Q$1.(25$ pts$)$ Consider the Iris dataset given below.

$\backslash$table$[[$Record$,$Sepal Lengtr,Sepal Breadth,Petal Length,Petal Breadth,Species$],[1,6\mathrm{.}8,3\mathrm{.}2,5\mathrm{.}9,2\mathrm{.}3,$Iris$-$Virginica$],[2,6\mathrm{.}9,3\mathrm{.}1,5\mathrm{.}1,2\mathrm{.}3,$Iris$-$Virg$$nica$],[3,4\mathrm{.}9,3,1\mathrm{.}4,0\mathrm{.}2,$Iris$-$Setosa$],[4,5\mathrm{.}6,3,4\mathrm{.}5,1\mathrm{.}5,$rris$-$Vers icolor$],[5,4\mathrm{.}8,3\mathrm{.}1,1\mathrm{.}6,0\mathrm{.}2,$ris$-$Setosa$],[6,5\mathrm{.}8,2\mathrm{.}8,5\mathrm{.}1,2\mathrm{.}4,$ris$-$Virginica$],[7,7\mathrm{.}2,3\mathrm{.}6,6\mathrm{.}1,2\mathrm{.}5,$Iris$-$Virginica$],[8,5\mathrm{.}1,3\mathrm{.}5,1\mathrm{.}4,0\mathrm{.}3,$ris$-$Setosa$],[9,4\mathrm{.}7,3\mathrm{.}2,1\mathrm{.}6,0\mathrm{.}2,$ris$-$Setosa$],[10,6\mathrm{.}6,3,4\mathrm{.}4,1\mathrm{.}4,$rris$-$Vers icolor$],[$Mean$,,,,,],[$SD$,0\mathrm{.}84,3\mathrm{.}15,3\mathrm{.}71,1\mathrm{.}33,]]$

Use the $k-$NN Algorithm $($with $K=3)$ to predict the species for a flower with the following sepal and petal dimensions. Show all the work.

Sepal Length $=5$

Sepal Breadth $=3\mathrm{.}4$

Petal Length $=1\mathrm{.}5$

Petal Breadth $=0\mathrm{.}4$