By default, the front-end audience selector will show audiences used by events in the current group/view.
You can override this to show specific audiences on a per-group basis by adding this to your public.config.php file.
$_LW->CONFIG['CALENDAR_GROUP_CATEGORIES_AUDIENCE']=[ // custom audience types to display on group calendar(s)
// Group ID => Array of audiences
1 => ['Audience 1', 'Audience 2']
];