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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

Air Pollution vs Electricity Access · 2023

In 2023, Air Pollution (PM2.5) and Access to Electricity show a weak negative correlation (r = -0.26) across 199 countries.

A slight tendency links higher air pollution to lower electricity access, but the relationship is inconsistent and varies widely by region.

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.