Finance QC clean AI-training-safe

US Federal Contract Awards

Clean monthly time series of US federal contract award obligations (USD) per awarding agency (top ~20), 2008-present, from USAspending.gov - re-bucketed into calendar months and aligned per agency. A ready-to-model macro / govtech / defense-spend indicator.

4K
rows
20
zones
2008-2026
coverage
0.8 MB
download
Source
USAspending
Licence
Redistributable open data
Updates
Monthly
Data through
2026-07-01
Quality
QC clean · 0 failures
Format
Apache Parquet + dictionary

Safe to train on

Built only from a named, redistributable official source under a documented open licence - not scraped web data. No copyright grey zone, no personal data. Ships machine-readable Croissant metadata (ML Commons - loads in Hugging Face / Kaggle / Google), an AI training-licence manifest documenting source, licence and provenance for your model's data governance, and a machine-readable data dictionary (drop it into an agent / RAG prompt so the model knows every column) - all inspectable before you buy.

What's included

  • Monthly federal contract obligations (USD) per awarding agency, top ~20
  • Calendar-month buckets; contract award types A/B/C/D (excludes grants/loans)
  • Source: USAspending.gov (public domain)

Schema

ColumnTypeDescriptionFilledDistinct
zone str Awarding federal agency 100.0% 20
ts timestamp (UTC) Month 100.0% 223
obligations_usd float Contract obligations that month, USD 100.0% 4,460
unit str Unit 100.0% 1
res_min int Native resolution (monthly) 100.0% 1

Sample & preview

Every purchase ships as Apache Parquet with a data dictionary and the full QC report. A free sample (first rows + schema) is downloadable here - confirm fit before you buy. Source: USAspending (redistributable open data; attribution passes through - see our Licence).

Don't trust screenshots - drop the sample into your notebook right now.

import pandas as pd
df = pd.read_parquet("us-federal-contract-awards_sample.parquet")
df.info()   # typed columns, gap-aware, ready to join
⬇ Download free Parquet sample or CSV for Excel
Coverage: 20 zones

Agency for International Development · Department of Agriculture · Department of Commerce · Department of Defense · Department of Education · Department of Energy · Department of Health and Human Services · Department of Homeland Security · Department of Housing and Urban Development · Department of Justice · Department of Labor · Department of State · Department of Transportation · Department of Veterans Affairs · Department of the Interior · Department of the Treasury · Environmental Protection Agency · General Services Administration · National Aeronautics and Space Administration · Social Security Administration