Economy QC clean AI-training-safe

European Income Inequality & Poverty (SILC)

The canonical EU living-standards series in one clean Parquet: the Gini coefficient of disposable income, the at-risk-of-poverty rate (after transfers), the headline at-risk-of-poverty-or-social-exclusion (AROPE) rate and severe material & social deprivation - for every European country, one row per country × indicator × year. The numbers behind every EU inequality, ESG-social and policy report; joins to macro, labour and fiscal on country code. Aggregate indicators only - no household microdata, no PII. Licence-clean and AI-training-safe.

2K
rows
37
zones
2003-2025
coverage
0.1 MB
download
Source
Eurostat
Licence
Redistributable open data
Updates
Annual
Data through
2025-01-01
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

  • Gini coefficient, at-risk-of-poverty rate, AROPE, severe deprivation - per country
  • Every European country, annual (EU-SILC aggregates - no microdata, no PII)
  • The canonical EU inequality/living-standards panel for ESG-S, policy and macro
  • One row per country × indicator × year; joins to macro, labour, fiscal on country code
  • Source: Eurostat EU-SILC (CC-BY-4.0, Decision 2011/833/EU) - EU/EFTA + candidate geos

Schema

ColumnTypeDescriptionFilledDistinct
zone str Geo / country code (DE, FR, IT, …) 100.0% 37
ts timestamp (UTC) Year 100.0% 23
indicator str Gini / at-risk-of-poverty / AROPE / severe deprivation 100.0% 4
value float Value (Gini 0-100 or %) 100.0% 714
unit str Unit 100.0% 3
res_min int Native resolution (annual) 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: Eurostat (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("european-income-inequality_sample.parquet")
df.info()   # typed columns, gap-aware, ready to join
⬇ Download free Parquet sample or CSV for Excel
Coverage: 37 zones

AL · AT · BE · BG · CH · CY · CZ · DE · DK · EE · EL · ES · FI · FR · HR · HU · IE · IS · IT · LT · LU · LV · ME · MK · MT · NL · NO · PL · PT · RO · RS · SE · SI · SK · TR · UK · XK

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