Please help with the below problem. I don't understand how to solve. Please show work and steps so I will understand.

Apply cluster analysis to the numerical data in the excel file credit approval decisions. Analyze the clusters and determine if cluster analysis would be a useful classification method for approving or rejecting loan application.

Modified Credit Approval Decisions

Homeowner Credit Score Years of Credit History Revolving Balance Revolving Utilization Decision

1 725 20 $11,320 25% 1

1 573 9 $7,200 70% 0

1 677 11 $20,000 55% 1

0 625 15 $12,800 65% 0

0 527 12 $5,700 75% 0

1 795 22 $9,000 12% 1

0 733 7 $35,200 20% 1

0 620 5 $22,800 62% 0

1 591 17 $16,500 50% 0

1 660 24 $9,200 35% 1

1 700 19 $22,000 18% 1

1 500 16 $12,500 83% 0

1 565 6 $7,700 70% 0

0 620 3 $37,400 87% 0

1 774 13 $6,100 7% 1

1 802 10 $10,500 5% 1

0 640 7 $17,300 59% 0

0 523 14 $27,000 79% 0

1 811 20 $13,400 3% 1

0 763 2 $11,200 70% 0

0 555 4 $2,500 100% 0

0 617 9 $8,400 34% 0

1 642 13 $16,000 25% 1

0 688 3 $3,300 11% 1

1 649 12 $7,500 5% 1

1 695 15 $20,300 22% 1

1 701 9 $11,700 15% 1

0 635 7 $29,100 85% 0

0 507 2 $2,000 100% 0

1 677 12 $7,600 9% 1

0 485 5 $1,000 80% 0

0 582 3 $8,500 65% 0

1 699 17 $12,800 27% 1

1 703 22 $10,000 20% 1

0 585 18 $31,000 78% 0

1 620 8 $16,200 55% 0

1 695 16 $9,700 11% 1

1 774 13 $6,100 7% 1

1 802 10 $10,500 5% 1

0 640 7 $17,300 59% 0

0 536 14 $27,000 79% 0

1 801 20 $13,400 3% 1

0 760 2 $11,200 70% 0

0 567 4 $2,200 95% 0

0 600 10 $12,050 81% 0

1 702 11 $11,700 15% 1

1 636 8 $29,100 85% 0

0 509 3 $2,000 100% 0

0 595 18 $29,000 78% 0

1 733 15 $13,000 24% 1

New Data to Classify

Homeowner Credit Score Years of Credit History Revolving Balance Revolving Utilization Decision

1 700 8 $21,000 15%

0 520 1 $4,000 90%

1 650 10 $8,500.00 25%

0 602 7 $16,300.00 70%

0 549 2 $2,500.00 90%

1 742 15 $16,700.00 18%