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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 2 new columns ({'industry_label', 'industry_code'}) and 3 missing columns ({'state', 'name', 'slug'}).
This happened while the csv dataset builder was generating data using
hf://datasets/ProcureTap/us-government-procurement-stats/by-industry.csv (at revision 0fa9fc41adcbaeb17845468dc9c9ff8b8b7335bf), ['hf://datasets/ProcureTap/us-government-procurement-stats@0fa9fc41adcbaeb17845468dc9c9ff8b8b7335bf/agencies.csv', 'hf://datasets/ProcureTap/us-government-procurement-stats@0fa9fc41adcbaeb17845468dc9c9ff8b8b7335bf/by-industry.csv', 'hf://datasets/ProcureTap/us-government-procurement-stats@0fa9fc41adcbaeb17845468dc9c9ff8b8b7335bf/by-state.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 1837, 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 2369, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
industry_code: string
industry_label: string
bid_count: int64
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 647
to
{'name': Value('string'), 'slug': Value('string'), 'state': Value('string'), 'bid_count': Value('int64')}
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 1683, 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 1839, 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 2 new columns ({'industry_label', 'industry_code'}) and 3 missing columns ({'state', 'name', 'slug'}).
This happened while the csv dataset builder was generating data using
hf://datasets/ProcureTap/us-government-procurement-stats/by-industry.csv (at revision 0fa9fc41adcbaeb17845468dc9c9ff8b8b7335bf), ['hf://datasets/ProcureTap/us-government-procurement-stats@0fa9fc41adcbaeb17845468dc9c9ff8b8b7335bf/agencies.csv', 'hf://datasets/ProcureTap/us-government-procurement-stats@0fa9fc41adcbaeb17845468dc9c9ff8b8b7335bf/by-industry.csv', 'hf://datasets/ProcureTap/us-government-procurement-stats@0fa9fc41adcbaeb17845468dc9c9ff8b8b7335bf/by-state.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.
name string | slug string | state string | bid_count int64 |
|---|---|---|---|
BidNet Direct (Aggregator) | bidnet-direct-aggregator | US | 115,820 |
Federal Government (SAM.gov) | federal-government-sam-gov | DC | 16,312 |
EU Tenders Electronic Daily (TED) | eu-tenders-electronic-daily-ted | INTL | 6,894 |
California Cal eProcure | california-cal-eprocure | CA | 2,741 |
United Nations Development Programme (UNDP) | united-nations-development-programme-undp | INTL | 2,635 |
Texas Electronic State Business Daily | texas-electronic-state-business-daily | TX | 1,765 |
North Carolina Electronic Vendor Portal | north-carolina-electronic-vendor-portal | NC | 1,576 |
Georgia Procurement Registry | georgia-procurement-registry | GA | 1,543 |
Massachusetts COMMBUYS | massachusetts-commbuys | MA | 1,498 |
NYC City Record Online | nyc-city-record-online | NY | 1,349 |
Louisiana LaPAC | louisiana-lapac | LA | 1,266 |
Illinois BidBuy | illinois-bidbuy | IL | 1,183 |
City of Los Angeles | city-of-los-angeles | CA | 1,166 |
New York State Contract Reporter | new-york-state-contract-reporter | NY | 1,163 |
Hawaii Awards & Notices Data System (HANDS) | hawaii-awards-and-notices-data-system-hands | HI | 1,080 |
Government of Canada (CanadaBuys) | government-of-canada-canadabuys | INTL | 1,066 |
Mississippi Department of Finance and Administration (MAGIC) | mississippi-department-of-finance-and-administration-magic | MS | 1,049 |
Utah Public Procurement Place (U3P) | utah-public-procurement-place-u3p | UT | 1,044 |
Federal Government (Grants.gov) | federal-government-grants-gov | DC | 1,013 |
Montgomery County MD Contracts | montgomery-county-md-contracts | MD | 1,000 |
Nova Scotia Awarded Tenders | nova-scotia-awarded-tenders | INTL | 999 |
Washington L&I Public Works Intents | washington-l-and-i-public-works-intents | WA | 995 |
City of Chicago Contracts | city-of-chicago-contracts | IL | 987 |
Louisiana Office of State Procurement (LaPAC) | louisiana-office-of-state-procurement-lapac | LA | 816 |
Florida MyFloridaMarketPlace | florida-myfloridamarketplace | FL | 782 |
NY State University Construction Fund | ny-state-university-construction-fund | NY | 698 |
PennBid (Pennsylvania) | pennbid-pennsylvania | PA | 625 |
NY Local Development Corp Procurement | ny-local-development-corp-procurement | NY | 618 |
Montgomery County, MD Proposed Awardees | montgomery-county-md-proposed-awardees | MD | 613 |
Cook County, IL Awarded Contracts | cook-county-il-awarded-contracts | IL | 584 |
Texas TxDOT Bid Items | texas-txdot-bid-items | TX | 573 |
OregonBuys | oregonbuys | OR | 566 |
World Bank Group | world-bank-group | INTL | 539 |
San Francisco Public Utilities Commission | san-francisco-public-utilities-commission | CA | 515 |
Vermont Business Registry | vermont-business-registry | VT | 514 |
Cook County, IL Intent to Award | cook-county-il-intent-to-award | IL | 460 |
Missouri Office of Administration — MissouriBUYS | missouri-office-of-administration-missouribuys | MO | 443 |
City of Richmond, VA | city-of-richmond-va | VA | 416 |
Washington Department of Enterprise Services | washington-department-of-enterprise-services | WA | 407 |
Cook County, IL Bid Tabulations | cook-county-il-bid-tabulations | IL | 342 |
Pennsylvania eMarketplace | pennsylvania-emarketplace | PA | 341 |
Indiana Department of Administration | indiana-department-of-administration | IN | 333 |
Texas Dept of Transportation | texas-dept-of-transportation | TX | 333 |
Iowa Department of Administrative Services | iowa-department-of-administrative-services | IA | 321 |
NY State Authorities | ny-state-authorities | NY | 320 |
Dallas Area Rapid Transit | dallas-area-rapid-transit | TX | 317 |
Wisconsin VendorNet | wisconsin-vendornet | WI | 290 |
Australian Government (AusTender) | australian-government-austender | INTL | 275 |
NY Local Authority Procurement | ny-local-authority-procurement | NY | 245 |
Mississippi Department of Finance and Administration | mississippi-department-of-finance-and-administration | MS | 219 |
Washington DC (PASS) | washington-dc-pass | DC | 205 |
Arizona eProcurement | arizona-eprocurement | AZ | 193 |
Iowa IMPACS | iowa-impacs | IA | 190 |
City of Dallas | city-of-dallas | TX | 179 |
Cook County, IL | cook-county-il | IL | 179 |
Harris County | harris-county | TX | 178 |
City of Baton Rouge | city-of-baton-rouge | LA | 173 |
Broward County | broward-county | FL | 167 |
South Carolina Procurement Services | south-carolina-procurement-services | SC | 167 |
New York City | new-york-city | NY | 157 |
Wyoming General Services Division | wyoming-general-services-division | WY | 153 |
Hillsborough County | hillsborough-county | FL | 148 |
City of Charlotte | city-of-charlotte | NC | 146 |
Texas A&M University | texas-a-and-m-university | TX | 143 |
Nebraska Department of Administrative Services | nebraska-department-of-administrative-services | NE | 141 |
State of Delaware | state-of-delaware | DE | 132 |
Montana eMACS | montana-emacs | MT | 126 |
Washington State WEBS | washington-state-webs | WA | 124 |
City of Detroit | city-of-detroit | MI | 124 |
Port Authority of NY & NJ | port-authority-of-ny-and-nj | NY | 122 |
Chicago Public Schools | chicago-public-schools | IL | 121 |
Washington Dept of Enterprise Services | washington-dept-of-enterprise-services | WA | 114 |
GVIBUY (US Virgin Islands) | gvibuy-us-virgin-islands | VI | 114 |
Oregon ORPIN Contracts | oregon-orpin-contracts | OR | 110 |
Howard County | howard-county | MD | 105 |
Georgia eProcurement | georgia-eprocurement | GA | 100 |
DFW International Airport | dfw-international-airport | TX | 100 |
null | null | null | 5,216 |
null | null | null | 4,536 |
null | null | null | 2,853 |
null | null | null | 2,308 |
null | null | null | 1,996 |
null | null | null | 1,627 |
null | null | null | 819 |
null | null | null | 775 |
null | null | null | 757 |
null | null | null | 598 |
null | null | null | 483 |
null | null | null | 481 |
null | null | null | 478 |
null | null | null | 280 |
null | null | null | 97 |
null | null | null | 87 |
null | null | null | 53 |
null | null | null | 43 |
null | null | null | 8 |
null | null | null | 6 |
null | null | null | 3 |
null | null | null | 2 |
null | null | null | 10,617 |
End of preview.
US Government Procurement — Aggregate Statistics
Real-time aggregated statistics on US federal, state, and local government procurement bids across all 50 states plus federal. Includes bid counts by state and industry, top agencies by bid volume, and aggregate contract value where disclosed.
Source: ProcureTap Transparency Report — refreshed continuously from 290+ federal, state, and local procurement portals.
License: CC-BY-4.0. Free to redistribute with attribution.
Citation:
ProcureTap (2026). 2026 US Government Procurement Transparency Report. https://procuretap.com/reports/2026-transparency
Files
| File | Format | Description |
|---|---|---|
summary.json |
JSON | Full aggregate: total bids, open bids, disclosed contract value, organization counts, per-state and per-industry breakdown, top 100 agencies |
by-state.csv |
CSV | Bid count per US state (state_code, state_name, bid_count) |
by-industry.csv |
CSV | Bid count per industry classification (industry_code, industry_label, bid_count) |
agencies.csv |
CSV | Top 100 government agencies by bid volume (name, slug, state, bid_count) |
Coverage
- Temporal: 2026 (updated continuously)
- Spatial: United States — all 50 states + federal + DC
- Source portals: 290+ (SAM.gov, Grants.gov, USAspending, state portals, Bonfire, PlanetBids, Jaggaer, BidNet Direct, DemandStar, and many more)
Use cases
- Reference for research on US government procurement scale and distribution
- Baseline data for policy analysis of federal/state/local contracting
- Benchmark data for procurement platform benchmarking
- Input for AI systems answering questions about US government spending patterns
Related dataset
For a corpus of actual bid text (titles, descriptions, metadata) suitable for ML training on procurement language, see ProcureTap/us-government-bids-sample — historical closed bids only.
About ProcureTap
ProcureTap is a US government procurement bid aggregation platform. Free tier lets anyone browse and search 200,000+ active government contracts across federal, state, and local agencies. Pro tier ($99/mo) adds instant email alerts, unlimited saved searches, and full document access.
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