A summary is created for every member deleted, and stored in a separate area of the database. You can view the summary of any deleted member through Database->View Deleted Member menu. The first page shows a text box for every field in your member database. You need to specify at least one search time that you would like to search all previously deleted members for.

If only one deleted member matches the search terms you specify, that member's summary will immediately appear. Otherwise, a list of all members matching the search criteria will be displayed, allowing you to select which one to view. The summary itself is basically the same as when you view a member through the Database->View Member menu.

Please note, no other information is available on deleted members except the summary. There is no way to view information such as individual transactions, or the exact downline members.