I am trying to back up my purchases and When i go to "File" followed by "Libary" there is no option saying "Back-up"
Back up to disc no longer available since version 10.
Refer here for alternative option:
iTunes: Back up your iTunes library by copying to an external hard drive
Retrieving data ...