 Thank you, Stacy. And I hope everyone can hear me loud and clear. My name is Diana Oshira, and I am from Nairobi, Kenya. As Stacy has mentioned, I submitted a data story that was titled Rapid Mapping of Areas Marked for Eviction. And it was really an initiative that sought to bring about special technology as well as land advocacy. And I'll begin by just sharing a bit and I'll start by saying or by explaining why it's called rapid mapping. And it's because it was a very urgent reaction to land reposition plan that would have rendered about six informal settlements demolished. And more than that, it was that this land reposition plan came about at a time where Kenya had just gotten its first lockdown order. The government had just issued the curfew. We had our lockdown order. It was just the first time the country was experiencing COVID-19 pandemic. So at that moment was when we had our first eviction of an informal settlement in Nairobi. And this eviction resulted in about 80,000 people being left homeless. And worse than that was that that eviction was the start to a further eviction plan of six other areas because the idea of the government was that they wanted to repossess the land that was demarcated for infrastructural services, which over time had been occupied by quite big informal settlements. So once the plan for repossession was announced, it was really quite a very, a very sad moment because everyone was thinking, how do we get to all these informal settlements? How do we start, you know, coming together and trying to say that you can't evict this many people, you can't evict these settlements at this very critical time. So what we did is that we partnered with Cadastra Foundation and using the S3-powered platforms who were able to do this rapid mapping process. And we were able to, using local knowledge as well, were able to identify the six areas, the six informal settlements that were targeted through this identification and through aerial imagery, we were able to sort of create buffers trying to see in case this settlement is demolished, what will be the impacts. And using this kind of visualization techniques, it was very powerful or very impactful, the kind of conversation it evoked because people could see that, for example, in informal settlement A, if we do a buffer of 500 meters, if 500 meters around the settlement is affected, then these are the numbers of people that would end up being homeless. If 1000 meters, so it was a really kind of visually engaging process, if I may say so. It helped us develop a very effective land advocacy strategy because with this kind of information, with this kind of, if people can actually see through the maps and through the photography and just see then this is what it would mean if this settlement is evicted. And then it would mean that there will be such gross violation of human rights, it will be such gross violation of property, children will be left homeless and remember it was a time of COVID, the COVID pandemic so it was a time also we were not very sure how to handle this pandemic how to go about it so it was a very vulnerable time. And using this data story and our visualization process, that's what about special technology and qualitative and quantitative data, we were able to actually have a very effective land advocacy plan. And through this information, we're able to engage key stakeholders in the civil society, we're also able to engage actual community members who were able to see, you know, when you say that, oh, a settlement will be evicted and thousands of people will lose their homes. It does not really register in your mind, but when you actually see that in this aerial imagery, this are the number of households, the number of structures that will be affected, then it begins to create some sort of agency and that's what the data story did in our case. So we were able to come together as civil society were able to come together as communities and through that we were able to start making or start conversing with the government agencies. And it was this kind of process of this kind of initiatives was initiative was very impactful to the point where the follower preposition plan was halted at that time. So, we only had the first informal settlement that was karaoke that was affected before we came in. So then through this advocacy strategy, then we have, then we had the the the eviction reposition plan. That was halted at that point. And of course, because I also don't want to say so much at this point but really just to emphasize the kind of potential, the kind of implication, you know the kind of rich. The data stories has particularly when it comes to land advocacy, it was really good, it was really powerful seeing this kind of of processes coming and also change our approaches because it also meant that our approaches changed in a way we were able to really embrace how to bring on board these kinds of of data in in in advocacy processes. So I think they see I can, I can leave it at that and then I'll engage later on.