I've changed my phone around 2 months ago, and noticed that all events of my last year and all the years before it got deleted. They were all on my old calendar. When I checked my old phone, all of yhem were there, so I backed up the calendar. After that when trying to install the latest backup, all the events got deleted from the old one as well. I checked the recycle bin, nothing is there.
