The Occam's Razor in Data Analysis

I want to explore an idea that's maybe familiar to us, but just to explore it for the audience. There is there is a clever technique in data analysis where you sort of you can find out what is the the the the functionality of the manifold of a data set automatically. And so we do that with this data set and it gives us the number four gives a 4.2, actually. But which means that this double pendulum maybe had a little bit more than four degrees of freedom,. Maybe it was vibrating, maybe it was the pixelation of the camera. It's some some more to it, but you can actually get a very clean number.