There are a few tutorials on how to set X11 up. I use Ubuntu natively: see the screen shot for using an alias I have for Docker. This uses R 4.1.0 via @marutterstat 's PPA using my @Debian package of #RStats and the r-base container that is also our rocker/r-base #RockerProject