Question: Based on ch 10. Use the k-NN algorithm to classify the new record using only Checking, Savings, Months Customer, and Months Employed for k=1 to
Based on ch 10. Use the k-NN algorithm to classify the new record using only Checking, Savings, Months Customer, and Months Employed for k=1 to 5.
| Credit Risk Data | ||||||||||||
| Record | Loan Purpose | Checking | Savings | Months Customer | Months Employed | Gender | Marital Status | Age | Housing | Years | Job | Credit Risk |
| 1 | Small Appliance | $0 | $739 | 13 | 12 | M | Single | 23 | Own | 3 | Unskilled | Low |
| 2 | Furniture | $0 | $1,230 | 25 | 0 | M | Divorced | 32 | Own | 1 | Skilled | High |
| 3 | New Car | $0 | $389 | 19 | 119 | M | Single | 38 | Own | 4 | Management | High |
| 4 | Furniture | $638 | $347 | 13 | 14 | M | Single | 36 | Own | 2 | Unskilled | High |
| 5 | Education | $963 | $4,754 | 40 | 45 | M | Single | 31 | Rent | 3 | Skilled | Low |
| 6 | Furniture | $2,827 | $0 | 11 | 13 | M | Married | 25 | Own | 1 | Skilled | Low |
| 7 | New Car | $0 | $229 | 13 | 16 | M | Married | 26 | Own | 3 | Unskilled | Low |
| 8 | Business | $0 | $533 | 14 | 2 | M | Single | 27 | Own | 1 | Unskilled | Low |
| 9 | Small Appliance | $6,509 | $493 | 37 | 9 | M | Single | 25 | Own | 2 | Skilled | High |
| 10 | Small Appliance | $966 | $0 | 25 | 4 | F | Divorced | 43 | Own | 1 | Skilled | High |
| 11 | Business | $0 | $989 | 49 | 0 | M | Single | 32 | Rent | 2 | Management | High |
| 12 | New Car | $0 | $3,305 | 11 | 15 | M | Single | 34 | Rent | 2 | Unskilled | Low |
| 13 | Business | $322 | $578 | 10 | 14 | M | Married | 26 | Own | 1 | Skilled | Low |
| 14 | New Car | $0 | $821 | 25 | 63 | M | Single | 44 | Own | 1 | Skilled | High |
| 15 | New Car | $396 | $228 | 13 | 26 | M | Single | 46 | Own | 3 | Unskilled | Low |
| 16 | Used Car | $0 | $129 | 31 | 8 | M | Divorced | 39 | Own | 4 | Management | Low |
| 17 | Furniture | $652 | $732 | 49 | 4 | F | Divorced | 25 | Own | 2 | Skilled | High |
| 18 | New Car | $708 | $683 | 13 | 33 | M | Single | 31 | Own | 2 | Skilled | Low |
| 19 | Repairs | $207 | $0 | 28 | 116 | M | Single | 47 | Own | 4 | Skilled | Low |
| 20 | Education | $287 | $12,348 | 7 | 2 | F | Divorced | 23 | Rent | 2 | Skilled | High |
| 21 | Furniture | $0 | $17,545 | 34 | 16 | F | Divorced | 22 | Own | 4 | Skilled | High |
| 22 | Furniture | $101 | $3,871 | 13 | 5 | F | Divorced | 26 | Rent | 4 | Skilled | High |
| 23 | Furniture | $0 | $0 | 25 | 23 | M | Married | 19 | Own | 4 | Skilled | High |
| 24 | Furniture | $0 | $485 | 37 | 23 | F | Divorced | 27 | Own | 2 | Management | High |
| 25 | New Car | $0 | $10,723 | 11 | 15 | M | Single | 39 | Rent | 2 | Unskilled | Low |
| 26 | Business | $141 | $245 | 22 | 33 | M | Single | 26 | Own | 3 | Skilled | Low |
| 27 | Used Car | $0 | $0 | 19 | 58 | M | Single | 50 | Other | 4 | Skilled | High |
| 28 | Used Car | $2,484 | $0 | 49 | 46 | M | Single | 34 | Other | 1 | Skilled | Low |
| 29 | Small Appliance | $237 | $236 | 37 | 24 | M | Single | 23 | Rent | 4 | Skilled | Low |
| 30 | Small Appliance | $0 | $485 | 19 | 12 | M | Single | 23 | Own | 2 | Skilled | Low |
| 31 | Education | $335 | $1,708 | 37 | 7 | M | Single | 46 | Other | 4 | Skilled | High |
| 32 | Small Appliance | $3,565 | $0 | 31 | 32 | M | Single | 35 | Own | 3 | Skilled | Low |
| 33 | Small Appliance | $0 | $407 | 13 | 2 | F | Divorced | 28 | Own | 2 | Skilled | Low |
| 34 | Business | $16,647 | $895 | 16 | 34 | M | Single | 25 | Rent | 4 | Skilled | Low |
| 35 | Business | $0 | $150 | 49 | 46 | F | Divorced | 36 | Rent | 4 | Skilled | High |
| 36 | Small Appliance | $0 | $490 | 5 | 41 | M | Single | 41 | Own | 1 | Unskilled | Low |
| 37 | Furniture | $0 | $162 | 25 | 1 | M | Divorced | 54 | Own | 1 | Skilled | High |
| 38 | Small Appliance | $940 | $715 | 9 | 40 | F | Divorced | 43 | Own | 2 | Unskilled | Low |
| 39 | Small Appliance | $0 | $323 | 49 | 42 | M | Married | 33 | Own | 1 | Skilled | High |
| 40 | New Car | $0 | $128 | 13 | 74 | M | Single | 34 | Own | 3 | Skilled | High |
| 41 | Other | $218 | $0 | 49 | 0 | M | Single | 39 | Other | 4 | Unemployed | Low |
| 42 | Used Car | $0 | $109 | 25 | 26 | M | Single | 34 | Own | 3 | Unskilled | Low |
| 43 | Small Appliance | $16,935 | $189 | 37 | 60 | M | Single | 30 | Own | 2 | Skilled | Low |
| 44 | Furniture | $664 | $537 | 31 | 33 | M | Single | 48 | Own | 2 | Skilled | High |
| 45 | Furniture | $150 | $6,520 | 12 | 1 | F | Divorced | 19 | Own | 1 | Skilled | Low |
| 46 | Small Appliance | $0 | $138 | 7 | 119 | M | Married | 29 | Rent | 2 | Skilled | Low |
| 47 | Furniture | $216 | $0 | 19 | 3 | F | Divorced | 26 | Rent | 3 | Skilled | High |
| 48 | New Car | $0 | $660 | 17 | 75 | M | Single | 42 | Rent | 4 | Skilled | High |
| 49 | Business | $0 | $724 | 25 | 8 | M | Single | 30 | Rent | 2 | Skilled | High |
| 50 | Small Appliance | $0 | $897 | 19 | 5 | M | Married | 38 | Own | 4 | Skilled | Low |
| 51 | Small Appliance | $265 | $947 | 25 | 5 | M | Married | 21 | Own | 1 | Skilled | High |
| 52 | Furniture | $4,256 | $0 | 16 | 36 | F | Divorced | 32 | Rent | 4 | Unskilled | Low |
| 53 | Business | $870 | $917 | 28 | 6 | M | Single | 35 | Own | 2 | Skilled | High |
| 54 | New Car | $162 | $595 | 22 | 10 | M | Divorced | 46 | Own | 4 | Skilled | Low |
| 55 | Used Car | $0 | $789 | 25 | 28 | M | Single | 37 | Own | 3 | Management | Low |
| 56 | Education | $0 | $0 | 37 | 114 | M | Single | 39 | Own | 4 | Management | High |
| 57 | Furniture | $0 | $746 | 13 | 16 | F | Divorced | 29 | Own | 3 | Skilled | Low |
| 58 | New Car | $461 | $140 | 19 | 32 | M | Single | 27 | Rent | 3 | Unskilled | Low |
| 59 | New Car | $0 | $659 | 19 | 5 | F | Divorced | 22 | Rent | 3 | Skilled | High |
| 60 | Furniture | $0 | $717 | 37 | 60 | M | Single | 40 | Own | 2 | Skilled | High |
| 61 | New Car | $0 | $667 | 29 | 10 | M | Single | 44 | Own | 2 | Unskilled | High |
| 62 | New Car | $580 | $0 | 11 | 8 | M | Single | 26 | Own | 4 | Unskilled | High |
| 63 | Small Appliance | $0 | $763 | 13 | 46 | F | Divorced | 57 | Own | 3 | Unskilled | Low |
| 64 | New Car | $0 | $1,366 | 19 | 17 | M | Single | 34 | Own | 4 | Unskilled | Low |
| 65 | Small Appliance | $0 | $552 | 25 | 4 | M | Married | 47 | Own | 4 | Skilled | High |
| 66 | Small Appliance | $0 | $14,643 | 16 | 115 | M | Single | 46 | Own | 3 | Skilled | Low |
| 67 | Business | $758 | $2,665 | 13 | 31 | M | Single | 38 | Own | 4 | Unskilled | Low |
| 68 | Used Car | $399 | $0 | 31 | 0 | F | Divorced | 52 | Own | 1 | Management | High |
| 69 | Furniture | $513 | $442 | 7 | 0 | M | Single | 34 | Own | 1 | Management | Low |
| 70 | Furniture | $0 | $8,357 | 25 | 5 | M | Single | 29 | Other | 4 | Skilled | High |
| 71 | New Car | $0 | $0 | 22 | 9 | M | Single | 39 | Own | 2 | Unskilled | High |
| 72 | Small Appliance | $565 | $863 | 10 | 81 | M | Single | 36 | Own | 4 | Unskilled | Low |
| 73 | Business | $0 | $322 | 28 | 28 | M | Single | 25 | Own | 4 | Skilled | Low |
| 74 | Furniture | $0 | $800 | 13 | 69 | M | Single | 59 | Own | 3 | Skilled | High |
| 75 | Small Appliance | $0 | $656 | 37 | 85 | M | Single | 27 | Own | 2 | Skilled | Low |
| 76 | New Car | $166 | $922 | 13 | 2 | F | Divorced | 24 | Rent | 1 | Skilled | High |
| 77 | Business | $9,783 | $885 | 13 | 3 | F | Divorced | 25 | Own | 1 | Unemployed | High |
| 78 | Business | $674 | $2,886 | 49 | 32 | M | Single | 29 | Own | 2 | Skilled | Low |
| 79 | Repairs | $0 | $626 | 43 | 0 | M | Single | 64 | Own | 4 | Unemployed | Low |
| 80 | Business | $15,328 | $0 | 25 | 9 | M | Single | 31 | Own | 4 | Skilled | Low |
| 81 | New Car | $0 | $904 | 12 | 6 | M | Single | 38 | Own | 4 | Unskilled | Low |
| 82 | Education | $713 | $784 | 61 | 17 | M | Single | 41 | Other | 4 | Skilled | High |
| 83 | New Car | $0 | $806 | 19 | 3 | F | Divorced | 22 | Own | 2 | Unskilled | High |
| 84 | Education | $0 | $3,281 | 19 | 20 | F | Divorced | 29 | Own | 2 | Skilled | High |
| 85 | New Car | $0 | $759 | 16 | 59 | M | Single | 32 | Rent | 3 | Skilled | High |
| 86 | Small Appliance | $0 | $680 | 25 | 3 | F | Divorced | 34 | Own | 4 | Skilled | High |
| 87 | Used Car | $0 | $104 | 37 | 25 | M | Single | 23 | Own | 4 | Skilled | High |
| 88 | Small Appliance | $303 | $899 | 13 | 3 | M | Single | 21 | Own | 1 | Skilled | High |
| 89 | Small Appliance | $900 | $1,732 | 37 | 11 | F | Divorced | 49 | Other | 4 | Skilled | High |
| 90 | Furniture | $0 | $706 | 31 | 14 | M | Divorced | 31 | Own | 2 | Skilled | Low |
| 91 | Education | $1,257 | $0 | 10 | 65 | F | Divorced | 40 | Rent | 4 | Unskilled | Low |
| 92 | Small Appliance | $0 | $576 | 7 | 14 | F | Divorced | 28 | Own | 1 | Skilled | Low |
| 93 | Repairs | $273 | $904 | 7 | 2 | M | Married | 21 | Own | 1 | Unskilled | Low |
| 94 | Business | $522 | $194 | 25 | 79 | M | Divorced | 30 | Own | 4 | Skilled | High |
| 95 | Small Appliance | $0 | $710 | 25 | 1 | F | Divorced | 37 | Own | 3 | Skilled | Low |
| 96 | Small Appliance | $0 | $5,564 | 25 | 93 | M | Single | 33 | Own | 2 | Skilled | Low |
| 97 | Small Appliance | $0 | $192 | 46 | 13 | M | Single | 22 | Other | 4 | Skilled | High |
| 98 | New Car | $0 | $637 | 13 | 21 | F | Divorced | 23 | Own | 2 | Unskilled | High |
| 99 | Small Appliance | $514 | $405 | 49 | 13 | F | Divorced | 21 | Own | 2 | Skilled | High |
| 100 | Furniture | $457 | $318 | 19 | 108 | M | Single | 40 | Own | 1 | Skilled | Low |
| 101 | Small Appliance | $5,133 | $698 | 19 | 14 | M | Single | 36 | Own | 2 | Skilled | High |
| 102 | New Car | $0 | $369 | 10 | 16 | M | Single | 29 | Own | 1 | Skilled | Low |
| 103 | Retraining | $644 | $0 | 13 | 88 | M | Single | 37 | Own | 4 | Skilled | Low |
| 104 | Furniture | $305 | $492 | 19 | 1 | F | Divorced | 26 | Own | 1 | Skilled | Low |
| 105 | New Car | $9,621 | $308 | 25 | 41 | M | Single | 37 | Other | 3 | Skilled | High |
| 106 | Education | $0 | $127 | 13 | 22 | M | Single | 39 | Rent | 4 | Unskilled | High |
| 107 | Business | $0 | $565 | 19 | 14 | M | Married | 27 | Own | 2 | Skilled | High |
| 108 | Furniture | $0 | $12,632 | 16 | 9 | F | Divorced | 19 | Rent | 4 | Skilled | Low |
| 109 | New Car | $0 | $116 | 49 | 45 | M | Single | 45 | Other | 4 | Skilled | High |
| 110 | Used Car | $0 | $178 | 13 | 89 | M | Single | 34 | Other | 4 | Skilled | High |
| 111 | Small Appliance | $6,851 | $901 | 13 | 21 | F | Divorced | 43 | Rent | 2 | Unskilled | Low |
| 112 | Furniture | $13,496 | $650 | 19 | 20 | M | Single | 33 | Own | 1 | Unskilled | High |
| 113 | Business | $509 | $241 | 25 | 14 | M | Single | 35 | Own | 4 | Unskilled | High |
| 114 | Used Car | $0 | $609 | 37 | 6 | M | Single | 31 | Other | 2 | Management | Low |
| 115 | Furniture | $19,155 | $131 | 25 | 24 | M | Single | 25 | Own | 2 | Skilled | Low |
| 116 | Furniture | $0 | $544 | 19 | 15 | F | Divorced | 27 | Own | 2 | Skilled | Low |
| 117 | Small Appliance | $0 | $10,853 | 25 | 81 | F | Divorced | 56 | Rent | 4 | Management | Low |
| 118 | Used Car | $374 | $0 | 25 | 14 | M | Single | 45 | Own | 4 | Management | Low |
| 119 | Large Appliance | $0 | $409 | 49 | 15 | M | Single | 53 | Own | 4 | Skilled | High |
| 120 | Furniture | $828 | $391 | 9 | 12 | F | Divorced | 23 | Own | 4 | Skilled | High |
| 121 | Furniture | $0 | $322 | 13 | 9 | F | Divorced | 25 | Own | 1 | Skilled | Low |
| 122 | Small Appliance | $829 | $583 | 7 | 18 | F | Divorced | 63 | Own | 3 | Skilled | Low |
| 123 | Small Appliance | $0 | $12,242 | 25 | 53 | M | Single | 34 | Own | 2 | Skilled | High |
| 124 | Furniture | $0 | $479 | 19 | 0 | M | Single | 24 | Own | 1 | Unemployed | High |
| 125 | New Car | $939 | $496 | 19 | 56 | M | Single | 35 | Own | 4 | Skilled | High |
| 126 | New Car | $0 | $466 | 25 | 42 | M | Single | 30 | Own | 3 | Skilled | High |
| 127 | New Car | $889 | $1,583 | 37 | 79 | M | Single | 29 | Other | 3 | Skilled | Low |
| 128 | Furniture | $876 | $1,533 | 31 | 21 | F | Divorced | 20 | Rent | 4 | Skilled | High |
| 129 | Small Appliance | $893 | $0 | 16 | 94 | M | Single | 49 | Own | 4 | Skilled | Low |
| 130 | Business | $12,760 | $4,873 | 13 | 73 | M | Single | 56 | Rent | 4 | Unskilled | Low |
| 131 | Furniture | $0 | $0 | 13 | 94 | M | Single | 48 | Rent | 4 | Skilled | Low |
| 132 | Small Appliance | $0 | $717 | 22 | 10 | F | Divorced | 24 | Own | 2 | Skilled | High |
| 133 | Small Appliance | $959 | $7,876 | 28 | 20 | M | Single | 22 | Own | 2 | Unskilled | High |
| 134 | Small Appliance | $0 | $4,449 | 25 | 87 | M | Single | 30 | Own | 4 | Skilled | High |
| 135 | Other | $0 | $0 | 25 | 54 | M | Single | 39 | Own | 3 | Management | High |
| 136 | Business | $0 | $104 | 25 | 23 | M | Married | 20 | Own | 2 | Unskilled | Low |
| 137 | Repairs | $0 | $897 | 19 | 2 | F | Divorced | 22 | Own | 4 | Skilled | High |
| 138 | New Car | $698 | $4,033 | 16 | 20 | M | Married | 24 | Rent | 2 | Skilled | High |
| 139 | Furniture | $0 | $945 | 13 | 6 | M | Divorced | 41 | Own | 1 | Skilled | Low |
| 140 | Furniture | $0 | $836 | 25 | 99 | M | Single | 32 | Own | 4 | Skilled | Low |
| 141 | Small Appliance | $0 | $325 | 19 | 13 | F | Divorced | 23 | Own | 2 | Skilled | High |
| 142 | Small Appliance | $12,974 | $19,568 | 13 | 7 | F | Divorced | 41 | Rent | 3 | Skilled | Low |
| 143 | Furniture | $0 | $803 | 13 | 89 | M | Single | 52 | Other | 4 | Management | High |
| 144 | Small Appliance | $317 | $10,980 | 13 | 17 | M | Single | 65 | Own | 3 | Unskilled | High |
| 145 | Business | $0 | $265 | 13 | 10 | F | Divorced | 26 | Own | 2 | Skilled | Low |
| 146 | Repairs | $0 | $609 | 31 | 3 | M | Divorced | 33 | Own | 1 | Unskilled | High |
| 147 | Small Appliance | $0 | $1,851 | 12 | 0 | F | Divorced | 56 | Own | 4 | Unskilled | Low |
| 148 | Furniture | $192 | $199 | 25 | 5 | F | Divorced | 24 | Own | 4 | Unskilled | High |
| 149 | New Car | $0 | $500 | 28 | 7 | F | Divorced | 20 | Rent | 3 | Skilled | High |
| 150 | New Car | $0 | $509 | 16 | 3 | M | Single | 35 | Own | 3 | Skilled | Low |
| 151 | Used Car | $0 | $270 | 25 | 25 | M | Single | 34 | Own | 3 | Skilled | Low |
| 152 | New Car | $0 | $457 | 13 | 63 | M | Single | 38 | Own | 4 | Management | Low |
| 153 | Used Car | $0 | $260 | 25 | 78 | M | Single | 34 | Own | 4 | Management | Low |
| 154 | New Car | $942 | $3,036 | 25 | 36 | M | Single | 37 | Own | 3 | Skilled | Low |
| 155 | Small Appliance | $0 | $643 | 19 | 6 | M | Single | 31 | Other | 2 | Management | Low |
| 156 | New Car | $3,329 | $0 | 19 | 15 | M | Single | 67 | Rent | 4 | Skilled | High |
| 157 | Used Car | $0 | $6,345 | 25 | 19 | M | Single | 26 | Own | 2 | Skilled | Low |
| 158 | Education | $0 | $922 | 37 | 9 | F | Divorced | 24 | Own | 2 | Management | High |
| 159 | Furniture | $0 | $909 | 25 | 3 | M | Single | 21 | Other | 1 | Skilled | Low |
| 160 | Large Appliance | $0 | $775 | 19 | 8 | M | Married | 46 | Own | 3 | Unskilled | High |
| 161 | Furniture | $0 | $979 | 25 | 48 | M | Single | 22 | Rent | 4 | Skilled | High |
| 162 | Furniture | $0 | $948 | 19 | 2 | F | Divorced | 20 | Rent | 4 | Skilled | Low |
| 163 | Business | $339 | $2,790 | 22 | 55 | M | Divorced | 60 | Rent | 2 | Unskilled | High |
| 164 | Used Car | $0 | $309 | 49 | 37 | M | Single | 25 | Own | 3 | Skilled | Low |
| 165 | Small Appliance | $0 | $762 | 10 | 1 | F | Divorced | 21 | Rent | 4 | Skilled | High |
| 166 | Small Appliance | $0 | $970 | 13 | 14 | F | Divorced | 22 | Own | 1 | Skilled | Low |
| 167 | Used Car | $105 | $320 | 28 | 54 | M | Single | 29 | Own | 2 | Management | Low |
| 168 | Small Appliance | $0 | $861 | 13 | 111 | M | Single | 56 | Own | 4 | Unskilled | High |
| 169 | Repairs | $216 | $262 | 37 | 2 | M | Single | 32 | Rent | 1 | Unskilled | High |
| 170 | Furniture | $113 | $692 | 11 | 14 | M | Divorced | 30 | Own | 2 | Unskilled | Low |
| 171 | Used Car | $109 | $540 | 37 | 1 | M | Married | 27 | Rent | 4 | Management | High |
| 172 | New Car | $0 | $470 | 13 | 0 | F | Divorced | 37 | Own | 2 | Unemployed | Low |
| 173 | New Car | $0 | $192 | 7 | 2 | M | Single | 39 | Own | 4 | Unskilled | Low |
| 174 | New Car | $8,176 | $12,230 | 7 | 5 | M | Married | 26 | Own | 2 | Unemployed | Low |
| 175 | Repairs | $0 | $772 | 25 | 19 | M | Divorced | 32 | Own | 2 | Skilled | Low |
| 176 | Furniture | $468 | $14,186 | 22 | 24 | M | Single | 31 | Own | 2 | Skilled | Low |
| 177 | Used Car | $7,885 | $6,330 | 16 | 14 | M | Single | 35 | Own | 2 | Skilled | Low |
| 178 | Small Appliance | $0 | $18,716 | 19 | 93 | M | Single | 31 | Own | 3 | Management | Low |
| 179 | New Car | $0 | $886 | 22 | 96 | M | Single | 64 | Own | 4 | Skilled | Low |
| 180 | Business | $0 | $750 | 37 | 2 | M | Divorced | 27 | Own | 1 | Skilled | High |
| 181 | Small Appliance | $0 | $3,870 | 25 | 11 | F | Divorced | 31 | Own | 2 | Unskilled | High |
| 182 | Small Appliance | $0 | $3,273 | 13 | 4 | M | Married | 32 | Own | 3 | Unskilled | High |
| 183 | Business | $0 | $406 | 6 | 35 | M | Single | 73 | Own | 4 | Unskilled | Low |
| 184 | Furniture | $0 | $461 | 13 | 48 | F | Divorced | 30 | Own | 4 | Unskilled | Low |
| 185 | Furniture | $0 | $340 | 19 | 4 | M | Married | 42 | Own | 1 | Unskilled | High |
| 186 | Small Appliance | $0 | $6,490 | 19 | 85 | M | Single | 45 | Own | 4 | Skilled | Low |
| 187 | Small Appliance | $734 | $348 | 7 | 100 | M | Single | 27 | Own | 4 | Skilled | Low |
| 188 | Furniture | $0 | $506 | 25 | 3 | F | Divorced | 22 | Rent | 4 | Unskilled | High |
| 189 | Used Car | $0 | $14,717 | 28 | 7 | M | Single | 26 | Own | 2 | Skilled | Low |
| 190 | Business | $172 | $0 | 25 | 36 | M | Single | 33 | Own | 3 | Skilled | Low |
| 191 | New Car | $644 | $1,571 | 19 | 1 | F | Divorced | 27 | Own | 3 | Skilled | High |
| 192 | New Car | $0 | $0 | 25 | 19 | F | Divorced | 24 | Rent | 4 | Skilled | High |
| 193 | Furniture | $617 | $411 | 31 | 3 | M | Married | 21 | Own | 1 | Skilled | Low |
| 194 | New Car | $0 | $544 | 25 | 0 | F | Divorced | 28 | Rent | 4 | Unemployed | High |
| 195 | Small Appliance | $586 | $0 | 13 | 0 | M | Single | 51 | Own | 1 | Management | High |
| 196 | Furniture | $0 | $835 | 19 | 42 | F | Divorced | 21 | Own | 1 | Skilled | High |
| 197 | Small Appliance | $0 | $823 | 25 | 47 | M | Single | 27 | Own | 2 | Skilled | Low |
| 198 | Business | $0 | $5,180 | 22 | 4 | M | Single | 40 | Own | 2 | Unskilled | High |
| 199 | Small Appliance | $0 | $408 | 16 | 12 | M | Single | 34 | Other | 4 | Skilled | Low |
| 200 | New Car | $0 | $821 | 48 | 5 | F | Divorced | 34 | Own | 1 | Unskilled | Low |
| 201 | Education | $522 | $385 | 10 | 66 | M | Single | 63 | Own | 4 | Unskilled | Low |
| 202 | New Car | $585 | $2,223 | 16 | 0 | M | Single | 33 | Own | 2 | Management | High |
| 203 | New Car | $5,588 | $0 | 22 | 10 | F | Divorced | 28 | Own | 4 | Skilled | High |
| 204 | New Car | $0 | $605 | 37 | 20 | F | Divorced | 24 | Own | 2 | Skilled | High |
| 205 | Furniture | $352 | $7,525 | 13 | 4 | F | Divorced | 18 | Rent | 4 | Unskilled | Low |
| 206 | Small Appliance | $0 | $3,529 | 14 | 0 | F | Divorced | 63 | Own | 4 | Skilled | Low |
| 207 | Business | $2,715 | $1,435 | 49 | 14 | M | Divorced | 37 | Own | 2 | Skilled | High |
| 208 | Other | $560 | $887 | 25 | 20 | M | Single | 38 | Own | 3 | Management | High |
| 209 | Small Appliance | $895 | $243 | 13 | 4 | M | Married | 22 | Rent | 1 | Skilled | High |
| 210 | New Car | $305 | $4,553 | 7 | 2 | F | Divorced | 31 | Own | 1 | Unskilled | High |
| 211 | Small Appliance | $0 | $418 | 19 | 4 | M | Single | 31 | Own | 2 | Skilled | Low |
| 212 | New Car | $0 | $771 | 25 | 0 | M | Single | 42 | Other | 2 | Skilled | High |
| 213 | Furniture | $0 | $463 | 11 | 13 | M | Single | 24 | Rent | 2 | Unskilled | High |
| 214 | Business | $8,948 | $110 | 31 | 90 | M | Single | 65 | Own | 4 | Management | High |
| 215 | Used Car | $0 | $10,099 | 16 | 108 | M | Single | 22 | Rent | 4 | Skilled | Low |
| 216 | Used Car | $0 | $13,428 | 7 | 0 | F | Divorced | 22 | Rent | 2 | Unemployed | Low |
| 217 | Small Appliance | $0 | $208 | 13 | 23 | M | Single | 51 | Own | 4 | Skilled | Low |
| 218 | Small Appliance | $0 | $552 | 13 | 15 | F | Divorced | 23 | Own | 4 | Unskilled | High |
| 219 | Education | $0 | $3,105 | 16 | 19 | F | Divorced | 30 | Own | 3 | Skilled | Low |
| 220 | Small Appliance | $483 | $415 | 19 | 6 | M | Married | 32 | Own | 2 | Skilled | High |
| 221 | Large Appliance | $0 | $1,238 | 13 | 0 | F | Divorced | 21 | Own | 3 | Skilled | High |
| 222 | Education | $0 | $238 | 13 | 2 | F | Divorced | 52 | Own | 4 | Skilled | High |
| 223 | Furniture | $0 | $127 | 31 | 35 | F | Divorced | 22 | Rent | 4 | Skilled | High |
| 224 | Business | $663 | $0 | 19 | 57 | M | Single | 41 | Own | 2 | Skilled | Low |
| 225 | New Car | $624 | $785 | 37 | 9 | F | Divorced | 53 | Rent | 2 | Skilled | Low |
| 226 | Repairs | $0 | $718 | 19 | 0 | F | Divorced | 54 | Other | 4 | Unemployed | High |
| 227 | Furniture | $0 | $493 | 13 | 21 | M | Single | 37 | Own | 3 | Unskilled | Low |
| 228 | Small Appliance | $152 | $757 | 49 | 45 | M | Single | 27 | Own | 4 | Skilled | High |
| 229 | New Car | $0 | $9,125 | 13 | 24 | F | Divorced | 25 | Own | 2 | Skilled | High |
| 230 | Small Appliance | $0 | $364 | 13 | 12 | F | Divorced | 34 | Own | 2 | Skilled | Low |
| 231 | Business | $498 | $598 | 37 | 14 | M | Divorced | 29 | Own | 2 | Management | High |
| 232 | New Car | $0 | $374 | 10 | 19 | M | Single | 27 | Own | 3 | Unskilled | High |
| 233 | Small Appliance | $156 | $0 | 13 | 58 | F | Divorced | 32 | Own | 3 | Unskilled | High |
| 234 | Used Car | $1,336 | $0 | 37 | 11 | M | Single | 29 | Own | 2 | Management | Low |
| 235 | New Car | $0 | $508 | 13 | 3 | M | Single | 32 | Own | 1 | Unskilled | High |
| 236 | Small Appliance | $0 | $956 | 25 | 4 | F | Divorced | 28 | Rent | 2 | Unskilled | High |
| 237 | Furniture | $0 | $636 | 22 | 41 | F | Divorced | 25 | Rent | 4 | Unskilled | Low |
| 238 | New Car | $2,641 | $0 | 13 | 71 | F | Divorced | 51 | Other | 4 | Management | Low |
| 239 | Used Car | $0 | $1,519 | 40 | 74 | M | Single | 44 | Own | 2 | Management | Low |
| 240 | Business | $0 | $922 | 19 | 29 | M | Single | 33 | Own | 1 | Skilled | Low |
| 241 | Furniture | $0 | $180 | 5 | 2 | F | Divorced | 22 | Rent | 3 | Unskilled | Low |
| 242 | Used Car | $0 | $701 | 22 | 108 | M | Single | 35 | Own | 4 | Management | Low |
| 243 | Small Appliance | $0 | $296 | 16 | 8 | M | Single | 30 | Own | 2 | Skilled | Low |
| 244 | Small Appliance | $887 | $519 | 7 | 42 | M | Married | 27 | Own | 3 | Unskilled | Low |
| 245 | Business | $0 | $800 | 49 | 2 | F | Divorced | 23 | Rent | 4 | Skilled | High |
| 246 | Furniture | $0 | $736 | 13 | 6 | F | Divorced | 19 | Rent | 4 | Skilled | High |
| 247 | Small Appliance | $0 | $11,838 | 7 | 70 | M | Single | 44 | Own | 4 | Unskilled | Low |
| 248 | Small Appliance | $0 | $364 | 5 | 35 | M | Single | 41 | Own | 1 | Unskilled | Low |
| 249 | New Car | $18,408 | $212 | 13 | 9 | F | Divorced | 35 | Own | 2 | Skilled | Low |
| 250 | New Car | $497 | $888 | 16 | 3 | F | Divorced | 25 | Rent | 1 | Unemployed | High |
| 251 | Used Car | $0 | $999 | 25 | 0 | M | Single | 28 | Other | 2 | Management | Low |
| 252 | Small Appliance | $946 | $0 | 16 | 83 | M | Single | 34 | Own | 2 | Skilled | Low |
| 253 | Business | $986 | $578 | 28 | 1 | F | Divorced | 31 | Own | 1 | Skilled | Low |
| 254 | Education | $8,122 | $136 | 22 | 4 | M | Divorced | 32 | Rent | 1 | Skilled | High |
| 255 | Furniture | $0 | $734 | 37 | 111 | M | Single | 41 | Own | 2 | Skilled | High |
| 256 | Business | $778 | $861 | 49 | 21 | M | Single | 22 | Own | 2 | Skilled | High |
| 257 | Other | $645 | $855 | 25 | 17 | M | Single | 28 | Own | 3 | Management | High |
| 258 | Furniture | $0 | $4,486 | 10 | 3 | F | Divorced | 21 | Rent | 4 | Skilled | Low |
| 259 | New Car | $682 | $2,017 | 37 | 85 | M | Single | 41 | Own | 4 | Management | High |
| 260 | New Car | $19,812 | $0 | 25 | 37 | M | Single | 36 | Own | 2 | Unskilled | High |
| 261 | Business | $0 | $500 | 25 | 1 | M | Single | 26 | Own | 2 | Skilled | High |
| 262 | Used Car | $0 | $859 | 31 | 89 | M | Single | 37 | Other | 4 | Management | Low |
| 263 | Business | $859 | $3,305 | 25 | 26 | M | Single | 35 | Rent | 4 | Management | Low |
| 264 | Small Appliance | $0 | $1,218 | 13 | 38 | M | Single | 34 | Own | 1 | Skilled | Low |
| 265 | New Car | $0 | $9,016 | 49 | 22 | M | Single | 43 | Other | 2 | Skilled | High |
| 266 | New Car | $0 | $11,587 | 22 | 46 | F | Divorced | 30 | Own | 2 | Management | Low |
| 267 | Furniture | $0 | $8,944 | 25 | 66 | M | Single | 31 | Rent | 3 | Skilled | Low |
| 268 | Repairs | $0 | $807 | 25 | 75 | M | Single | 43 | Other | 4 | Skilled | Low |
| 269 | Small Appliance | $0 | $867 | 31 | 27 | F | Divorced | 24 | Own | 2 | Skilled | Low |
| 270 | Small Appliance | $795 | $16,804 | 49 | 40 | M | Single | 26 | Own | 2 | Skilled | High |
| 271 | Furniture | $0 | $347 | 16 | 5 | F | Divorced | 45 | Rent | 1 | Skilled | Low |
| 272 | Furniture | $0 | $836 | 16 | 4 | M | Single | 26 | Own | 3 | Unskilled | Low |
| 273 | Furniture | $0 | $142 | 7 | 53 | F | Divorced | 48 | Own | 1 | Skilled | Low |
| 274 | Furniture | $0 | $169 | 19 | 6 | M | Single | 43 | Own | 3 | Skilled | High |
| 275 | Other | $852 | $3,613 | 61 | 83 | F | Divorced | 59 | Other | 4 | Management | High |
| 276 | Education | $0 | $403 | 7 | 5 | F | Divorced | 55 | Own | 2 | Skilled | Low |
| 277 | Small Appliance | $0 | $836 | 25 | 0 | M | Single | 29 | Own | 2 | Management | High |
| 278 | New Car | $425 | $0 | 19 | 7 | F | Divorced | 32 | Own | 2 | Skilled | High |
| 279 | Business | $0 | $11,481 | 25 | 18 | M | Single | 53 | Own | 3 | Management | High |
| 280 | Business | $0 | $3,285 | 7 | 21 | M | Single | 33 | Own | 2 | Unskilled | Low |
| 281 | Education | $0 | $164 | 13 | 65 | F | Divorced | 56 | Other | 4 | Unskilled | Low |
| 282 | New Car | $11,072 | $891 | 61 | 17 | M | Single | 33 | Other | 4 | Skilled | Low |
| 283 | Used Car | $0 | $0 | 37 | 49 | M | Single | 46 | Other | 4 | Skilled | High |
| 284 | Used Car | $219 | $841 | 43 | 0 | M | Single | 54 | Other | 2 | Management | Low |
| 285 | New Car | $8,060 | $607 | 19 | 71 | F | Divorced | 22 | Own | 2 | Management | Low |
| 286 | New Car | $0 | $486 | 12 | 22 | M | Single | 35 | Rent | 2 | Skilled | Low |
| 287 | New Car | $0 | $108 | 25 | 52 | M | Single | 46 | Own | 4 | Unskilled | High |
| 288 | Small Appliance | $0 | $0 | 43 | 28 | F | Divorced | 29 | Own | 3 | Management | High |
| 289 | New Car | $0 | $113 | 25 | 31 | F | Divorced | 22 | Rent | 4 | Skilled | High |
| 290 | New Car | $1,613 | $0 | 25 | 118 | M | Married | 53 | Own | 4 | Skilled | Low |
| 291 | Furniture | $757 | $208 | 25 | 36 | M | Divorced | 42 | Own | 3 | Skilled | High |
| 292 | Retraining | $0 | $603 | 13 | 35 | M | Married | 20 | Rent | 4 | Skilled | High |
| 293 | New Car | $0 | $343 | 19 | 22 | F | Divorced | 35 | Own | 3 | Skilled | Low |
| 294 | Education | $977 | $463 | 10 | 61 | F | Divorced | 33 | Own | 3 | Management | High |
| 295 | Education | $197 | $0 | 37 | 17 | M | Married | 26 | Own | 2 | Skilled | Low |
| 296 | Furniture | $0 | $299 | 19 | 11 | M | Single | 46 | Other | 4 | Skilled | Low |
| 297 | New Car | $0 | $490 | 13 | 15 | F | Divorced | 28 | Own | 2 | Skilled | High |
| 298 | Small Appliance | $0 | $6,628 | 37 | 65 | M | Single | 38 | Own | 4 | Skilled | Low |
| 299 | Business | $0 | $859 | 19 | 23 | M | Single | 35 | Own | 2 | Skilled | High |
| 300 | New Car | $0 | $750 | 13 | 14 | M | Single | 47 | Own | 4 | Skilled | High |
| 301 | Small Appliance | $256 | $954 | 10 | 13 | M | Single | 23 | Own | 3 | Skilled | Low |
| 302 | New Car | $296 | $591 | 37 | 103 | M | Single | 56 | Other | 4 | Skilled | High |
| 303 | Furniture | $0 | $13,970 | 13 | 24 | F | Divorced | 28 | Rent | 4 | Unskilled | High |
| 304 | New Car | $0 | $857 | 11 | 34 | M | Single | 48 | Own | 3 | Skilled | Low |
| 305 | Furniture | $0 | $5,857 | 19 | 20 | M | Single | 27 | Own | 2 | Skilled | Low |
| 306 | Small Appliance | $298 | $3,326 | 73 | 15 | M | Married | 23 | Own | 2 | Skilled | High |
| 307 | Small Appliance | $0 | $726 | 19 | 7 | F | Divorced | 24 | Rent | 4 | Skilled | High |
| 308 | Furniture | $8,636 | $214 | 11 | 3 | F | Divorced | 22 | Own | 2 | Skilled | Low |
| 309 | New Car | $0 | $207 | 13 | 119 | M | Single | 42 | Rent | 4 | Skilled | High |
| 310 | New Car | $0 | $713 | 13 | 29 | M | Single | 25 | Own | 2 | Skilled | High |
| 311 | New Car | $19,766 | $2,141 | 11 | 54 | F | Divorced | 47 | Other | 4 | Unskilled | High |
| 312 | New Car | $0 | $483 | 19 | 90 | F | Divorced | 32 | Rent | 4 | Skilled | High |
| 313 | New Car | $0 | $127 | 7 | 13 | M | Single | 25 | Rent | 3 | Skilled | Low |
| 314 | Furniture | $0 | $367 | 37 | 22 | M | Single | 36 | Own | 2 | Skilled | Low |
| 315 | Small Appliance | $0 | $813 | 43 | 28 | M | Single | 25 | Own | 2 | Skilled | High |
| 316 | Furniture | $4,089 | $0 | 7 | 14 | M | Married | 26 | Own | 2 | Skilled | Low |
| 317 | New Car | $0 | $102 | 7 | 0 | F | Divorced | 53 | Own | 4 | Unemployed | Low |
| 318 | Repairs | $271 | $759 | 19 | 0 | F | Divorced | 66 | Own | 4 | Skilled | Low |
| 319 | New Car | $949 | $0 | 49 | 36 | F | Divorced | 23 | Own | 2 | Skilled | Low |
| 320 | Small Appliance | $0 | $503 | 13 | 62 | M | Single | 25 | Own | 2 | Skilled | Low |
| 321 | Small Appliance | $911 | $823 | 46 | 4 | M | Single | 24 | Own | 2 | Unskilled | High |
| 322 | New Car | $0 | $693 | 19 | 28 | M | Single | 31 | Other | 4 | Unskilled | High |
| 323 | Used Car | $0 | $973 | 49 | 81 | F | Divorced | 57 | Other | 4 | Unskilled | High |
| 324 | New Car | $0 | $648 | 15 | 57 | M | Divorced | 44 | Own | 4 | Management | High |
| 325 | Other | $0 | $523 | 37 | 0 | M | Divorced | 42 | Own | 3 | Management | Low |
| 326 | Used Car | $271 | $7,090 | 25 | 2 | F | Divorced | 27 | Rent | 4 | Skilled | High |
| 327 | Small Appliance | $0 | $596 | 13 | 67 | M | Single | 51 | Own | 4 | Skilled | Low |
| 328 | Used Car | $0 | $904 | 49 | 119 | M | Single | 23 | Other | 4 | Skilled | High |
| 329 | New Car | $0 | $541 | 19 | 13 | M | Single | 31 | Own | 2 | Skilled | High |
| 330 | Furniture | $0 | $154 | 37 | 2 | F | Divorced | 22 | Rent | 4 | Skilled | High |
| 331 | New Car | $4,802 | $0 | 37 | 12 | M | Single | 35 | Own | 4 | Skilled | Low |
| 332 | Business | $177 | $0 | 49 | 9 | M | Single | 37 | Other | 4 | Skilled | Low |
| 333 | Small Appliance | $0 | $337 | 25 | 107 | M | Single | 35 | Own | 1 | Management | Low |
| 334 | New Car | $0 | $716 | 19 | 33 | M | Single | 30 | Own | 2 | Skilled | High |
| 335 | Education | $996 | $837 | 49 | 83 | M | Single | 49 | Other | 4 | Skilled | High |
| 336 | Education | $705 | $0 | 25 | 24 | F | Divorced | 32 | Own | 2 | Skilled | Low |
| 337 | Furniture | $0 | $7,710 | 25 | 114 | M | Single | 52 | Own | 4 | Skilled | Low |
| 338 | New Car | $0 | $531 | 13 | 5 | M | Single | 45 | Own | 2 | Skilled | High |
| 339 | Small Appliance | $5,960 | $129 | 13 | 16 | M | Married | 23 | Own | 1 | Skilled | Low |
| 340 | Furniture | $0 | $941 | 13 | 111 | M | Single | 41 | Own | 4 | Skilled | Low |
| 341 | Furniture | $759 | $596 | 10 | 18 | F | Divorced | 28 | Own | 2 | Skilled | High |
| 342 | Furniture | $0 | $987 | 37 | 101 | M | Single | 30 | Own | 4 | Skilled |
