Office 365 (OneDrive for Business) - Recover Deleted Items OneDrive for Business
It is possible to recover deleted items in the OneDrive for Business application. Following the instructions in this article, you may be able restore accidentally deleted items.
Restore deleted files or folders in OneDrive - this article from Microsoft contains written and video instruction laying out how to restore items after they have been deleted in OneDrive.