Datasets:

SmartQHSE
/

hse-incident-rate-formulas

Error code:   StreamingRowsError
Exception:    CastError
Message:      Couldn't cast
metadata: struct<name: string, description: string, publisher: string, license: string, license_url: string, c (... 118 chars omitted)
  child 0, name: string
  child 1, description: string
  child 2, publisher: string
  child 3, license: string
  child 4, license_url: string
  child 5, cite_as: string
  child 6, canonical_page: string
  child 7, hf_space: string
  child 8, collection: string
  child 9, rows: int64
  child 10, last_updated: timestamp[s]
data: list<item: struct<id: string, name: string, full_name: string, formula: string, multiplier: int64, m (... 682 chars omitted)
  child 0, item: struct<id: string, name: string, full_name: string, formula: string, multiplier: int64, multiplier_m (... 670 chars omitted)
      child 0, id: string
      child 1, name: string
      child 2, full_name: string
      child 3, formula: string
      child 4, multiplier: int64
      child 5, multiplier_meaning: string
      child 6, inputs: list<item: string>
          child 0, item: string
      child 7, output_unit: string
      child 8, jurisdiction: string
      child 9, authority: string
      child 10, source: string
      child 11, source_url: string
      child 12, example: struct<recordable_cases: int64, hours: int64, result: double, lti_cases: int64, dart_cases: int64, a (... 62 chars omitted)
          child 0, recordable_cases: int64
          child 1, hours: int64
          child 2, result: double
          child 3, lti_cases: int64
          child 4, dart_cases: int64
 
...

  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
datePublished: timestamp[s]
creator: struct<@type: string, name: string, url: string>
  child 0, @type: string
  child 1, name: string
  child 2, url: string
sameAs: list<item: string>
  child 0, item: string
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
version: string
dateModified: timestamp[s]
license: string
description: string
inLanguage: string
name: string
publisher: 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
url: string
conformsTo: string
@type: string
citeAs: string
isLiveDataset: bool
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, description: string, publisher: string, license: string, license_url: string, c (... 118 chars omitted)
                child 0, name: string
                child 1, description: string
                child 2, publisher: string
                child 3, license: string
                child 4, license_url: string
                child 5, cite_as: string
                child 6, canonical_page: string
                child 7, hf_space: string
                child 8, collection: string
                child 9, rows: int64
                child 10, last_updated: timestamp[s]
              data: list<item: struct<id: string, name: string, full_name: string, formula: string, multiplier: int64, m (... 682 chars omitted)
                child 0, item: struct<id: string, name: string, full_name: string, formula: string, multiplier: int64, multiplier_m (... 670 chars omitted)
                    child 0, id: string
                    child 1, name: string
                    child 2, full_name: string
                    child 3, formula: string
                    child 4, multiplier: int64
                    child 5, multiplier_meaning: string
                    child 6, inputs: list<item: string>
                        child 0, item: string
                    child 7, output_unit: string
                    child 8, jurisdiction: string
                    child 9, authority: string
                    child 10, source: string
                    child 11, source_url: string
                    child 12, example: struct<recordable_cases: int64, hours: int64, result: double, lti_cases: int64, dart_cases: int64, a (... 62 chars omitted)
                        child 0, recordable_cases: int64
                        child 1, hours: int64
                        child 2, result: double
                        child 3, lti_cases: int64
                        child 4, dart_cases: int64
               
              ...
              
                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
              datePublished: timestamp[s]
              creator: struct<@type: string, name: string, url: string>
                child 0, @type: string
                child 1, name: string
                child 2, url: string
              sameAs: list<item: string>
                child 0, item: string
              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
              version: string
              dateModified: timestamp[s]
              license: string
              description: string
              inLanguage: string
              name: string
              publisher: 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
              url: string
              conformsTo: string
              @type: string
              citeAs: string
              isLiveDataset: bool
              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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HSE Incident Rate Formulas Reference

Reference dataset of the 7 standard occupational-safety incident-rate formulas used worldwide:

Metric	Multiplier	Authority	Jurisdiction
TRIR — OSHA Total Recordable Incident Rate	200,000	OSHA	United States
LTIFR — Lost Time Injury Frequency Rate	1,000,000	ILO, UK HSE	International (ILO/UK/GCC/AU)
DART — Days Away, Restricted, or Transferred Rate	200,000	OSHA	United States
AFR — Accident Frequency Rate	1,000,000	UK HSE	United Kingdom, GCC, generic
Severity Rate — Severity Rate (days lost per million hours)	1,000,000	ILO	International (ILO)
TRIFR — Total Recordable Injury Frequency Rate	1,000,000	Safe Work Australia, IOGP	Australia, NZ, IOGP global oil & gas
LTIR — Lost Time Incident Rate (OSHA basis)	200,000	OSHA	United States

Every entry includes:

The exact formula
Multiplier and what it means
Required inputs
Output unit
Authoritative source + URL
A worked example
Where applicable: current industry benchmarks (BLS SOII, UK HSE, IOGP, etc.)
Cross-links to the SmartQHSE calculator page for that metric

Usage

from datasets import load_dataset
ds = load_dataset("SmartQHSE/hse-incident-rate-formulas")
for row in ds["train"]:
    print(row["name"], "—", row["formula"])

# Or fetch the JSON directly
curl https://huggingface.co/datasets/SmartQHSE/hse-incident-rate-formulas/raw/main/data.jsonl

Companion artefacts

HF Space (interactive calculator): SmartQHSE/hse-incident-rate-calculator
Benchmarks dataset: SmartQHSE/hse-benchmarks-2026 — what these rates should look like by industry / region
OSHA rates dataset: SmartQHSE/osha-rates-2026 — US BLS SOII data by NAICS
Glossary: SmartQHSE/hse-glossary
Collection: SmartQHSE Open HSE Data

Citation

SmartQHSE Ltd (2026). HSE Incident Rate Formulas Reference [dataset]. https://huggingface.co/datasets/SmartQHSE/hse-incident-rate-formulas

Wikidata

This dataset is part of the SmartQHSE open data programme catalogued on Wikidata. Related Q-items:

HSE Benchmarks 2026 — Q139532316
OSHA Recordable Rates 2026 — Q139623110
HSE Glossary — Q139623112
ARIA (HSE AI assistant) — Q139714237

License: CC BY 4.0. Built by SmartQHSE.

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-glossary — Authoritative HSE term definitions (130+ entries)
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-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: 55

Total file size:

26.6 kB

Collection including SmartQHSE/hse-incident-rate-formulas

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