Housing QC clean AI-training-safe

European Building Permits

The leading indicator of housing supply, in one clean Parquet: building permits lead completions by one to two years, so they tell you where the pipeline is filling or drying up long before the house-price and construction-output data move. Eurostat's permit index (sts_cobp_q, 2021=100, seasonally & calendar adjusted) for residential dwellings, residential floor area and non-residential floor area - quarterly, per country. The supply side our house-price, rent and affordability products imply but don't measure; developers, housing economists and REIT analysts read it to forecast the next turn in construction and prices.

6K
rows
34
zones
2005-2026
coverage
0.1 MB
download
Source
Eurostat
Licence
Redistributable open data
Updates
Quarterly
Data through
2026-04-01
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

  • 3 series - residential dwellings + residential floor area + non-residential floor area
  • Quarterly, seasonally & calendar adjusted, per European country; the housing-SUPPLY pipeline
  • Permits lead completions ~1-2yr → the earliest read on the next construction/price turn
  • country × quarter × series; joins european-construction-output, european-house-prices
  • Source: Eurostat (CC-BY-4.0, Decision 2011/833/EU)

Schema

ColumnTypeDescriptionFilledDistinct
zone str Geo / country code (DE, FR, PL, …) 100.0% 34
ts timestamp (UTC) Quarter 100.0% 86
indicator str Residential dwellings / residential floor area / non-residential floor area 100.0% 3
value float Permit index (2021=100) 100.0% 1,612
unit str Unit 100.0% 1
res_min int Native resolution (quarterly) 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-building-permits_sample.parquet")
df.info()   # typed columns, gap-aware, ready to join
⬇ Download free Parquet sample or CSV for Excel
Coverage: 34 zones

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

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