What are the MUST-DO day trips from London?

I am researching and planning a trip to London as first timer and currently looking into places to do a day trip to.. to escape the massive city of London and see other shades of the bigger area around. What looks quite interesting to me so far would be visiting Bath, Windsor Castle and Oxford.

What would be your recommendations? What are the absolute must-do day trips from London? And why?