 So, Mac, I'm going to turn it over to you and just like if you can start out with just an overview of of what you found out when you put your statistical report together. Yeah. And Marianne, thanks so much for having me on. It's great to be here with you to talk about this. You know, these are the details that matter. This is what kind of helps us see, you know, how do we as a party improve in the future? And, you know, what are the details that matter in winning a primary election?