You should wait and move them in the fall when they will have a better chance of recovering from the move. Since Peonies resent root disturbance, they may not bloom for a few years. It's also important not to plant the crown more than an inch or so below the soil surface. Planting the crown too deep will cause them not to bloom. Since they are old plants, you may want to divide them so you'll have more plants.

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