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Please help I don't know where to start to solve this :(. I'm stressing so much! It was due yesterday! Using the approach described in
Please help I don't know where to start to solve this :(. I'm stressing so much! It was due yesterday!
Using the approach described in Example 10.6, classify first record in the worksheet New Record to Classify in the Excel fileCredit Risk Data using thek-NN algorithm fork= 1 to 5. Use only Checking, Savings, Age, and Years. | ||||||||||||
Credit Risk Data.xlsx | ||||||||||||
Loan Purpose | Checking | Savings | Months Customer | Months Employed | Gender | Marital Status | Age | Housing | Years | Job | Credit Risk | |
Small Appliance | $0 | $739 | 13 | 12 | M | Single | 23 | Own | 3 | Unskilled | Low | |
Furniture | $0 | $1,230 | 25 | 0 | M | Divorced | 32 | Own | 1 | Skilled | High | |
New Car | $0 | $389 | 19 | 119 | M | Single | 38 | Own | 4 | Management | High | |
Furniture | $638 | $347 | 13 | 14 | M | Single | 36 | Own | 2 | Unskilled | High | |
Education | $963 | $4,754 | 40 | 45 | M | Single | 31 | Rent | 3 | Skilled | Low | |
Furniture | $2,827 | $0 | 11 | 13 | M | Married | 25 | Own | 1 | Skilled | Low | |
New Car | $0 | $229 | 13 | 16 | M | Married | 26 | Own | 3 | Unskilled | Low | |
Business | $0 | $533 | 14 | 2 | M | Single | 27 | Own | 1 | Unskilled | Low | |
Small Appliance | $6,509 | $493 | 37 | 9 | M | Single | 25 | Own | 2 | Skilled | High | |
Small Appliance | $966 | $0 | 25 | 4 | F | Divorced | 43 | Own | 1 | Skilled | High | |
Business | $0 | $989 | 49 | 0 | M | Single | 32 | Rent | 2 | Management | High | |
New Car | $0 | $3,305 | 11 | 15 | M | Single | 34 | Rent | 2 | Unskilled | Low | |
Business | $322 | $578 | 10 | 14 | M | Married | 26 | Own | 1 | Skilled | Low | |
New Car | $0 | $821 | 25 | 63 | M | Single | 44 | Own | 1 | Skilled | High | |
New Car | $396 | $228 | 13 | 26 | M | Single | 46 | Own | 3 | Unskilled | Low | |
Used Car | $0 | $129 | 31 | 8 | M | Divorced | 39 | Own | 4 | Management | Low | |
Furniture | $652 | $732 | 49 | 4 | F | Divorced | 25 | Own | 2 | Skilled | High | |
New Car | $708 | $683 | 13 | 33 | M | Single | 31 | Own | 2 | Skilled | Low | |
Repairs | $207 | $0 | 28 | 116 | M | Single | 47 | Own | 4 | Skilled | Low | |
Education | $287 | $12,348 | 7 | 2 | F | Divorced | 23 | Rent | 2 | Skilled | High | |
Furniture | $0 | $17,545 | 34 | 16 | F | Divorced | 22 | Own | 4 | Skilled | High | |
Furniture | $101 | $3,871 | 13 | 5 | F | Divorced | 26 | Rent | 4 | Skilled | High | |
Furniture | $0 | $0 | 25 | 23 | M | Married | 19 | Own | 4 | Skilled | High | |
Furniture | $0 | $485 | 37 | 23 | F | Divorced | 27 | Own | 2 | Management | High | |
New Car | $0 | $10,723 | 11 | 15 | M | Single | 39 | Rent | 2 | Unskilled | Low | |
Business | $141 | $245 | 22 | 33 | M | Single | 26 | Own | 3 | Skilled | Low | |
Used Car | $0 | $0 | 19 | 58 | M | Single | 50 | Other | 4 | Skilled | High | |
Used Car | $2,484 | $0 | 49 | 46 | M | Single | 34 | Other | 1 | Skilled | Low | |
Small Appliance | $237 | $236 | 37 | 24 | M | Single | 23 | Rent | 4 | Skilled | Low | |
Small Appliance | $0 | $485 | 19 | 12 | M | Single | 23 | Own | 2 | Skilled | Low | |
Education | $335 | $1,708 | 37 | 7 | M | Single | 46 | Other | 4 | Skilled | High | |
Small Appliance | $3,565 | $0 | 31 | 32 | M | Single | 35 | Own | 3 | Skilled | Low | |
Small Appliance | $0 | $407 | 13 | 2 | F | Divorced | 28 | Own | 2 | Skilled | Low | |
Business | $16,647 | $895 | 16 | 34 | M | Single | 25 | Rent | 4 | Skilled | Low | |
Business | $0 | $150 | 49 | 46 | F | Divorced | 36 | Rent | 4 | Skilled | High | |
Small Appliance | $0 | $490 | 5 | 41 | M | Single | 41 | Own | 1 | Unskilled | Low | |
Furniture | $0 | $162 | 25 | 1 | M | Divorced | 54 | Own | 1 | Skilled | High | |
Small Appliance | $940 | $715 | 9 | 40 | F | Divorced | 43 | Own | 2 | Unskilled | Low | |
Small Appliance | $0 | $323 | 49 | 42 | M | Married | 33 | Own | 1 | Skilled | High | |
New Car | $0 | $128 | 13 | 74 | M | Single | 34 | Own | 3 | Skilled | High | |
Other | $218 | $0 | 49 | 0 | M | Single | 39 | Other | 4 | Unemployed | Low | |
Used Car | $0 | $109 | 25 | 26 | M | Single | 34 | Own | 3 | Unskilled | Low | |
Small Appliance | $16,935 | $189 | 37 | 60 | M | Single | 30 | Own | 2 | Skilled | Low | |
Furniture | $664 | $537 | 31 | 33 | M | Single | 48 | Own | 2 | Skilled | High | |
Furniture | $150 | $6,520 | 12 | 1 | F | Divorced | 19 | Own | 1 | Skilled | Low | |
Small Appliance | $0 | $138 | 7 | 119 | M | Married | 29 | Rent | 2 | Skilled | Low | |
Furniture | $216 | $0 | 19 | 3 | F | Divorced | 26 | Rent | 3 | Skilled | High | |
New Car | $0 | $660 | 17 | 75 | M | Single | 42 | Rent | 4 | Skilled | High | |
Business | $0 | $724 | 25 | 8 | M | Single | 30 | Rent | 2 | Skilled | High | |
Small Appliance | $0 | $897 | 19 | 5 | M | Married | 38 | Own | 4 | Skilled | Low | |
Small Appliance | $265 | $947 | 25 | 5 | M | Married | 21 | Own | 1 | Skilled | High | |
Furniture | $4,256 | $0 | 16 | 36 | F | Divorced | 32 | Rent | 4 | Unskilled | Low | |
Business | $870 | $917 | 28 | 6 | M | Single | 35 | Own | 2 | Skilled | High | |
New Car | $162 | $595 | 22 | 10 | M | Divorced | 46 | Own | 4 | Skilled | Low | |
Used Car | $0 | $789 | 25 | 28 | M | Single | 37 | Own | 3 | Management | Low | |
Education | $0 | $0 | 37 | 114 | M | Single | 39 | Own | 4 | Management | High | |
Furniture | $0 | $746 | 13 | 16 | F | Divorced | 29 | Own | 3 | Skilled | Low | |
New Car | $461 | $140 | 19 | 32 | M | Single | 27 | Rent | 3 | Unskilled | Low | |
New Car | $0 | $659 | 19 | 5 | F | Divorced | 22 | Rent | 3 | Skilled | High | |
Furniture | $0 | $717 | 37 | 60 | M | Single | 40 | Own | 2 | Skilled | High | |
New Car | $0 | $667 | 29 | 10 | M | Single | 44 | Own | 2 | Unskilled | High | |
New Car | $580 | $0 | 11 | 8 | M | Single | 26 | Own | 4 | Unskilled | High | |
Small Appliance | $0 | $763 | 13 | 46 | F | Divorced | 57 | Own | 3 | Unskilled | Low | |
New Car | $0 | $1,366 | 19 | 17 | M | Single | 34 | Own | 4 | Unskilled | Low | |
Small Appliance | $0 | $552 | 25 | 4 | M | Married | 47 | Own | 4 | Skilled | High | |
Small Appliance | $0 | $14,643 | 16 | 115 | M | Single | 46 | Own | 3 | Skilled | Low | |
Business | $758 | $2,665 | 13 | 31 | M | Single | 38 | Own | 4 | Unskilled | Low | |
Used Car | $399 | $0 | 31 | 0 | F | Divorced | 52 | Own | 1 | Management | High | |
Furniture | $513 | $442 | 7 | 0 | M | Single | 34 | Own | 1 | Management | Low | |
Furniture | $0 | $8,357 | 25 | 5 | M | Single | 29 | Other | 4 | Skilled | High | |
New Car | $0 | $0 | 22 | 9 | M | Single | 39 | Own | 2 | Unskilled | High | |
Small Appliance | $565 | $863 | 10 | 81 | M | Single | 36 | Own | 4 | Unskilled | Low | |
Business | $0 | $322 | 28 | 28 | M | Single | 25 | Own | 4 | Skilled | Low | |
Furniture | $0 | $800 | 13 | 69 | M | Single | 59 | Own | 3 | Skilled | High | |
Small Appliance | $0 | $656 | 37 | 85 | M | Single | 27 | Own | 2 | Skilled | Low | |
New Car | $166 | $922 | 13 | 2 | F | Divorced | 24 | Rent | 1 | Skilled | High | |
Business | $9,783 | $885 | 13 | 3 | F | Divorced | 25 | Own | 1 | Unemployed | High | |
Business | $674 | $2,886 | 49 | 32 | M | Single | 29 | Own | 2 | Skilled | Low | |
Repairs | $0 | $626 | 43 | 0 | M | Single | 64 | Own | 4 | Unemployed | Low | |
Business | $15,328 | $0 | 25 | 9 | M | Single | 31 | Own | 4 | Skilled | Low | |
New Car | $0 | $904 | 12 | 6 | M | Single | 38 | Own | 4 | Unskilled | Low | |
Education | $713 | $784 | 61 | 17 | M | Single | 41 | Other | 4 | Skilled | High | |
New Car | $0 | $806 | 19 | 3 | F | Divorced | 22 | Own | 2 | Unskilled | High | |
Education | $0 | $3,281 | 19 | 20 | F | Divorced | 29 | Own | 2 | Skilled | High | |
New Car | $0 | $759 | 16 | 59 | M | Single | 32 | Rent | 3 | Skilled | High | |
Small Appliance | $0 | $680 | 25 | 3 | F | Divorced | 34 | Own | 4 | Skilled | High | |
Used Car | $0 | $104 | 37 | 25 | M | Single | 23 | Own | 4 | Skilled | High | |
Small Appliance | $303 | $899 | 13 | 3 | M | Single | 21 | Own | 1 | Skilled | High | |
Small Appliance | $900 | $1,732 | 37 | 11 | F | Divorced | 49 | Other | 4 | Skilled | High | |
Furniture | $0 | $706 | 31 | 14 | M | Divorced | 31 | Own | 2 | Skilled | Low | |
Education | $1,257 | $0 | 10 | 65 | F | Divorced | 40 | Rent | 4 | Unskilled | Low | |
Small Appliance | $0 | $576 | 7 | 14 | F | Divorced | 28 | Own | 1 | Skilled | Low | |
Repairs | $273 | $904 | 7 | 2 | M | Married | 21 | Own | 1 | Unskilled | Low | |
Business | $522 | $194 | 25 | 79 | M | Divorced | 30 | Own | 4 | Skilled | High | |
Small Appliance | $0 | $710 | 25 | 1 | F | Divorced | 37 | Own | 3 | Skilled | Low | |
Small Appliance | $0 | $5,564 | 25 | 93 | M | Single | 33 | Own | 2 | Skilled | Low | |
Small Appliance | $0 | $192 | 46 | 13 | M | Single | 22 | Other | 4 | Skilled | High | |
New Car | $0 | $637 | 13 | 21 | F | Divorced | 23 | Own | 2 | Unskilled | High | |
Small Appliance | $514 | $405 | 49 | 13 | F | Divorced | 21 | Own | 2 | Skilled | High | |
Furniture | $457 | $318 | 19 | 108 | M | Single | 40 | Own | 1 | Skilled | Low | |
Small Appliance | $5,133 | $698 | 19 | 14 | M | Single | 36 | Own | 2 | Skilled | High | |
New Car | $0 | $369 | 10 | 16 | M | Single | 29 | Own | 1 | Skilled | Low | |
Retraining | $644 | $0 | 13 | 88 | M | Single | 37 | Own | 4 | Skilled | Low | |
Furniture | $305 | $492 | 19 | 1 | F | Divorced | 26 | Own | 1 | Skilled | Low | |
New Car | $9,621 | $308 | 25 | 41 | M | Single | 37 | Other | 3 | Skilled | High | |
Education | $0 | $127 | 13 | 22 | M | Single | 39 | Rent | 4 | Unskilled | High | |
Business | $0 | $565 | 19 | 14 | M | Married | 27 | Own | 2 | Skilled | High | |
Furniture | $0 | $12,632 | 16 | 9 | F | Divorced | 19 | Rent | 4 | Skilled | Low | |
New Car | $0 | $116 | 49 | 45 | M | Single | 45 | Other | 4 | Skilled | High | |
Used Car | $0 | $178 | 13 | 89 | M | Single | 34 | Other | 4 | Skilled | High | |
Small Appliance | $6,851 | $901 | 13 | 21 | F | Divorced | 43 | Rent | 2 | Unskilled | Low | |
Furniture | $13,496 | $650 | 19 | 20 | M | Single | 33 | Own | 1 | Unskilled | High | |
Business | $509 | $241 | 25 | 14 | M | Single | 35 | Own | 4 | Unskilled | High | |
Used Car | $0 | $609 | 37 | 6 | M | Single | 31 | Other | 2 | Management | Low | |
Furniture | $19,155 | $131 | 25 | 24 | M | Single | 25 | Own | 2 | Skilled | Low | |
Furniture | $0 | $544 | 19 | 15 | F | Divorced | 27 | Own | 2 | Skilled | Low | |
Small Appliance | $0 | $10,853 | 25 | 81 | F | Divorced | 56 | Rent | 4 | Management | Low | |
Used Car | $374 | $0 | 25 | 14 | M | Single | 45 | Own | 4 | Management | Low | |
Large Appliance | $0 | $409 | 49 | 15 | M | Single | 53 | Own | 4 | Skilled | High | |
Furniture | $828 | $391 | 9 | 12 | F | Divorced | 23 | Own | 4 | Skilled | High | |
Furniture | $0 | $322 | 13 | 9 | F | Divorced | 25 | Own | 1 | Skilled | Low | |
Small Appliance | $829 | $583 | 7 | 18 | F | Divorced | 63 | Own | 3 | Skilled | Low | |
Small Appliance | $0 | $12,242 | 25 | 53 | M | Single | 34 | Own | 2 | Skilled | High | |
Furniture | $0 | $479 | 19 | 0 | M | Single | 24 | Own | 1 | Unemployed | High | |
New Car | $939 | $496 | 19 | 56 | M | Single | 35 | Own | 4 | Skilled | High | |
New Car | $0 | $466 | 25 | 42 | M | Single | 30 | Own | 3 | Skilled | High | |
New Car | $889 | $1,583 | 37 | 79 | M | Single | 29 | Other | 3 | Skilled | Low | |
Furniture | $876 | $1,533 | 31 | 21 | F | Divorced | 20 | Rent | 4 | Skilled | High | |
Small Appliance | $893 | $0 | 16 | 94 | M | Single | 49 | Own | 4 | Skilled | Low | |
Business | $12,760 | $4,873 | 13 | 73 | M | Single | 56 | Rent | 4 | Unskilled | Low | |
Furniture | $0 | $0 | 13 | 94 | M | Single | 48 | Rent | 4 | Skilled | Low | |
Small Appliance | $0 | $717 | 22 | 10 | F | Divorced | 24 | Own | 2 | Skilled | High | |
Small Appliance | $959 | $7,876 | 28 | 20 | M | Single | 22 | Own | 2 | Unskilled | High | |
Small Appliance | $0 | $4,449 | 25 | 87 | M | Single | 30 | Own | 4 | Skilled | High | |
Other | $0 | $0 | 25 | 54 | M | Single | 39 | Own | 3 | Management | High | |
Business | $0 | $104 | 25 | 23 | M | Married | 20 | Own | 2 | Unskilled | Low | |
Repairs | $0 | $897 | 19 | 2 | F | Divorced | 22 | Own | 4 | Skilled | High | |
New Car | $698 | $4,033 | 16 | 20 | M | Married | 24 | Rent | 2 | Skilled | High | |
Furniture | $0 | $945 | 13 | 6 | M | Divorced | 41 | Own | 1 | Skilled | Low | |
Furniture | $0 | $836 | 25 | 99 | M | Single | 32 | Own | 4 | Skilled | Low | |
Small Appliance | $0 | $325 | 19 | 13 | F | Divorced | 23 | Own | 2 | Skilled | High | |
Small Appliance | $12,974 | $19,568 | 13 | 7 | F | Divorced | 41 | Rent | 3 | Skilled | Low | |
Furniture | $0 | $803 | 13 | 89 | M | Single | 52 | Other | 4 | Management | High | |
Small Appliance | $317 | $10,980 | 13 | 17 | M | Single | 65 | Own | 3 | Unskilled | High | |
Business | $0 | $265 | 13 | 10 | F | Divorced | 26 | Own | 2 | Skilled | Low | |
Repairs | $0 | $609 | 31 | 3 | M | Divorced | 33 | Own | 1 | Unskilled | High | |
Small Appliance | $0 | $1,851 | 12 | 0 | F | Divorced | 56 | Own | 4 | Unskilled | Low | |
Furniture | $192 | $199 | 25 | 5 | F | Divorced | 24 | Own | 4 | Unskilled | High | |
New Car | $0 | $500 | 28 | 7 | F | Divorced | 20 | Rent | 3 | Skilled | High | |
New Car | $0 | $509 | 16 | 3 | M | Single | 35 | Own | 3 | Skilled | Low | |
Used Car | $0 | $270 | 25 | 25 | M | Single | 34 | Own | 3 | Skilled | Low | |
New Car | $0 | $457 | 13 | 63 | M | Single | 38 | Own | 4 | Management | Low | |
Used Car | $0 | $260 | 25 | 78 | M | Single | 34 | Own | 4 | Management | Low | |
New Car | $942 | $3,036 | 25 | 36 | M | Single | 37 | Own | 3 | Skilled | Low | |
Small Appliance | $0 | $643 | 19 | 6 | M | Single | 31 | Other | 2 | Management | Low | |
New Car | $3,329 | $0 | 19 | 15 | M | Single | 67 | Rent | 4 | Skilled | High | |
Used Car | $0 | $6,345 | 25 | 19 | M | Single | 26 | Own | 2 | Skilled | Low | |
Education | $0 | $922 | 37 | 9 | F | Divorced | 24 | Own | 2 | Management | High | |
Furniture | $0 | $909 | 25 | 3 | M | Single | 21 | Other | 1 | Skilled | Low | |
Large Appliance | $0 | $775 | 19 | 8 | M | Married | 46 | Own | 3 | Unskilled | High | |
Furniture | $0 | $979 | 25 | 48 | M | Single | 22 | Rent | 4 | Skilled | High | |
Furniture | $0 | $948 | 19 | 2 | F | Divorced | 20 | Rent | 4 | Skilled | Low | |
Business | $339 | $2,790 | 22 | 55 | M | Divorced | 60 | Rent | 2 | Unskilled | High | |
Used Car | $0 | $309 | 49 | 37 | M | Single | 25 | Own | 3 | Skilled | Low | |
Small Appliance | $0 | $762 | 10 | 1 | F | Divorced | 21 | Rent | 4 | Skilled | High | |
Small Appliance | $0 | $970 | 13 | 14 | F | Divorced | 22 | Own | 1 | Skilled | Low | |
Used Car | $105 | $320 | 28 | 54 | M | Single | 29 | Own | 2 | Management | Low | |
Small Appliance | $0 | $861 | 13 | 111 | M | Single | 56 | Own | 4 | Unskilled | High | |
Repairs | $216 | $262 | 37 | 2 | M | Single | 32 | Rent | 1 | Unskilled | High | |
Furniture | $113 | $692 | 11 | 14 | M | Divorced | 30 | Own | 2 | Unskilled | Low | |
Used Car | $109 | $540 | 37 | 1 | M | Married | 27 | Rent | 4 | Management | High | |
New Car | $0 | $470 | 13 | 0 | F | Divorced | 37 | Own | 2 | Unemployed | Low | |
New Car | $0 | $192 | 7 | 2 | M | Single | 39 | Own | 4 | Unskilled | Low | |
New Car | $8,176 | $12,230 | 7 | 5 | M | Married | 26 | Own | 2 | Unemployed | Low | |
Repairs | $0 | $772 | 25 | 19 | M | Divorced | 32 | Own | 2 | Skilled | Low | |
Furniture | $468 | $14,186 | 22 | 24 | M | Single | 31 | Own | 2 | Skilled | Low | |
Used Car | $7,885 | $6,330 | 16 | 14 | M | Single | 35 | Own | 2 | Skilled | Low | |
Small Appliance | $0 | $18,716 | 19 | 93 | M | Single | 31 | Own | 3 | Management | Low | |
New Car | $0 | $886 | 22 | 96 | M | Single | 64 | Own | 4 | Skilled | Low | |
Business | $0 | $750 | 37 | 2 | M | Divorced | 27 | Own | 1 | Skilled | High | |
Small Appliance | $0 | $3,870 | 25 | 11 | F | Divorced | 31 | Own | 2 | Unskilled | High | |
Small Appliance | $0 | $3,273 | 13 | 4 | M | Married | 32 | Own | 3 | Unskilled | High | |
Business | $0 | $406 | 6 | 35 | M | Single | 73 | Own | 4 | Unskilled | Low | |
Furniture | $0 | $461 | 13 | 48 | F | Divorced | 30 | Own | 4 | Unskilled | Low | |
Furniture | $0 | $340 | 19 | 4 | M | Married | 42 | Own | 1 | Unskilled | High | |
Small Appliance | $0 | $6,490 | 19 | 85 | M | Single | 45 | Own | 4 | Skilled | Low | |
Small Appliance | $734 | $348 | 7 | 100 | M | Single | 27 | Own | 4 | Skilled | Low | |
Furniture | $0 | $506 | 25 | 3 | F | Divorced | 22 | Rent | 4 | Unskilled | High | |
Used Car | $0 | $14,717 | 28 | 7 | M | Single | 26 | Own | 2 | Skilled | Low | |
Business | $172 | $0 | 25 | 36 | M | Single | 33 | Own | 3 | Skilled | Low | |
New Car | $644 | $1,571 | 19 | 1 | F | Divorced | 27 | Own | 3 | Skilled | High | |
New Car | $0 | $0 | 25 | 19 | F | Divorced | 24 | Rent | 4 | Skilled | High | |
Furniture | $617 | $411 | 31 | 3 | M | Married | 21 | Own | 1 | Skilled | Low | |
New Car | $0 | $544 | 25 | 0 | F | Divorced | 28 | Rent | 4 | Unemployed | High | |
Small Appliance | $586 | $0 | 13 | 0 | M | Single | 51 | Own | 1 | Management | High | |
Furniture | $0 | $835 | 19 | 42 | F | Divorced | 21 | Own | 1 | Skilled | High | |
Small Appliance | $0 | $823 | 25 | 47 | M | Single | 27 | Own | 2 | Skilled | Low | |
Business | $0 | $5,180 | 22 | 4 | M | Single | 40 | Own | 2 | Unskilled | High | |
Small Appliance | $0 | $408 | 16 | 12 | M | Single | 34 | Other | 4 | Skilled | Low | |
New Car | $0 | $821 | 48 | 5 | F | Divorced | 34 | Own | 1 | Unskilled | Low | |
Education | $522 | $385 | 10 | 66 | M | Single | 63 | Own | 4 | Unskilled | Low | |
New Car | $585 | $2,223 | 16 | 0 | M | Single | 33 | Own | 2 | Management | High | |
New Car | $5,588 | $0 | 22 | 10 | F | Divorced | 28 | Own | 4 | Skilled | High | |
New Car | $0 | $605 | 37 | 20 | F | Divorced | 24 | Own | 2 | Skilled | High | |
Furniture | $352 | $7,525 | 13 | 4 | F | Divorced | 18 | Rent | 4 | Unskilled | Low | |
Small Appliance | $0 | $3,529 | 14 | 0 | F | Divorced | 63 | Own | 4 | Skilled | Low | |
Business | $2,715 | $1,435 | 49 | 14 | M | Divorced | 37 | Own | 2 | Skilled | High | |
Other | $560 | $887 | 25 | 20 | M | Single | 38 | Own | 3 | Management | High | |
Small Appliance | $895 | $243 | 13 | 4 | M | Married | 22 | Rent | 1 | Skilled | High | |
New Car | $305 | $4,553 | 7 | 2 | F | Divorced | 31 | Own | 1 | Unskilled | High | |
Small Appliance | $0 | $418 | 19 | 4 | M | Single | 31 | Own | 2 | Skilled | Low | |
New Car | $0 | $771 | 25 | 0 | M | Single | 42 | Other | 2 | Skilled | High | |
Furniture | $0 | $463 | 11 | 13 | M | Single | 24 | Rent | 2 | Unskilled | High | |
Business | $8,948 | $110 | 31 | 90 | M | Single | 65 | Own | 4 | Management | High | |
Used Car | $0 | $10,099 | 16 | 108 | M | Single | 22 | Rent | 4 | Skilled | Low | |
Used Car | $0 | $13,428 | 7 | 0 | F | Divorced | 22 | Rent | 2 | Unemployed | Low | |
Small Appliance | $0 | $208 | 13 | 23 | M | Single | 51 | Own | 4 | Skilled | Low | |
Small Appliance | $0 | $552 | 13 | 15 | F | Divorced | 23 | Own | 4 | Unskilled | High | |
Education | $0 | $3,105 | 16 | 19 | F | Divorced | 30 | Own | 3 | Skilled | Low | |
Small Appliance | $483 | $415 | 19 | 6 | M | Married | 32 | Own | 2 | Skilled | High | |
Large Appliance | $0 | $1,238 | 13 | 0 | F | Divorced | 21 | Own | 3 | Skilled | High | |
Education | $0 | $238 | 13 | 2 | F | Divorced | 52 | Own | 4 | Skilled | High | |
Furniture | $0 | $127 | 31 | 35 | F | Divorced | 22 | Rent | 4 | Skilled | High | |
Business | $663 | $0 | 19 | 57 | M | Single | 41 | Own | 2 | Skilled | Low | |
New Car | $624 | $785 | 37 | 9 | F | Divorced | 53 | Rent | 2 | Skilled | Low | |
Repairs | $0 | $718 | 19 | 0 | F | Divorced | 54 | Other | 4 | Unemployed | High | |
Furniture | $0 | $493 | 13 | 21 | M | Single | 37 | Own | 3 | Unskilled | Low | |
Small Appliance | $152 | $757 | 49 | 45 | M | Single | 27 | Own | 4 | Skilled | High | |
New Car | $0 | $9,125 | 13 | 24 | F | Divorced | 25 | Own | 2 | Skilled | High | |
Small Appliance | $0 | $364 | 13 | 12 | F | Divorced | 34 | Own | 2 | Skilled | Low | |
Business | $498 | $598 | 37 | 14 | M | Divorced | 29 | Own | 2 | Management | High | |
New Car | $0 | $374 | 10 | 19 | M | Single | 27 | Own | 3 | Unskilled | High | |
Small Appliance | $156 | $0 | 13 | 58 | F | Divorced | 32 | Own | 3 | Unskilled | High | |
Used Car | $1,336 | $0 | 37 | 11 | M | Single | 29 | Own | 2 | Management | Low | |
New Car | $0 | $508 | 13 | 3 | M | Single | 32 | Own | 1 | Unskilled | High | |
Small Appliance | $0 | $956 | 25 | 4 | F | Divorced | 28 | Rent | 2 | Unskilled | High | |
Furniture | $0 | $636 | 22 | 41 | F | Divorced | 25 | Rent | 4 | Unskilled | Low | |
New Car | $2,641 | $0 | 13 | 71 | F | Divorced | 51 | Other | 4 | Management | Low | |
Used Car | $0 | $1,519 | 40 | 74 | M | Single | 44 | Own | 2 | Management | Low | |
Business | $0 | $922 | 19 | 29 | M | Single | 33 | Own | 1 | Skilled | Low | |
Furniture | $0 | $180 | 5 | 2 | F | Divorced | 22 | Rent | 3 | Unskilled | Low | |
Used Car | $0 | $701 | 22 | 108 | M | Single | 35 | Own | 4 | Management | Low | |
Small Appliance | $0 | $296 | 16 | 8 | M | Single | 30 | Own | 2 | Skilled | Low | |
Small Appliance | $887 | $519 | 7 | 42 | M | Married | 27 | Own | 3 | Unskilled | Low | |
Business | $0 | $800 | 49 | 2 | F | Divorced | 23 | Rent | 4 | Skilled | High | |
Furniture | $0 | $736 | 13 | 6 | F | Divorced | 19 | Rent | 4 | Skilled | High | |
Small Appliance | $0 | $11,838 | 7 | 70 | M | Single | 44 | Own | 4 | Unskilled | Low | |
Small Appliance | $0 | $364 | 5 | 35 | M | Single | 41 | Own | 1 | Unskilled | Low | |
New Car | $18,408 | $212 | 13 | 9 | F | Divorced | 35 | Own | 2 | Skilled | Low | |
New Car | $497 | $888 | 16 | 3 | F | Divorced | 25 | Rent | 1 | Unemployed | High | |
Used Car | $0 | $999 | 25 | 0 | M | Single | 28 | Other | 2 | Management | Low | |
Small Appliance | $946 | $0 | 16 | 83 | M | Single | 34 | Own | 2 | Skilled | Low | |
Business | $986 | $578 | 28 | 1 | F | Divorced | 31 | Own | 1 | Skilled | Low | |
Education | $8,122 | $136 | 22 | 4 | M | Divorced | 32 | Rent | 1 | Skilled | High | |
Furniture | $0 | $734 | 37 | 111 | M | Single | 41 | Own | 2 | Skilled | High | |
Business | $778 | $861 | 49 | 21 | M | Single | 22 | Own | 2 | Skilled | High | |
Other | $645 | $855 | 25 | 17 | M | Single | 28 | Own | 3 | Management | High | |
Furniture | $0 | $4,486 | 10 | 3 | F | Divorced | 21 | Rent | 4 | Skilled | Low | |
New Car | $682 | $2,017 | 37 | 85 | M | Single | 41 | Own | 4 | Management | High | |
New Car | $19,812 | $0 | 25 | 37 | M | Single | 36 | Own | 2 | Unskilled | High | |
Business | $0 | $500 | 25 | 1 | M | Single | 26 | Own | 2 | Skilled | High | |
Used Car | $0 | $859 | 31 | 89 | M | Single | 37 | Other | 4 | Management | Low | |
Business | $859 | $3,305 | 25 | 26 | M | Single | 35 | Rent | 4 | Management | Low | |
Small Appliance | $0 | $1,218 | 13 | 38 | M | Single | 34 | Own | 1 | Skilled | Low | |
New Car | $0 | $9,016 | 49 | 22 | M | Single | 43 | Other | 2 | Skilled | High | |
New Car | $0 | $11,587 | 22 | 46 | F | Divorced | 30 | Own | 2 | Management | Low | |
Furniture | $0 | $8,944 | 25 | 66 | M | Single | 31 | Rent | 3 | Skilled | Low | |
Repairs | $0 | $807 | 25 | 75 | M | Single | 43 | Other | 4 | Skilled | Low | |
Small Appliance | $0 | $867 | 31 | 27 | F | Divorced | 24 | Own | 2 | Skilled | Low | |
Small Appliance | $795 | $16,804 | 49 | 40 | M | Single | 26 | Own | 2 | Skilled | High | |
Furniture | $0 | $347 | 16 | 5 | F | Divorced | 45 | Rent | 1 | Skilled | Low | |
Furniture | $0 | $836 | 16 | 4 | M | Single | 26 | Own | 3 | Unskilled | Low | |
Furniture | $0 | $142 | 7 | 53 | F | Divorced | 48 | Own | 1 | Skilled | Low | |
Furniture | $0 | $169 | 19 | 6 | M | Single | 43 | Own | 3 | Skilled | High | |
Other | $852 | $3,613 | 61 | 83 | F | Divorced | 59 | Other | 4 | Management | High | |
Education | $0 | $403 | 7 | 5 | F | Divorced | 55 | Own | 2 | Skilled | Low | |
Small Appliance | $0 | $836 | 25 | 0 | M | Single | 29 | Own | 2 | Management | High | |
New Car | $425 | $0 | 19 | 7 | F | Divorced | 32 | Own | 2 | Skilled | High | |
Business | $0 | $11,481 | 25 | 18 | M | Single | 53 | Own | 3 | Management | High | |
Business | $0 | $3,285 | 7 | 21 | M | Single | 33 | Own | 2 | Unskilled | Low | |
Education | $0 | $164 | 13 | 65 | F | Divorced | 56 | Other | 4 | Unskilled | Low | |
New Car | $11,072 | $891 | 61 | 17 | M | Single | 33 | Other | 4 | Skilled | Low | |
Used Car | $0 | $0 | 37 | 49 | M | Single | 46 | Other | 4 | Skilled | High | |
Used Car | $219 | $841 | 43 | 0 | M | Single | 54 | Other | 2 | Management | Low | |
New Car | $8,060 | $607 | 19 | 71 | F | Divorced | 22 | Own | 2 | Management | Low | |
New Car | $0 | $486 | 12 | 22 | M | Single | 35 | Rent | 2 | Skilled | Low | |
New Car | $0 | $108 | 25 | 52 | M | Single | 46 | Own | 4 | Unskilled | High | |
Small Appliance | $0 | $0 | 43 | 28 | F | Divorced | 29 | Own | 3 | Management | High | |
New Car | $0 | $113 | 25 | 31 | F | Divorced | 22 | Rent | 4 | Skilled | High | |
New Car | $1,613 | $0 | 25 | 118 | M | Married | 53 | Own | 4 | Skilled | Low | |
Furniture | $757 | $208 | 25 | 36 | M | Divorced | 42 | Own | 3 | Skilled | High | |
Retraining | $0 | $603 | 13 | 35 | M | Married | 20 | Rent | 4 | Skilled | High | |
New Car | $0 | $343 | 19 | 22 | F | Divorced | 35 | Own | 3 | Skilled | Low | |
Education | $977 | $463 | 10 | 61 | F | Divorced | 33 | Own | 3 | Management | High | |
Education | $197 | $0 | 37 | 17 | M | Married | 26 | Own | 2 | Skilled | Low | |
Furniture | $0 | $299 | 19 | 11 | M | Single | 46 | Other | 4 | Skilled | Low | |
New Car | $0 | $490 | 13 | 15 | F | Divorced | 28 | Own | 2 | Skilled | High | |
Small Appliance | $0 | $6,628 | 37 | 65 | M | Single | 38 | Own | 4 | Skilled | Low | |
Business | $0 | $859 | 19 | 23 | M | Single | 35 | Own | 2 | Skilled | High | |
New Car | $0 | $750 | 13 | 14 | M | Single | 47 | Own | 4 | Skilled | High | |
Small Appliance | $256 | $954 | 10 | 13 | M | Single | 23 | Own | 3 | Skilled | Low | |
New Car | $296 | $591 | 37 | 103 | M | Single | 56 | Other | 4 | Skilled | High | |
Furniture | $0 | $13,970 | 13 | 24 | F | Divorced | 28 | Rent | 4 | Unskilled | High | |
New Car | $0 | $857 | 11 | 34 | M | Single | 48 | Own | 3 | Skilled | Low | |
Furniture | $0 | $5,857 | 19 | 20 | M | Single | 27 | Own | 2 | Skilled | Low | |
Small Appliance | $298 | $3,326 | 73 | 15 | M | Married | 23 | Own | 2 | Skilled | High | |
Small Appliance | $0 | $726 | 19 | 7 | F | Divorced | 24 | Rent | 4 | Skilled | High | |
Furniture | $8,636 | $214 | 11 | 3 | F | Divorced | 22 | Own | 2 | Skilled | Low | |
New Car | $0 | $207 | 13 | 119 | M | Single | 42 | Rent | 4 | Skilled | High | |
New Car | $0 | $713 | 13 | 29 | M | Single | 25 | Own | 2 | Skilled | High | |
New Car | $19,766 | $2,141 | 11 | 54 | F | Divorced | 47 | Other | 4 | Unskilled | High | |
New Car | $0 | $483 | 19 | 90 | F | Divorced | 32 | Rent | 4 | Skilled | High | |
New Car | $0 | $127 | 7 | 13 | M | Single | 25 | Rent | 3 | Skilled | Low | |
Furniture | $0 | $367 | 37 | 22 | M | Single | 36 | Own | 2 | Skilled | Low | |
Small Appliance | $0 | $813 | 43 | 28 | M | Single | 25 | Own | 2 | Skilled | High | |
Furniture | $4,089 | $0 | 7 | 14 | M | Married | 26 | Own | 2 | Skilled | Low | |
New Car | $0 | $102 | 7 | 0 | F | Divorced | 53 | Own | 4 | Unemployed | Low | |
Repairs | $271 | $759 | 19 | 0 | F | Divorced | 66 | Own | 4 | Skilled | Low | |
New Car | $949 | $0 | 49 | 36 | F | Divorced | 23 | Own | 2 | Skilled | Low | |
Small Appliance | $0 | $503 | 13 | 62 | M | Single | 25 | Own | 2 | Skilled | Low | |
Small Appliance | $911 | $823 | 46 | 4 | M | Single | 24 | Own | 2 | Unskilled | High | |
New Car | $0 | $693 | 19 | 28 | M | Single | 31 | Other | 4 | Unskilled | High | |
Used Car | $0 | $973 | 49 | 81 | F | Divorced | 57 | Other | 4 | Unskilled | High | |
New Car | $0 | $648 | 15 | 57 | M | Divorced | 44 | Own | 4 | Management | High | |
Other | $0 | $523 | 37 | 0 | M | Divorced | 42 | Own | 3 | Management | Low | |
Used Car | $271 | $7,090 | 25 | 2 | F | Divorced | 27 | Rent | 4 | Skilled | High | |
Small Appliance | $0 | $596 | 13 | 67 | M | Single | 51 | Own | 4 | Skilled | Low | |
Used Car | $0 | $904 | 49 | 119 | M | Single | 23 | Other | 4 | Skilled | High | |
New Car | $0 | $541 | 19 | 13 | M | Single | 31 | Own | 2 | Skilled | High | |
Furniture | $0 | $154 | 37 | 2 | F | Divorced | 22 | Rent | 4 | Skilled | High | |
New Car | $4,802 | $0 | 37 | 12 | M | Single | 35 | Own | 4 | Skilled | Low | |
Business | $177 | $0 | 49 | 9 | M | Single | 37 | Other | 4 | Skilled | Low | |
Small Appliance | $0 | $337 | 25 | 107 | M | Single | 35 | Own | 1 | Management | Low | |
New Car | $0 | $716 | 19 | 33 | M | Single | 30 | Own | 2 | Skilled | High | |
Education | $996 | $837 | 49 | 83 | M | Single | 49 | Other | 4 | Skilled | High | |
Education | $705 | $0 | 25 | 24 | F | Divorced | 32 | Own | 2 | Skilled | Low | |
Furniture | $0 | $7,710 | 25 | 114 | M | Single | 52 | Own | 4 | Skilled | Low | |
New Car | $0 | $531 | 13 | 5 | M | Single | 45 | Own | 2 | Skilled | High | |
Small Appliance | $5,960 | $129 | 13 | 16 | M | Married | 23 | Own | 1 | Skilled | Low | |
Furniture | $0 | $941 | 13 | 111 | M | Single | 41 | Own | 4 | Skilled | Low | |
Furniture | $759 | $596 | 10 | 18 | F | Divorced | 28 | Own | 2 | Skilled | High | |
Furniture | $0 | $987 | 37 | 101 | M | Single | 30 | Own | 4 | Skilled | High | |
Small Appliance | $651 | $0 | 37 | 102 | M | Single | 50 | Own | 2 | Skilled | Low | |
Business | $257 | $460 | 49 | 75 | F | Divorced |