Is there a way to play the entire dialog? I can only get it to play individual words. Are the dialogs designed to be for reading practice only? Or is there a way to listen to them for listening practice.

I think the dialogs are not done yet. There are a few where you can play the audio, but the text is incomplete. Some time ago the audio was available but not the transcriptions.