I find matplotlib to be clunky and verbose compared to ggplot. When using python, I will often use https://plotnine.org/ https://plotnine.org/ because it gives

I find matplotlib to be clunky and verbose compared to ggplot. When using python, I will often use https://plotnine.org/ https://plotnine.org/ because it gives me a nice ggplot like API.