Yeah, so I'm a, I'm the lead editor so it's a group paper. So, but one of the papers, we looked at I think Nick referred to at the Internet. Measurement conference was the Facebook team, published a paper, and in that they they looked at the performance across their global network, and what they saw was some interesting things in terms of the video delivery. And, and the quality and what they saw was in some of the developing countries in Sub Saharan Africa had some issues. There are some issues in India, and some issues in South America with, you know, they're streaming their video. They didn't see that in the United States, though, I mean, which is consistent with a lot of the data that Nick and I looked at this you know that the network's overall in the US, worked very well, there, there are the corner cases and the exceptions. But, as a whole, it worked. And, but they showed a few different things that were kind of interesting where they talked about, they could observe. They saw a correlation when the data that typically normally for video would come from a content delivery network directly into the network. And when there was a poor video quality what they started to see was that the the traffic would overflow. The direct interconnection and start to come in through the public Internet or the transit. And so there's you know it's kind of indicative of, you know, there was a problem, and that they could see it. And, but it goes to kind of your leading question of, you know, you know, when people ask me, you know the internet worked as designed through all of this, you know, and when you start to see the things where it starts to overflow on to the public transit. That's what it's designed to do and it's kind of a circuit breaker. These days and for how it works. So, so,