In a separate bowl, combine the almonds, flour, bicarbonate of soda, spices, vanilla, zests and chocolate. Add a few heaped tablespoons of the dry mix to the butter mix and fold it in. Add a dash of milk to the butter mix and fold in. Continue alternating between the two, finishing with dry mix. Transfer the batter to the tin and smooth out the top.