About the oranges in Greek Orange and Honey Cake

Greek orange and honey cake
Hi ,
I'm attempting to make the above cake but am confused about making the orange puree.
Do I just chop up the whole orange and use it minus the pips or do I take the peel off?

Kind regards Nicola