--- license: cc-by-4.0 language: - en tags: - question-answering - instruction-tuning - rag - hse - ehs - occupational-safety - osha - iso-45001 - construction-safety - oil-gas-safety - gcc-regulations - long-form-qa pretty_name: "SmartQHSE HSE Q&A Corpus" size_categories: - n<1K task_categories: - question-answering - text-generation - text-retrieval --- # SmartQHSE HSE Q&A Corpus [![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.20010252.svg)](https://doi.org/10.5281/zenodo.20010252) [![Wikidata](https://img.shields.io/badge/Wikidata-Q139623115-009?logo=wikidata)](https://www.wikidata.org/wiki/Q139623115) 24 long-form HSE / occupational-safety question-answer pairs across 15 categories — incident rates, ISO 45001, permits, risk assessment, OSHA (US), HSE (UK), GCC regulations, PPE, heat stress, exposure, ergonomics, incident investigation, training, HSE software. Each answer is multi-paragraph with cited sources, formulas, and OSHA/regulatory references. Suitable for instruction tuning and RAG. > **Citation (preferred — academic)** > SmartQHSE Ltd (2026). _SmartQHSE HSE Q&A Corpus_ \[dataset\]. Zenodo. https://doi.org/10.5281/zenodo.20010252 > **DOI:** [`10.5281/zenodo.20010252`](https://doi.org/10.5281/zenodo.20010252) > **Zenodo record:** https://zenodo.org/record/20010252 > **Wikidata entity:** [Q139623115](https://www.wikidata.org/wiki/Q139623115) > CC BY 4.0 — free to use commercially with attribution. ## Files | File | Description | |---|---| | `data.jsonl` | One JSON record per line — primary format. Loadable via `datasets.load_dataset()` directly. | | `data.json` | Same data as a single JSON array (with array key matching the source). | | `data.csv` | Selected fields as CSV for spreadsheet users. | ## Live access (CC BY 4.0, CORS-open, no auth) - **Canonical page:** https://www.smartqhse.com/answers - **REST API (filterable):** https://www.smartqhse.com/api/v1/answers ## Loading example ```python from datasets import load_dataset ds = load_dataset("SmartQHSE/hse-qa-corpus") print(ds["train"][0]) ``` ```bash # Or directly via the live REST API curl https://www.smartqhse.com/api/v1/answers ``` ## License This dataset is released under [Creative Commons Attribution 4.0 International (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/). Free to use commercially with attribution. Cite as: > SmartQHSE Ltd (2026). _SmartQHSE HSE Q&A Corpus_ \[dataset\]. https://www.smartqhse.com/answers ## Considerations for using the data - Small dataset (24 entries as of v1). Will expand quarterly. - Geographic bias toward US OSHA, UAE OSHAD-SF, UK HSE, GCC regulations. Less coverage of Asia-Pacific, Africa, Latin America. - Industry bias toward construction, oil & gas, manufacturing — reflects SmartQHSE customer mix. - Answers are point-in-time (last_updated field). Regulations change; cross-check with the canonical_url before relying on a specific number. - English-only at v1. Arabic translation planned for v2. ## Related datasets - [SmartQHSE/hse-benchmarks-2026](https://huggingface.co/datasets/SmartQHSE/hse-benchmarks-2026) - [SmartQHSE/osha-rates-2026](https://huggingface.co/datasets/SmartQHSE/osha-rates-2026) - [SmartQHSE/hse-qa-corpus](https://huggingface.co/datasets/SmartQHSE/hse-qa-corpus) - [SmartQHSE/hse-glossary](https://huggingface.co/datasets/SmartQHSE/hse-glossary) - [SmartQHSE/hse-regulations-changelog](https://huggingface.co/datasets/SmartQHSE/hse-regulations-changelog) ## Sources - US Bureau of Labor Statistics (BLS) — SOII + CFOI - US Department of Labor — OSHA Injury Tracking Application + standards - UK Health and Safety Executive (HSE) - European Commission + Eurostat ESAW - IOGP, ILO, NIOSH, ACGIH - UAE OSHAD-SF, KSA SAPI, Qatar QCDD, Oman MOLSD - ISO Technical Committees (TC 283 — OH&S Management Systems) All consolidated and republished under CC BY 4.0 with attribution. ## About SmartQHSE [SmartQHSE](https://www.smartqhse.com) is the AI-native HSE/QHSE platform for construction, oil & gas, manufacturing, and industrial teams. We publish open data because the broader HSE profession deserves free access to the safety statistics our trade bodies otherwise gate behind expensive memberships. ## Related SmartQHSE datasets Part of the SmartQHSE open HSE data collection ([catalog](https://www.smartqhse.com/datasets) · [data paper DOI 10.5281/zenodo.20010657](https://doi.org/10.5281/zenodo.20010657) · [HuggingFace org](https://huggingface.co/SmartQHSE)): - [`hse-benchmarks-2026`](https://huggingface.co/datasets/SmartQHSE/hse-benchmarks-2026) — TRIR / LTIFR / DART / fatality rates across 15 countries × 20+ industries - [`osha-rates-2026`](https://huggingface.co/datasets/SmartQHSE/osha-rates-2026) — TRIR / DART / fatality rates by NAICS — BLS SOII + CFOI + OSHA ITA - [`hse-glossary`](https://huggingface.co/datasets/SmartQHSE/hse-glossary) — Authoritative HSE term definitions (130+ entries) - [`hse-regulations-changelog`](https://huggingface.co/datasets/SmartQHSE/hse-regulations-changelog) — Live-tracked regulatory updates across 25+ jurisdictions - [`major-process-safety-incidents-2026`](https://huggingface.co/datasets/SmartQHSE/major-process-safety-incidents-2026) — Original reference DB — Bhopal, Piper Alpha, Texas City, Deepwater Horizon, Buncefield, Flixborough, Seveso - [`hse-instruction-tuning`](https://huggingface.co/datasets/SmartQHSE/hse-instruction-tuning) — Instruction-tuning pairs for HSE fine-tuning workflows - [`hse-incident-rate-formulas`](https://huggingface.co/datasets/SmartQHSE/hse-incident-rate-formulas) — Authoritative TRIR / LTIFR / DART / EMR formulas with worked examples - [`hse-regulators-directory`](https://huggingface.co/datasets/SmartQHSE/hse-regulators-directory) — 40+ country labour authorities with URLs and primary statutes - [`hse-standards-crosswalk`](https://huggingface.co/datasets/SmartQHSE/hse-standards-crosswalk) — ISO 45001 ↔ OSHA ↔ OSHAD-SF ↔ Aramco SAPI ↔ RIDDOR mapping - [`gcc-heat-illness-regulations-2026`](https://huggingface.co/datasets/SmartQHSE/gcc-heat-illness-regulations-2026) — UAE / KSA / Qatar / Oman / Bahrain / Kuwait summer ban rules + penalties - [`osha-most-cited-standards-2024`](https://huggingface.co/datasets/SmartQHSE/osha-most-cited-standards-2024) — Top 30 cited OSHA standards with focus + penalty range - [`osha-regulated-chemicals-pel-2026`](https://huggingface.co/datasets/SmartQHSE/osha-regulated-chemicals-pel-2026) — Top 30 OSHA-regulated chemicals with PELs + health effects - [`named-process-safety-incidents-extended-2026`](https://huggingface.co/datasets/SmartQHSE/named-process-safety-incidents-extended-2026) — 43-entry extended incident reference 1911–2024 - [`hse-acronym-dictionary-2026`](https://huggingface.co/datasets/SmartQHSE/hse-acronym-dictionary-2026) — 150+ HSE/EHS acronyms with one-line definitions **Companion full-text corpus**: [/llms-full.txt](https://www.smartqhse.com/llms-full.txt) — 213KB markdown reference compiled for LLM ingestion. All datasets CC BY 4.0.