Corruption and the poor. How to deal with it? (Medieval 2: Total War)

At me here what problem. I play for Sicily and I in one move, the cost of corruption amounts to 10 thousand. What can I do, that corruption is reduced and how to make the corruption work for you.
Oh and one more eternal problem. In large cities the population is impoverished quickly. Why? How to make the poor were less?