Trying to replace a space with %20

Hi, I'm trying to use replace within a link so that any spaces are replaced with %20, like so...

replace=" |%20"

So...

https://mywebsite.com/link to page

becomes

https://mywebsite.com/link%20to%20page

but unfortunately it's not working and the spaces are being outputted.

Many thanks

Glen