The shiny app allows you to view the distribution of the values the individual factors (like teaching satisfaction, graduate prospects, etc) that make up the aggregate scores. These can e grouped either subject or by insitution.
The app is online here: https://lawsofthought.shinyapps.io/guardian-league-table-2018/
The data used in this demo was provided by the Guardian and was downloaded from
here.
A copy of this .xls sheet is available here.
The .xls sheet was transformed into a tidy data frame and this is available here. This code for this data tidying can be found this RMarkdown document.
Mark Andrews. Twitter: @xmjandrews