Logarithmic scales are essential when visualizing data spanning several orders of magnitude. Unlike linear scales, logarithmic scales represent data proportionally to the logarithm of a value. This allows for a clearer representation of large data ranges and highlights subtle changes at smaller scales. Matplotlib, a powerful Python plotting library, offers…