Preheat your oven to 150°C (300°F).
Grease and line a 20cm (8 inch) round cake tin.
In a large mixing bowl, cream together the butter and sugar until light and fluffy.
Gradually add the beaten eggs, mixing well after each addition.
Sift in the flour and mixed spice, then fold into the mixture.
Stir in the ground almonds, mixed dried fruit, orange zest, lemon zest, and brandy.
Spoon the mixture into the prepared cake tin and smooth the surface.
Bake in the preheated oven for 2 hours, or until a skewer inserted into the center comes out clean.
Allow the cake to cool in the tin before turning out onto a wire rack.