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Part $1$

Use the given data to classify the record below using the$$ k$-$NN algorithm for kequals$1$ to $5.$

Loan Purpose

Checking

Savings

Months

Customer

Months

Employed

Small Appliance

$300$

$400$

$10$

$5$

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Part $1$

Complete the table below for the nearest neighbors and for the classification of the new record for each value of k$.$

k

Distance

Classification

$1$

$$

enter your response here

$$

Low

High

Tie

$2$

$$

enter your response here

$$

Tie

High

Low

$3$

$$

enter your response here

$$

Tie

High

Low

$4$

$$

enter your response here

$$

Low

Tie

High

$5$

$$

enter your response here

$$

Low

Tie

High$\backslash$table$[[$A$,$B$,$C$,,$E$,$F$,$G$,$H$],[$RECORD$,$Loan Purpose,Checking,Savings,Months Customer,Months Employed,Credit Risk,$],[,1$ Furniture,$|638|,347,13,\backslash$bar $(14),$High,$],[2,$Education,$963,4754,40,45,$Low,$],[3,$Business,$141,245,22,33,$Low,$],[4,$Small Appliance,$,485,19,12,$Low,$],[5,5$ Education,$335,1708,37,7,$High,$],[$G$,$Business,$16647,895,16,34,$Low,$],[7,$New Car,$,660,17,75,$High,$],[8,$Business,$0,724,25,8,$High,$],[9,$Small Appliance,$0,656,37,85,$Low,$],[10,$Education,$1257,0,10,65,$Low,$],[11,$Small Appliance,$0,710,25,1,$Low,$],[12,$Education,$0,127,13,22,$High,$],[13,$UsedCar,$0,178,13,89,$High,$],[14,$Small Appliance,$0,10853,25,81,$Low,$],[15,5$ UsedCar,$374,0,25,14,$Low,$],[16,$Dther,$0,0,25,54,$High,$],[17,$Small Appliance,$12974,19568,13,7,$Low,$],[18,3$ Furniture,$0,803,13,89,$High,$],[19,$New Car,$942,3036,25,36,$Low,$],[20,$Small Appliance,$0,643,19,\backslash$bar $(6),$Low,$],[21,1$ Furniture,$468,14186,22,24,$Low,$],[22,$Business,$,750,37,2,$High,$],[23,$Small Appliance,$0,3870,25,11,$High,$],[24,$Furniture,$0,461,13,48,$Low,$],[25,$Business,$\backslash$table$[[-0]],5180,22,4,$High,$],[26,$Small Appliance,$0,408,16,12,$Low,$],[27,$New Car,$624,785,37,9,$Low,$],[28,3$ Furniture,$0,180,5,2,$Low,$],[29,$Business,$0,800,49,2,$High,$],[30,$Business,$778,861,49,21,$High,$],[31,1$ New Car,$19812,0,25,37,$High,$],[32,$Furniture,$0,8944,25,66,$Low,$],[33,$Repairs,$0,807,25,75,$Low,$],[34,4$ New Car,$8060,607,19,71,$Low,$],[35,$Retraining,$0,603,13,35,$High,$],[36,$New Car,$0,343,19,22,$Low,$],[37,$New Car,$0,857,11,34,$Low,$],[38,3$ Furniture,$\backslash$table$[[-0]],5857,19,20,$Low,$],[39,$Used Car,$271,7090,25,2,$High,$],[40,$Furniture,$0,154,37,2,$High,$],[41,1$ New Car,$4802,0,37,12,$Low,$],[42,2$ New Car,$0,716,19,33,$High,$],[43,$Small Appliance,$0,959,11,21,$Low,$],[44,$Small Appliance,$956,1482,46,19,$High,$],[45,$Small Appliance,$0,148,43,2,$High,$],[46,$New Car,$122,460,37,109,$High,$],[47,$Business,$670,4014,31,21,$High,$],[48,3$ Used Car,$0,674,37,69,$Low,$],[49,$Used Car,$,0,11,4,$Low,$],[50,$Education,$798,137,25,25,$High,$],[,,,,,,,],[$MEAN$,,1433,2155,24,32,,],[$SD$,,4118,3888,11,29,,]]$