Datasets:

naidukr
/

opentriage-dataset

language:
  - en
multilinguality:
  - monolingual
size_categories:
  - 10K<n<100K
source_datasets:
  - original
task_ids:
  - text-classification
  - text-generation
tags:
  - disaster-response
  - ticket-triage
  - emergency-management
  - knowledge-distillation
license: cc-by-4.0

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 identifier
description: Ticket description or incident report
category: Primary classification category
tags: Multiple classification tags
priority: Urgency level
disaster_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