Correlation Explorer
Pick two indicators to see how countries and regions compare — bubble size = population · click any dot for details
2023
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Source: World Bank Open Data
GDP per Capita vs Total Emissions · 2023
In 2023, GDP per Capita and Total GHG Emissions show no meaningful linear correlation (r = 0.04) across 192 countries.
No consistent global pattern links gdp per capita to total emissions — the relationship varies widely across regions and income levels.
Use the interactive bubble chart to explore individual countries and regions, or adjust the year slider to see how this relationship has evolved over time. Bubble size represents population.