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
Total Emissions vs Corruption · 2023
In 2023, Total GHG Emissions and Corruption Control show no meaningful linear correlation (r = 0.03) across 196 countries.
No consistent global pattern links total emissions to corruption — 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.