Economy QC clean AI-training-safe

Global Country Profile

Every country on Earth, every year, ~75 indicators, one file. The worldwide flagship: World Bank development indicators (GDP, growth, trade, debt, health, education, energy, environment, demographics) and climate indicators, joined with OECD harmonised inflation, house prices and unemployment - aligned on ISO-3 country × year since 2000, ~200 countries. One coherent, licence-clean panel that replaces a dozen separate downloads - the single cross-country sheet a global-macro analyst or a forecasting model actually wants. 100% redistributable official data (World Bank CC-BY + OECD CC-BY), safe to redistribute and to train on.

524K
rows
217
zones
1990-2026
coverage
8.1 MB
download
Source
derived
Licence
Redistributable open data
Updates
Annual
Data through
2026-01-01
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

  • ~75 indicators per country × year - growth, trade, debt, health, education, energy, climate, inflation, housing, labour
  • Every country worldwide (~200), annual, 2000-present - not just Europe or the OECD
  • One coherent panel (long format: country × year × variable) - join-ready on ISO-3
  • The comprehensive 'country sheet' for global-macro, EM, ESG and sovereign analysis
  • Licence-clean & AI-training-safe - 100% redistributable official data (World Bank + OECD, CC-BY)
  • Sources: World Bank Open Data + OECD (both CC-BY-4.0)

Schema

ColumnTypeDescriptionFilledDistinct
zone str ISO-3 country code (USA, DEU, CHN, IND, …) 100.0% 217
ts timestamp (UTC) Year 100.0% 37
variable str Domain · indicator, e.g. 'Prices · CPI headline inflation (annual %)' 100.0% 133
value float Annual value (rates/indices = mean; already-annual WB values as-is) 100.0% 186,415
unit str mixed - see the variable name 100.0% 36
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: derived (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-country-profile_sample.parquet")
df.info()   # typed columns, gap-aware, ready to join
⬇ Download free Parquet sample or CSV for Excel
Coverage: 217 zones

ABW · AFG · AGO · ALB · AND · ARE · ARG · ARM · ASM · ATG · AUS · AUT · AZE · BDI · BEL · BEN · BFA · BGD · BGR · BHR · BHS · BIH · BLR · BLZ · BMU · BOL · BRA · BRB · BRN · BTN · BWA · CAF · CAN · CHE · CHI · CHL · CHN · CIV · CMR · COD · COG · COL · COM · CPV · CRI · CUB · CUW · CYM · CYP · CZE · DEU · DJI · DMA · DNK · DOM · DZA · ECU · EGY · ERI · ESP · EST · ETH · FIN · FJI · FRA · FRO · FSM · GAB · GBR · GEO · GHA · GIB · GIN · GMB · GNB · GNQ · GRC · GRD · GRL · GTM · GUM · GUY · HKG · HND · HRV · HTI · HUN · IDN · IMN · IND · IRL · IRN · IRQ · ISL · ISR · ITA · JAM · JOR · JPN · KAZ · KEN · KGZ · KHM · KIR · KNA · KOR · KWT · LAO · LBN · LBR · LBY · LCA · LIE · LKA · LSO · LTU · LUX · LVA · MAC · MAF · MAR · MCO · MDA · MDG · MDV · MEX · MHL · MKD · MLI · MLT · MMR · MNE · MNG · MNP · MOZ · MRT · MUS · MWI · MYS · NAM · NCL · NER · NGA · NIC · NLD · NOR · NPL · NRU · NZL · OMN · PAK · PAN · PER · PHL · PLW · PNG · POL · PRI · PRK · PRT · PRY · PSE · PYF · QAT · ROU · RUS · RWA · SAU · SDN · SEN · SGP · SLB · SLE · SLV · SMR · SOM · SRB · SSD · STP · SUR · SVK · SVN · SWE · SWZ · SXM · SYC · SYR · TCA · TCD · TGO · THA · TJK · TKM · TLS · TON · TTO · TUN · TUR · TUV · TZA · UGA · UKR · URY · USA · UZB · VCT · VEN · VGB · VIR · VNM · VUT · WSM · XKX · YEM · ZAF · ZMB · ZWE

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