How far can you go in Physics without Maths?

Yeah, I’ve heard that story before (straight from the horse’s mouth at the beginning of the book), and was under the impression Hawking had said something like “In the end, I found there was one equation it was impossible to avoid, it was too fundamental, blah blah…”, which seemed silly to me, and whose silliness I wanted to call out. However, checking the actual quote now, it doesn’t seem he quite said anything like that, so I guess my memory was just fooling me.