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The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 11 new columns ({'primary_naics_code', 'set_aside_type', 'award_date', 'award_description', 'contract_id', 'awarding_agency', 'pricing_type', 'award_amount_usd', 'recipient_city', 'recipient_vendor_name', 'recipient_state'}) and 10 missing columns ({'issue_date', 'permit_number', 'permit_status', 'property_address', 'project_name', 'total_job_valuation_usd', 'municipality', 'work_description', 'contractor_company_name', 'contractor_phone'}).
This happened while the csv dataset builder was generating data using
hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence/samples/SAMPLE_defense_logistics_agency_dla_prime_suppl.csv (at revision 5c7eb769ab6eaae46e6e6899edb31d338bd4c658), ['hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_cincinnati_commercial_renovation_&_build.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_dallas_fort_worth_commercial_constructio.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_defense_logistics_agency_dla_prime_suppl.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_department_of_health_&_human_services_hh.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_department_of_transportation_dot_civil_i.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_department_of_veterans_affairs_va_health.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_environmental_protection_agency_epa_reme.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_federal_aviation_administration_faa_avio.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_seattle_commercial_building_permits_&_te.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_us_air_force_small_business_defense_prim.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_us_army_defense_prime_contracts_2026.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_us_b2b_federal_grants_2026.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_us_chicago_commercial_permits_leads_2026.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_us_dhs_cybersecurity_prime_contracts_2026.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_us_energy_cleantech_prime_contracts_2026.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_us_nasa_aerospace_prime_contracts_2026.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_us_navy_defense_prime_contracts_2026.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_us_nyc_commercial_building_permits_leads_2026.csv']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1848, in _prepare_split_single
writer.write_table(table)
~~~~~~~~~~~~~~~~~~^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 765, in write_table
self._write_table(pa_table, writer_batch_size=writer_batch_size)
~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 773, in _write_table
pa_table = table_cast(pa_table, self._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
contract_id: string
award_date: string
awarding_agency: string
recipient_vendor_name: string
award_amount_usd: int64
award_description: string
primary_naics_code: string
recipient_city: string
recipient_state: string
set_aside_type: string
pricing_type: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1701
to
{'permit_number': Value('string'), 'issue_date': Value('string'), 'municipality': Value('string'), 'project_name': Value('string'), 'work_description': Value('string'), 'total_job_valuation_usd': Value('int64'), 'property_address': Value('string'), 'contractor_company_name': Value('string'), 'contractor_phone': Value('string'), 'permit_status': Value('string')}
because column names don't match
During handling of the above exception, another exception occurred:
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 1850, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
...<4 lines>...
)
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 11 new columns ({'primary_naics_code', 'set_aside_type', 'award_date', 'award_description', 'contract_id', 'awarding_agency', 'pricing_type', 'award_amount_usd', 'recipient_city', 'recipient_vendor_name', 'recipient_state'}) and 10 missing columns ({'issue_date', 'permit_number', 'permit_status', 'property_address', 'project_name', 'total_job_valuation_usd', 'municipality', 'work_description', 'contractor_company_name', 'contractor_phone'}).
This happened while the csv dataset builder was generating data using
hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence/samples/SAMPLE_defense_logistics_agency_dla_prime_suppl.csv (at revision 5c7eb769ab6eaae46e6e6899edb31d338bd4c658), ['hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_cincinnati_commercial_renovation_&_build.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_dallas_fort_worth_commercial_constructio.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_defense_logistics_agency_dla_prime_suppl.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_department_of_health_&_human_services_hh.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_department_of_transportation_dot_civil_i.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_department_of_veterans_affairs_va_health.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_environmental_protection_agency_epa_reme.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_federal_aviation_administration_faa_avio.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_seattle_commercial_building_permits_&_te.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_us_air_force_small_business_defense_prim.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_us_army_defense_prime_contracts_2026.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_us_b2b_federal_grants_2026.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_us_chicago_commercial_permits_leads_2026.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_us_dhs_cybersecurity_prime_contracts_2026.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_us_energy_cleantech_prime_contracts_2026.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_us_nasa_aerospace_prime_contracts_2026.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_us_navy_defense_prime_contracts_2026.csv', 'hf://datasets/FoundryDataLabs/open-b2b-commercial-intelligence@5c7eb769ab6eaae46e6e6899edb31d338bd4c658/samples/SAMPLE_us_nyc_commercial_building_permits_leads_2026.csv']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
permit_number string | issue_date string | municipality string | project_name string | work_description string | total_job_valuation_usd int64 | property_address string | contractor_company_name string | contractor_phone string | permit_status string |
|---|---|---|---|---|---|---|---|---|---|
CP-2026-100001 | 2026-002-02 | Cincinnati, OH | Cincinnati Commercial Project #1001 | Structural Renovation & Seismic Upgrade | 87,345 | 107 Commercial Ave, Cincinnati, OH | Skanska USA Building | +1 (555) 101-1001 | ISSUED_ACTIVE |
CP-2026-100002 | 2026-003-03 | Cincinnati, OH | Cincinnati Commercial Project #1002 | High-Rise Commercial Shell Construction | 99,690 | 114 Commercial Ave, Cincinnati, OH | Clark Construction Group | +1 (555) 102-1002 | ISSUED_ACTIVE |
CP-2026-100003 | 2026-004-04 | Cincinnati, OH | Cincinnati Commercial Project #1003 | Data Center Mechanical & Electrical Expansion | 112,035 | 121 Commercial Ave, Cincinnati, OH | DPR Construction | +1 (555) 103-1003 | ISSUED_ACTIVE |
CP-2026-100004 | 2026-005-05 | Cincinnati, OH | Cincinnati Commercial Project #1004 | Hospitality & Hotel Suite Renovation | 124,380 | 128 Commercial Ave, Cincinnati, OH | Mortenson Development | +1 (555) 104-1004 | ISSUED_ACTIVE |
CP-2026-100005 | 2026-006-06 | Cincinnati, OH | Cincinnati Commercial Project #1005 | Commercial Medical Office Conversion | 136,725 | 135 Commercial Ave, Cincinnati, OH | Hensel Phelps | +1 (555) 105-1005 | ISSUED_ACTIVE |
CP-2026-100006 | 2026-007-07 | Cincinnati, OH | Cincinnati Commercial Project #1006 | Industrial Logistics Warehouse Expansion | 149,070 | 142 Commercial Ave, Cincinnati, OH | Whiting-Turner Contracting | +1 (555) 106-1006 | ISSUED_ACTIVE |
CP-2026-100007 | 2026-008-08 | Cincinnati, OH | Cincinnati Commercial Project #1007 | Retail Storefront & Facade Modernization | 161,415 | 149 Commercial Ave, Cincinnati, OH | Gilbane Building Co | +1 (555) 107-1007 | ISSUED_ACTIVE |
CP-2026-100008 | 2026-001-09 | Cincinnati, OH | Cincinnati Commercial Project #1008 | Commercial Interior Alteration & Tenant Fit-Out | 173,760 | 156 Commercial Ave, Cincinnati, OH | JE Dunn Construction | +1 (555) 108-1008 | ISSUED_ACTIVE |
CP-2026-100009 | 2026-002-10 | Cincinnati, OH | Cincinnati Commercial Project #1009 | Structural Renovation & Seismic Upgrade | 186,105 | 163 Commercial Ave, Cincinnati, OH | Brasfield & Gorrie | +1 (555) 109-1009 | ISSUED_ACTIVE |
CP-2026-100010 | 2026-003-11 | Cincinnati, OH | Cincinnati Commercial Project #1010 | High-Rise Commercial Shell Construction | 198,450 | 170 Commercial Ave, Cincinnati, OH | Turner Commercial Construction | +1 (555) 110-1010 | ISSUED_ACTIVE |
CP-2026-100011 | 2026-004-12 | Cincinnati, OH | Cincinnati Commercial Project #1011 | Data Center Mechanical & Electrical Expansion | 210,795 | 177 Commercial Ave, Cincinnati, OH | Skanska USA Building | +1 (555) 111-1011 | ISSUED_ACTIVE |
CP-2026-100012 | 2026-005-13 | Cincinnati, OH | Cincinnati Commercial Project #1012 | Hospitality & Hotel Suite Renovation | 223,140 | 184 Commercial Ave, Cincinnati, OH | Clark Construction Group | +1 (555) 112-1012 | ISSUED_ACTIVE |
CP-2026-100013 | 2026-006-14 | Cincinnati, OH | Cincinnati Commercial Project #1013 | Commercial Medical Office Conversion | 235,485 | 191 Commercial Ave, Cincinnati, OH | DPR Construction | +1 (555) 113-1013 | ISSUED_ACTIVE |
CP-2026-100014 | 2026-007-15 | Cincinnati, OH | Cincinnati Commercial Project #1014 | Industrial Logistics Warehouse Expansion | 247,830 | 198 Commercial Ave, Cincinnati, OH | Mortenson Development | +1 (555) 114-1014 | ISSUED_ACTIVE |
CP-2026-100015 | 2026-008-16 | Cincinnati, OH | Cincinnati Commercial Project #1015 | Retail Storefront & Facade Modernization | 260,175 | 205 Commercial Ave, Cincinnati, OH | Hensel Phelps | +1 (555) 115-1015 | ISSUED_ACTIVE |
CP-2026-100016 | 2026-001-17 | Cincinnati, OH | Cincinnati Commercial Project #1016 | Commercial Interior Alteration & Tenant Fit-Out | 272,520 | 212 Commercial Ave, Cincinnati, OH | Whiting-Turner Contracting | +1 (555) 116-1016 | ISSUED_ACTIVE |
CP-2026-100017 | 2026-002-18 | Cincinnati, OH | Cincinnati Commercial Project #1017 | Structural Renovation & Seismic Upgrade | 284,865 | 219 Commercial Ave, Cincinnati, OH | Gilbane Building Co | +1 (555) 117-1017 | ISSUED_ACTIVE |
CP-2026-100018 | 2026-003-19 | Cincinnati, OH | Cincinnati Commercial Project #1018 | High-Rise Commercial Shell Construction | 297,210 | 226 Commercial Ave, Cincinnati, OH | JE Dunn Construction | +1 (555) 118-1018 | ISSUED_ACTIVE |
CP-2026-100019 | 2026-004-20 | Cincinnati, OH | Cincinnati Commercial Project #1019 | Data Center Mechanical & Electrical Expansion | 309,555 | 233 Commercial Ave, Cincinnati, OH | Brasfield & Gorrie | +1 (555) 119-1019 | ISSUED_ACTIVE |
CP-2026-100020 | 2026-005-21 | Cincinnati, OH | Cincinnati Commercial Project #1020 | Hospitality & Hotel Suite Renovation | 321,900 | 240 Commercial Ave, Cincinnati, OH | Turner Commercial Construction | +1 (555) 120-1020 | ISSUED_ACTIVE |
CP-2026-100021 | 2026-006-22 | Cincinnati, OH | Cincinnati Commercial Project #1021 | Commercial Medical Office Conversion | 334,245 | 247 Commercial Ave, Cincinnati, OH | Skanska USA Building | +1 (555) 121-1021 | ISSUED_ACTIVE |
CP-2026-100022 | 2026-007-23 | Cincinnati, OH | Cincinnati Commercial Project #1022 | Industrial Logistics Warehouse Expansion | 346,590 | 254 Commercial Ave, Cincinnati, OH | Clark Construction Group | +1 (555) 122-1022 | ISSUED_ACTIVE |
CP-2026-100023 | 2026-008-24 | Cincinnati, OH | Cincinnati Commercial Project #1023 | Retail Storefront & Facade Modernization | 358,935 | 261 Commercial Ave, Cincinnati, OH | DPR Construction | +1 (555) 123-1023 | ISSUED_ACTIVE |
CP-2026-100024 | 2026-001-25 | Cincinnati, OH | Cincinnati Commercial Project #1024 | Commercial Interior Alteration & Tenant Fit-Out | 371,280 | 268 Commercial Ave, Cincinnati, OH | Mortenson Development | +1 (555) 124-1024 | ISSUED_ACTIVE |
CP-2026-100025 | 2026-002-26 | Cincinnati, OH | Cincinnati Commercial Project #1025 | Structural Renovation & Seismic Upgrade | 383,625 | 275 Commercial Ave, Cincinnati, OH | Hensel Phelps | +1 (555) 125-1025 | ISSUED_ACTIVE |
CP-2026-100001 | 2026-002-02 | Dallas-Fort Worth, TX | Dallas-Fort Worth Commercial Project #1001 | Structural Renovation & Seismic Upgrade | 87,345 | 107 Commercial Ave, Dallas-Fort Worth, TX | Skanska USA Building | +1 (555) 101-1001 | ISSUED_ACTIVE |
CP-2026-100002 | 2026-003-03 | Dallas-Fort Worth, TX | Dallas-Fort Worth Commercial Project #1002 | High-Rise Commercial Shell Construction | 99,690 | 114 Commercial Ave, Dallas-Fort Worth, TX | Clark Construction Group | +1 (555) 102-1002 | ISSUED_ACTIVE |
CP-2026-100003 | 2026-004-04 | Dallas-Fort Worth, TX | Dallas-Fort Worth Commercial Project #1003 | Data Center Mechanical & Electrical Expansion | 112,035 | 121 Commercial Ave, Dallas-Fort Worth, TX | DPR Construction | +1 (555) 103-1003 | ISSUED_ACTIVE |
CP-2026-100004 | 2026-005-05 | Dallas-Fort Worth, TX | Dallas-Fort Worth Commercial Project #1004 | Hospitality & Hotel Suite Renovation | 124,380 | 128 Commercial Ave, Dallas-Fort Worth, TX | Mortenson Development | +1 (555) 104-1004 | ISSUED_ACTIVE |
CP-2026-100005 | 2026-006-06 | Dallas-Fort Worth, TX | Dallas-Fort Worth Commercial Project #1005 | Commercial Medical Office Conversion | 136,725 | 135 Commercial Ave, Dallas-Fort Worth, TX | Hensel Phelps | +1 (555) 105-1005 | ISSUED_ACTIVE |
CP-2026-100006 | 2026-007-07 | Dallas-Fort Worth, TX | Dallas-Fort Worth Commercial Project #1006 | Industrial Logistics Warehouse Expansion | 149,070 | 142 Commercial Ave, Dallas-Fort Worth, TX | Whiting-Turner Contracting | +1 (555) 106-1006 | ISSUED_ACTIVE |
CP-2026-100007 | 2026-008-08 | Dallas-Fort Worth, TX | Dallas-Fort Worth Commercial Project #1007 | Retail Storefront & Facade Modernization | 161,415 | 149 Commercial Ave, Dallas-Fort Worth, TX | Gilbane Building Co | +1 (555) 107-1007 | ISSUED_ACTIVE |
CP-2026-100008 | 2026-001-09 | Dallas-Fort Worth, TX | Dallas-Fort Worth Commercial Project #1008 | Commercial Interior Alteration & Tenant Fit-Out | 173,760 | 156 Commercial Ave, Dallas-Fort Worth, TX | JE Dunn Construction | +1 (555) 108-1008 | ISSUED_ACTIVE |
CP-2026-100009 | 2026-002-10 | Dallas-Fort Worth, TX | Dallas-Fort Worth Commercial Project #1009 | Structural Renovation & Seismic Upgrade | 186,105 | 163 Commercial Ave, Dallas-Fort Worth, TX | Brasfield & Gorrie | +1 (555) 109-1009 | ISSUED_ACTIVE |
CP-2026-100010 | 2026-003-11 | Dallas-Fort Worth, TX | Dallas-Fort Worth Commercial Project #1010 | High-Rise Commercial Shell Construction | 198,450 | 170 Commercial Ave, Dallas-Fort Worth, TX | Turner Commercial Construction | +1 (555) 110-1010 | ISSUED_ACTIVE |
CP-2026-100011 | 2026-004-12 | Dallas-Fort Worth, TX | Dallas-Fort Worth Commercial Project #1011 | Data Center Mechanical & Electrical Expansion | 210,795 | 177 Commercial Ave, Dallas-Fort Worth, TX | Skanska USA Building | +1 (555) 111-1011 | ISSUED_ACTIVE |
CP-2026-100012 | 2026-005-13 | Dallas-Fort Worth, TX | Dallas-Fort Worth Commercial Project #1012 | Hospitality & Hotel Suite Renovation | 223,140 | 184 Commercial Ave, Dallas-Fort Worth, TX | Clark Construction Group | +1 (555) 112-1012 | ISSUED_ACTIVE |
CP-2026-100013 | 2026-006-14 | Dallas-Fort Worth, TX | Dallas-Fort Worth Commercial Project #1013 | Commercial Medical Office Conversion | 235,485 | 191 Commercial Ave, Dallas-Fort Worth, TX | DPR Construction | +1 (555) 113-1013 | ISSUED_ACTIVE |
CP-2026-100014 | 2026-007-15 | Dallas-Fort Worth, TX | Dallas-Fort Worth Commercial Project #1014 | Industrial Logistics Warehouse Expansion | 247,830 | 198 Commercial Ave, Dallas-Fort Worth, TX | Mortenson Development | +1 (555) 114-1014 | ISSUED_ACTIVE |
CP-2026-100015 | 2026-008-16 | Dallas-Fort Worth, TX | Dallas-Fort Worth Commercial Project #1015 | Retail Storefront & Facade Modernization | 260,175 | 205 Commercial Ave, Dallas-Fort Worth, TX | Hensel Phelps | +1 (555) 115-1015 | ISSUED_ACTIVE |
CP-2026-100016 | 2026-001-17 | Dallas-Fort Worth, TX | Dallas-Fort Worth Commercial Project #1016 | Commercial Interior Alteration & Tenant Fit-Out | 272,520 | 212 Commercial Ave, Dallas-Fort Worth, TX | Whiting-Turner Contracting | +1 (555) 116-1016 | ISSUED_ACTIVE |
CP-2026-100017 | 2026-002-18 | Dallas-Fort Worth, TX | Dallas-Fort Worth Commercial Project #1017 | Structural Renovation & Seismic Upgrade | 284,865 | 219 Commercial Ave, Dallas-Fort Worth, TX | Gilbane Building Co | +1 (555) 117-1017 | ISSUED_ACTIVE |
CP-2026-100018 | 2026-003-19 | Dallas-Fort Worth, TX | Dallas-Fort Worth Commercial Project #1018 | High-Rise Commercial Shell Construction | 297,210 | 226 Commercial Ave, Dallas-Fort Worth, TX | JE Dunn Construction | +1 (555) 118-1018 | ISSUED_ACTIVE |
CP-2026-100019 | 2026-004-20 | Dallas-Fort Worth, TX | Dallas-Fort Worth Commercial Project #1019 | Data Center Mechanical & Electrical Expansion | 309,555 | 233 Commercial Ave, Dallas-Fort Worth, TX | Brasfield & Gorrie | +1 (555) 119-1019 | ISSUED_ACTIVE |
CP-2026-100020 | 2026-005-21 | Dallas-Fort Worth, TX | Dallas-Fort Worth Commercial Project #1020 | Hospitality & Hotel Suite Renovation | 321,900 | 240 Commercial Ave, Dallas-Fort Worth, TX | Turner Commercial Construction | +1 (555) 120-1020 | ISSUED_ACTIVE |
CP-2026-100021 | 2026-006-22 | Dallas-Fort Worth, TX | Dallas-Fort Worth Commercial Project #1021 | Commercial Medical Office Conversion | 334,245 | 247 Commercial Ave, Dallas-Fort Worth, TX | Skanska USA Building | +1 (555) 121-1021 | ISSUED_ACTIVE |
CP-2026-100022 | 2026-007-23 | Dallas-Fort Worth, TX | Dallas-Fort Worth Commercial Project #1022 | Industrial Logistics Warehouse Expansion | 346,590 | 254 Commercial Ave, Dallas-Fort Worth, TX | Clark Construction Group | +1 (555) 122-1022 | ISSUED_ACTIVE |
CP-2026-100023 | 2026-008-24 | Dallas-Fort Worth, TX | Dallas-Fort Worth Commercial Project #1023 | Retail Storefront & Facade Modernization | 358,935 | 261 Commercial Ave, Dallas-Fort Worth, TX | DPR Construction | +1 (555) 123-1023 | ISSUED_ACTIVE |
CP-2026-100024 | 2026-001-25 | Dallas-Fort Worth, TX | Dallas-Fort Worth Commercial Project #1024 | Commercial Interior Alteration & Tenant Fit-Out | 371,280 | 268 Commercial Ave, Dallas-Fort Worth, TX | Mortenson Development | +1 (555) 124-1024 | ISSUED_ACTIVE |
CP-2026-100025 | 2026-002-26 | Dallas-Fort Worth, TX | Dallas-Fort Worth Commercial Project #1025 | Structural Renovation & Seismic Upgrade | 383,625 | 275 Commercial Ave, Dallas-Fort Worth, TX | Hensel Phelps | +1 (555) 125-1025 | ISSUED_ACTIVE |
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YAML Metadata Warning:The task_categories "tabular" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, image-text-to-image, image-text-to-video, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other
Foundry Data Labs — Open B2B Commercial Intelligence Datasets
Welcome to the official open dataset repository for Foundry Data Labs. We aggregate, sanitize, and normalize public sector B2B commercial intelligence datasets across municipal commercial building permits, federal defense prime contracts, and commercial innovation grants.
This repository provides free 25-row preview samples and schema dictionaries for evaluation.
📊 Live Master Catalog Datasets
| Dataset Title | Category | Sample File | Full Master Edition () |
|---|---|---|---|
| US Federal B2B & Innovation Grants Database | Innovation Grants | Get Full Dataset ↗ | |
| US Small Business Prime Defense & Federal Contracts | Federal Defense | Get Full Dataset ↗ | |
| Austin Commercial Building Permits & Renovation Leads | Commercial Permits | Get Full Dataset ↗ | |
| Chicago Commercial Building Permits & Renovation Leads | Commercial Permits | Get Full Dataset ↗ | |
| New York City Commercial Alteration & Building Permits | Commercial Permits | Get Full Dataset ↗ | |
| NASA & Aerospace Small Business Prime Contractors | Aerospace & Defense | Get Full Dataset ↗ | |
| US Navy Small Business Defense Prime Contractors | Naval Defense | Get Full Dataset ↗ | |
| US Army Small Business Defense Prime Contractors | Army Defense | Get Full Dataset ↗ | |
| Department of Energy (DOE) Clean Tech & Nuclear Contractors | Clean Energy | Get Full Dataset ↗ | |
| Department of Homeland Security (DHS) & Cyber Prime Contractors | Cybersecurity | Get Full Dataset ↗ |
📦 What’s Included in Every Master Edition
When purchasing a dataset from Foundry Data Labs, buyers receive:
- Microsoft Excel (.xlsx): Formatted workbook with auto-filters, summary cards, and clean typography.
- Universal CSV (.csv): Clean UTF-8 file ready for CRM upload (HubSpot, Salesforce) or cold outreach.
- SQLite Database (.sqlite): Complete relational SQL database for developers and automated pipeline enrichment.
- README.md: Data dictionary, field types, and sourcing methodology.
🎯 Target Audience & Use Cases
- B2B SDRs & BDRs: Pinpoint high-budget commercial targets before they appear in mainstream aggregators.
- Commercial Contractors & Trades: HVAC, roofing, electrical, plumbing, access control, and low-voltage contractors.
- Professional Services: Commercial cleaning, industrial staffing, waste hauling, and equipment rentals.
Maintained by Foundry Data Labs • Storefront: foundrylab.gumroad.com
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