Lumistats

Correlation Explorer

Pick two indicators to see how countries and regions compare — bubble size = population · click any dot for details

2019
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Source: World Bank Open Data

Tourism vs Total Emissions · 2019

In 2019, Tourism Arrivals and Total GHG Emissions show a moderate positive correlation (r = 0.56) across 170 countries.

Countries with higher tourism generally record higher total emissions, though notable exceptions exist across regions and income groups.

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.