I don't know why it took me so long to figure this out.
Yasin has suddenly decided to use the potty again instead of the loo
Anyway yesterday I had a lightbulb moment and it suddenly occured to me that if I put half a centimetre of water in the bottom of the potty the poo doesn't stick which makes cleaning it after number 2's a much simpler and less sickening experience.