Housing QC clean AI-training-safe

Global House Prices (OECD)

House-price cycles for the whole OECD - the United States, Japan, the UK and every member, not just Europe - in one clean Parquet. The OECD Analytical House Price database: nominal and real house-price indices plus the price-to-income and price-to-rent ratios (the standard over/undervaluation gauges), quarterly, one row per country × measure × quarter. The cross-country comparable series behind every housing-bubble and affordability call; the global complement to our European house-price product.

20K
rows
47
zones
1990-2026
coverage
0.3 MB
download
Source
OECD
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

  • OECD-wide house prices - US, Japan, UK, Korea and all members (not just Europe)
  • 4 measures - nominal HPI, real HPI, price-to-income, price-to-rent (valuation gauges)
  • Quarterly, cross-country comparable methodology; the affordability/bubble toolkit
  • One row per country × measure × quarter; the global partner to European house-prices
  • Source: OECD (CC-BY-4.0) - OECD Data Explorer / SDMX

Schema

ColumnTypeDescriptionFilledDistinct
zone str ISO-3 country code (USA, GBR, JPN, …) 100.0% 47
ts timestamp (UTC) First month of quarter 100.0% 146
series str Nominal HPI / Real HPI / Price-to-income / Price-to-rent 100.0% 4
value float Index 100.0% 9,815
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: OECD (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("global-house-prices-oecd_sample.parquet")
df.info()   # typed columns, gap-aware, ready to join
⬇ Download free Parquet sample or CSV for Excel
Coverage: 47 zones

AUS · AUT · BEL · BGR · BRA · CAN · CHE · CHL · CHN · COL · CZE · DEU · DNK · ESP · EST · FIN · FRA · GBR · GRC · HRV · HUN · IDN · IND · IRL · ISL · ISR · ITA · JPN · KOR · LTU · LUX · LVA · MEX · NLD · NOR · NZL · POL · PRT · ROU · RUS · SAU · SVK · SVN · SWE · TUR · USA · ZAF

Related datasets

Housing

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.

Eurostat· 6K rows· 34 zones· 2005-2026 (quarterly)
19 View
Housing

European Construction Output

The building cycle in one clean Parquet: Eurostat's monthly construction production index (2021=100, seasonally adjusted) for every European country - total construction and the building vs civil-engineering split - one row per country × series × month since 2000. A leading read on housing supply, infrastructure spend and the construction economy; joins to house prices, macro and rates on country code.

Eurostat· 18K rows· 34 zones· 2000-2026 (monthly)
19 View
Housing

European Construction Costs & Prices

The COST and PRICE side of European construction - the missing half of our construction-output (volume) product. Eurostat's construction cost index for new residential buildings (input costs: materials + labour) and the construction producer-price index (output prices), plus the annual inflation rate of each - quarterly, per country, one clean Parquet. Read alongside construction-output it separates a real building boom from pure cost inflation; developers use the cost-vs-price gap to model margin compression, and macro desks track it as a sticky component of core inflation. Captures the brutal 2021-23 materials-and-labour cost surge in full.

Eurostat· 10K rows· 37 zones· 2005-2026 (quarterly)
19 View