Agriculture QC clean AI-training-safe

EU CAP Subsidy Flows

Common Agricultural Policy expenditure, cleaned to analysis-ready Parquet: EUR paid per EU member state x CAP instrument (direct payments, market measures, rural development) x year, 2003-2022. Fully aggregated (member-state level, no beneficiary individuals) - the GDPR-safe view of where CAP money goes. Source: DG AGRI 'Financing the CAP' indicators.

6K
rows
28
zones
2003-2022
coverage
1.0 MB
download
Source
CAPFLOWS
Licence
Redistributable open data
Updates
Annual
Data through
2022-01-01
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

  • 27 EU member states + EU total, 2003-2022 annual
  • 37 CAP measures: direct payments (BPS/SAPS, greening, young farmers, coupled), market measures (by sector), rural-development priorities
  • All values normalised to absolute EUR
  • Aggregate only - no person-level beneficiary data (GDPR-safe)
  • Official DG AGRI source, reuse-cleared under Commission Decision 2011/833/EU

Schema

ColumnTypeDescriptionFilledDistinct
zone str EU member-state code (AT..SK) or 'EU' union total 100.0% 28
ts timestamp (UTC) First day of the CAP financial year 100.0% 20
measure str CAP instrument / sub-indicator 100.0% 37
expenditure_eur float CAP expenditure in EUR 100.0% 6,172

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: CAPFLOWS (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("eu-cap-subsidy-flows_sample.parquet")
df.info()   # typed columns, gap-aware, ready to join
⬇ Download free Parquet sample or CSV for Excel
Coverage: 28 zones

AT · BE · BG · CY · CZ · DE · DK · EE · EL · ES · EU · FI · FR · HR · HU · IE · IT · LT · LU · LV · MT · NL · PL · PT · RO · SE · SI · SK

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