placement of Supplemental Figures when rendering to PDF

I will try my best to create a reproducible example. I also encountered some other problems during rendering my qmd -- pretty long document -- file to PDF. This could be pretty challenging since I have never created reproducible examples and never opened an issue on a github repo.