"...you are actually log-transforming the values, and not using the log scale. In log scale, the values are spaced according to the logarithm, however they are still the original values. Read on the different approaches here: https://people.umass.edu/whopper/posts/log_scales_ggplot/
Your solution loses interpretability."
According to this comment from indykpol: