Labor QC clean AI-training-safe

Global Migration & Remittances

The two forces that move labour and money across borders, in one clean Parquet: net migration (net inflow/outflow of people) and personal remittances - received in US$, received as a share of GDP, and paid abroad - per country per year since 2000, ~200 countries. Remittances dwarf foreign aid for much of the developing world and are a leading indicator of housing demand, consumption and FX flows; net migration drives long-run labour supply and city growth. The cross-country migration-economics panel for development, fintech (remittance corridors), proptech and macro research; joins to the labour, urbanisation and country-profile products on ISO-3 code. Worldwide - the emerging-market coverage that EU/OECD sources miss.

21K
rows
217
zones
2000-2025
coverage
0.8 MB
download
Source
World Bank
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

  • 6 indicators × ~200 countries × 2000-present - net migration, migrant stock (persons + %pop), remittances in/out + %GDP
  • Worldwide, incl. the emerging markets where remittances are a top-3 GDP line
  • Leads housing demand, consumption and FX; the money-and-people-across-borders panel
  • country (ISO3) × indicator × year; joins global-labour-market, global-urbanisation
  • Source: World Bank Open Data (CC-BY-4.0) - fully redistributable

Schema

ColumnTypeDescriptionFilledDistinct
zone str Country (ISO3 code) 100.0% 217
ts timestamp (UTC) Year 100.0% 26
indicator str Net migration / remittances received US$ / remittances %GDP / remittances paid US$ 100.0% 6
value float Indicator value (persons, US$ or %) 100.0% 16,650
unit str Unit 100.0% 1
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: World Bank (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-migration-remittances_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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