Why do items in the recycle bin show up in reports?

It appears that items in the Recycle Bin show up in Reports. How can I prevent this from happening? Currently, I must empty the recycle bin in order to exclude deleted items, but there must be a better way to exclude deleted items from reports.

Any advice?

Thanks