Hi @bender38! Thanks for sharing your project with the Community I hope my feedback will still be valuable to you. Great that you’ve read that topic and addressed the problem of biased rankings. Your cross-plots look good and actually give a better overview of the differences between two groups.
Some suggestions from my side:
Make your section naming consistent, or in other words use correctly leveled sections, for example, the title is #, then major sections ##, and subsections of each section ###. Now, you have inconsistent leveling and it’s hard to follow
Don’t forget to label all of your plots (for example, the plots  miss x labels. It’s also better to rotate “Male” and “Female” horizontally so that they are easier to read
Remove the commented code as it only distracts the readers
To be honest, I don’t know what plots  to  are for. They are very difficult to comprehend
Plots , , ,  are difficult to read. The legends overlap with the plots, there are too many colors, the bars are too narrow, labels are vertical, and the plots are too small… You can read this article to make your plots more attractive with some easy techniques. If you want to learn more about data visualization, the book “Storytelling with Data” by Cole Knaflic is a very good start
Write the conclusions where you wrap up your findings