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
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<id: string, country: string, iso: string, regulator: string, abbr: string, website (... 123 chars omitted)
child 0, item: struct<id: string, country: string, iso: string, regulator: string, abbr: string, website: string, p (... 111 chars omitted)
child 0, id: string
child 1, country: string
child 2, iso: string
child 3, regulator: string
child 4, abbr: string
child 5, website: string
child 6, parent_agency: string
child 7, key_legislation: list<item: string>
child 0, item: string
child 8, scope: string
child 9, established: int64
child 10, wikidata: string
name: string
keywords: 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
citeAs: string
conformsTo: string
license: string
creator: struct<@type: string, name: string, url: string>
child 0, @type: string
child 1, name: string
child 2, url: string
version: string
datePublished: timestamp[s]
@type: string
sameAs: list<item: string>
child 0, item: string
inLanguage: string
description: string
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
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<id: string, country: string, iso: string, regulator: string, abbr: string, website (... 123 chars omitted)
child 0, item: struct<id: string, country: string, iso: string, regulator: string, abbr: string, website: string, p (... 111 chars omitted)
child 0, id: string
child 1, country: string
child 2, iso: string
child 3, regulator: string
child 4, abbr: string
child 5, website: string
child 6, parent_agency: string
child 7, key_legislation: list<item: string>
child 0, item: string
child 8, scope: string
child 9, established: int64
child 10, wikidata: string
name: string
keywords: 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
citeAs: string
conformsTo: string
license: string
creator: struct<@type: string, name: string, url: string>
child 0, @type: string
child 1, name: string
child 2, url: string
version: string
datePublished: timestamp[s]
@type: string
sameAs: list<item: string>
child 0, item: string
inLanguage: string
description: string
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
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.
Reference dataset of 36 major occupational safety and health regulators across 27 jurisdictions including:
Each entry includes:
from datasets import load_dataset
ds = load_dataset("SmartQHSE/hse-regulators-directory")
for row in ds["train"]:
print(row["abbr"], "—", row["country"], "—", row["regulator"])
# Filter Wikidata-linked regulators
curl -s https://huggingface.co/datasets/SmartQHSE/hse-regulators-directory/resolve/main/data.jsonl \
| jq 'select(.wikidata != null) | {abbr, regulator, wikidata}'
This dataset is part of the SmartQHSE open data programme. Related Q-items: HSE Regulations Changelog Q139623117, HSE Glossary Q139623112, ARIA HSE AI assistant Q139714237.
SmartQHSE Ltd (2026). HSE Regulators Directory [dataset]. https://huggingface.co/datasets/SmartQHSE/hse-regulators-directory
License: CC BY 4.0. Built by SmartQHSE.