| --- |
| 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 |
|
|
| [](https://doi.org/10.5281/zenodo.20010252) [](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. |
|
|
| <!-- crosslink:smartqhse-related-start --> |
|
|
| ## 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. |
|
|
| <!-- crosslink:smartqhse-related-end --> |
|
|
