National Guard Troops in DC are Costly

We are being told that the National Guard troops will remain in DC through 2021.

I did some digging and apparently it will cost taxpayers nearly $500 million to keep the National Guard troops in DC just through mid-March alone.

Can anyone explain why this is legitimately necessary? What in the world is going on?