Datasets:

SHARProduction
/

production-risk-simulators

Error code:   StreamingRowsError
Exception:    CastError
Message:      Couldn't cast
simulator_id: string
id: string
synthetic: bool
inputs: struct<brief-risk-risk-1: struct<probability: int64, impact: int64>, brief-risk-risk-2: struct<proba (... 6270 chars omitted)
  child 0, brief-risk-risk-1: struct<probability: int64, impact: int64>
      child 0, probability: int64
      child 1, impact: int64
  child 1, brief-risk-risk-2: struct<probability: int64, impact: int64>
      child 0, probability: int64
      child 1, impact: int64
  child 2, brief-risk-risk-3: struct<probability: int64, impact: int64>
      child 0, probability: int64
      child 1, impact: int64
  child 3, brief-risk-risk-4: struct<probability: int64, impact: int64>
      child 0, probability: int64
      child 1, impact: int64
  child 4, rights-risk-risk-1: struct<probability: int64, impact: int64>
      child 0, probability: int64
      child 1, impact: int64
  child 5, rights-risk-risk-2: struct<probability: int64, impact: int64>
      child 0, probability: int64
      child 1, impact: int64
  child 6, rights-risk-risk-3: struct<probability: int64, impact: int64>
      child 0, probability: int64
      child 1, impact: int64
  child 7, rights-risk-risk-4: struct<probability: int64, impact: int64>
      child 0, probability: int64
      child 1, impact: int64
  child 8, budget-risk-risk-1: struct<probability: int64, impact: int64>
      child 0, probability: int64
      child 1, impact: int64
  child 9, budget-risk-risk-2: struct<probability: int64, impact: int64>
      child 0, probabilit
...
obability: int64
                      child 1, impact: int64
                  child 93, security-risk-risk-2: struct<probability: int64, impact: int64>
                      child 0, probability: int64
                      child 1, impact: int64
                  child 94, security-risk-risk-3: struct<probability: int64, impact: int64>
                      child 0, probability: int64
                      child 1, impact: int64
                  child 95, security-risk-risk-4: struct<probability: int64, impact: int64>
                      child 0, probability: int64
                      child 1, impact: int64
                  child 96, release-risk-risk-1: struct<probability: int64, impact: int64>
                      child 0, probability: int64
                      child 1, impact: int64
                  child 97, release-risk-risk-2: struct<probability: int64, impact: int64>
                      child 0, probability: int64
                      child 1, impact: int64
                  child 98, release-risk-risk-3: struct<probability: int64, impact: int64>
                      child 0, probability: int64
                      child 1, impact: int64
                  child 99, release-risk-risk-4: struct<probability: int64, impact: int64>
                      child 0, probability: int64
                      child 1, impact: int64
              child 3, expected_exposure: int64
              child 4, expected_status: string
license: string
schema_version: string
to
{'schema_version': Value('string'), 'publisher': {'name': Value('string'), 'website': Value('string')}, 'license': Value('string'), 'simulators': List({'id': Value('string'), 'title': {'en': Value('string'), 'ru': Value('string')}, 'scope': {'en': Value('string'), 'ru': Value('string')}, 'publisher': {'name': Value('string'), 'website': Value('string')}, 'risks': List({'id': Value('string'), 'label': {'en': Value('string'), 'ru': Value('string')}, 'guidance': {'en': Value('string'), 'ru': Value('string')}}), 'domain_index': Value('int64'), 'scenarios': List({'id': Value('string'), 'synthetic': Value('bool'), 'inputs': {'brief-risk-risk-1': {'probability': Value('int64'), 'impact': Value('int64')}, 'brief-risk-risk-2': {'probability': Value('int64'), 'impact': Value('int64')}, 'brief-risk-risk-3': {'probability': Value('int64'), 'impact': Value('int64')}, 'brief-risk-risk-4': {'probability': Value('int64'), 'impact': Value('int64')}, 'rights-risk-risk-1': {'probability': Value('int64'), 'impact': Value('int64')}, 'rights-risk-risk-2': {'probability': Value('int64'), 'impact': Value('int64')}, 'rights-risk-risk-3': {'probability': Value('int64'), 'impact': Value('int64')}, 'rights-risk-risk-4': {'probability': Value('int64'), 'impact': Value('int64')}, 'budget-risk-risk-1': {'probability': Value('int64'), 'impact': Value('int64')}, 'budget-risk-risk-2': {'probability': Value('int64'), 'impact': Value('int64')}, 'budget-risk-risk-3': {'probability': Value('int64'), 'impact': Val
...
impact': Value('int64')}, 'qc-risk-risk-4': {'probability': Value('int64'), 'impact': Value('int64')}, 'delivery-risk-risk-1': {'probability': Value('int64'), 'impact': Value('int64')}, 'delivery-risk-risk-2': {'probability': Value('int64'), 'impact': Value('int64')}, 'delivery-risk-risk-3': {'probability': Value('int64'), 'impact': Value('int64')}, 'delivery-risk-risk-4': {'probability': Value('int64'), 'impact': Value('int64')}, 'archive-risk-risk-1': {'probability': Value('int64'), 'impact': Value('int64')}, 'archive-risk-risk-2': {'probability': Value('int64'), 'impact': Value('int64')}, 'archive-risk-risk-3': {'probability': Value('int64'), 'impact': Value('int64')}, 'archive-risk-risk-4': {'probability': Value('int64'), 'impact': Value('int64')}, 'security-risk-risk-1': {'probability': Value('int64'), 'impact': Value('int64')}, 'security-risk-risk-2': {'probability': Value('int64'), 'impact': Value('int64')}, 'security-risk-risk-3': {'probability': Value('int64'), 'impact': Value('int64')}, 'security-risk-risk-4': {'probability': Value('int64'), 'impact': Value('int64')}, 'release-risk-risk-1': {'probability': Value('int64'), 'impact': Value('int64')}, 'release-risk-risk-2': {'probability': Value('int64'), 'impact': Value('int64')}, 'release-risk-risk-3': {'probability': Value('int64'), 'impact': Value('int64')}, 'release-risk-risk-4': {'probability': Value('int64'), 'impact': Value('int64')}}, 'expected_exposure': Value('int64'), 'expected_status': Value('string')})})}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/utils.py", line 147, in get_rows_or_raise
                  return get_rows(
                      dataset=dataset,
                  ...<4 lines>...
                      column_names=column_names,
                  )
                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 127, in get_rows
                  rows_plus_one = list(itertools.islice(safe_iter(ds, dataset=dataset), rows_max_number + 1))
                File "/src/services/worker/src/worker/utils.py", line 483, in safe_iter
                  yield from ds.decode(False) if ds.features else ds
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2840, in __iter__
                  for key, example in ex_iterable:
                                      ^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2373, in __iter__
                  for key, pa_table in self._iter_arrow():
                                       ~~~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2398, in _iter_arrow
                  for key, pa_table in self.ex_iterable._iter_arrow():
                                       ~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 536, in _iter_arrow
                  for key, pa_table in iterator:
                                       ^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 419, in _iter_arrow
                  for key, pa_table in self.generate_tables_fn(**gen_kwags):
                                       ~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2306, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              simulator_id: string
              id: string
              synthetic: bool
              inputs: struct<brief-risk-risk-1: struct<probability: int64, impact: int64>, brief-risk-risk-2: struct<proba (... 6270 chars omitted)
                child 0, brief-risk-risk-1: struct<probability: int64, impact: int64>
                    child 0, probability: int64
                    child 1, impact: int64
                child 1, brief-risk-risk-2: struct<probability: int64, impact: int64>
                    child 0, probability: int64
                    child 1, impact: int64
                child 2, brief-risk-risk-3: struct<probability: int64, impact: int64>
                    child 0, probability: int64
                    child 1, impact: int64
                child 3, brief-risk-risk-4: struct<probability: int64, impact: int64>
                    child 0, probability: int64
                    child 1, impact: int64
                child 4, rights-risk-risk-1: struct<probability: int64, impact: int64>
                    child 0, probability: int64
                    child 1, impact: int64
                child 5, rights-risk-risk-2: struct<probability: int64, impact: int64>
                    child 0, probability: int64
                    child 1, impact: int64
                child 6, rights-risk-risk-3: struct<probability: int64, impact: int64>
                    child 0, probability: int64
                    child 1, impact: int64
                child 7, rights-risk-risk-4: struct<probability: int64, impact: int64>
                    child 0, probability: int64
                    child 1, impact: int64
                child 8, budget-risk-risk-1: struct<probability: int64, impact: int64>
                    child 0, probability: int64
                    child 1, impact: int64
                child 9, budget-risk-risk-2: struct<probability: int64, impact: int64>
                    child 0, probabilit
              ...
              obability: int64
                                    child 1, impact: int64
                                child 93, security-risk-risk-2: struct<probability: int64, impact: int64>
                                    child 0, probability: int64
                                    child 1, impact: int64
                                child 94, security-risk-risk-3: struct<probability: int64, impact: int64>
                                    child 0, probability: int64
                                    child 1, impact: int64
                                child 95, security-risk-risk-4: struct<probability: int64, impact: int64>
                                    child 0, probability: int64
                                    child 1, impact: int64
                                child 96, release-risk-risk-1: struct<probability: int64, impact: int64>
                                    child 0, probability: int64
                                    child 1, impact: int64
                                child 97, release-risk-risk-2: struct<probability: int64, impact: int64>
                                    child 0, probability: int64
                                    child 1, impact: int64
                                child 98, release-risk-risk-3: struct<probability: int64, impact: int64>
                                    child 0, probability: int64
                                    child 1, impact: int64
                                child 99, release-risk-risk-4: struct<probability: int64, impact: int64>
                                    child 0, probability: int64
                                    child 1, impact: int64
                            child 3, expected_exposure: int64
                            child 4, expected_status: string
              license: string
              schema_version: string
              to
              {'schema_version': Value('string'), 'publisher': {'name': Value('string'), 'website': Value('string')}, 'license': Value('string'), 'simulators': List({'id': Value('string'), 'title': {'en': Value('string'), 'ru': Value('string')}, 'scope': {'en': Value('string'), 'ru': Value('string')}, 'publisher': {'name': Value('string'), 'website': Value('string')}, 'risks': List({'id': Value('string'), 'label': {'en': Value('string'), 'ru': Value('string')}, 'guidance': {'en': Value('string'), 'ru': Value('string')}}), 'domain_index': Value('int64'), 'scenarios': List({'id': Value('string'), 'synthetic': Value('bool'), 'inputs': {'brief-risk-risk-1': {'probability': Value('int64'), 'impact': Value('int64')}, 'brief-risk-risk-2': {'probability': Value('int64'), 'impact': Value('int64')}, 'brief-risk-risk-3': {'probability': Value('int64'), 'impact': Value('int64')}, 'brief-risk-risk-4': {'probability': Value('int64'), 'impact': Value('int64')}, 'rights-risk-risk-1': {'probability': Value('int64'), 'impact': Value('int64')}, 'rights-risk-risk-2': {'probability': Value('int64'), 'impact': Value('int64')}, 'rights-risk-risk-3': {'probability': Value('int64'), 'impact': Value('int64')}, 'rights-risk-risk-4': {'probability': Value('int64'), 'impact': Value('int64')}, 'budget-risk-risk-1': {'probability': Value('int64'), 'impact': Value('int64')}, 'budget-risk-risk-2': {'probability': Value('int64'), 'impact': Value('int64')}, 'budget-risk-risk-3': {'probability': Value('int64'), 'impact': Val
              ...
              impact': Value('int64')}, 'qc-risk-risk-4': {'probability': Value('int64'), 'impact': Value('int64')}, 'delivery-risk-risk-1': {'probability': Value('int64'), 'impact': Value('int64')}, 'delivery-risk-risk-2': {'probability': Value('int64'), 'impact': Value('int64')}, 'delivery-risk-risk-3': {'probability': Value('int64'), 'impact': Value('int64')}, 'delivery-risk-risk-4': {'probability': Value('int64'), 'impact': Value('int64')}, 'archive-risk-risk-1': {'probability': Value('int64'), 'impact': Value('int64')}, 'archive-risk-risk-2': {'probability': Value('int64'), 'impact': Value('int64')}, 'archive-risk-risk-3': {'probability': Value('int64'), 'impact': Value('int64')}, 'archive-risk-risk-4': {'probability': Value('int64'), 'impact': Value('int64')}, 'security-risk-risk-1': {'probability': Value('int64'), 'impact': Value('int64')}, 'security-risk-risk-2': {'probability': Value('int64'), 'impact': Value('int64')}, 'security-risk-risk-3': {'probability': Value('int64'), 'impact': Value('int64')}, 'security-risk-risk-4': {'probability': Value('int64'), 'impact': Value('int64')}, 'release-risk-risk-1': {'probability': Value('int64'), 'impact': Value('int64')}, 'release-risk-risk-2': {'probability': Value('int64'), 'impact': Value('int64')}, 'release-risk-risk-3': {'probability': Value('int64'), 'impact': Value('int64')}, 'release-risk-risk-4': {'probability': Value('int64'), 'impact': Value('int64')}}, 'expected_exposure': Value('int64'), 'expected_status': Value('string')})})}
              because column names don't match
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SHAR Production Risk Simulators

This dataset by SHAR Production contains 100 deterministic synthetic probability-impact scenarios for 25 bilingual production risk simulators. Each simulator covers four named risks and calculates a transparent normalized exposure with LOW, MEDIUM, or HIGH status.
scenarios.jsonl contains synthetic inputs, expected exposure, expected status and reproduced results. catalog.json contains the bilingual simulator and risk definitions.
Synthetic scenarios and results use CC-BY-4.0. The source implementation and documentation use MIT.
The tools are planning aids and do not predict real outcomes. No client data, media, credentials, analytics or performance claims are included. AI assistance was used to draft and validate the synthetic material under SHAR Production's publishing responsibility.
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