The first rule of social distancing is to avoid large gatherings. This is a good example of what not to do.
Cats are experts at social distancing. Next time you see a cat, say "Here kitty kitty kitty". Chances are, it will stare at you for a moment and then haughtily walk away.
Perhaps you can find a large lawn or an abandoned park or golf course.
If you have access to the roof, chances are no one will bother you there.
Climbing up a tree will easily keep you six feet from anyone on the ground.
Telephone poles provide maximum separation and excellent views.
As an extreme measure, you might build a fortress and put up a fence.
Of course you will need to venture out for groceries. Stock up to meet your needs, but please, no hoarding.
When you go out to get groceries and stop at the pharmacy or the bank, you'll want to take inventory, make a comprehensive shopping list, and plan your route to minimize driving. In other words, before you leave, have all your ducks in a row....