Peony division is recommended in September. Dig the roots and divdie so each division has at least 3 eyes (next years stems). Plant eyes no more than 2 inches deep. They can be planted into containers for later planting. Containers should be kept where they will receive cool temperatures (35-40 degrees F) over the winter.