A logarithmic axis compresses a huge range onto a readable scale, so values spanning several orders of magnitude - from tens to millions - all stay visible on one chart.
When your values span orders of magnitude and a linear axis would squash the small ones into the baseline - population, revenue across very different sizes, or scientific data.
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