How to clear unavailable video from the playlist?

If there is a video marked as  in the playlist, the video may be deleted or moved on the local disk. You can click the icon to delete it from the playlist.

If there are many videos like this, you can right click and choose Collate Files… from the shortcut menu.

On the pop up window, click Collate button, all the unavailable videos will be deleted.