dashboard and page filter

I have a page level filter calls department.  I can filter my report by department.  So when I filter by department A, I can see that the report only shows department A.  But when I pin the report to dashboard, it seems like the filter effect is gone, all department data are shown.  How can I create a dashboard that shows only the page level filter value?