This map shows "how far" it is between two locations. Expressed using journey distance and travel time. It's a little hard to read, but physical distance and public transport distance are not the same things. Zoom in to a specific suburb to better see what's going on.
In case you're wondering about the ocean trips, Rottnest is part of Fremantle and the center of that 'suburb' is half way.