You may have events you may not want to display in the Public Calendar view. You may hide these event by selecting Hide it in the Privacy drop down box.
|Hide this event in the Public Calendar?
Note that this only affects the Public Calendar (which you may or may not have enabled). This setting doesn't affect what you or any Guest accounts see when you or they are logged in.