Q$4)$ If you have data with all columns are non$-$numerical, and you want to do Principal Component Analysis $($PCA$),$ what is the best option:

$\backslash$table$[[$A$.$ Label or One hot Encoding,B$.$ Converting the columns to numeric$],[$C$.$ Dropping the columns,D$.$ A & B$]]$