I IDed events using 850 > 50 knots, and then used the 925 wind to do the multiple regression. Because honestly we're never getting the 850 wind to the surface.
Oddly the 925 wind correlated better at PWM than the 500 mb did. I figured the closer to the ground you get the better, but not necessarily the case.
I also really need a level that models produce data for, because otherwise the regress is no good. I need something I can use to produce a forecast.