Datasets:
Dataset Preview
The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
The dataset generation failed
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
...
tegory: struct<unique_values: int64, top_share: double, values: struct<Meals: int64, Travel: int64, Lodging: (... 30 chars omitted)
child 0, unique_values: int64
child 1, top_share: double
child 2, values: struct<Meals: int64, Travel: int64, Lodging: int64, Entertainment: int64>
child 0, Meals: int64
child 1, Travel: int64
child 2, Lodging: int64
child 3, Entertainment: int64
child 1, policy_violation_flag: struct<unique_values: int64, top_share: double, values: struct<Flagged: int64>>
child 0, unique_values: int64
child 1, top_share: double
child 2, values: struct<Flagged: int64>
child 0, Flagged: int64
findings: list<item: struct<severity: string, message: string>>
child 0, item: struct<severity: string, message: string>
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: null
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
expense_category: string
audit_justification: string
claim_amount: string
ticket_id: string
employee_name: string
policy_violation_flag: string
to
{'employee_name': Value('string'), 'expense_category': Value('string'), 'claim_amount': Value('string'), 'policy_violation_flag': Value('string'), 'audit_justification': 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
...
tegory: struct<unique_values: int64, top_share: double, values: struct<Meals: int64, Travel: int64, Lodging: (... 30 chars omitted)
child 0, unique_values: int64
child 1, top_share: double
child 2, values: struct<Meals: int64, Travel: int64, Lodging: int64, Entertainment: int64>
child 0, Meals: int64
child 1, Travel: int64
child 2, Lodging: int64
child 3, Entertainment: int64
child 1, policy_violation_flag: struct<unique_values: int64, top_share: double, values: struct<Flagged: int64>>
child 0, unique_values: int64
child 1, top_share: double
child 2, values: struct<Flagged: int64>
child 0, Flagged: int64
findings: list<item: struct<severity: string, message: string>>
child 0, item: struct<severity: string, message: string>
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: null
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
expense_category: string
audit_justification: string
claim_amount: string
ticket_id: string
employee_name: string
policy_violation_flag: string
to
{'employee_name': Value('string'), 'expense_category': Value('string'), 'claim_amount': Value('string'), 'policy_violation_flag': Value('string'), 'audit_justification': 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.
employee_name string | expense_category string | claim_amount string | policy_violation_flag string | audit_justification string | ticket_id string |
|---|---|---|---|---|---|
Natalie Cantu DDS | Entertainment | USD 871.00 | Flagged | The case presented by Natalie Cantu DDS reached service desk on 2026-02-13 with entertainment concerns. Assigned staff will separate personal entertainment from substantiated business activity after checking the receipt and the claimed client-meeting purpose. The latest clarification identifies a narrower time window t... | FINA-2026-33950038 |
Ronald Dorsey | Meals | USD 672.00 | Flagged | The assigned reviewer considered employee claiming dinner expense that exceeded company daily meal allowance limit for Ronald Dorsey on 2026-08-01. The response remains conditional on the itemized meal receipt and daily allowance; the responsible team must reconcile the excess against the approved expense policy. A rev... | FINA-2026-69953332 |
Billy Carter | Lodging | USD 263.00 | Flagged | The assigned reviewer considered executive claiming weekend lodging expense without business justification for Billy Carter on 2026-01-09. The reviewer must request justification for non-business weekend accommodation; the decision depends on hotel dates and the business itinerary. An archived source is being restored ... | FINA-2026-37755461 |
Marisa Torres | Travel | USD 369.00 | Flagged | Marisa Torres received a documented review on 2026-08-06 concerning employee claiming ride-share expense overlapping with company-provided shuttle. A supported response requires ride-share timing and the company shuttle schedule and a task to check duplicate transport claims against the journey evidence. The source own... | FINA-2026-66899700 |
Jeanette Burton | Meals | USD 108.00 | Flagged | The case presented by Jeanette Burton reached escalation on 2026-03-24 with meals concerns. Evidence for review includes the attendee list and missing itemized receipt; staff must check it before they request supporting documentation before approving the team dinner. The case owner has documented an uncertainty rather ... | FINA-2026-34403855 |
Julia Stevens | Travel | USD 365.00 | Flagged | Julia Stevens has an open travel matter, reviewed on 2026-05-15. Collect flight booking time and the travel authorization and review the late-booking exception against the documented business need, recording any unresolved limitation. The source owner has been asked to identify which document version was in effect at t... | FINA-2026-63816146 |
Heather Robinson | Entertainment | USD 76.00 | Flagged | Reference FINA-2026-23292859 records the 2026-08-01 assessment of sales representative charging personal entertainment expense to client meeting. Use the receipt and the claimed client-meeting purpose to support this action: separate personal entertainment from substantiated business activity. A named contact has ackno... | FINA-2026-23292859 |
Richard Pope | Meals | USD 276.00 | Flagged | The intake team examined the meals event for Richard Pope on 2026-08-04. The next step is to reconcile the excess against the approved expense policy, with the itemized meal receipt and daily allowance retained for review. The latest clarification identifies a narrower time window than the first communication. The 2026... | FINA-2026-81390600 |
Jason Davis | Lodging | USD 509.00 | Flagged | The assigned reviewer considered executive claiming weekend lodging expense without business justification for Jason Davis on 2026-06-01. The evidence request covers hotel dates and the business itinerary, while the case owner will request justification for non-business weekend accommodation. A source record has an une... | FINA-2026-59749646 |
Jack Owens | Travel | USD 726.00 | Flagged | The response prepared for Jack Owens on 2026-07-03 addresses the reported travel issue. Use ride-share timing and the company shuttle schedule to support this action: check duplicate transport claims against the journey evidence. A previously closed question was reopened after a new supporting record changed the eviden... | FINA-2026-85631329 |
David Sims | Meals | USD 725.00 | Flagged | The 2026-01-12 review for David Sims concerns marketing manager claiming high-value team dinner without itemized receipt. Evidence for review includes the attendee list and missing itemized receipt; staff must check it before they request supporting documentation before approving the team dinner. A missing signature pr... | FINA-2026-53263898 |
Xavier Lam | Travel | USD 518.00 | Flagged | A 2026-06-18 handoff requested review of standard employee flight booking made last-minute exceeding standard booking policy involving Xavier Lam. A supported response requires flight booking time and the travel authorization and a task to review the late-booking exception against the documented business need. The scan... | FINA-2026-89728886 |
Tiffany Torres | Entertainment | USD 892.00 | Flagged | The 2026-06-06 review for Tiffany Torres concerns sales representative charging personal entertainment expense to client meeting. Before a final decision, staff will separate personal entertainment from substantiated business activity using the receipt and the claimed client-meeting purpose. A missing signature prevent... | FINA-2026-85048331 |
Antonio Miller | Meals | USD 482.00 | Flagged | The response prepared for Antonio Miller on 2026-05-06 addresses the reported meals issue. The evidence request covers the itemized meal receipt and daily allowance, while the case owner will reconcile the excess against the approved expense policy. An archived source is being restored so the reviewer can compare the o... | FINA-2026-54040898 |
Kathy Mckinney | Lodging | USD 177.00 | Flagged | The 2026-08-22 record identifies Kathy Mckinney as the subject of this review: Executive claiming weekend lodging expense without business justification. Assessment of hotel dates and the business itinerary supports the instruction to request justification for non-business weekend accommodation. A duplicate attachment ... | FINA-2026-28552214 |
Melissa Chandler | Travel | USD 156.00 | Flagged | Travel review for Melissa Chandler began on 2026-01-27 after the reported event. Review ownership includes a request for ride-share timing and the company shuttle schedule; staff then check duplicate transport claims against the journey evidence. The request includes an urgency claim whose basis has not yet been indepe... | FINA-2026-89326838 |
Justin Andrade | Meals | USD 452.00 | Flagged | The assigned reviewer considered marketing manager claiming high-value team dinner without itemized receipt for Justin Andrade on 2026-01-05. Before a final decision, staff will request supporting documentation before approving the team dinner using the attendee list and missing itemized receipt. A source record has an... | FINA-2026-29124800 |
Diane James | Travel | USD 250.00 | Flagged | The 2026-01-20 record identifies Diane James as the subject of this review: Standard employee flight booking made last-minute exceeding standard booking policy. The next step is to review the late-booking exception against the documented business need, with flight booking time and the travel authorization retained for ... | FINA-2026-37709787 |
Troy Jackson | Entertainment | USD 902.00 | Flagged | A 2026-09-10 handoff requested review of sales representative charging personal entertainment expense to client meeting involving Troy Jackson. Evidence for review includes the receipt and the claimed client-meeting purpose; staff must check it before they separate personal entertainment from substantiated business act... | FINA-2026-82103160 |
Christine Miller | Meals | USD 304.00 | Flagged | The assigned reviewer considered employee claiming dinner expense that exceeded company daily meal allowance limit for Christine Miller on 2026-06-16. Assessment of the itemized meal receipt and daily allowance supports the instruction to reconcile the excess against the approved expense policy. The case owner has rece... | FINA-2026-11310100 |
Michael Steele | Lodging | USD 632.00 | Flagged | Reference FINA-2026-79521215 records the 2026-01-03 assessment of executive claiming weekend lodging expense without business justification. Assessment of hotel dates and the business itinerary supports the instruction to request justification for non-business weekend accommodation. The latest clarification identifies ... | FINA-2026-79521215 |
Denise Meyers | Travel | USD 666.00 | Flagged | Travel review for Denise Meyers began on 2026-05-23 after the reported event. Use ride-share timing and the company shuttle schedule to support this action: check duplicate transport claims against the journey evidence. The case owner has documented an uncertainty rather than inferring that an unobserved action occurre... | FINA-2026-12304838 |
Traci Thompson | Meals | USD 526.00 | Flagged | The response prepared for Traci Thompson on 2026-04-19 addresses the reported meals issue. The reviewer must request supporting documentation before approving the team dinner; the decision depends on the attendee list and missing itemized receipt. The proposed closure lacks an acknowledgment from the person responsible... | FINA-2026-59840630 |
Adam Rivera | Travel | USD 618.00 | Flagged | The assigned reviewer considered standard employee flight booking made last-minute exceeding standard booking policy for Adam Rivera on 2026-07-23. Evidence for review includes flight booking time and the travel authorization; staff must check it before they review the late-booking exception against the documented busi... | FINA-2026-27394320 |
Craig Kent | Entertainment | USD 329.00 | Flagged | Reference FINA-2026-71019063 records the 2026-04-12 assessment of sales representative charging personal entertainment expense to client meeting. Assessment of the receipt and the claimed client-meeting purpose supports the instruction to separate personal entertainment from substantiated business activity. One source ... | FINA-2026-71019063 |
Thomas Garcia | Meals | USD 921.00 | Flagged | The 2026-01-21 record identifies Thomas Garcia as the subject of this review: Employee claiming dinner expense that exceeded company daily meal allowance limit. Before a final decision, staff will reconcile the excess against the approved expense policy using the itemized meal receipt and daily allowance. The latest at... | FINA-2026-44321805 |
Todd Davis | Lodging | USD 374.00 | Flagged | Reference FINA-2026-40626831 records the 2026-02-26 assessment of executive claiming weekend lodging expense without business justification. Use hotel dates and the business itinerary to support this action: request justification for non-business weekend accommodation. Two source timestamps differ, so the sequence requ... | FINA-2026-40626831 |
Stephanie Mathews | Travel | USD 474.00 | Flagged | The response prepared for Stephanie Mathews on 2026-02-06 addresses the reported travel issue. The evidence request covers ride-share timing and the company shuttle schedule, while the case owner will check duplicate transport claims against the journey evidence. The available summary lacks the underlying detail needed... | FINA-2026-21593315 |
Pamela Howell | Meals | USD 735.00 | Flagged | On 2026-04-05, staff assessed the reported event involving Pamela Howell: Marketing manager claiming high-value team dinner without itemized receipt. Use the attendee list and missing itemized receipt to support this action: request supporting documentation before approving the team dinner. The initial account omits th... | FINA-2026-38908645 |
Katherine Lara | Travel | USD 263.00 | Flagged | The service desk team examined the travel event for Katherine Lara on 2026-07-22. The next step is to review the late-booking exception against the documented business need, with flight booking time and the travel authorization retained for review. The retained copy contains a partial reference that must be matched to ... | FINA-2026-14835006 |
Erika Riley | Entertainment | USD 160.00 | Flagged | On 2026-01-16, staff assessed the reported event involving Erika Riley: Sales representative charging personal entertainment expense to client meeting. A supported response requires the receipt and the claimed client-meeting purpose and a task to separate personal entertainment from substantiated business activity. A r... | FINA-2026-58374330 |
Katherine Carpenter | Meals | USD 588.00 | Flagged | The assigned reviewer considered employee claiming dinner expense that exceeded company daily meal allowance limit for Katherine Carpenter on 2026-06-28. A supported response requires the itemized meal receipt and daily allowance and a task to reconcile the excess against the approved expense policy. A missing signatur... | FINA-2026-75536468 |
Benjamin Bell | Lodging | USD 137.00 | Flagged | Benjamin Bell received a documented review on 2026-04-04 concerning executive claiming weekend lodging expense without business justification. The next step is to request justification for non-business weekend accommodation, with hotel dates and the business itinerary retained for review. An attachment concerns a diffe... | FINA-2026-87024916 |
Jerry Williams | Travel | USD 762.00 | Flagged | The intake team examined the travel event for Jerry Williams on 2026-05-04. Collect ride-share timing and the company shuttle schedule and check duplicate transport claims against the journey evidence, recording any unresolved limitation. A duplicate attachment was identified and removed from the evidence checklist wit... | FINA-2026-79021639 |
Vickie Boone | Meals | USD 190.00 | Flagged | Reference FINA-2026-50519354 records the 2026-08-03 assessment of marketing manager claiming high-value team dinner without itemized receipt. The response remains conditional on the attendee list and missing itemized receipt; the responsible team must request supporting documentation before approving the team dinner. T... | FINA-2026-50519354 |
Jason Clark | Travel | USD 304.00 | Flagged | The intake team examined the travel event for Jason Clark on 2026-03-03. The response remains conditional on flight booking time and the travel authorization; the responsible team must review the late-booking exception against the documented business need. A named contact has acknowledged the clarification request but ... | FINA-2026-95592942 |
Dustin Randolph | Entertainment | USD 547.00 | Flagged | The response prepared for Dustin Randolph on 2026-07-14 addresses the reported entertainment issue. Before a final decision, staff will separate personal entertainment from substantiated business activity using the receipt and the claimed client-meeting purpose. The submitted screenshot lacks its surrounding context, s... | FINA-2026-36184288 |
Carolyn Edwards | Meals | USD 375.00 | Flagged | The 2026-02-27 record identifies Carolyn Edwards as the subject of this review: Employee claiming dinner expense that exceeded company daily meal allowance limit. The response remains conditional on the itemized meal receipt and daily allowance; the responsible team must reconcile the excess against the approved expens... | FINA-2026-82111564 |
Whitney Wilkins | Lodging | USD 850.00 | Flagged | Lodging review for Whitney Wilkins began on 2026-05-20 after the reported event. The evidence request covers hotel dates and the business itinerary, while the case owner will request justification for non-business weekend accommodation. The requested follow-up is limited to the stated issue and excludes unrelated accou... | FINA-2026-86294932 |
Jessica Coleman | Travel | USD 371.00 | Flagged | The escalation team examined the travel event for Jessica Coleman on 2026-08-06. A supported response requires ride-share timing and the company shuttle schedule and a task to check duplicate transport claims against the journey evidence. The request includes an urgency claim whose basis has not yet been independently ... | FINA-2026-87203278 |
Patricia Lawson | Meals | USD 996.00 | Flagged | Patricia Lawson received a documented review on 2026-06-06 concerning marketing manager claiming high-value team dinner without itemized receipt. Review ownership includes a request for the attendee list and missing itemized receipt; staff then request supporting documentation before approving the team dinner. The repo... | FINA-2026-53660581 |
Cynthia Clark | Travel | USD 141.00 | Flagged | Travel review for Cynthia Clark began on 2026-07-25 after the reported event. Evidence for review includes flight booking time and the travel authorization; staff must check it before they review the late-booking exception against the documented business need. Two source timestamps differ, so the sequence requires conf... | FINA-2026-73120923 |
James Brown | Entertainment | USD 521.00 | Flagged | The response prepared for James Brown on 2026-07-02 addresses the reported entertainment issue. The next step is to separate personal entertainment from substantiated business activity, with the receipt and the claimed client-meeting purpose retained for review. The source owner has been asked to identify which documen... | FINA-2026-33984279 |
Jessica Stark | Meals | USD 681.00 | Flagged | The 2026-06-19 review for Jessica Stark concerns employee claiming dinner expense that exceeded company daily meal allowance limit. Review ownership includes a request for the itemized meal receipt and daily allowance; staff then reconcile the excess against the approved expense policy. The retained copy contains a par... | FINA-2026-30764579 |
Roger Simmons | Lodging | USD 761.00 | Flagged | Reference FINA-2026-23217718 records the 2026-02-05 assessment of executive claiming weekend lodging expense without business justification. Before a final decision, staff will request justification for non-business weekend accommodation using hotel dates and the business itinerary. One source has an incomplete provena... | FINA-2026-23217718 |
Randy Rhodes | Travel | USD 844.00 | Flagged | On 2026-02-10, staff assessed the reported event involving Randy Rhodes: Employee claiming ride-share expense overlapping with company-provided shuttle. Use ride-share timing and the company shuttle schedule to support this action: check duplicate transport claims against the journey evidence. A review note distinguish... | FINA-2026-69792855 |
Jennifer Greer | Meals | USD 803.00 | Flagged | The escalation team examined the meals event for Jennifer Greer on 2026-03-03. The next step is to request supporting documentation before approving the team dinner, with the attendee list and missing itemized receipt retained for review. The case owner has documented an uncertainty rather than inferring that an unobse... | FINA-2026-80977456 |
Travis Griffin | Travel | USD 267.00 | Flagged | The response prepared for Travis Griffin on 2026-02-10 addresses the reported travel issue. Use flight booking time and the travel authorization to support this action: review the late-booking exception against the documented business need. A later message narrows the original request to the affected service rather tha... | FINA-2026-40530746 |
Aaron Jackson | Entertainment | USD 501.00 | Flagged | A 2026-06-16 handoff requested review of sales representative charging personal entertainment expense to client meeting involving Aaron Jackson. Collect the receipt and the claimed client-meeting purpose and separate personal entertainment from substantiated business activity, recording any unresolved limitation. An ar... | FINA-2026-73914941 |
John Kirby | Meals | USD 620.00 | Flagged | The case presented by John Kirby reached case coordination on 2026-07-02 with meals concerns. The response remains conditional on the itemized meal receipt and daily allowance; the responsible team must reconcile the excess against the approved expense policy. The case owner has documented an uncertainty rather than in... | FINA-2026-32379525 |
Keith Pierce | Lodging | USD 718.00 | Flagged | The case presented by Keith Pierce reached handoff on 2026-04-19 with lodging concerns. Review ownership includes a request for hotel dates and the business itinerary; staff then request justification for non-business weekend accommodation. The case owner has received a partial response and listed the remaining unanswe... | FINA-2026-97095160 |
Tina Palmer | Travel | USD 808.00 | Flagged | The document review team examined the travel event for Tina Palmer on 2026-07-15. Before a final decision, staff will check duplicate transport claims against the journey evidence using ride-share timing and the company shuttle schedule. The requested follow-up is limited to the stated issue and excludes unrelated acco... | FINA-2026-92546878 |
James Vargas | Meals | USD 116.00 | Flagged | The 2026-03-20 review for James Vargas concerns marketing manager claiming high-value team dinner without itemized receipt. The response remains conditional on the attendee list and missing itemized receipt; the responsible team must request supporting documentation before approving the team dinner. A missing signature... | FINA-2026-50792505 |
Nathan Nelson | Travel | USD 922.00 | Flagged | Nathan Nelson received a documented review on 2026-01-04 concerning standard employee flight booking made last-minute exceeding standard booking policy. Review ownership includes a request for flight booking time and the travel authorization; staff then review the late-booking exception against the documented business ... | FINA-2026-49418595 |
Joseph Vega | Entertainment | USD 241.00 | Flagged | Joseph Vega received a documented review on 2026-07-18 concerning sales representative charging personal entertainment expense to client meeting. Assigned staff will separate personal entertainment from substantiated business activity after checking the receipt and the claimed client-meeting purpose. One source has an ... | FINA-2026-42859863 |
Dustin Gray | Meals | USD 540.00 | Flagged | The 2026-07-26 record identifies Dustin Gray as the subject of this review: Employee claiming dinner expense that exceeded company daily meal allowance limit. Evidence for review includes the itemized meal receipt and daily allowance; staff must check it before they reconcile the excess against the approved expense pol... | FINA-2026-73849347 |
Jay Holloway | Lodging | USD 513.00 | Flagged | Jay Holloway has an open lodging matter, reviewed on 2026-03-01. Use hotel dates and the business itinerary to support this action: request justification for non-business weekend accommodation. The owner must reconcile a conflicting account before describing the reported cause as established. A checkpoint is assigned t... | FINA-2026-22139323 |
Andrea Nguyen | Travel | USD 934.00 | Flagged | The 2026-01-19 review for Andrea Nguyen concerns employee claiming ride-share expense overlapping with company-provided shuttle. Assessment of ride-share timing and the company shuttle schedule supports the instruction to check duplicate transport claims against the journey evidence. A duplicate attachment was identifi... | FINA-2026-77036203 |
James Nunez | Meals | USD 435.00 | Flagged | The response prepared for James Nunez on 2026-04-19 addresses the reported meals issue. The reviewer must request supporting documentation before approving the team dinner; the decision depends on the attendee list and missing itemized receipt. The scanned attachment is partly unreadable; a legible source copy is still... | FINA-2026-40261443 |
Taylor Price | Travel | USD 337.00 | Flagged | Travel review for Taylor Price began on 2026-04-04 after the reported event. The evidence request covers flight booking time and the travel authorization, while the case owner will review the late-booking exception against the documented business need. The requested follow-up is limited to the stated issue and excludes... | FINA-2026-79705364 |
Lisa Foster | Entertainment | USD 491.00 | Flagged | A 2026-06-21 handoff requested review of sales representative charging personal entertainment expense to client meeting involving Lisa Foster. Assessment of the receipt and the claimed client-meeting purpose supports the instruction to separate personal entertainment from substantiated business activity. The scanned at... | FINA-2026-32976095 |
Nathan Brewer | Meals | USD 547.00 | Flagged | The response prepared for Nathan Brewer on 2026-07-27 addresses the reported meals issue. Evidence for review includes the itemized meal receipt and daily allowance; staff must check it before they reconcile the excess against the approved expense policy. The proposed closure lacks an acknowledgment from the person res... | FINA-2026-41690204 |
Christopher Taylor | Lodging | USD 702.00 | Flagged | The 2026-09-03 review for Christopher Taylor concerns executive claiming weekend lodging expense without business justification. Use hotel dates and the business itinerary to support this action: request justification for non-business weekend accommodation. The retained copy contains a partial reference that must be ma... | FINA-2026-74568140 |
Jessica Reyes | Travel | USD 152.00 | Flagged | Reference FINA-2026-43848175 records the 2026-07-25 assessment of employee claiming ride-share expense overlapping with company-provided shuttle. The next step is to check duplicate transport claims against the journey evidence, with ride-share timing and the company shuttle schedule retained for review. A duplicate at... | FINA-2026-43848175 |
David Johnson | Meals | USD 746.00 | Flagged | The response prepared for David Johnson on 2026-02-16 addresses the reported meals issue. Evidence for review includes the attendee list and missing itemized receipt; staff must check it before they request supporting documentation before approving the team dinner. The submitter corrected a transcription error, and bot... | FINA-2026-87241341 |
Travis Mercer | Travel | USD 669.00 | Flagged | The 2026-08-24 review for Travis Mercer concerns standard employee flight booking made last-minute exceeding standard booking policy. The response remains conditional on flight booking time and the travel authorization; the responsible team must review the late-booking exception against the documented business need. On... | FINA-2026-49338583 |
Kayla Martin | Entertainment | USD 390.00 | Flagged | The case presented by Kayla Martin reached service desk on 2026-02-24 with entertainment concerns. The reviewer must separate personal entertainment from substantiated business activity; the decision depends on the receipt and the claimed client-meeting purpose. A requested correction is recorded without treating the p... | FINA-2026-69224949 |
Victoria Smith | Meals | USD 474.00 | Flagged | The case presented by Victoria Smith reached follow-up on 2026-08-12 with meals concerns. Assigned staff will reconcile the excess against the approved expense policy after checking the itemized meal receipt and daily allowance. The available communication confirms receipt but does not confirm that the corrective actio... | FINA-2026-54354655 |
Robert Coleman | Lodging | USD 202.00 | Flagged | The document review team examined the lodging event for Robert Coleman on 2026-09-27. The response remains conditional on hotel dates and the business itinerary; the responsible team must request justification for non-business weekend accommodation. The follow-up response has been received but requires comparison with ... | FINA-2026-78270507 |
David Romero | Travel | USD 853.00 | Flagged | On 2026-02-02, staff assessed the reported event involving David Romero: Employee claiming ride-share expense overlapping with company-provided shuttle. Collect ride-share timing and the company shuttle schedule and check duplicate transport claims against the journey evidence, recording any unresolved limitation. The ... | FINA-2026-91637738 |
Stacie Crosby | Meals | USD 753.00 | Flagged | The 2026-02-15 record identifies Stacie Crosby as the subject of this review: Marketing manager claiming high-value team dinner without itemized receipt. The next step is to request supporting documentation before approving the team dinner, with the attendee list and missing itemized receipt retained for review. The su... | FINA-2026-55956493 |
Shelley Stone | Travel | USD 131.00 | Flagged | The 2026-06-15 review for Shelley Stone concerns standard employee flight booking made last-minute exceeding standard booking policy. The next step is to review the late-booking exception against the documented business need, with flight booking time and the travel authorization retained for review. The proposed closur... | FINA-2026-71572394 |
Dominic Scott | Entertainment | USD 205.00 | Flagged | The case presented by Dominic Scott reached intake on 2026-03-08 with entertainment concerns. The response remains conditional on the receipt and the claimed client-meeting purpose; the responsible team must separate personal entertainment from substantiated business activity. The available communication confirms recei... | FINA-2026-10127826 |
Wendy Johnson | Meals | USD 643.00 | Flagged | The case presented by Wendy Johnson reached review on 2026-07-01 with meals concerns. Assigned staff will reconcile the excess against the approved expense policy after checking the itemized meal receipt and daily allowance. The latest clarification identifies a narrower time window than the first communication. Review... | FINA-2026-57195511 |
Bonnie Reeves | Lodging | USD 639.00 | Flagged | A 2026-04-14 handoff requested review of executive claiming weekend lodging expense without business justification involving Bonnie Reeves. Assigned staff will request justification for non-business weekend accommodation after checking hotel dates and the business itinerary. A previously closed question was reopened af... | FINA-2026-41528681 |
Curtis Williamson | Travel | USD 58.00 | Flagged | The case presented by Curtis Williamson reached case coordination on 2026-01-11 with travel concerns. Review ownership includes a request for ride-share timing and the company shuttle schedule; staff then check duplicate transport claims against the journey evidence. A later message narrows the original request to the ... | FINA-2026-10352307 |
Patricia Dudley | Meals | USD 228.00 | Flagged | The response prepared for Patricia Dudley on 2026-09-18 addresses the reported meals issue. Assessment of the attendee list and missing itemized receipt supports the instruction to request supporting documentation before approving the team dinner. The original communication is available, but its supporting exhibit has ... | FINA-2026-51202434 |
Trevor Mills | Travel | USD 631.00 | Flagged | The assigned reviewer considered standard employee flight booking made last-minute exceeding standard booking policy for Trevor Mills on 2026-07-02. The reviewer must review the late-booking exception against the documented business need; the decision depends on flight booking time and the travel authorization. A dupli... | FINA-2026-70594058 |
Daniel Glover | Entertainment | USD 213.00 | Flagged | On 2026-09-04, staff assessed the reported event involving Daniel Glover: Sales representative charging personal entertainment expense to client meeting. Assessment of the receipt and the claimed client-meeting purpose supports the instruction to separate personal entertainment from substantiated business activity. The... | FINA-2026-71230967 |
John Torres | Meals | USD 315.00 | Flagged | Meals review for John Torres began on 2026-09-10 after the reported event. The response remains conditional on the itemized meal receipt and daily allowance; the responsible team must reconcile the excess against the approved expense policy. A second reviewer must resolve the difference between the submitted account an... | FINA-2026-99111850 |
Chloe Rodriguez | Lodging | USD 781.00 | Flagged | The case presented by Chloe Rodriguez reached escalation on 2026-09-08 with lodging concerns. Before a final decision, staff will request justification for non-business weekend accommodation using hotel dates and the business itinerary. The original communication is available, but its supporting exhibit has not yet bee... | FINA-2026-57453266 |
Linda Stone | Travel | USD 694.00 | Flagged | The 2026-09-12 record identifies Linda Stone as the subject of this review: Employee claiming ride-share expense overlapping with company-provided shuttle. Before a final decision, staff will check duplicate transport claims against the journey evidence using ride-share timing and the company shuttle schedule. The repo... | FINA-2026-25055989 |
Charles Stafford | Meals | USD 470.00 | Flagged | The escalation team examined the meals event for Charles Stafford on 2026-05-02. Evidence for review includes the attendee list and missing itemized receipt; staff must check it before they request supporting documentation before approving the team dinner. The proposed closure lacks an acknowledgment from the person re... | FINA-2026-27004572 |
Natalie Fox | Travel | USD 89.00 | Flagged | The resolution team examined the travel event for Natalie Fox on 2026-08-11. The evidence request covers flight booking time and the travel authorization, while the case owner will review the late-booking exception against the documented business need. Two source timestamps differ, so the sequence requires confirmation... | FINA-2026-41420538 |
Pamela Barnes | Entertainment | USD 479.00 | Flagged | A 2026-02-02 handoff requested review of sales representative charging personal entertainment expense to client meeting involving Pamela Barnes. Collect the receipt and the claimed client-meeting purpose and separate personal entertainment from substantiated business activity, recording any unresolved limitation. The r... | FINA-2026-82010326 |
Megan Love | Meals | USD 464.00 | Flagged | The response prepared for Megan Love on 2026-05-18 addresses the reported meals issue. Review ownership includes a request for the itemized meal receipt and daily allowance; staff then reconcile the excess against the approved expense policy. A dependency on another team remains open, with responsibility assigned in th... | FINA-2026-97045317 |
Jason Williams | Lodging | USD 331.00 | Flagged | The response prepared for Jason Williams on 2026-07-09 addresses the reported lodging issue. Before a final decision, staff will request justification for non-business weekend accommodation using hotel dates and the business itinerary. The source owner has been asked to identify which document version was in effect at ... | FINA-2026-96933414 |
Ronald Weber | Travel | USD 380.00 | Flagged | The intake team examined the travel event for Ronald Weber on 2026-08-02. Assigned staff will check duplicate transport claims against the journey evidence after checking ride-share timing and the company shuttle schedule. The retained copy contains a partial reference that must be matched to the source system. The 202... | FINA-2026-58290395 |
Sergio Hall | Meals | USD 261.00 | Flagged | The 2026-04-22 record identifies Sergio Hall as the subject of this review: Marketing manager claiming high-value team dinner without itemized receipt. A supported response requires the attendee list and missing itemized receipt and a task to request supporting documentation before approving the team dinner. The retain... | FINA-2026-49241314 |
Savannah Williams | Travel | USD 908.00 | Flagged | Travel review for Savannah Williams began on 2026-01-07 after the reported event. Assessment of flight booking time and the travel authorization supports the instruction to review the late-booking exception against the documented business need. The source owner has been asked to identify which document version was in e... | FINA-2026-34795493 |
Kathy Maldonado | Entertainment | USD 225.00 | Flagged | Reference FINA-2026-28277649 records the 2026-09-01 assessment of sales representative charging personal entertainment expense to client meeting. Evidence for review includes the receipt and the claimed client-meeting purpose; staff must check it before they separate personal entertainment from substantiated business a... | FINA-2026-28277649 |
Karen Haynes | Meals | USD 464.00 | Flagged | Karen Haynes received a documented review on 2026-02-21 concerning employee claiming dinner expense that exceeded company daily meal allowance limit. A supported response requires the itemized meal receipt and daily allowance and a task to reconcile the excess against the approved expense policy. A second reviewer must... | FINA-2026-20776870 |
James Hancock | Lodging | USD 372.00 | Flagged | James Hancock has an open lodging matter, reviewed on 2026-05-16. Collect hotel dates and the business itinerary and request justification for non-business weekend accommodation, recording any unresolved limitation. The latest attachment supersedes an earlier incomplete copy, which remains marked as obsolete. The worki... | FINA-2026-68755298 |
Travis Mora | Travel | USD 563.00 | Flagged | The 2026-02-19 review for Travis Mora concerns employee claiming ride-share expense overlapping with company-provided shuttle. Assigned staff will check duplicate transport claims against the journey evidence after checking ride-share timing and the company shuttle schedule. The case includes an exception request that ... | FINA-2026-58574943 |
Sandy Miller | Meals | USD 566.00 | Flagged | Sandy Miller received a documented review on 2026-02-26 concerning marketing manager claiming high-value team dinner without itemized receipt. The next step is to request supporting documentation before approving the team dinner, with the attendee list and missing itemized receipt retained for review. The initial accou... | FINA-2026-92854939 |
Amanda Bell | Travel | USD 573.00 | Flagged | The resolution team examined the travel event for Amanda Bell on 2026-05-03. Evidence for review includes flight booking time and the travel authorization; staff must check it before they review the late-booking exception against the documented business need. The follow-up response has been received but requires compar... | FINA-2026-80671606 |
Valerie Estes | Entertainment | USD 616.00 | Flagged | The 2026-04-13 record identifies Valerie Estes as the subject of this review: Sales representative charging personal entertainment expense to client meeting. A supported response requires the receipt and the claimed client-meeting purpose and a task to separate personal entertainment from substantiated business activit... | FINA-2026-75106028 |
Jennifer Anderson | Meals | USD 967.00 | Flagged | Jennifer Anderson received a documented review on 2026-02-13 concerning employee claiming dinner expense that exceeded company daily meal allowance limit. Assessment of the itemized meal receipt and daily allowance supports the instruction to reconcile the excess against the approved expense policy. The latest clarific... | FINA-2026-69123201 |
Travis Williams | Lodging | USD 867.00 | Flagged | A 2026-08-23 handoff requested review of executive claiming weekend lodging expense without business justification involving Travis Williams. The evidence request covers hotel dates and the business itinerary, while the case owner will request justification for non-business weekend accommodation. The retained copy cont... | FINA-2026-86137668 |
Mackenzie Davis | Travel | USD 364.00 | Flagged | Mackenzie Davis received a documented review on 2026-05-22 concerning employee claiming ride-share expense overlapping with company-provided shuttle. The evidence request covers ride-share timing and the company shuttle schedule, while the case owner will check duplicate transport claims against the journey evidence. T... | FINA-2026-92082341 |
End of preview.
Corporate Expense Audits (Synthetic B2B Dataset Preview)
This synthetic workflow dataset simulates Corporate Travel & Expense Auditing Logs for B2B evaluation, internal testing, and prototyping.
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: Enterprise ERP builders training expense approval bots.
- Category: Finance
Schema Definition
Each record contains the following fields:
ticket_id(str): Unique synthetic record identifieremployee_name(str): Pre-assigned Employee Nameexpense_category(str): Meals, Lodging, Entertainment, or Travelclaim_amount(str): Value claimed in local currencypolicy_violation_flag(str): Flagged or Approvedaudit_justification(str): Detailed reasoning for approving or rejecting the expense based on policy
Get the Commercial Version
For additional synthetic workflow records, the matching private repo is HaseebDev/corporate_expense_audits-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 | Corporate Travel & Expense Auditing Logs |
| Category | Finance |
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 | 0.5 |
| Average Words Per Descriptive Field | 94.59 |
| Vocabulary Diversity | 0.759 |
| Repeated Phrase Count | 78 |
| Domain Keyword Coverage | 1.0 |
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: 78 high-frequency non-domain four-word phrase pattern(s) detected.
Support
Add me on Discord: xomohappy for access support, delivery questions, or product questions about this premade commercial dataset.
- Downloads last month
- 34