxic smoke. Workers trapped, evacuation in progress.
Metadata: {"location": "Coastal Region", "timestamp": "2026-04-18 08:02", "reporter_type": "government_official", "contact_info": "Office: 8981143730", "disaster_type": "industrial_accident"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "industrial_accident",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Infor... |
Triage this disaster ticket and provide structured response. | Ticket: Nuclear power plant cooling system failure. Emergency protocols activated.
Metadata: {"location": "Coastal Region", "timestamp": "2026-04-18 09:43", "reporter_type": "first_responder", "contact_info": "Radio: Unit 329", "disaster_type": "nuclear_incident"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "nuclear_incident",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informat... |
Triage this disaster ticket and provide structured response. | Ticket: Toxic chemical spill at industrial plant. Hazardous fumes spreading, evacuation needed.
Metadata: {"location": "Downtown District", "timestamp": "2026-04-18 09:27", "reporter_type": "government_official", "contact_info": "Office: 4657534304", "disaster_type": "chemical_spill"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "chemical_spill",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informatio... |
Triage this disaster ticket and provide structured response. | Ticket: Dam failure imminent. Downstream evacuation ordered immediately.
Metadata: {"location": "Industrial Zone", "timestamp": "2026-04-18 08:59", "reporter_type": "medical_staff", "contact_info": "Hospital: ER Desk - 3745804090", "disaster_type": "infrastructure_failure"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "infrastructure_failure",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"In... |
Triage this disaster ticket and provide structured response. | Ticket: Toxic chemical spill at industrial plant. Hazardous fumes spreading, evacuation needed.
Metadata: {"location": "Downtown District", "timestamp": "2026-04-18 08:47", "reporter_type": "government_official", "contact_info": "Office: 9564662429", "disaster_type": "chemical_spill"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "chemical_spill",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informatio... |
Triage this disaster ticket and provide structured response. | Ticket: Tornado warning issued. Rotation spotted, seek shelter immediately.
Metadata: {"location": "Port Facility", "timestamp": "2026-04-18 09:43", "reporter_type": "government_official", "contact_info": "Office: 8380305331", "disaster_type": "tornado"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "tornado",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information resou... |
Triage this disaster ticket and provide structured response. | Ticket: Radioactive material spill at research facility. Contamination monitoring underway.
Metadata: {"location": "Rural County", "timestamp": "2026-04-18 07:38", "reporter_type": "citizen", "contact_info": "Phone: 3158147846", "disaster_type": "nuclear_incident"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "nuclear_incident",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informat... |
Triage this disaster ticket and provide structured response. | Ticket: Bomb threat at government building. Evacuation underway, suspicious package found.
Metadata: {"location": "Port Facility", "timestamp": "2026-04-18 08:15", "reporter_type": "business_owner", "contact_info": "Business: 7082054800", "disaster_type": "terrorist_attack"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "terrorist_attack",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informat... |
Triage this disaster ticket and provide structured response. | Ticket: Major earthquake just hit. Buildings collapsed, people trapped under rubble. Aftershocks continuing.
Metadata: {"location": "Coastal Region", "timestamp": "2026-04-18 09:11", "reporter_type": "citizen", "contact_info": "Phone: 5216228372", "disaster_type": "earthquake"} | {
"severity": "CRITICAL",
"priority": "IMMEDIATE",
"category": "earthquake",
"assigned_department": "Urban Search and Rescue",
"estimated_response_time": "< 5 minutes",
"escalation_required": true,
"immediate_actions": [
"Deploy emergency teams",
"Establish command post"
],
"resource_needs": [... |
Triage this disaster ticket and provide structured response. | Ticket: Power grid cyber attack caused widespread outages. Critical infrastructure affected.
Metadata: {"location": "Mountain Valley", "timestamp": "2026-04-18 09:30", "reporter_type": "business_owner", "contact_info": "Business: 6881834805", "disaster_type": "cyber_attack"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "cyber_attack",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information ... |
Triage this disaster ticket and provide structured response. | Ticket: High winds have downed power lines across entire neighborhood. No electricity for hours.
Metadata: {"location": "Port Facility", "timestamp": "2026-04-18 08:11", "reporter_type": "government_official", "contact_info": "Office: 7690594172", "disaster_type": "hurricane"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "hurricane",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information res... |
Triage this disaster ticket and provide structured response. | Ticket: Prescribed burn escaped control. Now threatening nearby communities and infrastructure.
Metadata: {"location": "Industrial Zone", "timestamp": "2026-04-18 07:57", "reporter_type": "first_responder", "contact_info": "Radio: Unit 419", "disaster_type": "wildfire"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "wildfire",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information reso... |
Triage this disaster ticket and provide structured response. | Ticket: Levee breach imminent. Evacuation needed immediately for downstream areas.
Metadata: {"location": "Downtown District", "timestamp": "2026-04-18 08:12", "reporter_type": "government_official", "contact_info": "Office: 6944414972", "disaster_type": "flood"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "flood",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information resourc... |
Triage this disaster ticket and provide structured response. | Ticket: Nuclear power plant cooling system failure. Emergency protocols activated.
Metadata: {"location": "Industrial Zone", "timestamp": "2026-04-18 07:46", "reporter_type": "citizen", "contact_info": "Phone: 7303527489", "disaster_type": "nuclear_incident"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "nuclear_incident",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informat... |
Triage this disaster ticket and provide structured response. | Ticket: Nuclear power plant cooling system failure. Emergency protocols activated.
Metadata: {"location": "Downtown District", "timestamp": "2026-04-18 07:17", "reporter_type": "citizen", "contact_info": "Phone: 3872057876", "disaster_type": "nuclear_incident"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "nuclear_incident",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Informat... |
Triage this disaster ticket and provide structured response. | Ticket: Levee breach imminent. Evacuation needed immediately for downstream areas.
Metadata: {"location": "Industrial Zone", "timestamp": "2026-04-18 09:01", "reporter_type": "citizen", "contact_info": "Phone: 3356515207", "disaster_type": "flood"} | {
"severity": "LOW",
"priority": "NORMAL",
"category": "flood",
"assigned_department": "Information Services",
"estimated_response_time": "1-4 hours",
"escalation_required": false,
"immediate_actions": [
"Provide information",
"Monitor situation"
],
"resource_needs": [
"Information resourc... |
End of preview.
YAML Metadata Warning:The task_ids "text-classification" is not in the official list: acceptability-classification, entity-linking-classification, fact-checking, intent-classification, language-identification, multi-class-classification, multi-label-classification, multi-input-text-classification, natural-language-inference, semantic-similarity-classification, sentiment-classification, topic-classification, semantic-similarity-scoring, sentiment-scoring, sentiment-analysis, hate-speech-detection, text-scoring, named-entity-recognition, part-of-speech, parsing, lemmatization, word-sense-disambiguation, coreference-resolution, extractive-qa, open-domain-qa, closed-domain-qa, news-articles-summarization, news-articles-headline-generation, dialogue-modeling, dialogue-generation, conversational, language-modeling, text-simplification, explanation-generation, abstractive-qa, open-domain-abstractive-qa, closed-domain-qa, open-book-qa, closed-book-qa, text2text-generation, slot-filling, masked-language-modeling, keyword-spotting, speaker-identification, audio-intent-classification, audio-emotion-recognition, audio-language-identification, multi-label-image-classification, multi-class-image-classification, face-detection, vehicle-detection, instance-segmentation, semantic-segmentation, panoptic-segmentation, image-captioning, image-inpainting, image-colorization, super-resolution, grasping, task-planning, tabular-multi-class-classification, tabular-multi-label-classification, tabular-single-column-regression, rdf-to-text, multiple-choice-qa, multiple-choice-coreference-resolution, document-retrieval, utterance-retrieval, entity-linking-retrieval, fact-checking-retrieval, univariate-time-series-forecasting, multivariate-time-series-forecasting, visual-question-answering, document-question-answering, pose-estimation
YAML Metadata Warning:The task_ids "text-generation" is not in the official list: acceptability-classification, entity-linking-classification, fact-checking, intent-classification, language-identification, multi-class-classification, multi-label-classification, multi-input-text-classification, natural-language-inference, semantic-similarity-classification, sentiment-classification, topic-classification, semantic-similarity-scoring, sentiment-scoring, sentiment-analysis, hate-speech-detection, text-scoring, named-entity-recognition, part-of-speech, parsing, lemmatization, word-sense-disambiguation, coreference-resolution, extractive-qa, open-domain-qa, closed-domain-qa, news-articles-summarization, news-articles-headline-generation, dialogue-modeling, dialogue-generation, conversational, language-modeling, text-simplification, explanation-generation, abstractive-qa, open-domain-abstractive-qa, closed-domain-qa, open-book-qa, closed-book-qa, text2text-generation, slot-filling, masked-language-modeling, keyword-spotting, speaker-identification, audio-intent-classification, audio-emotion-recognition, audio-language-identification, multi-label-image-classification, multi-class-image-classification, face-detection, vehicle-detection, instance-segmentation, semantic-segmentation, panoptic-segmentation, image-captioning, image-inpainting, image-colorization, super-resolution, grasping, task-planning, tabular-multi-class-classification, tabular-multi-label-classification, tabular-single-column-regression, rdf-to-text, multiple-choice-qa, multiple-choice-coreference-resolution, document-retrieval, utterance-retrieval, entity-linking-retrieval, fact-checking-retrieval, univariate-time-series-forecasting, multivariate-time-series-forecasting, visual-question-answering, document-question-answering, pose-estimation
OpenTriage Dataset
A comprehensive dataset for disaster ticket triage and emergency response classification. This dataset contains labeled tickets from various disaster scenarios including earthquakes, hurricanes, floods, and other emergency situations.
Dataset Description
The OpenTriage Dataset is designed to train and evaluate models for automated ticket classification in emergency response systems. It includes real-world inspired tickets with multiple classification labels and emergency-related information.
Dataset Features
- Disaster Ticket Classification: Multi-label classification of emergency tickets
- Student Training Data: Educational examples for model distillation
- Real-World Scenarios: Data inspired by actual emergency response situations
- Comprehensive Annotations: Rich metadata and classification labels
Dataset Structure
Main Datasets
large_triage_dataset.json (18.7 MB)
- Primary dataset with comprehensive ticket triage records
- Largest dataset with extensive examples
- Full feature set and detailed annotations
large_triage_training_data.json (4.6 MB)
- Training-focused subset optimized for model training
- Balanced class distribution
- Cleaned and processed entries
large_student_training_data.json (4.2 MB)
- Student training data for knowledge distillation
- Simplified annotations for learning
- Ideal for distilled model training
Sample & Reference Data
sample_triage_tickets.json (37 KB)
- Representative sample of the dataset
- Quick exploration and testing
- Format reference
triage_training_data.json (46 KB)
- Small training dataset
- Proof-of-concept examples
- Development and testing
student_training_data.json (44 KB)
- Compact student dataset
- Educational examples
- Model distillation reference
Configuration Files
- disaster_ticket_triage_config.json: Configuration schema and parameters for ticket triage
Data Format
Each record typically contains:
ticket_id: Unique identifierdescription: Ticket description or incident reportcategory: Primary classification categorytags: Multiple classification tagspriority: Urgency leveldisaster_type: Type of disaster (earthquake, hurricane, flood, etc.)- Metadata and additional structured fields
Dataset Statistics
- Total Records: ~100,000+ tickets across all files
- Disaster Types: Multiple categories (earthquakes, hurricanes, floods, wildfires, etc.)
- Languages: English
- License: CC-BY-4.0
Usage
Load with HuggingFace Datasets
from datasets import load_dataset
# Load the full dataset
dataset = load_dataset("naidukr/opentriage-dataset", split="train")
# Load specific files
large_dataset = load_dataset("naidukr/opentriage-dataset", data_files="large_triage_dataset.json")
training_data = load_dataset("naidukr/opentriage-dataset", data_files="large_triage_training_data.json")
Load with Pandas
import json
import pandas as pd
with open('large_triage_dataset.json', 'r') as f:
data = json.load(f)
df = pd.DataFrame(data)
Applications
- Emergency response systems
- Disaster ticket classification
- Emergency management training
- Knowledge distillation for light-weight models
- Multi-label classification research
- Real-time incident categorization
Dataset Splits
The dataset includes multiple versions optimized for different use cases:
- Full Dataset: Complete training corpus (large_triage_dataset.json)
- Training Subset: Balanced training set (large_triage_training_data.json)
- Distillation Data: For creating smaller models (large_student_training_data.json)
- Samples: Quick reference and format validation
Citation
If you use this dataset, please cite:
@dataset{opentriage_dataset_2026,
title={OpenTriage: Disaster Ticket Triage Dataset},
author={OpenTriage Team},
year={2026},
url={https://huggingface.co/datasets/naidukr/opentriage-dataset}
}
License
This dataset is licensed under CC-BY-4.0 (Creative Commons Attribution 4.0 International License).
You are free to:
- Share — copy and redistribute the material in any medium or format
- Adapt — remix, transform, and build upon the material for any purpose, even commercially
Under the following terms:
- Attribution — You must give appropriate credit, provide a link to the license, and indicate if changes were made
Contact & Support
For questions, issues, or contributions related to this dataset:
- Visit: https://huggingface.co/datasets/naidukr/opentriage-dataset
- Related Model: https://huggingface.co/naidukr/Opentriage
Changelog
v1.0 (2026-04-18)
- Initial dataset release
- Multiple dataset sizes for different use cases
- Comprehensive documentation and usage examples
- Git LFS support for large files
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