To exclude an order from the Sales Report, you'll need to view its Order Details and set its Reporting Status to be excluded.

 

You may choose to include or exclude an order from the financial reports and stats by clicking Included/Excluded switch. This is extremely useful if you are placing test orders or need to cancel an order that a client placed but decided they did not want.