although although what's interesting is that I like this plot better is that if you don't do minimal Euclidean norm but you just go use read regression so you allow yourself a tunable parameter now that dip goes away no it just gets better oh so I don't know all right so this is not minimum nor mystique this is regression and then that bump goes away yeah you've picked the best Ridge you pick the best Ridge it's not a constable I picked the best one for each and you're gonna see why in a second this is the best one for each it's the only done