As someone who has moved ALOT

I have moved my peonies in bloom a few times. They will be fine
leave dirt on them & remember if they have been there a while they might be deeper than you think. My Sarah Bernhardt likes
to sink LOL I would leave one flower on each
Congrats on the new peonies and congrats to the peonies for finding a "Home"