Select the 'Reports' tab from the left hand side menu and then click 'My Reports' from the dropdown menu.

Then click the 'Deleted Reports' Button on the grey shaded 'Reports' banner.

Select the 'Recover Report' icon on the far right hand side of the property you wish to recover - this will show you who deleted the report, and when. The report can then be recovered.