zoning and turning that in to a number so that we can create a matrix and from there we can use our matrix as input to an XG boost model so let's train our model really quick and if we look at the mean average error which is what this competition is going to be graded on I can see that it looks like it's actually still going down as we continue to do lots of boosting rounds so this is an X G boost model and the number of rounds you train it for will affect how much complexity in the data you can model and let's make sure that we're not