Thanks for posting the photos, I don't know why I had this image of perfect square sheet in my mind. Of course it doesn't work like that and they are more like shreds. Very cool to be able to see them.
That side on view is wild and I didn’t know that the resolutions of electron microscopes had gotten that good where you can make out individual atoms. Insane.
Scanning electronic microscopes can see and/or manipulate individual atoms. So, the answer to your question is simple: they took a look from the side and confirmed that it's 1 atom thick.