a$)$ Consider the sample training data set shown in the following Table. Classify the new customer ID$10$ using the K$-$Nearest Neighbor algorithm with K $=5$ and simple majority voting. Specify the neighbors and calculate the Euclidean distance between customer ID$10$ and each neighbor.

CustomerID Age Income Creditcards Education Carloan Employed?

ID$156\mathrm{.}913111$ Good

ID$250\mathrm{.}5322212$ Good

ID$327\mathrm{.}0193111$ Good

ID$428\mathrm{.}1051111$ Good

ID$529\mathrm{.}5273112$ Good

ID$625\mathrm{.}4312222$ Bad

ID$740\mathrm{.}1851221$ Bad

ID$820\mathrm{.}5211222$ Bad

ID$922\mathrm{.}7581212$ Bad

ID$1024\mathrm{.}4831212$