Datasets:
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Error code: DatasetGenerationError
Exception: CastError
Message: Couldn't cast
niche_id: string
niche_name: string
category: string
record_count: int64
expected_fields: list<item: string>
child 0, item: string
descriptive_fields: list<item: string>
child 0, item: string
quality_score: int64
passed: bool
schema: struct<valid_records: int64, conformance_pct: double, missing_fields: struct<>, empty_fields: struct (... 27 chars omitted)
child 0, valid_records: int64
child 1, conformance_pct: double
child 2, missing_fields: struct<>
child 3, empty_fields: struct<>
child 4, extra_fields: struct<>
uniqueness: struct<duplicate_rows: int64, duplicate_identity_values: int64, duplicate_fields: struct<>>
child 0, duplicate_rows: int64
child 1, duplicate_identity_values: int64
child 2, duplicate_fields: struct<>
text_depth: struct<field_count: int64, avg_chars: double, min_chars: int64, avg_words: double, min_words: int64, (... 73 chars omitted)
child 0, field_count: int64
child 1, avg_chars: double
child 2, min_chars: int64
child 3, avg_words: double
child 4, min_words: int64
child 5, vocabulary_diversity: double
child 6, total_tokens: int64
child 7, unique_tokens: int64
similarity: struct<max_similarity: double, avg_similarity: double, near_duplicate_pairs: int64>
child 0, max_similarity: double
child 1, avg_similarity: double
child 2, near_duplicate_pairs: int64
repetition: struct<repeated_ngram_count: int64, repeated_ngram_rate: double, top_repeated_phrases: list<item: st (... 100 chars omitted)
child 0, repeated_ngram
...
child 0, severity: string
child 1, message: string
content: struct<rejected_record_count: int64, rejections: list<item: null>>
child 0, rejected_record_count: int64
child 1, rejections: list<item: null>
child 0, item: null
scenario_coverage: struct<scenario_family_count: int64, case_counts: struct<unencrypted customer-data backups: int64, l (... 450 chars omitted)
child 0, scenario_family_count: int64
child 1, case_counts: struct<unencrypted customer-data backups: int64, legacy TLS connections accepted by a customer-facin (... 323 chars omitted)
child 0, unencrypted customer-data backups: int64
child 1, legacy TLS connections accepted by a customer-facing endpoint: int64
child 2, a reproducible critical vulnerability in an externally reachable service: int64
child 3, administrative sessions permitted without multi-factor authentication: int64
child 4, backup objects retained outside the contracted processing region: int64
child 5, a prior data exposure with incomplete corrective-action evidence: int64
child 2, scope_evidence_action_verification_combinations: int64
child 3, limitation: string
verification: struct<all_rows_checked: int64, similarity_is_bounded: bool, max_similarity_pairs: int64>
child 0, all_rows_checked: int64
child 1, similarity_is_bounded: bool
child 2, max_similarity_pairs: int64
findings_risk_score: string
remediation_plan: string
ticket_id: string
vendor_name: string
assessment_type: string
to
{'vendor_name': Value('string'), 'assessment_type': Value('string'), 'findings_risk_score': Value('string'), 'remediation_plan': Value('string'), 'ticket_id': Value('string')}
because column names don't match
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1827, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
for item in generator(*args, **kwargs):
~~~~~~~~~^^^^^^^^^^^^^^^^^
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
niche_id: string
niche_name: string
category: string
record_count: int64
expected_fields: list<item: string>
child 0, item: string
descriptive_fields: list<item: string>
child 0, item: string
quality_score: int64
passed: bool
schema: struct<valid_records: int64, conformance_pct: double, missing_fields: struct<>, empty_fields: struct (... 27 chars omitted)
child 0, valid_records: int64
child 1, conformance_pct: double
child 2, missing_fields: struct<>
child 3, empty_fields: struct<>
child 4, extra_fields: struct<>
uniqueness: struct<duplicate_rows: int64, duplicate_identity_values: int64, duplicate_fields: struct<>>
child 0, duplicate_rows: int64
child 1, duplicate_identity_values: int64
child 2, duplicate_fields: struct<>
text_depth: struct<field_count: int64, avg_chars: double, min_chars: int64, avg_words: double, min_words: int64, (... 73 chars omitted)
child 0, field_count: int64
child 1, avg_chars: double
child 2, min_chars: int64
child 3, avg_words: double
child 4, min_words: int64
child 5, vocabulary_diversity: double
child 6, total_tokens: int64
child 7, unique_tokens: int64
similarity: struct<max_similarity: double, avg_similarity: double, near_duplicate_pairs: int64>
child 0, max_similarity: double
child 1, avg_similarity: double
child 2, near_duplicate_pairs: int64
repetition: struct<repeated_ngram_count: int64, repeated_ngram_rate: double, top_repeated_phrases: list<item: st (... 100 chars omitted)
child 0, repeated_ngram
...
child 0, severity: string
child 1, message: string
content: struct<rejected_record_count: int64, rejections: list<item: null>>
child 0, rejected_record_count: int64
child 1, rejections: list<item: null>
child 0, item: null
scenario_coverage: struct<scenario_family_count: int64, case_counts: struct<unencrypted customer-data backups: int64, l (... 450 chars omitted)
child 0, scenario_family_count: int64
child 1, case_counts: struct<unencrypted customer-data backups: int64, legacy TLS connections accepted by a customer-facin (... 323 chars omitted)
child 0, unencrypted customer-data backups: int64
child 1, legacy TLS connections accepted by a customer-facing endpoint: int64
child 2, a reproducible critical vulnerability in an externally reachable service: int64
child 3, administrative sessions permitted without multi-factor authentication: int64
child 4, backup objects retained outside the contracted processing region: int64
child 5, a prior data exposure with incomplete corrective-action evidence: int64
child 2, scope_evidence_action_verification_combinations: int64
child 3, limitation: string
verification: struct<all_rows_checked: int64, similarity_is_bounded: bool, max_similarity_pairs: int64>
child 0, all_rows_checked: int64
child 1, similarity_is_bounded: bool
child 2, max_similarity_pairs: int64
findings_risk_score: string
remediation_plan: string
ticket_id: string
vendor_name: string
assessment_type: string
to
{'vendor_name': Value('string'), 'assessment_type': Value('string'), 'findings_risk_score': Value('string'), 'remediation_plan': Value('string'), 'ticket_id': Value('string')}
because column names don't match
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1879, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
vendor_name string | assessment_type string | findings_risk_score string | remediation_plan string | ticket_id string |
|---|---|---|---|---|
Shepherd, Hayes and Marks | SOC 2 Type II Review | High | On 2026-02-03, the storage policy export for Shepherd, Hayes and Marks identified unencrypted customer-data backups affecting support-case attachments. 48 affected components are assigned to cedar-392, including support-case attachments; testing of other resources is pending. Assign the supplier control owner to remove... | SECU-2026-39686005 |
Robbins-Higgins | Security Questionnaire | High | The vendor assurance file for Robbins-Higgins contains the gateway protocol inventory dated 2026-02-15 documenting legacy TLS connections accepted by a customer-facing endpoint. The inventory identifies 33 affected resources in environment pine-695, with customer-data access still restricted. Assign the vendor assuranc... | SECU-2026-39820224 |
Duncan, Montes and Oliver | Pen Test Review | Critical | The 2026-04-26 assessment of Duncan, Montes and Oliver records a reproducible critical vulnerability in an externally reachable service; candidate-file processors define the affected processing boundary. Environment atlas-151 contains 14 in-scope components; other services remain outside this finding until tested. The ... | SECU-2026-96790754 |
Edwards-Miller | Security Questionnaire | High | Testing of procurement settings on 2026-04-12 confirmed administrative sessions permitted without multi-factor authentication, supported by the conditional-access report from Edwards-Miller. The affected inventory totals 40 items associated with maple-961, and new integration privileges await security review. Assign th... | SECU-2026-16519039 |
Gross Inc | Security Questionnaire | High | The 2026-09-03 assessment of Gross Inc records backup objects retained outside the contracted processing region; database transaction archives define the affected processing boundary. The evidence boundary includes orchid-567 and 17 resources, while unrelated environments have no conclusion recorded. The third-party ri... | SECU-2026-56554281 |
Oliver-Norman | SOC 2 Type II Review | High | Oliver-Norman has an unresolved control gap involving a prior data exposure with incomplete corrective-action evidence; its 2026-04-01 supporting artifact is the corrective-action tracker. The affected inventory totals 8 items associated with nova-466, and new integration privileges await security review. The agreed pl... | SECU-2026-11638169 |
Spencer PLC | SOC 2 Type II Review | High | Reviewers observed unencrypted customer-data backups for Spencer PLC on 2026-08-28 and retained the auditor exception register. pine-348 is the relevant environment, with 2 impacted resources and separate validation required for shared dependencies. The agreed plan requires production engineering to restrict restore pe... | SECU-2026-83092676 |
Boyd, Aguilar and Wilkinson | Security Questionnaire | High | Reference SECU-2026-17032092 links Boyd, Aguilar and Wilkinson to legacy TLS connections accepted by a customer-facing endpoint through the handshake trace collected on 2026-09-17. The inventory identifies 20 affected resources in environment delta-401, with customer-data access still restricted. Remediation responsibi... | SECU-2026-17032092 |
Schneider-Mullins | Pen Test Review | Critical | Testing of contractor intake forms on 2026-07-07 confirmed a reproducible critical vulnerability in an externally reachable service, supported by the affected version inventory from Schneider-Mullins. 15 affected components are assigned to pine-927, including contractor intake forms; testing of other resources is pendi... | SECU-2026-55955898 |
Hunt, Pham and Simmons | Security Questionnaire | High | Inspection of the administrator enrollment register on 2026-08-01 established administrative sessions permitted without multi-factor authentication for the services supplied by Hunt, Pham and Simmons. The resource register lists maple-405 with 21 affected items and identifies inventory administration consoles as the pr... | SECU-2026-47093072 |
Wallace-Hansen | Security Questionnaire | High | The 2026-09-08 assessment of Wallace-Hansen records backup objects retained outside the contracted processing region; regional object replicas define the affected processing boundary. The resource register lists atlas-248 with 21 affected items and identifies regional object replicas as the processing scope. A 25-day t... | SECU-2026-44297131 |
Gonzales PLC | SOC 2 Type II Review | High | Reference SECU-2026-24526845 links Gonzales PLC to a prior data exposure with incomplete corrective-action evidence through the corrective-action tracker collected on 2026-05-25. Customer processing through atlas-406 is limited while the 2 resource owners establish the complete exposure boundary. The third-party risk o... | SECU-2026-24526845 |
Nelson-Velasquez | SOC 2 Type II Review | High | The evidence received from Nelson-Velasquez on 2026-07-01 includes the auditor exception register demonstrating unencrypted customer-data backups. Access remains constrained for 22 components in pine-940; the recorded risk concerns the observed control deficiency. Cloud governance must activate key-usage monitoring wit... | SECU-2026-70032139 |
Hatfield, Lee and Aguilar | Security Questionnaire | High | Hatfield, Lee and Aguilar has an unresolved control gap involving legacy TLS connections accepted by a customer-facing endpoint; its 2026-03-24 supporting artifact is the cipher negotiation log. 11 affected components are assigned to cedar-295, including support portal callbacks; testing of other resources is pending. ... | SECU-2026-59625146 |
Young-Moran | Pen Test Review | Critical | Reference SECU-2026-14741832 links Young-Moran to a reproducible critical vulnerability in an externally reachable service through the reproduction transcript collected on 2026-06-10. Access remains constrained for 28 components in pine-835; the recorded risk concerns the observed control deficiency. Within 7 days, the... | SECU-2026-14741832 |
Perkins-Alexander | Security Questionnaire | High | On 2026-01-25, the session control test for Perkins-Alexander identified administrative sessions permitted without multi-factor authentication affecting warehouse integration accounts. Customer processing through maple-218 is limited while the 14 resource owners establish the complete exposure boundary. Corrective work... | SECU-2026-84466051 |
Garza Group | Security Questionnaire | High | The vendor assurance file for Garza Group contains the regional bucket inventory dated 2026-08-10 documenting backup objects retained outside the contracted processing region. For harbor-653, reviewers recorded 4 affected components and withheld approval for additional customer-data processing. Corrective work must fin... | SECU-2026-28139789 |
Fox Inc | SOC 2 Type II Review | High | The 2026-04-24 assessment of Fox Inc records a prior data exposure with incomplete corrective-action evidence; customer segmentation files define the affected processing boundary. For cedar-886, reviewers recorded 47 affected components and withheld approval for additional customer-data processing. The infrastructure l... | SECU-2026-82422484 |
Gibson, Rivera and White | SOC 2 Type II Review | High | A control review dated 2026-02-20 found unencrypted customer-data backups at Gibson, Rivera and White, with evidence drawn from the key-management inventory. The review covers 39 resources under pine-496; untested dependencies require separate assessment before scope expansion. Platform assurance must enable managed en... | SECU-2026-46028267 |
Davis, Chang and Bryant | Security Questionnaire | High | Inspection of the external scanner export on 2026-07-14 established legacy TLS connections accepted by a customer-facing endpoint for the services supplied by Davis, Chang and Bryant. Customer processing through juniper-734 is limited while the 3 resource owners establish the complete exposure boundary. Assign the appl... | SECU-2026-61489877 |
Silva, Jordan and Stewart | Pen Test Review | Critical | The 2026-07-23 assessment of Silva, Jordan and Stewart records a reproducible critical vulnerability in an externally reachable service; candidate-file processors define the affected processing boundary. The resource register lists falcon-338 with 28 affected items and identifies candidate-file processors as the proces... | SECU-2026-69484302 |
Tate, Pearson and Hernandez | Security Questionnaire | High | On 2026-02-27, the privileged sign-in trace for Tate, Pearson and Hernandez identified administrative sessions permitted without multi-factor authentication affecting warehouse integration accounts. Scope confirmation for pine-117 recorded 31 resources; no clean bill of health is implied for untested components. The ac... | SECU-2026-33758590 |
Wright and Sons | Security Questionnaire | High | A control review dated 2026-03-28 found backup objects retained outside the contracted processing region at Wright and Sons, with evidence drawn from the subprocessor register. 12 affected components are assigned to nova-616, including retained customer exports; testing of other resources is pending. The vendor will mo... | SECU-2026-48839338 |
Leon Inc | SOC 2 Type II Review | High | The evidence received from Leon Inc on 2026-02-18 includes the public-access configuration diff demonstrating a prior data exposure with incomplete corrective-action evidence. Customer processing through nova-985 is limited while the 8 resource owners establish the complete exposure boundary. Assign cloud governance to... | SECU-2026-29120814 |
Cannon-Rodriguez | SOC 2 Type II Review | High | Cannon-Rodriguez supplied the restore-job log dated 2026-06-16; the review found unencrypted customer-data backups within retained analytics extracts. Access remains constrained for 25 components in lumen-354; the recorded risk concerns the observed control deficiency. The vendor will enable managed encryption on retai... | SECU-2026-63915782 |
Peterson Ltd | Security Questionnaire | High | The 2026-02-10 assessment of Peterson Ltd records legacy TLS connections accepted by a customer-facing endpoint; attachment delivery gateways define the affected processing boundary. elm-302 is the relevant environment, with 2 impacted resources and separate validation required for shared dependencies. Within 12 days, ... | SECU-2026-32416004 |
Johnson Group | Pen Test Review | Critical | On 2026-05-06, the affected version inventory for Johnson Group identified a reproducible critical vulnerability in an externally reachable service affecting onboarding API routes. The inventory identifies 39 affected resources in environment delta-950, with customer-data access still restricted. Within 7 days, the ven... | SECU-2026-99449497 |
Lawson, Ray and Cruz | Security Questionnaire | High | Testing of inventory administration consoles on 2026-07-02 confirmed administrative sessions permitted without multi-factor authentication, supported by the session control test from Lawson, Ray and Cruz. Environment atlas-764 contains 4 in-scope components; other services remain outside this finding until tested. The ... | SECU-2026-58818046 |
Ali-Moore | Security Questionnaire | High | The 2026-01-10 assessment of Ali-Moore records backup objects retained outside the contracted processing region; retained customer exports define the affected processing boundary. Access remains constrained for 14 components in juniper-842; the recorded risk concerns the observed control deficiency. For this control ga... | SECU-2026-29233903 |
Baker, Morris and Clark | SOC 2 Type II Review | High | An exception concerning a prior data exposure with incomplete corrective-action evidence entered the Baker, Morris and Clark assessment after inspection of the access revocation log on 2026-04-19. For river-776, reviewers recorded 46 affected components and withheld approval for additional customer-data processing. Rem... | SECU-2026-85532742 |
Weber and Sons | SOC 2 Type II Review | High | Reviewers observed unencrypted customer-data backups for Weber and Sons on 2026-01-14 and retained the storage policy export. The review covers 35 resources under falcon-735; untested dependencies require separate assessment before scope expansion. A 20-day task is assigned to the technology risk manager, who will rest... | SECU-2026-54834190 |
Chapman LLC | Security Questionnaire | High | Reference SECU-2026-15408231 links Chapman LLC to legacy TLS connections accepted by a customer-facing endpoint through the external scanner export collected on 2026-09-12. The review covers 17 resources under elm-661; untested dependencies require separate assessment before scope expansion. Assign the application secu... | SECU-2026-15408231 |
Castillo LLC | Pen Test Review | Critical | Castillo LLC supplied the redacted penetration-test report dated 2026-06-07; the review found a reproducible critical vulnerability in an externally reachable service within screening connectors. juniper-697 is the relevant environment, with 34 impacted resources and separate validation required for shared dependencies... | SECU-2026-93011570 |
Murphy, Travis and Smith | Security Questionnaire | High | A control review dated 2026-08-17 found administrative sessions permitted without multi-factor authentication at Murphy, Travis and Smith, with evidence drawn from the privileged sign-in trace. Scope confirmation for iris-391 recorded 28 resources; no clean bill of health is implied for untested components. The vendor ... | SECU-2026-85680079 |
Powell PLC | Security Questionnaire | High | Reviewers observed backup objects retained outside the contracted processing region for Powell PLC on 2026-03-24 and retained the backup-job location trace. The review covers 28 resources under cedar-724; untested dependencies require separate assessment before scope expansion. Corrective work must finish within 10 day... | SECU-2026-70662991 |
Oliver Inc | SOC 2 Type II Review | High | The evidence received from Oliver Inc on 2026-02-11 includes the access revocation log demonstrating a prior data exposure with incomplete corrective-action evidence. Customer processing through pine-206 is limited while the 28 resource owners establish the complete exposure boundary. Remediation responsibility rests w... | SECU-2026-56041190 |
Thomas-Thompson | SOC 2 Type II Review | High | Inspection of the independent control test on 2026-07-07 established unencrypted customer-data backups for the services supplied by Thomas-Thompson. The affected inventory totals 38 items associated with keystone-881, and new integration privileges await security review. The corrective task belongs to production engine... | SECU-2026-15706856 |
Malone, Wong and Jones | Security Questionnaire | High | Reference SECU-2026-61650828 links Malone, Wong and Jones to legacy TLS connections accepted by a customer-facing endpoint through the external scanner export collected on 2026-05-26. 34 affected components are assigned to nova-916, including CRM integration listeners; testing of other resources is pending. The supplie... | SECU-2026-61650828 |
Cummings PLC | Pen Test Review | Critical | The vendor assurance file for Cummings PLC contains the affected version inventory dated 2026-03-24 documenting a reproducible critical vulnerability in an externally reachable service. Customer processing through lumen-153 is limited while the 23 resource owners establish the complete exposure boundary. Corrective wor... | SECU-2026-99613999 |
Hines-Sharp | Security Questionnaire | High | An exception concerning administrative sessions permitted without multi-factor authentication entered the Hines-Sharp assessment after inspection of the administrator enrollment register on 2026-03-07. Scope confirmation for lumen-429 recorded 44 resources; no clean bill of health is implied for untested components. Wi... | SECU-2026-36372034 |
Compton-Rodriguez | Security Questionnaire | High | The evidence received from Compton-Rodriguez on 2026-05-01 includes the regional bucket inventory demonstrating backup objects retained outside the contracted processing region. The evidence boundary includes falcon-547 and 42 resources, while unrelated environments have no conclusion recorded. The agreed plan requires... | SECU-2026-11991597 |
Hernandez, Figueroa and Hernandez | SOC 2 Type II Review | High | Hernandez, Figueroa and Hernandez supplied the access revocation log dated 2026-04-14; the review found a prior data exposure with incomplete corrective-action evidence within campaign audience exports. river-714 is the relevant environment, with 29 impacted resources and separate validation required for shared depende... | SECU-2026-75721064 |
Nichols, Rich and Le | SOC 2 Type II Review | High | Testing of retained analytics extracts on 2026-07-23 confirmed unencrypted customer-data backups, supported by the storage policy export from Nichols, Rich and Le. The review covers 22 resources under lumen-694; untested dependencies require separate assessment before scope expansion. The corrective task belongs to the... | SECU-2026-42670525 |
Thomas-Brown | Security Questionnaire | High | The 2026-01-19 assessment of Thomas-Brown records legacy TLS connections accepted by a customer-facing endpoint; customer chat ingress define the affected processing boundary. For keystone-703, reviewers recorded 13 affected components and withheld approval for additional customer-data processing. For this control gap,... | SECU-2026-79746585 |
Brooks, Nelson and Noble | Pen Test Review | Critical | On 2026-09-24, the exposure scan for Brooks, Nelson and Noble identified a reproducible critical vulnerability in an externally reachable service affecting external identity callbacks. 7 affected components are assigned to delta-705, including external identity callbacks; testing of other resources is pending. The vend... | SECU-2026-37777491 |
Munoz, Bennett and Dickerson | Security Questionnaire | High | Reference SECU-2026-27666562 links Munoz, Bennett and Dickerson to administrative sessions permitted without multi-factor authentication through the session control test collected on 2026-08-09. 12 affected components are assigned to pine-127, including warehouse integration accounts; testing of other resources is pend... | SECU-2026-27666562 |
Lee-Alexander | Security Questionnaire | High | A control review dated 2026-01-09 found backup objects retained outside the contracted processing region at Lee-Alexander, with evidence drawn from the replication destination export. For juniper-927, reviewers recorded 3 affected components and withheld approval for additional customer-data processing. Assign the supp... | SECU-2026-25642679 |
Stanley Inc | SOC 2 Type II Review | High | The vendor assurance file for Stanley Inc contains the corrective-action tracker dated 2026-01-15 documenting a prior data exposure with incomplete corrective-action evidence. Access remains constrained for 18 components in atlas-540; the recorded risk concerns the observed control deficiency. For this control gap, ser... | SECU-2026-10099152 |
Calhoun, Christensen and Graham | SOC 2 Type II Review | High | Calhoun, Christensen and Graham supplied the key-management inventory dated 2026-02-22; the review found unencrypted customer-data backups within nightly reporting copies. 16 affected components are assigned to juniper-964, including nightly reporting copies; testing of other resources is pending. The action register d... | SECU-2026-12883662 |
Knox, Lang and Fowler | Security Questionnaire | High | A control review dated 2026-03-24 found legacy TLS connections accepted by a customer-facing endpoint at Knox, Lang and Fowler, with evidence drawn from the external scanner export. 10 affected components are assigned to iris-863, including support portal callbacks; testing of other resources is pending. For this contr... | SECU-2026-11958442 |
Anderson-Scott | Pen Test Review | Critical | The vendor assurance file for Anderson-Scott contains the application error trace dated 2026-06-14 documenting a reproducible critical vulnerability in an externally reachable service. The resource register lists juniper-137 with 35 affected items and identifies candidate-file processors as the processing scope. The co... | SECU-2026-18150109 |
Solis Inc | Security Questionnaire | High | Solis Inc has an unresolved control gap involving administrative sessions permitted without multi-factor authentication; its 2026-01-21 supporting artifact is the role assignment list. Customer processing through orchid-857 is limited while the 7 resource owners establish the complete exposure boundary. The technology ... | SECU-2026-19047836 |
Larsen, Black and Gonzales | Security Questionnaire | High | Testing of regional object replicas on 2026-02-14 confirmed backup objects retained outside the contracted processing region, supported by the subprocessor register from Larsen, Black and Gonzales. Scope confirmation for juniper-891 recorded 21 resources; no clean bill of health is implied for untested components. Reme... | SECU-2026-53448732 |
Townsend, Nelson and Chan | SOC 2 Type II Review | High | Reviewers observed a prior data exposure with incomplete corrective-action evidence for Townsend, Nelson and Chan on 2026-05-12 and retained the access revocation log. The resource register lists juniper-566 with 35 affected items and identifies bounce processing archives as the processing scope. The corrective task be... | SECU-2026-82145122 |
Anderson, Rangel and Cook | SOC 2 Type II Review | High | Testing of retained analytics extracts on 2026-05-06 confirmed unencrypted customer-data backups, supported by the storage policy export from Anderson, Rangel and Cook. The inventory identifies 32 affected resources in environment maple-483, with customer-data access still restricted. The vendor will re-encrypt histori... | SECU-2026-59595307 |
Novak, Bailey and Smith | Security Questionnaire | High | An exception concerning legacy TLS connections accepted by a customer-facing endpoint entered the Novak, Bailey and Smith assessment after inspection of the handshake trace on 2026-08-13. Customer processing through falcon-408 is limited while the 12 resource owners establish the complete exposure boundary. The supplie... | SECU-2026-39831414 |
Roth, Stark and Camacho | Pen Test Review | Critical | A control review dated 2026-02-28 found a reproducible critical vulnerability in an externally reachable service at Roth, Stark and Camacho, with evidence drawn from the exposure scan. Scope confirmation for falcon-805 recorded 48 resources; no clean bill of health is implied for untested components. Vendor security en... | SECU-2026-96812988 |
Stone and Sons | Security Questionnaire | High | Inspection of the identity-provider policy export on 2026-08-16 established administrative sessions permitted without multi-factor authentication for the services supplied by Stone and Sons. 26 affected components are assigned to orchid-787, including warehouse integration accounts; testing of other resources is pendin... | SECU-2026-31411367 |
Nguyen, Rodriguez and Page | Security Questionnaire | High | Nguyen, Rodriguez and Page has an unresolved control gap involving backup objects retained outside the contracted processing region; its 2026-07-08 supporting artifact is the replication destination export. The inventory identifies 10 affected resources in environment delta-765, with customer-data access still restrict... | SECU-2026-79045097 |
Delacruz LLC | SOC 2 Type II Review | High | The 2026-02-10 assessment of Delacruz LLC records a prior data exposure with incomplete corrective-action evidence; delivery status reports define the affected processing boundary. The evidence boundary includes cedar-511 and 7 resources, while unrelated environments have no conclusion recorded. For this control gap, v... | SECU-2026-31041318 |
Carpenter, Cunningham and Hensley | SOC 2 Type II Review | High | Carpenter, Cunningham and Hensley supplied the storage policy export dated 2026-08-14; the review found unencrypted customer-data backups within archived invoice attachments. The affected inventory totals 10 items associated with quartz-952, and new integration privileges await security review. Remediation responsibili... | SECU-2026-37677103 |
Watkins, Flores and Thomas | Security Questionnaire | High | Watkins, Flores and Thomas has an unresolved control gap involving legacy TLS connections accepted by a customer-facing endpoint; its 2026-08-11 supporting artifact is the edge proxy configuration. The resource register lists river-757 with 33 affected items and identifies attachment delivery gateways as the processing... | SECU-2026-75716927 |
Garza-Fox | Pen Test Review | Critical | The 2026-08-24 assessment of Garza-Fox records a reproducible critical vulnerability in an externally reachable service; document-upload services define the affected processing boundary. The evidence boundary includes nova-119 and 20 resources, while unrelated environments have no conclusion recorded. For this control ... | SECU-2026-83895956 |
Hanna, Barnes and Simmons | Security Questionnaire | High | On 2026-06-10, the role assignment list for Hanna, Barnes and Simmons identified administrative sessions permitted without multi-factor authentication affecting warehouse integration accounts. 44 affected components are assigned to lumen-446, including warehouse integration accounts; testing of other resources is pendi... | SECU-2026-49574266 |
Nixon Inc | Security Questionnaire | High | Reviewers observed backup objects retained outside the contracted processing region for Nixon Inc on 2026-05-23 and retained the subprocessor register. The review covers 28 resources under elm-561; untested dependencies require separate assessment before scope expansion. Corrective work must finish within 14 days: prod... | SECU-2026-21116004 |
Cobb-Miller | SOC 2 Type II Review | High | The 2026-04-04 assessment of Cobb-Miller records a prior data exposure with incomplete corrective-action evidence; delivery status reports define the affected processing boundary. The affected inventory totals 37 items associated with lumen-260, and new integration privileges await security review. Remediation responsi... | SECU-2026-19070427 |
Powers, Arnold and Parker | SOC 2 Type II Review | High | Reference SECU-2026-10102220 links Powers, Arnold and Parker to unencrypted customer-data backups through the restore-job log collected on 2026-05-27. Scope confirmation for atlas-773 recorded 35 resources; no clean bill of health is implied for untested components. Corrective work must finish within 23 days: productio... | SECU-2026-10102220 |
Kennedy LLC | Security Questionnaire | High | The 2026-02-09 assessment of Kennedy LLC records legacy TLS connections accepted by a customer-facing endpoint; contact-center web services define the affected processing boundary. Scope confirmation for lumen-100 recorded 5 resources; no clean bill of health is implied for untested components. For this control gap, th... | SECU-2026-76752574 |
Spencer-Miller | Pen Test Review | Critical | Testing of candidate-file processors on 2026-04-08 confirmed a reproducible critical vulnerability in an externally reachable service, supported by the independent retest worksheet from Spencer-Miller. Scope confirmation for delta-249 recorded 11 resources; no clean bill of health is implied for untested components. A ... | SECU-2026-52170415 |
Jenkins, Price and Pace | Security Questionnaire | High | Jenkins, Price and Pace supplied the conditional-access report dated 2026-01-15; the review found administrative sessions permitted without multi-factor authentication within supplier routing dashboards. 31 affected components are assigned to cedar-182, including supplier routing dashboards; testing of other resources ... | SECU-2026-90878635 |
Smith, Patterson and Bell | Security Questionnaire | High | A control review dated 2026-09-03 found backup objects retained outside the contracted processing region at Smith, Patterson and Bell, with evidence drawn from the storage residency report. The inventory identifies 35 affected resources in environment atlas-360, with customer-data access still restricted. For this cont... | SECU-2026-21361934 |
Scott, Sanders and Mccormick | SOC 2 Type II Review | High | The vendor assurance file for Scott, Sanders and Mccormick contains the public-access configuration diff dated 2026-04-14 documenting a prior data exposure with incomplete corrective-action evidence. The resource register lists quartz-211 with 11 affected items and identifies email delivery integration storage as the p... | SECU-2026-26746935 |
Garza, Lowery and Daniel | SOC 2 Type II Review | High | Garza, Lowery and Daniel supplied the restore-job log dated 2026-09-17; the review found unencrypted customer-data backups within retained analytics extracts. The affected inventory totals 16 items associated with pine-339, and new integration privileges await security review. The vendor will activate key-usage monitor... | SECU-2026-85256727 |
Johnson-Davis | Security Questionnaire | High | The 2026-06-14 assessment of Johnson-Davis records legacy TLS connections accepted by a customer-facing endpoint; attachment delivery gateways define the affected processing boundary. The review covers 28 resources under iris-393; untested dependencies require separate assessment before scope expansion. The vendor will... | SECU-2026-47015909 |
Wilson, Perkins and Townsend | Pen Test Review | Critical | Reference SECU-2026-23751630 links Wilson, Perkins and Townsend to a reproducible critical vulnerability in an externally reachable service through the exposure scan collected on 2026-02-28. juniper-188 is the relevant environment, with 38 impacted resources and separate validation required for shared dependencies. Wit... | SECU-2026-23751630 |
Mcneil-Dunlap | Security Questionnaire | High | Mcneil-Dunlap has an unresolved control gap involving administrative sessions permitted without multi-factor authentication; its 2026-08-09 supporting artifact is the role assignment list. The evidence boundary includes nova-153 and 41 resources, while unrelated environments have no conclusion recorded. A 26-day task i... | SECU-2026-74815898 |
Robinson, Kennedy and Jennings | Security Questionnaire | High | Robinson, Kennedy and Jennings supplied the regional bucket inventory dated 2026-03-27; the review found backup objects retained outside the contracted processing region within support attachment backups. The evidence boundary includes nova-239 and 6 resources, while unrelated environments have no conclusion recorded. ... | SECU-2026-99699574 |
Pratt PLC | SOC 2 Type II Review | High | An exception concerning a prior data exposure with incomplete corrective-action evidence entered the Pratt PLC assessment after inspection of the exposure scope register on 2026-08-07. The affected inventory totals 13 items associated with maple-219, and new integration privileges await security review. The action regi... | SECU-2026-84301587 |
Kelley, Ward and Buchanan | SOC 2 Type II Review | High | Testing of archived invoice attachments on 2026-09-21 confirmed unencrypted customer-data backups, supported by the storage policy export from Kelley, Ward and Buchanan. The evidence boundary includes lumen-441 and 24 resources, while unrelated environments have no conclusion recorded. Remediation responsibility rests ... | SECU-2026-94641187 |
Spence LLC | Security Questionnaire | High | The evidence received from Spence LLC on 2026-02-08 includes the edge proxy configuration demonstrating legacy TLS connections accepted by a customer-facing endpoint. The evidence boundary includes cedar-901 and 34 resources, while unrelated environments have no conclusion recorded. For this control gap, the applicatio... | SECU-2026-97769050 |
Hanson, Zuniga and Allen | Pen Test Review | Critical | The 2026-02-14 assessment of Hanson, Zuniga and Allen records a reproducible critical vulnerability in an externally reachable service; onboarding API routes define the affected processing boundary. For falcon-277, reviewers recorded 33 affected components and withheld approval for additional customer-data processing. ... | SECU-2026-15643957 |
Williams-Daugherty | Security Questionnaire | High | The 2026-03-18 assessment of Williams-Daugherty records administrative sessions permitted without multi-factor authentication; warehouse integration accounts define the affected processing boundary. Environment elm-129 contains 31 in-scope components; other services remain outside this finding until tested. A 16-day ta... | SECU-2026-96535394 |
Anderson Group | Security Questionnaire | High | Inspection of the storage residency report on 2026-09-14 established backup objects retained outside the contracted processing region for the services supplied by Anderson Group. The affected inventory totals 26 items associated with pine-137, and new integration privileges await security review. The agreed plan requir... | SECU-2026-13158556 |
Nelson-West | SOC 2 Type II Review | High | The evidence received from Nelson-West on 2026-06-19 includes the exposure scope register demonstrating a prior data exposure with incomplete corrective-action evidence. The evidence boundary includes maple-591 and 6 resources, while unrelated environments have no conclusion recorded. Within 13 days, platform assurance... | SECU-2026-78067957 |
Young, Flores and Reed | SOC 2 Type II Review | High | The 2026-02-26 assessment of Young, Flores and Reed records unencrypted customer-data backups; support-case attachments define the affected processing boundary. Customer processing through lumen-260 is limited while the 30 resource owners establish the complete exposure boundary. Corrective work must finish within 10 d... | SECU-2026-55764078 |
Bailey-Case | Security Questionnaire | High | A control review dated 2026-08-14 found legacy TLS connections accepted by a customer-facing endpoint at Bailey-Case, with evidence drawn from the handshake trace. The inventory identifies 38 affected resources in environment lumen-991, with customer-data access still restricted. Corrective work must finish within 25 d... | SECU-2026-38405556 |
Fuller, Brown and Hernandez | Pen Test Review | Critical | The evidence received from Fuller, Brown and Hernandez on 2026-06-08 includes the redacted penetration-test report demonstrating a reproducible critical vulnerability in an externally reachable service. Customer processing through maple-383 is limited while the 35 resource owners establish the complete exposure boundar... | SECU-2026-14609738 |
Gordon-Herman | Security Questionnaire | High | Gordon-Herman supplied the administrator enrollment register dated 2026-03-08; the review found administrative sessions permitted without multi-factor authentication within fulfillment service accounts. 6 affected components are assigned to keystone-217, including fulfillment service accounts; testing of other resource... | SECU-2026-66736247 |
Valdez-Shelton | Security Questionnaire | High | Valdez-Shelton has an unresolved control gap involving backup objects retained outside the contracted processing region; its 2026-05-08 supporting artifact is the contractual region schedule. 23 affected components are assigned to elm-125, including application recovery snapshots; testing of other resources is pending.... | SECU-2026-17704941 |
Weaver-Phillips | SOC 2 Type II Review | High | The evidence received from Weaver-Phillips on 2026-06-03 includes the external assurance memorandum demonstrating a prior data exposure with incomplete corrective-action evidence. Scope confirmation for river-561 recorded 38 resources; no clean bill of health is implied for untested components. The vendor assurance coo... | SECU-2026-99614160 |
Lewis-Sanders | SOC 2 Type II Review | High | Testing of archived invoice attachments on 2026-08-08 confirmed unencrypted customer-data backups, supported by the storage policy export from Lewis-Sanders. 17 affected components are assigned to maple-945, including archived invoice attachments; testing of other resources is pending. The agreed plan requires the tech... | SECU-2026-14738735 |
Hansen and Sons | Security Questionnaire | High | On 2026-02-02, the client compatibility matrix for Hansen and Sons identified legacy TLS connections accepted by a customer-facing endpoint affecting case-management endpoints. The inventory identifies 10 affected resources in environment atlas-968, with customer-data access still restricted. Corrective work must finis... | SECU-2026-55512526 |
Ballard Inc | Pen Test Review | Critical | The 2026-02-01 assessment of Ballard Inc records a reproducible critical vulnerability in an externally reachable service; document-upload services define the affected processing boundary. Scope confirmation for lumen-314 recorded 12 resources; no clean bill of health is implied for untested components. The vendor will... | SECU-2026-37256076 |
Harris-Robinson | Security Questionnaire | High | Harris-Robinson has an unresolved control gap involving administrative sessions permitted without multi-factor authentication; its 2026-04-17 supporting artifact is the role assignment list. The evidence boundary includes juniper-675 and 22 resources, while unrelated environments have no conclusion recorded. The agreed... | SECU-2026-44642492 |
Ellis LLC | Security Questionnaire | High | Ellis LLC supplied the replication destination export dated 2026-08-20; the review found backup objects retained outside the contracted processing region within regional object replicas. atlas-392 is the relevant environment, with 10 impacted resources and separate validation required for shared dependencies. For this ... | SECU-2026-31643162 |
Parks LLC | SOC 2 Type II Review | High | Parks LLC supplied the public-access configuration diff dated 2026-03-21; the review found a prior data exposure with incomplete corrective-action evidence within email delivery integration storage. Customer processing through harbor-956 is limited while the 5 resource owners establish the complete exposure boundary. A... | SECU-2026-46043615 |
Meyer-Miller | SOC 2 Type II Review | High | Meyer-Miller has an unresolved control gap involving unencrypted customer-data backups; its 2026-03-14 supporting artifact is the restore-job log. 39 affected components are assigned to falcon-131, including retained analytics extracts; testing of other resources is pending. The corrective task belongs to the applicati... | SECU-2026-56936167 |
Torres PLC | Security Questionnaire | High | Reviewers observed legacy TLS connections accepted by a customer-facing endpoint for Torres PLC on 2026-03-19 and retained the gateway protocol inventory. Scope confirmation for falcon-384 recorded 6 resources; no clean bill of health is implied for untested components. The vendor will migrate incompatible integration ... | SECU-2026-20644340 |
Shea, Clarke and Bates | Pen Test Review | Critical | Shea, Clarke and Bates supplied the application error trace dated 2026-04-13; the review found a reproducible critical vulnerability in an externally reachable service within external identity callbacks. The evidence boundary includes pine-270 and 6 resources, while unrelated environments have no conclusion recorded. R... | SECU-2026-91136437 |
Walker PLC | Security Questionnaire | High | Reference SECU-2026-10310272 links Walker PLC to administrative sessions permitted without multi-factor authentication through the conditional-access report collected on 2026-07-18. Scope confirmation for quartz-460 recorded 19 resources; no clean bill of health is implied for untested components. The agreed plan requi... | SECU-2026-10310272 |
Vendor Cybersecurity Risk Assessments (Synthetic B2B Dataset Preview)
This synthetic workflow dataset simulates Third-Party Vendor Cybersecurity Risk Assessments for B2B evaluation, internal testing, and prototyping.
Try the dataset
Suggested fit: GRC vendor-assessment prototypes and remediation tracking with High/Critical fictional findings.
Inspect an actual sample, schema, tier comparison, and runnable local example. The free preview keeps its existing non-commercial license; the paid package uses the existing commercial terms.
About this Dataset
The daily pipeline uses AI-assisted research and blueprint review, with deterministic Python rendering for bulk records and local validation before publication. Records are variants of configured workflow scenarios. A larger row count does not establish independent real-world cases or demonstrated model-training performance.
- Verified record count: 10,000
- Privacy-safe: Contains synthetic names, phone numbers, and company identifiers.
- Structured and checked: Schema-validated JSONL; inspect the audit for duplicate, content, and similarity-check details.
- Suggested workflow fit: GRC vendor-assessment prototypes and remediation tracking with High/Critical fictional findings
- Category: Security
Schema Definition
Each record contains the following fields:
ticket_id(str): Unique synthetic record identifiervendor_name(str): Pre-assigned Vendor Nameassessment_type(str): SOC 2 Type II Review, Pen Test Review, or Security Questionnairefindings_risk_score(str): Critical, High, Medium, or Lowremediation_plan(str): Detailed steps the vendor must take to correct security deficiencies
Get the Commercial Version
For additional synthetic workflow records, the matching private repo is HaseebDev/third_party_vendor_risks-commercial and is available under a commercial license.
- Payment: Lemon Squeezy hosted checkout.
- Delivery: Lemon Squeezy checkout with secure commercial delivery after purchase
- Commercial package: 100,000 records, schema documentation, and quality audit report.
Open the commercial access page
Quality Audit
Dataset Quality Report
Executive Summary
| Metric | Value |
|---|---|
| Status | PASS |
| Quality Score | 94/100 |
| Records Audited | 10000 |
| Niche | Third-Party Vendor Cybersecurity Risk Assessments |
| Category | Security |
Quality Gates
| Dimension | Result |
|---|---|
| Schema Conformance | 100.0% (10000/10000) |
| Duplicate Rows | 0 |
| Duplicate Identity Values | 0 |
| Non-Synthetic Phone Risk | 0 |
| Email Address Count | 0 |
| Max Fuzzy Similarity | 0.456 |
| Average Words Per Descriptive Field | 100.04 |
| Vocabulary Diversity | 0.794 |
| Repeated Phrase Count | 23 |
| Domain Keyword Coverage | 0.556 |
Buyer Assurance
This dataset was checked with deterministic local tooling before publication. The audit verifies schema consistency, uniqueness, text depth, duplicate risk, repeated wording, domain terminology coverage, and obvious PII leakage patterns.
All rows receive schema and content checks. Cross-record similarity uses a bounded sample of pairs to keep generation fast; it does not establish that every possible pair is dissimilar. The score measures these automated checks, not downstream model performance or independent medical, legal, or regulatory validation.
Findings
- MINOR: 23 high-frequency non-domain four-word phrase pattern(s) detected.
Scenario Coverage
6 configured scenario families; 4,427 distinct combinations of scope, evidence, action, and verification. Variants of six configured vendor problem families; row count does not imply independent problems or demonstrated model-training benefit.
Support
Add me on Discord: xomohappy for access support, delivery questions, or product questions about this premade commercial dataset.
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