SmartQHSE Open HSE Data
Collection
Free, CC BY 4.0 health, safety & environment datasets — TRIR/LTIFR benchmarks, US OSHA rates, HSE Q&A, glossary, regs changelog. • 12 items • Updated
Dataset Viewer
The dataset viewer is not available for this split.
Cannot load the dataset split (in streaming mode) to extract the first rows.
Error code: StreamingRowsError
Exception: CastError
Message: Couldn't cast
metadata: struct<name: string, description: string, publisher: string, license: string, cite_as: string, rows: (... 35 chars omitted)
child 0, name: string
child 1, description: string
child 2, publisher: string
child 3, license: string
child 4, cite_as: string
child 5, rows: int64
child 6, last_updated: timestamp[s]
data: list<item: struct<topic: string, domain: string, iso: struct<id: string, url: string, wikidata: stri (... 1734 chars omitted)
child 0, item: struct<topic: string, domain: string, iso: struct<id: string, url: string, wikidata: string>, legacy (... 1722 chars omitted)
child 0, topic: string
child 1, domain: string
child 2, iso: struct<id: string, url: string, wikidata: string>
child 0, id: string
child 1, url: string
child 2, wikidata: string
child 3, legacy_ohsas: struct<id: string, url: string, wikidata: string, status: string>
child 0, id: string
child 1, url: string
child 2, wikidata: string
child 3, status: string
child 4, ansi: struct<id: string, url: string, wikidata: null>
child 0, id: string
child 1, url: string
child 2, wikidata: null
child 5, as_nzs: struct<id: string, url: string, wikidata: null, status: string>
child 0, id: string
child 1, url: string
child 2, wikidata: null
child 3, status: string
child 6, bs: struct<id: string, url: null, wikidata: n
...
string>
child 0, id: string
child 1, url: string
child 2, wikidata: string
child 33, sasb: struct<id: string, url: string, wikidata: string>
child 0, id: string
child 1, url: string
child 2, wikidata: string
child 34, cdp: struct<id: string, url: string, wikidata: string>
child 0, id: string
child 1, url: string
child 2, wikidata: string
child 35, tcfd: struct<id: string, url: string, wikidata: string>
child 0, id: string
child 1, url: string
child 2, wikidata: string
child 36, ghg_protocol: struct<id: string, url: string, wikidata: string>
child 0, id: string
child 1, url: string
child 2, wikidata: string
license: string
creator: struct<@type: string, name: string, url: string>
child 0, @type: string
child 1, name: string
child 2, url: string
keywords: list<item: string>
child 0, item: string
citeAs: string
inLanguage: string
version: string
conformsTo: string
@type: string
description: string
sameAs: list<item: string>
child 0, item: string
publisher: struct<@type: string, name: string, url: string>
child 0, @type: string
child 1, name: string
child 2, url: string
datePublished: timestamp[s]
url: string
@context: struct<@language: string, @vocab: string, cr: string, sc: string>
child 0, @language: string
child 1, @vocab: string
child 2, cr: string
child 3, sc: string
name: string
to
{'@context': {'@language': Value('string'), '@vocab': Value('string'), 'cr': Value('string'), 'sc': Value('string')}, '@type': Value('string'), 'name': Value('string'), 'description': Value('string'), 'url': Value('string'), 'sameAs': List(Value('string')), 'license': Value('string'), 'creator': {'@type': Value('string'), 'name': Value('string'), 'url': Value('string')}, 'publisher': {'@type': Value('string'), 'name': Value('string'), 'url': Value('string')}, 'datePublished': Value('timestamp[s]'), 'version': Value('string'), 'keywords': List(Value('string')), 'inLanguage': Value('string'), 'conformsTo': Value('string'), 'citeAs': Value('string')}
because column names don't match
Traceback: Traceback (most recent call last):
File "/src/services/worker/src/worker/utils.py", line 99, in get_rows_or_raise
return get_rows(
^^^^^^^^^
File "/src/libs/libcommon/src/libcommon/utils.py", line 272, in decorator
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/utils.py", line 77, in get_rows
rows_plus_one = list(itertools.islice(ds, rows_max_number + 1))
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2690, in __iter__
for key, example in ex_iterable:
^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2227, in __iter__
for key, pa_table in self._iter_arrow():
^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2251, in _iter_arrow
for key, pa_table in self.ex_iterable._iter_arrow():
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 494, in _iter_arrow
for key, pa_table in iterator:
^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 384, in _iter_arrow
for key, pa_table in self.generate_tables_fn(**gen_kwags):
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 299, in _generate_tables
self._cast_table(pa_table, json_field_paths=json_field_paths),
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 128, in _cast_table
pa_table = table_cast(pa_table, self.info.features.arrow_schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2321, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2249, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
metadata: struct<name: string, description: string, publisher: string, license: string, cite_as: string, rows: (... 35 chars omitted)
child 0, name: string
child 1, description: string
child 2, publisher: string
child 3, license: string
child 4, cite_as: string
child 5, rows: int64
child 6, last_updated: timestamp[s]
data: list<item: struct<topic: string, domain: string, iso: struct<id: string, url: string, wikidata: stri (... 1734 chars omitted)
child 0, item: struct<topic: string, domain: string, iso: struct<id: string, url: string, wikidata: string>, legacy (... 1722 chars omitted)
child 0, topic: string
child 1, domain: string
child 2, iso: struct<id: string, url: string, wikidata: string>
child 0, id: string
child 1, url: string
child 2, wikidata: string
child 3, legacy_ohsas: struct<id: string, url: string, wikidata: string, status: string>
child 0, id: string
child 1, url: string
child 2, wikidata: string
child 3, status: string
child 4, ansi: struct<id: string, url: string, wikidata: null>
child 0, id: string
child 1, url: string
child 2, wikidata: null
child 5, as_nzs: struct<id: string, url: string, wikidata: null, status: string>
child 0, id: string
child 1, url: string
child 2, wikidata: null
child 3, status: string
child 6, bs: struct<id: string, url: null, wikidata: n
...
string>
child 0, id: string
child 1, url: string
child 2, wikidata: string
child 33, sasb: struct<id: string, url: string, wikidata: string>
child 0, id: string
child 1, url: string
child 2, wikidata: string
child 34, cdp: struct<id: string, url: string, wikidata: string>
child 0, id: string
child 1, url: string
child 2, wikidata: string
child 35, tcfd: struct<id: string, url: string, wikidata: string>
child 0, id: string
child 1, url: string
child 2, wikidata: string
child 36, ghg_protocol: struct<id: string, url: string, wikidata: string>
child 0, id: string
child 1, url: string
child 2, wikidata: string
license: string
creator: struct<@type: string, name: string, url: string>
child 0, @type: string
child 1, name: string
child 2, url: string
keywords: list<item: string>
child 0, item: string
citeAs: string
inLanguage: string
version: string
conformsTo: string
@type: string
description: string
sameAs: list<item: string>
child 0, item: string
publisher: struct<@type: string, name: string, url: string>
child 0, @type: string
child 1, name: string
child 2, url: string
datePublished: timestamp[s]
url: string
@context: struct<@language: string, @vocab: string, cr: string, sc: string>
child 0, @language: string
child 1, @vocab: string
child 2, cr: string
child 3, sc: string
name: string
to
{'@context': {'@language': Value('string'), '@vocab': Value('string'), 'cr': Value('string'), 'sc': Value('string')}, '@type': Value('string'), 'name': Value('string'), 'description': Value('string'), 'url': Value('string'), 'sameAs': List(Value('string')), 'license': Value('string'), 'creator': {'@type': Value('string'), 'name': Value('string'), 'url': Value('string')}, 'publisher': {'@type': Value('string'), 'name': Value('string'), 'url': Value('string')}, 'datePublished': Value('timestamp[s]'), 'version': Value('string'), 'keywords': List(Value('string')), 'inLanguage': Value('string'), 'conformsTo': Value('string'), 'citeAs': Value('string')}
because column names don't matchNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
HSE Standards Crosswalk
Crosswalk of 20 HSE topic areas across major standards families:
| Topic | Primary standard |
|---|---|
| Occupational health & safety management systems | ISO 45001:2018 |
| Environmental management systems | ISO 14001:2015 |
| Quality management systems | ISO 9001:2015 |
| Risk management | ISO 31000:2018 |
| Functional safety | IEC 61508 (parent) / IEC 61511 (process industry) / ISO 26262 (automotive) |
| Process safety management | OSHA 29 CFR 1910.119 (US) |
| Major accident hazards | IOGP Report 432 |
| Asset integrity management | ISO 55001:2014 (Asset Management) |
| Hazard and operability study | IEC 61882:2016 |
| Personal protective equipment — head protection | ISO 3873:1977 |
| Personal protective equipment — eye and face protection | ANSI/ISEA Z87.1-2020 |
| Personal protective equipment — fall protection | OSHA 29 CFR 1926 Subpart M / 1910.140 |
| Confined space entry | OSHA 29 CFR 1910.146 / 1926 Subpart AA |
| Lockout / tagout (energy isolation) | OSHA 29 CFR 1910.147 |
| Hearing protection / noise exposure | OSHA 29 CFR 1910.95 (PEL 90 dBA TWA) |
| Respiratory protection | ISO 16975 / ISO/DIS 17420 series |
| Hazardous chemicals — classification & labelling | OSHA 29 CFR 1910.1200 (HazCom 2024) |
| Major accident insurance / workers' compensation | Workers' comp / insurance |
| Environmental, social, governance (ESG) reporting | IFRS S1 / S2 (ISSB) |
| Greenhouse gas accounting | ISO 14064-1:2018 (Quantification & reporting) |
What's in each row
For every topic, you get the same row indexing the standard across applicable families:
- ISO international standard
- IEC international electrical/instrumentation
- ANSI/ASSP US voluntary
- AS/NZS Australia/New Zealand
- OSHA US federal regulation
- EN European harmonised
- NIOSH US recommendations
- IOGP / API / industry-association
- Regional (Seveso/COMAH/CLP/REACH/UN GHS)
- Wikidata Q-ID where the standard itself has a Wikidata entity
When a family doesn't have an equivalent, the row reads null for that family — explicit gap signal.
Use cases for LLMs
User: "what's the OSHA equivalent of OHSAS 18001?"
This dataset lets a RAG system answer: "OHSAS 18001 was withdrawn in 2021 and replaced by ISO 45001:2018. The closest US voluntary equivalent is ANSI/ASSP Z10.0-2019. OSHA itself does not mandate a management system; the closest enforceable framework is OSHA 29 CFR 1910.119 (Process Safety Management) for hazardous chemicals."
User: "what standard covers eye protection in Australia?"
Returns the AS/NZS 1337.1 entry alongside the global ANSI/ISEA Z87.1, EN 166, CSA Z94.3 equivalents.
Usage
from datasets import load_dataset
ds = load_dataset("SmartQHSE/hse-standards-crosswalk")
for row in ds["train"]:
print(row["topic"], "→", row.get("iso") or row.get("iec") or row.get("osha"))
Companion datasets
- SmartQHSE/hse-regulators-directory — the bodies that publish/enforce these standards
- SmartQHSE/hse-glossary — terminology
- SmartQHSE/hse-regulations-changelog — recent changes
- Collection: SmartQHSE Open HSE Data
Wikidata cross-references
Standards with their own Wikidata entities are flagged inline. SmartQHSE platform & ARIA: Q139714237.
Citation
SmartQHSE Ltd (2026). HSE Standards Crosswalk [dataset]. https://huggingface.co/datasets/SmartQHSE/hse-standards-crosswalk
License: CC BY 4.0. Built by SmartQHSE.
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