$11.(20$ points$)$ Use the data in the Excel file to predict the numeric outcome for $5$ test set observations using a training data set of $25$ observations. There are five input attributes, all of which can be considered nominal. Use k$-$NN classification with the standard "matching" distance metric for nominal inputs and exponential kernel regression with bandwidths of $1$ and $5.$ Provide your predictions below.