Throw in the kitchen sink?

I keep trying to find ways to remove features. Not sure I have a final recommendation on the best way to do that. Here is what I was working on over the weekend.: Feature Selection for a linear model with a Genetic Algorithm vs Ridge Regression - #4 by Jrinne