This is a podcast sponsored by Red Hat. We're gonna load up the New York City Taxi cab tipping data once again, and you're gonna like see that. There's really a lot of cool possibilities for things that are both pretty approachable You know not tons of code But the results are cool and it's sort of inspiring in the sense that we talked about with space at the opening now before we get into this. All right Let's make our way over towards the YouTube side of things So I ran across you over on Mastodon and what an interesting time it is that like there's a new social network And people are kind of like finding a new way to do this thing we've