How do I prevent my Facebook and Instagram acccount from appearing in "people you may know" recommendations?

Facebook tends to "recommend" your account based on IP and collected data. How do I keep it hidden from people that are geographically related to me? I want to create a pseudo-anonymous account that isn’t linked to my real identity in any way.