Karen, they will store better if you leave them on the plant until the necks are shrivelled. In autumn this can be difficult but in summer as now, it helps ripening and the last bit of sweetness to enter fruits.
Keep them warm and dry until eating.
Perhaps in your climate, hotter than Britain, it may be worth growing Crown Prince and Butternut to use the whole season.
