Correlation Explorer
Pick two indicators to see how countries and regions compare — bubble size = population · click any dot for details
2022
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Source: World Bank Open Data
Emissions per Capita vs Trade · 2022
In 2022, GHG Emissions per Capita and Trade Openness show no meaningful linear correlation (r = 0.13) across 177 countries.
No consistent global pattern links emissions per capita to trade — 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.