Datasets:

SmartQHSE
/

hse-glossary

Error code:   StreamingRowsError
Exception:    CastError
Message:      Couldn't cast
metadata: struct<name: string, canonical: string, api: string, license: string, license_url: string, cite_as:  (... 122 chars omitted)
  child 0, name: string
  child 1, canonical: string
  child 2, api: string
  child 3, license: string
  child 4, license_url: string
  child 5, cite_as: string
  child 6, doi: string
  child 7, zenodo_url: string
  child 8, wikidata_qid: string
  child 9, publisher: string
  child 10, last_updated: timestamp[s]
  child 11, rows: int64
data: list<item: struct<slug: string, term: string, aliases: list<item: string>, short_definition: string, (... 42 chars omitted)
  child 0, item: struct<slug: string, term: string, aliases: list<item: string>, short_definition: string, category:  (... 30 chars omitted)
      child 0, slug: string
      child 1, term: string
      child 2, aliases: list<item: string>
          child 0, item: string
      child 3, short_definition: string
      child 4, category: string
      child 5, canonical_url: string
@context: struct<@language: string, @vocab: string, citeAs: string, column: string, conformsTo: string, cr: st (... 552 chars omitted)
  child 0, @language: string
  child 1, @vocab: string
  child 2, citeAs: string
  child 3, column: string
  child 4, conformsTo: string
  child 5, cr: string
  child 6, data: struct<@id: string, @type: string>
      child 0, @id: string
      child 1, @type: string
  child 7, dataType: struct<@id: string, @type: string>
      child 0, @id: string
      child 1, @type: string
  
...

  child 17, isLiveDataset: string
  child 18, jsonPath: string
  child 19, key: string
  child 20, md5: string
  child 21, parentField: string
  child 22, path: string
  child 23, recordSet: string
  child 24, references: string
  child 25, regex: string
  child 26, repeated: string
  child 27, replace: string
  child 28, sc: string
  child 29, separator: string
  child 30, source: string
  child 31, subField: string
  child 32, transform: string
isLiveDataset: bool
publisher: struct<@type: string, name: string, url: string>
  child 0, @type: string
  child 1, name: string
  child 2, url: string
conformsTo: string
sameAs: list<item: string>
  child 0, item: string
version: string
datePublished: timestamp[s]
distribution: list<item: struct<@type: string, @id: string, name: string, contentUrl: string, encodingFormat: stri (... 20 chars omitted)
  child 0, item: struct<@type: string, @id: string, name: string, contentUrl: string, encodingFormat: string, sha256: (... 8 chars omitted)
      child 0, @type: string
      child 1, @id: string
      child 2, name: string
      child 3, contentUrl: string
      child 4, encodingFormat: string
      child 5, sha256: string
keywords: list<item: string>
  child 0, item: string
citeAs: string
license: string
name: string
dateModified: timestamp[s]
@type: string
description: string
url: string
inLanguage: string
creator: struct<@type: string, name: string, url: string>
  child 0, @type: string
  child 1, name: string
  child 2, url: string
to
{'@context': {'@language': Value('string'), '@vocab': Value('string'), 'citeAs': Value('string'), 'column': Value('string'), 'conformsTo': Value('string'), 'cr': Value('string'), 'data': {'@id': Value('string'), '@type': Value('string')}, 'dataType': {'@id': Value('string'), '@type': Value('string')}, 'dct': Value('string'), 'examples': {'@id': Value('string'), '@type': Value('string')}, 'extract': Value('string'), 'field': Value('string'), 'fileProperty': Value('string'), 'fileObject': Value('string'), 'fileSet': Value('string'), 'format': Value('string'), 'includes': Value('string'), 'isLiveDataset': Value('string'), 'jsonPath': Value('string'), 'key': Value('string'), 'md5': Value('string'), 'parentField': Value('string'), 'path': Value('string'), 'recordSet': Value('string'), 'references': Value('string'), 'regex': Value('string'), 'repeated': Value('string'), 'replace': Value('string'), 'sc': Value('string'), 'separator': Value('string'), 'source': Value('string'), 'subField': Value('string'), 'transform': 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]'), 'dateModified': Value('timestamp[s]'), 'version': Value('string'), 'keywords': List(Value('string')), 'inLanguage': Value('string'), 'conformsTo': Value('string'), 'citeAs': Value('string'), 'isLiveDataset': Value('bool'), 'distribution': List({'@type': Value('string'), '@id': Value('string'), 'name': Value('string'), 'contentUrl': Value('string'), 'encodingFormat': Value('string'), 'sha256': 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, canonical: string, api: string, license: string, license_url: string, cite_as:  (... 122 chars omitted)
                child 0, name: string
                child 1, canonical: string
                child 2, api: string
                child 3, license: string
                child 4, license_url: string
                child 5, cite_as: string
                child 6, doi: string
                child 7, zenodo_url: string
                child 8, wikidata_qid: string
                child 9, publisher: string
                child 10, last_updated: timestamp[s]
                child 11, rows: int64
              data: list<item: struct<slug: string, term: string, aliases: list<item: string>, short_definition: string, (... 42 chars omitted)
                child 0, item: struct<slug: string, term: string, aliases: list<item: string>, short_definition: string, category:  (... 30 chars omitted)
                    child 0, slug: string
                    child 1, term: string
                    child 2, aliases: list<item: string>
                        child 0, item: string
                    child 3, short_definition: string
                    child 4, category: string
                    child 5, canonical_url: string
              @context: struct<@language: string, @vocab: string, citeAs: string, column: string, conformsTo: string, cr: st (... 552 chars omitted)
                child 0, @language: string
                child 1, @vocab: string
                child 2, citeAs: string
                child 3, column: string
                child 4, conformsTo: string
                child 5, cr: string
                child 6, data: struct<@id: string, @type: string>
                    child 0, @id: string
                    child 1, @type: string
                child 7, dataType: struct<@id: string, @type: string>
                    child 0, @id: string
                    child 1, @type: string
                
              ...
              
                child 17, isLiveDataset: string
                child 18, jsonPath: string
                child 19, key: string
                child 20, md5: string
                child 21, parentField: string
                child 22, path: string
                child 23, recordSet: string
                child 24, references: string
                child 25, regex: string
                child 26, repeated: string
                child 27, replace: string
                child 28, sc: string
                child 29, separator: string
                child 30, source: string
                child 31, subField: string
                child 32, transform: string
              isLiveDataset: bool
              publisher: struct<@type: string, name: string, url: string>
                child 0, @type: string
                child 1, name: string
                child 2, url: string
              conformsTo: string
              sameAs: list<item: string>
                child 0, item: string
              version: string
              datePublished: timestamp[s]
              distribution: list<item: struct<@type: string, @id: string, name: string, contentUrl: string, encodingFormat: stri (... 20 chars omitted)
                child 0, item: struct<@type: string, @id: string, name: string, contentUrl: string, encodingFormat: string, sha256: (... 8 chars omitted)
                    child 0, @type: string
                    child 1, @id: string
                    child 2, name: string
                    child 3, contentUrl: string
                    child 4, encodingFormat: string
                    child 5, sha256: string
              keywords: list<item: string>
                child 0, item: string
              citeAs: string
              license: string
              name: string
              dateModified: timestamp[s]
              @type: string
              description: string
              url: string
              inLanguage: string
              creator: struct<@type: string, name: string, url: string>
                child 0, @type: string
                child 1, name: string
                child 2, url: string
              to
              {'@context': {'@language': Value('string'), '@vocab': Value('string'), 'citeAs': Value('string'), 'column': Value('string'), 'conformsTo': Value('string'), 'cr': Value('string'), 'data': {'@id': Value('string'), '@type': Value('string')}, 'dataType': {'@id': Value('string'), '@type': Value('string')}, 'dct': Value('string'), 'examples': {'@id': Value('string'), '@type': Value('string')}, 'extract': Value('string'), 'field': Value('string'), 'fileProperty': Value('string'), 'fileObject': Value('string'), 'fileSet': Value('string'), 'format': Value('string'), 'includes': Value('string'), 'isLiveDataset': Value('string'), 'jsonPath': Value('string'), 'key': Value('string'), 'md5': Value('string'), 'parentField': Value('string'), 'path': Value('string'), 'recordSet': Value('string'), 'references': Value('string'), 'regex': Value('string'), 'repeated': Value('string'), 'replace': Value('string'), 'sc': Value('string'), 'separator': Value('string'), 'source': Value('string'), 'subField': Value('string'), 'transform': 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]'), 'dateModified': Value('timestamp[s]'), 'version': Value('string'), 'keywords': List(Value('string')), 'inLanguage': Value('string'), 'conformsTo': Value('string'), 'citeAs': Value('string'), 'isLiveDataset': Value('bool'), 'distribution': List({'@type': Value('string'), '@id': Value('string'), 'name': Value('string'), 'contentUrl': Value('string'), 'encodingFormat': Value('string'), 'sha256': Value('string')})}
              because column names don't match

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SmartQHSE HSE Glossary v1

Authoritative HSE / occupational-safety term definitions: TRIR, LTIFR, near-miss, risk assessment, permit-to-work, hierarchy of controls, ALARP, OSHA, hazard identification, root-cause analysis. Each term has aliases, short definition, and links back to a long-form explainer. v1 = 10 terms; v2 will expand to 50+.

Citation (preferred — academic) SmartQHSE Ltd (2026). SmartQHSE HSE Glossary v1 [dataset]. Zenodo. https://doi.org/10.5281/zenodo.20010227

DOI: 10.5281/zenodo.20010227
Zenodo record: https://zenodo.org/record/20010227 Wikidata entity: Q139623112 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/hse-glossary
REST API (filterable): https://www.smartqhse.com/api/v1/glossary

Loading example

from datasets import load_dataset
ds = load_dataset("SmartQHSE/hse-glossary")
print(ds["train"][0])

# Or directly via the live REST API
curl https://www.smartqhse.com/api/v1/glossary

License

This dataset is released under Creative Commons Attribution 4.0 International (CC BY 4.0). Free to use commercially with attribution. Cite as:

SmartQHSE Ltd (2026). SmartQHSE HSE Glossary v1 [dataset]. https://www.smartqhse.com/hse-glossary

Considerations for using the data

Very small at v1 (10 entries). Expansion to 50+ planned for v2 (Aug 2026 snapshot).
Definitions reflect US OSHA terminology primarily. UK HSE / EU equivalents noted where they differ.
Each term links to a longer explainer at canonical_url; the dataset is intentionally a quick-reference layer, not a textbook.

Related datasets

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 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 · data paper DOI 10.5281/zenodo.20010657 · HuggingFace org):

hse-benchmarks-2026 — TRIR / LTIFR / DART / fatality rates across 15 countries × 20+ industries
osha-rates-2026 — TRIR / DART / fatality rates by NAICS — BLS SOII + CFOI + OSHA ITA
hse-qa-corpus — Long-form HSE Q&A pairs for instruction tuning + RAG
hse-regulations-changelog — Live-tracked regulatory updates across 25+ jurisdictions
major-process-safety-incidents-2026 — Original reference DB — Bhopal, Piper Alpha, Texas City, Deepwater Horizon, Buncefield, Flixborough, Seveso
hse-instruction-tuning — Instruction-tuning pairs for HSE fine-tuning workflows
hse-incident-rate-formulas — Authoritative TRIR / LTIFR / DART / EMR formulas with worked examples
hse-regulators-directory — 40+ country labour authorities with URLs and primary statutes
hse-standards-crosswalk — ISO 45001 ↔ OSHA ↔ OSHAD-SF ↔ Aramco SAPI ↔ RIDDOR mapping
gcc-heat-illness-regulations-2026 — UAE / KSA / Qatar / Oman / Bahrain / Kuwait summer ban rules + penalties
osha-most-cited-standards-2024 — Top 30 cited OSHA standards with focus + penalty range
osha-regulated-chemicals-pel-2026 — Top 30 OSHA-regulated chemicals with PELs + health effects
named-process-safety-incidents-extended-2026 — 43-entry extended incident reference 1911–2024
hse-acronym-dictionary-2026 — 150+ HSE/EHS acronyms with one-line definitions

Companion full-text corpus: /llms-full.txt — 213KB markdown reference compiled for LLM ingestion. All datasets CC BY 4.0.

Downloads last month: 60

Total file size:

27.6 kB

Spaces using SmartQHSE/hse-glossary 2

Collection including SmartQHSE/hse-glossary

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 9 days ago