Place chicken, parsnip, turnip, carrots, celery, leek, onion, parsley and dill in an 8 litre stockpot; cover with water and bring to a boil. Reduce heat; cover, and simmer for 2 hours.
Remove whole chicken from soup, remove meat from bone, and set meat aside. Discard chicken bones, parsley and dill.