7. Using the approach described in Example 10.6, clas- sify first record in the worksheet Records to Classify in the Excel file Credit Risk Data using the k-NN algorithm for k = 1 to 5. Use only Checking, Savings, Months Customer, and Months Employed. New Record to Classify Checking Savings Months Customer Months Employed Credit Risk $600 $3,500 45 30 Normalized Records Checking Savings Months Customer Months Employed Credit Risk -0.142 0.469 0.579 0.406 Nearest Neighbors Distance Record Decision DAWN k 1 2 3 4 5 D Credit Risk Data Normale Data Record Ow 0133 Loan Purpose Checking Savings Months Customer Months Employed Gender Marital Status Age Housing Years Job Credit Risk Smal Appliance 50 5730 13 12 M Single 23 3 Low Furniture United 30 51 230 0 M Divorced Own + 3 New Car 50 $380 Sed Hon 10 110 M Single 30 Own Management 4 Furniture Hg 5638 5347 13 14 M Singe 30 Own 2 5 Und $4754 HOR Education 3983 40 45 M Single 31 Rem 3 Suited Furniture 52.827 30 11 13 M Married 25 Own 1 Low 7 New Car 50 5220 13 10 M Marted 26 Own 3 United Low 8 Business 50 5533 14 2 M Single 27 Ow + United Low Simal Appliance 56.500 5493 37 M Single 25 Own 2 sed 10 Small Appliance 3000 50 25 4 F Divorced 45 Ow 1 HO 11 Business 30 599 49 o M Single 32 Rent 2 Management 12 New Car 30 53305 11 15 M Segle 34 Rent 2 United Low 13 Business 3322 5578 10 14 M Married 20 + Sed 14 New Car 50 $821 25 33 M Single 44 Own 1 sed High 15 New Car $390 $228 13 20 M Single 46 Own 3 Unded LOW Used Car 50 $129 21 M Divorced 39 Own 4 Management Low Furniture 5652 5732 49 F Divorced 25 Own 2 Skiled High New Car 5700 5683 13 33 M Single 31 Own 2 Skilled Low 19 Repairs 5207 $0 28 118 M Single 47 Own Sked Low 20 Education $287 $12.340 7 2 F Divorced 23 Ro 2 Skilled 21 Furniture $0 517 545 34 18 F Divorced 22 Own 4 Sed Hig 22 Furniture 5101 $3,871 13 5 Divorced 20 Rent 4 Sed Hig 22 Furniture $0 $0 25 23 M Marned 50 Own 4 Skilled High 24 Furniture 50 $485 37 23 F Divorced 27 2 Management High 10.750 Checking Savings 033) 0 0333 010 0333 03 0 130 0402 2007 Oto 0505 0504 0339 0.440 0.150 0561 0.020 14 333 0229 0333 0416 0231 0343 0333 0270 0.201 0440 -0330 0404 -0.126 0300 -0.100 0314 2017 0504 9242 2.990 0333 1973 0.101 0572 -0.330 0504 -0.333 -6300 Own 1 ... 12 **, O 27 S10 111 10333 40333 106 37 13 13 19 11 31 10 19 37 13 $14 M M M M F M F F F LOW High LOM High Low High LOW $15 -1333 002 0.000 033 1 5 406 Used Car 407 New Car 408 Furniture 409 Furniture 410 Used Car 411 New Car 412 Smal Appliance 413 Furniture 414 New Car 415 Furniture 416 Used Car 417 Used Car 418 Education 410 New Car 420 New Car 421 Small Appliance 422 Furniture 423 New Car 424 New Car 425 New Car $0 5674 $0 $547 5161 5524 SO 5815 50 SO $789 5989 $765 $10.406 30 $957 50 5770 5983 $950 50 $100 $0 $276 5790 $137 50 $570 $123 52684 $497 $0 50 50 $0 $0 SO $712 SO $912 ,, 415 . 1 22 23 120 125 120 13 25 25 22 13 o wasauctor Other Own Rent Own Rent Own Own Rent Own Rent Rent Ow Other Own Own Other Own Own Own Own Single 41 Divorced 35 Single 27 Single 41 Divorced 30 Married 27 Divorced 65 Divorced 19 Divorced 33 Divorced 24 Married 40 Single 52 Divorced 33 Married 20 Divorced 22 Single 35 Singe 30 Divorced 28 Divorced 28 Single 44 High High Low LOW High LOW M M F M F M M F F M 4 Skilled 3 Sited 4 Sainted 3 Shaled 4 Sed 2 Management 2 Used 4 Skilled 4 Bed 3 4 Sited 4 Sied 4 Used 3 Sted 2 Unse 4 Sied 4 Sed 2 Sed 2 Slied 3 Management -0.021 0 333 033 0079 0313 0272 0.175 0 333 013 033 -033 LOW High 31 25 16 7 103 6 High Low 29 31.90 Average $1,048 $1 813 Side 53,147 18 $3,597 29 22.00 12 27 32 20 411 $32 133 134 N 16 5 23 4 4 5 Sed M High High BOYS 35 F F M F M M M M M M M M 16 24 12 7 0 21 Furt 50 517,545 22 Furniture 5101 52.07 23 Forte 50 50 24 Forniture 50 3485 25 New Car $0 $10,723 20 Business 5141 3265 Used Car 50 30 20 Used Car 12.454 50 20 Small Appliance 123 5230 30 ml Appliance 50 5485 31 Education $335 51,709 32 mal Appliance $0 33 Salalance 50 5407 Bus 516647 5805 15 Business 50 30 Small Appliance 50 5400 37 Fum 50 5162 38 Small Appliance 3040 5715 3 Sual Appliance 30 3322 40 New Car 50 5128 41 5210 50 12 tised 50 5100 43 Small Apple 55.95 44 45 Fushi 5150 56520 46mal Alance 50 5138 5210 50 Newa San 101 10101011 - 71 **m Dvored 22 Devoted 26 Marned 10 Divorced 27 Single Single 20 Single 50 Single 4 Single 23 Segle 23 Single 16 Single 35 Divorced 20 Single 25 Choiced 30 Single 41 Cated 54 Dived 43 Married 33 Segle 34 Segit Sagle 4 Sage 30 Own Re Own Ow Rent Own Other Other Hent Own Other Own Own Net Ron Ow 2 34 40 41 1 40 42 5150 2 Management High Low 3 Sed Low 4 Sited High Sted Low Sted LOW Sed Low 2 Sited Low Skiled Low 4 Sited + Unded LOW + Skid gh 2 United Low 1 3 Uployed Low Unted to 2 Sed Low M F M M F M 0001 052 0333 04 -0.333 300 -0 333 2477 -0260 -0.430 -0.333 0504 04450 0504 -9 250 0430 033 0 300 0227 0020 0.000 0530 0.333 0191 48:50 0255 0333 0.40 0333 0388 0 333 -0.450 GO -0.305 033 -0.414 033 40 -024 0504 0.333 5000 0 451 0123 0355 -0295 1.309 030 -1.400 0204 054 Own Own O Oh Furniture 33 1 Own F + 2 LOW LO F Mared29 Overced Rent Rent Rant Sud 75 M N LOW High Rent Own Own Rent Own Own Own Low 29 Sed 25 49 Business 50 Small Appliance 31 Small Appliance 52 Furniture 53 Business 56 New Car 55 Used Car so Education 57 Furniture 58 New Car 50 New Car 00 Furniture New Car 2 New Car 63 Small Appliance 54 New Car 65 Small Appliance 00 Small Appliance Business 68 Used Car 60 Furniture 70 Furniture 71 New Cor 72 Amal Appliance 7 Business 24 Furniture 75 Small App 50 5724 $0 $897 5265 $947 54.256 $0 5870 5917 $162 5595 50 3780 $0 30 50 5746 3481 $140 50 5550 50 5717 50 5867 5580 50 50 5763 50 51,360 50 5552 30514543 5750 52665 $300 50 5513 5442 SO 58,357 50 50 5505 3603 30 3322 30 5100 50 5656 49 G 8 M 5 M 5 M 30 5 M 10 M 28 M 114 M 10 F 32 M 5 F 50 M 10 M M 40 17 4 M M 31 M 37 H Single 30 Married 38 Married 21 Divorced 32 Segle 35 Divorced 46 Single 37 Single 39 Divorced 20 Single 27 Divorced 22 Single 40 Single 4 Single 2 Divorced S7 Single 34 Married 47 Single 46 Single 30 Divorced 52 Siege 34 Siege >> Single 10 Single Single 25 Single 50 27 2 Sed 4 Skilled 1 Sed 4 Used 2 4 Skiled 3 Management 4 Management 3 Sied 3 United 3 Sed 2 Sed 2 Unslied Unslied 3 Unokilled 4 Unaked High Low Low High Low Low High High High High Low Low Own Rent Rent Own Own Own Own Own Own Own Own Ow Own ====; 0333 -0.30 03 02 -0249 0241 1.01 0504 0057 -0240 -022 033 -0.30 - 205 0 333 0504 -0.333 -0,290 -0.187 0/605 -0333 -0.121 0333 0305 -0.333 0313 0 140 0504 -0.33 0.292 -0.333 0124 0330 0350 0330 3507 -0.003 02 0208 0504 0170 0391 0333 100 0.333 0.534 015) 0133 0414 03 -0201 033 19 M 10 7 25 0 M 5 M 4 M 81 M M 60 M 85 M 3 Sed United 1 Management 1 Management 4 Ded United United 4 3 sed 2 LOW Low High Low High High Low Low High Low Own On Own Ow Ow M LOW High Low Low Low LOW High High High 37 13 13 49 43 25 12 61 19 19 16 25 37 13 37 31 10 020 D 5858 5922 $385 $2.886 3820 $0 5904 $754 5806 53,281 $759 5580 5104 $890 51732 $700 50 5570 1904 3194 5710 $5.564 $132 SOSY 5400 5310 sos 75 Small Appliance 50 78 Newca $100 77 Business 59,783 78 Baness 5674 79 Repairs 50 80 Business 515,320 51 New Car 50 82 Education 3713 83 New Car $0 84 Education 50 85 New Car 50 Small Appliance $0 Used Car 50 28 Small Appliance OSmall Apie 5900 00 Furniture SO 91 Education $1257 92 Small Appliance 50 93 Fans 3273 94 Business 5522 Small Apple 50 00 Small Appliance 30 97 Sal Appliance 50 90 New Car sa 90 ml Appliance 5514 100 Furniture 5457 101 Small Aplanta 55.133 12 New High High G M F F M M M M M F F M F M M F M F F M M F M M F 5303 85 2 3 32 0 9 6 17 3 20 50 3 25 3 11 14 65 14 2 TO 1 93 13 21 13 100 14 TA pnn, Single 27 Divorced 24 Divorced 25 Single 20 Single 64 Single 31 Single 38 Segle 41 Divorced 22 Divorced 29 Single 22 Divorced 34 Single 23 Single 21 Divorced Divorced 11 Divorced 40 Divorced 20 Married 21 Divorced 30 Divorced 37 Single 30 Single 22 Divorced 23 Divorced 21 Single 40 Single 24 1 Own Rent Own Own Ows Own Own Other Own Owe Rent Own Own Own Other Own Rent Own Own Own Own Own Other Ow Own Own Own Own 2 Sited + Skilled 1 Unemployed 2 Sked 4 Unemployed 4 Skibed 4 Unsed 4 Skilled 2 Unskiled 2 Skilled 3 Sited Skilled 4 Skilled 1 Slited 4 Sed 2 Sed 4 Unslated + Sited 1 Used 4 Sed 3 Sed 2 Sed . Sed 2 Unslied 2 ed 1 ned 2 Sed High 0.333 -0322 -0.280 -0.246 2.775 -0.258 -0.110 0290 -0.333 0330 4.537 0.504 0333 0.253 -0.100 0295 0.333 0333 0408 0333 0293 0.333 0313 -0.333 -0.475 3237 -0.254 2047 0.022 0333 030 0.000 -0.504 0910 :-0344 -0.246 -0.250 -0.107 04450 0.333 -5.300 0 333 013 -0.450 0333 0337 0170 0.101 2100 0415 1.200 0310 0 7 25 25 25 18 13 High Low Low Low Low High LOW Low High HO 1043 10 18 10 M M M Low High 16 19 M M M F M M M 5127 Low Low LOW High High righ 41 22 14 13 Own Own Own Own Or Rent Own Rent Other Other 49 45 High High LOW 3550 21 20 14 101 Small Appiance 55.133 $898 102 New Car 50 $369 103 Retraining 5844 50 104 Furniture $305 $492 105 New Car 59.521 $300 108 Education 50 107 Business 50 5565 108 Furniture $0 $12.632 100 New Car 50 $110 110 Used Car 50 3178 111 Small Appliance 58.851 S001 112 Furniture $13.400 113 Business $500 5241 114 Used Car 50 5000 115 Furniture $19.155 3131 116 Furniture 50 5564 117mal Appliance 3510,055 110 Used Car 3374 50 119 wge Appliance 50 5400 120 Furniture 5128 3391 120 Fume 50 3322 122 al Apple $820 1583 123mal Appliance 50512242 124 Puri 30 5470 New 3030 5400 120 New Car 30 5000 Now car 51,583 13 193-ENERRENO mup?m 298aats High High M M F M M M M F Single 38 Single 29 Single 37 Divorced 20 Single 37 Single 39 Married 27 Divorced to Single 45 Single 34 Divorced 43 Single Single 15 Single 31 Segle 25 Divorced 27 Divorced 50 Single 45 Single 50 Divorced 23 Divorced 25 Divorced 03 Singe Single Single 35 Single 30 Single 29 2 Skilled 1 Skilled 1 Skilled 1 Sud 3 Skilled 4 Unskilled 2 Skilled 4 Skilled 4 Sted 4 Stiled 2 United 1 Unseed 4 Unted 2 Management 2 Skilled 2 Skilled 4 Management 4 Management 4 sed 4 Sled 1 Sed 3 sed 2 Sulled 1 yed Low 1290 0310 -0.333 -0.401 -0.128 -0.504 -0230 -0.30 2.724 -0/41 -0.333 -0.480 0333 -0.347 -0.133 3.000 0.333 0.472 0.333 -0.450 1.340 -0.250 33.955 0123 0170 0437 -0.333 0335 5.753 -0.407 -0.333 -0.35 0333 2.513 0214 0504 0730 0300 0070 0.39 -0.333 0414 0.00 0.32 0330 2090 09 07 0.03 0-100 333 14 000004 25 19 24 15 Low Low Own Own O Own Own Rent Ow Own Own Own Own Own Own Own Ow 14 15 12 M M Low HO High LOW LOW 25 M M M M M MO High High Low Other 31 54873 F M M M F M M M M $950 23 128 Furniture $876 51.533 129 Small Appliance $493 50 130 Business $12,760 131 Furniture 50 50 132 Small Appliance $0 5717 133 Small Appliance $7,670 134 Small Appliance 50 $4,440 135 Other 50 $0 136 Business $0 $104 137 Repairs 50 $897 13 New CM 5690 54,033 130 Fumitur 50 3945 140 Furniture 50 $530 141 Smal Appliance $0 5325 142 Small Appliance 512,074 510,660 143 Furniture 50 5803 144 Small Appliance $317 310,000 Business 50 5205 140 Repair 50 3600 147 Small Appliance 50 51 851 143 Furniture 5102 $100 140 New Car 50 $500 150 New Co 30 5500 151 Used Car 30 3270 152 New Car 10 5457 153 Used Car 30 3200 114 New Car 1082 33.0 mal Annance GE 13 22 28 25 25 25 19 16 13 25 10 13 13 -58 8M Divorced 20 Single 49 Single 50 Single 40 Divorced 24 Single 22 Single 30 Single 30 Married 20 Divorced 22 Married 24 Divorced 41 Single 32 Divorced 23 Divorced 41 Single 52 Singles Divorce 26 Divorced Divorced 50 Dwore24 Divorced 20 nge 35 34 Sege Single 4 Single 37 Rent Own Rant Rent Own Own Own Own Own Own Rent Own Own Own Rent Other Own High Low Low Low High High High High Low High High Low LOW High Low High HO Low High Low 4 4 Sked 4 United 4 Sed 2 Sied 2 Unskilled 4 Sied 3 Management 2 United 4 Suited 2 Skilled 1 Sked 4 Skid 2 Sed 3 Sed 4 Management 3 Untitled 2 Sied 1 United 4 und 4 Linked 3 Sed 3 Sied 1 Sed Management Management 3 Sed 0 058 0070 0.010 0504 3.721 02851 -0.333 0.504 0 333 0305 0020 1680 033 0735 0333 0.504 -0.133 -0.475 0330 0.255 0111 0.617 -0.333 0.241 0333 0.27 0330 0414 3.780 49.90 03 3201 -0.232 23 0333 08430 20133 -0.335 0233 0011 0272 0.40 0.333 0500 11 0302 -03 02 03 011 0335 0034 010 M M M F F M M F M F F F M M M 15 13 31 12 25 20 10 h 3 0 5 Own Own Own Rent Own Own Own Own Owe High Low Low Low Low LOW M Low Cow Low Low 150 New Car 151 Used Car 152 New Car 153 Used Car 154 New Car 155 Small Appliance 156 New Car 157 Used Car 158 Education 150 Furniture 100 Large Appliance 161 Furniture 162 Furniture 103 Business 164 Used Car 185 Small Appliance 160 Small Appliance 167 Used Car 16 Small Appliance Repart 170 Fum 171 Used Car 172 Now Car New Car 174 New Car 175 Repairs 170 Fum $0 $0 50 30 $942 50 53.329 50 $0 $0 50 30 50 5330 50 50 30 5105 50 $210 3113 $100 $0 50 50.170 $500 5270 5457 5200 $3.036 5643 $0 58,345 5922 5900 5775 5070 148 $2.790 $300 5752 5970 1830 5001 5202 5092 9540 3470 3192 512 230 5772 14100 16 25 13 25 25 19 19 25 37 25 10 25 10 22 40 10 13 20 13 37 11 37 13 Own Own Own Own Own Other Rent Own Own Other Own Rent Rent 3 25 63 Ya 30 0 15 19 0 3 0 411 2 55 37 1 14 54 111 2 14 1 0 M M M M M M M M F M M M F M M F F M M M M M F M M M M Single 35 Single 34 Single 38 Single 34 Single 37 Single 31 Single 67 Single 20 Divorced 24 Single 21 Married 40 Single 22 Divorced 20 Divorced 60 Single 25 Divorced 21 Divorced 22 Single 20 Single 50 Single 32 Diverbed 30 Married 27 Divorce 37 Single Married 28 Divorced 12 Sage 31 Skilled 3 Skied & Management 4 Management 3 Swed 2 Management 4 Skilled 2 Sed 2. Management 1 Sed Unsked Slied 4 2 Used Sed 4 + Sed 2 Management 4 Unsalted 1 Unbed 2 Unse 4 Management 2 Unemployed . Un 2. Unemployed 2 2 -0.00 -0 333 0.429 0133 -0377 -0.133 -0.432 0034 0340 -0.333 -0.125 0.725 -6506 -033 1.200 --0330 020 0330 0.251 0 333 0280 -0.333 -0.232 -0.333 0.225 0333 0410 013 029 -0.333 -0234 0.300 -0.41 0.333 0:20 0204 0431 0207 13.312 Low Low HP Low High Low High High Low High Low High Low Low High High Low High Low LOW Low LOW Low w Own Own Own Own Rent Own Rant 033 0330 2205 0333 Own Own O Own Own 02 0450 2.000 7 5 10 22 300 12 SZAN 1 16 19 22 95 90 M M M M F 831 11 4 35 49 . D $7805 $6330 $0 518,718 30 SOM 50 5750 0 53870 30 53273 $0 3400 5461 $0 5340 SO 36.490 5734 $341 50 3500 30514717 $172 $a 51 57 50 50 Low LOW Low High High High Low LOW High Low Low M F M M M F M M 177 Used Car 17e Small Appliance 170 New Car 160 Business 181 Small Applance 102 Smal Appliance Business 14 Furniture 185 Furniture 186 Small Appliance 187 Small Appliance 18 Furniture 180 Used Car 100 Bus 191 New Car 192 New C 103 Furniture 194 New 1951 Bal App 190 mure 7 Small Appliance 100 Business 199 Smat Appliance 200 Newca 201 For 202 Newca w Car New 25 13 6 13 19 19 7 25 28 25 10 25 31 25 13 High Own Own Own Own Own Own Own Own Own Own Own Rent O Own Ow R ,=% Single 35 Single 31 Single 54 Divorced 27 Divorced 31 Married 12 Singe 73 Divorced 0 Mamed 42 Single 45 Single 27 Divorced 22 Single 20 Single 33 Divorced 27 Divorced 24 Med 21 Divorced 28 Singh51 Divorced 21 Single 27 Se 40 Single Divorced 4 She me> Dwore LOW Low 2 Sed 3 Management 4 Sed Sked 2 Unse 3 Unse 4 Used 4 United 1 Site 4 Skilled United 2 Sited 3 Sied 3 Sited Sed 1 Sed Unemployed Management 1 Sed 2 Und 4 85 100 3 7 36 1 10 3 0 0 42 2172 1.250 03 4.000 0333 -0.250 0333 205 0330 0.572 0130 0400 0.333 0391 0333 -0.370 330 -0.400 0333 1300 -0.100 0407 -0.363 3507 0270 -0.504 0 120 0067 0.504 -0.137 0300 0 333 035 017 0333 0273 033 10273 0933 0333 070 033 0187 0167 Hun F M F M F M M 50 3560 50 30 SO 30 10 5622 163 55.50 544 50 5035 5623 55.180 3401 5821 Own Own Ow Ow Other Ow High Low High High High Low High Low Low Low HON 25 22 56 18 10 10 22 4 12 5 M 0 10 Own Oan 4 Management 4 Sed F 122 50 WON D 20 37 13 14 49 25 13 7 19 25 11 31 20 4 0 14 20 4 2 4 0 Own Rent Own Own Own Rent Own High Low Low High High High High Low High High High Low Ow 204 New Car 205 Furniture 206 Small Appliance 207 Business 200 Other 209 Smal Appliance 210 New Car 211 Small Appliance 212 New Car 213 Furniture 214 Business 215 Used Car 210 Used Car 217 Small Appliance 218 Small Appliance Education 220 Small Appliance 221 Large Appliance Education 223 Furniture Business 225 New Car 220 Repairs 227 Furniture 220 Small Appliance 220 New Car 230 Smal Appliance Box 50 5605 $352 $7 525 50 $3.529 52,715 $1435 5560 $887 $895 $243 $305 $4,553 50 5418 50 $771 SO $463 $8.948 $110 $0 $10,099 $0 $13,428 $0 $208 50 5552 $0 53.105 5483 5415 50 51.238 50 $233 50 $127 5603 50 5624 5785 50 5718 $0 $493 5152 5757 30 59125 50 3364 Low 452 34 = T F F F M M M F M M M M M F M F F M F F F M F F 108 0 23 15 19 7 13 13 16 19 Other Rent Own Rent Rent Own Own Own Own Divorced 24 Divorced 18 Divorced 63 Divorced 37 Single 38 Married 22 Divorced 31 Single 31 Single 42 Single 24 Single 65 Single 22 Divorced 22 Single 51 Divorced 23 Divorced 30 Marned 32 Divorced 21 Divorced 52 Divorced 22 Single 41 Divorced) Divorced 54 Single 37 Single 27 Dworod 25 Divorced 34 BB 2 Skilled 4 Unkiled 4 Skilled 2 Skilled 3 Management 1 Skiled 1 Unskilled 2 Skid 2 Skilled 2 Unskilled 4 Management 4 Skilled 2 Unemployed 4 Sed 4 United Skilled 2 Skilled SH 4 Sed Sited 2 Sed 2 Sided 4 Unemployed 3 Unskilled 4 ited 2 Skilled 2 Skibed Marant 210 -0.333 -0.330 -0 221 1588 0.333 0477 0530 0105 -0.155 -0.257 -0.049 -0.438 0236 072 0333 0:38 -0133 -0.290 0 333 -0.375 2510 0473 -0.333 2304 0333 3220 0.333 -0.446 0.333 0350 0333 0150 -0.100 00 0333 0100 0.333 -0.430 -0.333 0.000 -0 122 0504 -0.135 020 -0.33 -0.00 -0.33 -0.367 0233 0203 0330 2030 033 0.00 Own 222 Ow Rent 31 19 Own Low High Low High High High High Low Low High Low High HO Low 2 35 57 9 0 21 45 24 12 13 Rent Other Own Own Own Own M F F 37 10 13 37 14 19 58 11 3 M M F M M 030 High HOP Low High HO LOW Low LOW LOW 230 F M M Own 41 70 74 29 2 100 25 22 13 40 19 5 22 16 7 49 13 7 M 6330 231 Business 282 Newc 233 Small Appliance 234 Used Car 235 New Car 230 Small Applance 237 Furniture New Car 230 Used Car 240 Business 241 Furniture 242 Used Car 243 Small Appliance 244 Small Aplance 245 Business 200 Furn 247 Small Appliance 243 imal App 240 New Car New Car Used Cw 252 Small Appliance 253 Business 254 Education 255 Furniture 250 Business 257 Other 352 Furt 5490 5500 50 3374 5156 $0 51336 50 50 $500 50 $958 50 5630 52641 30 50 $1,519 $0 $922 50 $180 50 5700 50 3887 50 5000 so 5730 50.311.69 50 504 510400 1212 5497 888 10 100 50 SO 3578 58,122 31 30 5734 5778 3861 5645 5355 1200 2. Management Untitled 3 United 2 Management Unsked 2 Unse 4 United 4 Management 2 Management 1 Sed 3 United 4 Management 2 Sed 3 Unse . Sed Sed U 1 Und 2 Sed 1 Unemployed 2 Management 2 msp, 5510 Divorced 29 Own Single 27 Own Divorced 32 Own Single 20 Own Single 2 Own Divorced 20 Rent Divorced 25 Ret Divorced 51 Other Segle 44 Single 33 Own Divorced 22 Rent Single 35 Own Single 30 Own Married 27 Own Divorced 23 Rent Dworced 10 R Singe 44 Own single 41 Divorced 35 Own Olvond Net Single 28 Other gle Own Divered 31 Own Divorced 32 Rani Single 41 Ow Single 22 O Single 20 Ow 21 R 12 M 2 6 70 M 35 M Low LOW Low MON High Low Low Low HO LOW Low Low High High High High 0330 0.000 -0.28 0504 0 0 50 0333 -0.330 200 333 01322 0.500 0564 0330 00 0330 02 03 6454 03 0 042 0051 0.00 333 0281 200 3330 2781 033 0403 5510 44 017 027 011 0.22 04 00 ao 2340 0400 0333 500 02 -0.12 0200 250 0 M 25 500 25 10 20 1 4 1 Sad M M M M 21 17 2 Sed 3 Management 25 TO 37 10 37 25 25 31 25 13 Road Own Own Own Other Rent Own Other 250 Fumbre 250 New Car 260 New Car 281 Business 262 Used Car 283 Business 264 Smal Appliance 265 New Car 200 New Car 267 Furniture 250 Repairs 200 Small Appliance 270 Small Appliance 271 Forniture 272 Fumure 273 Furniture 274 Furniture 275 Other 270 Education 2775ml Aplante 27 New Car 279 Business 200 Bus 2010 Education 282 New C 23 Used Car 234 Used Car NOM 50 $4450 5682 S2017 $19.812 30 50 $500 50 $850 $850 $3.305 50 $1210 30 59,016 50511,527 $0 $8,044 SO $807 50 5667 5795 516304 $0 $347 $0 $836 $0 $142 30 $100 $652 $3.013 50 5403 50 5030 5425 50 50511481 50 $1205 30 $164 511072 5093 50 30 5210 5841 SA ?,pHm 29-03-08 22 25 25 31 49 10 3!ss;Ton 89 26 38 22 46 80 75 27 40 5 4 50 6 F M M M M M M M F M M F M F M F M Divorced 21 Single 41 Single 36 Single 20 Single 37 Single 35 Single 34 Single 43 Divorced 30 Single 31 Single 43 Divorced 24 Single 26 Divorced 45 Segle 20 Divorced 40 Single 45 Divorced 50 Divorced 55 Single 20 Divorced Singles Single 35 Divorced0 Single 33 Single 40 sh34 DON 72 4 Sled 4 Management 2 Unsked 2 Skilled 4 Management 4 Management 1 Skle 2 Skilled 2 Management 3 Skilled 4 Sled 2 Gied 2 Sed 1 Sited 3 Unised 1 Sated 3 Sited 4 Management 2 Sked 2 Management 2 Stred 3 Management 2 Used 4 United Low High High High LOW Low Low High Low Low Low Low High Low Low LOW Own Rent Other Own Own Rent Own Own Own Other Ow Own Own Own Own O Orar Or Omer Own . 0333 0.743 -0.116 0.057 5.902 0504 -0.130 -0.305 0330 -0209 0000 0.415 -0.333 0.165 -0.30 2002 -0.333 2717 0 333 1.982 0330 0280 0330 0.20 0080 418 0333 0407 0333 0270 0333 0330 -5457 002 0:21 3:19 0100 010 033 0400 0. 04450 3105 02 0333 02 02 19 5 F M F M M F 18 21 65 High LOW High High High Low Low Low HO Low M M 2 Management Mamma Own 71 22 52 28 31 118 30 35 22 Rent Own Own Rent Ow 92mm 292 Own Rent Own Own 294 285 New Car 286 New Car 287 New Car 288 Small Appliance 299 New Car 290 New Car 291 Furniture Retraining 203 New Car Education 295 Education 296 Furniture 297 New Car 298 Smal Appliance 299 Business 300 New Car 301 Small Appliance 302 New Car 303 Furniture 304 New Car 305 Furniture 308 Small Appliance 307 Smal Appliance 308 Furniture 309 New Car 310 New Car 311 New Car 312 NA O $8.080 $607 50 $486 $0 5108 $0 $0 $0 $113 $1,613 $0 5757 $200 $0 $603 50 $343 3977 5463 $197 50 SO $299 50 5490 $0 $6.628 50 5850 50 $750 5250 5954 $296 $591 $0 $13.970 50 $857 50 $5.857 $298 $3,326 50 5726 58.630 $214 50 5207 SO 3713 $19,760 $2,141 19 12 25 43 25 25 25 13 19 10 37 19 13 37 19 13 10 37 13 11 19 73 19 11 13 13 11 12 F M M F F M M M F F M M F M M M M M F M M M F F M M F Low Low High High High LOW High High Low High Low Low High Low High High Divorced 22 Single 35 Single 40 Divorced 29 Divorced 22 Mamed 33 Divorced 42 Married 20 Divorced 35 Divorced 33 Married 28 Single 46 Divorced 28 Singe 38 Single 15 Single 47 Single 23 Single 56 Divorced 28 Single 48 Single 27 Mamed 23 Divorced 24 Divorced 22 Single 42 Single 25 Divorced 47 Divora SEBEBA 38 2 Management 2 Sited 4 United 3. Management 4 Skilled 4 Skilled 3 Skilled Skilled 3 Skilled 3 Management 2 Skilled 4 Skilled 2 Sided 4 Skiled 2 Skided 4 Skilled 3 Skiled 4 Sited 4 Urskilled 3 Skilled 2 Sited 2 Sited 4 Sited 2 5xiled 4 Skilled 2 Skilled 4 Used Solid Other Own Own Own Own Own O Rent Own Own Own Rent Own Rent Own Other Rent Low 2220 0335 0.333 0 300 20 333 -0.474 0 333 0504 -0.333 0472 080 0.504 -0092 0240 -0 333 -0.336 -0.333 -0.400 -0.023 375 0270 -0.504 -0 333 0:42 0333 0.360 -0.333 1330 -0.333 -0206 -0.333 -0.295 0.252 -0230 -0.239 010 -0.313 3.300 0.333 0200 -0.333 1.124 0238 0421 -0.333 --0302 2411 -0.444 -0.333 -0.446 0333 -0230 5.943 0.001 07 15 High High Low Low High High Low High High High anh 119 M A Rent Rent 90 13 22 28 14 G F M M M M F F F M M M 312 New Car $0 313 New Car 30 314 Furniture $0 315 Small Appliance $0 310 Furniture 54 089 317 New Car 50 318 Repars 5271 319 New Car 5949 320 Small Appliance 50 321 Small Appliance 5911 322 New Car 50 323 Used Car $0 324 New Car $0 325 Other 30 320 Used Car 5271 327 Small Appliance $0 328 Used Car 30 329 New Car $0 330 Furniture SO New Car 54802 332 Business $177 333 Smal Appliance 50 334 New Car 50 335 Education $990 330 Education $705 337 Furniture SO 338 New Car $0 Small Annance 35.90 07 1010 03 38 62 4 28 81 57 5483 $127 5367 5813 $0 5102 $759 50 5503 $823 5893 5973 $648 5523 $7,000 3500 5904 $541 $154 SO 50 5337 5716 $837 $0 37,710 $531 5129 , 37 43 7 7 19 49 13 46 10 49 15 37 25 13 49 19 37 37 49 25 19 49 25 25 13 13 pH 20 Box Divorced 32 Single 25 Single 36 Single 28 Married 26 Divorced 53 Divorced 06 Divorced 23 Single 25 Single 24 Single 31 Divorced 57 Divorced 44 Divorced 42 Divorced 27 Single 51 Single 23 Single 31 Divorced 22 Single 95 Single 37 Single 35 Single 30 Single 49 Divorced 32 Single 52 Single 45 Mart 22 Own Own Own Own Own Own Own Own Other Other Own Own Rent Own Other Own Rent Own Other Own Own Or Own Own 1 4 Skad 3 Skilled 2 Skilled 2 Skiled 2 Skilled 4 Unemployed 4 Skilled 2 Skilled 2 Skiled 2 Unskiled 4 Unskiled 4 Unskilled 4 Management J Management 4 Skilled 4 Skilled 4 Skiled 2 Skiled 4 Skilled 4 Skilled 4 Siled 1 Management 2 Sited 4 Sited 2 Skilled 4 Sed 2 Sed 1 M M F M M M F M M M M M F M M M . High Low Low High Low Low Low Low Low High High High High Low High Low High High High Low Low Low High HO LOW LOW HO 0 0.333 -0.333 -0.333 -0.333 0.908 -0.333 -0 247 0031 -0.330 -0.044 0333 -0.133 0.333 -0.239 -0.24 -0.333 0.333 0133 0333 1.193 -0.277 -0.333 333 -0.017 0.100 -0.333 -0.333 1561 -0.370 0400 -0402 -0270 -0.504 -0.470 -0293 0504 -0.36 0127 -0.311 0233 01324 -0.350 167 -0.33 -0.25 -0.353 -0.46 0 504 -0.504 0.410 0.30 0.27 -0.504 1839 -02:58 331 2 67 110 13 2 12 9 107 33 83 24 114 5 Own OW N 16 14 100 14 10 101 102 75 37 G M M F M M F M M M M M 1 Own Own Own Own Own Rest Own Rent Owe Own Rent Own Own Married 23 Single 41 Divorced 28 Single 30 Single 50 Dworced 50 S 35 Single 23 Single 48 Siege 37 Single 20 Divorced 23 Divorced 30 ng 34 Det Sage 21 1.561 -0.30 0092 0.333 -0.120 0 251 0030 333 2288 0333 -0.480 -0242 0330 - 220 504 0370 0504 022 -0.500 -0.237 Low 17 21 10 LO 0020 339 Small Appliance $5.960 $129 340 Furniture 30 5941 361 Fue 3759 $506 342 Furniture 5907 343 Small Appliance 565 50 344 Business 3257 5460 345 Small Appliance 5955 50 340 Small Appliance 50 3700 347 Small Appliance 58.240 50 348 Small Agilance 50 5950 349 Small Appliance 5950 350 New Car 5382 5883 350 Furniture 50512.721 352 Education 5342 50 353 Report 50 354mall Appliance 50 3302 350 Future 50 Small Apple 19.046 30 357 Small Apple 5703 350 Repairs 50 350 Smal plane 17.30 360 Saal Appliance 5425 Now Car 5332 5214 562 Appliance 5242 50 353 New Cw 50 5272 334 Business $920 5124 305 Small Appliance 50517.124 UC SAB D10101010 31 F M Omer 1 Sied Low 4 Sed Low 2 Sed High Skilled High 2 Skled Low 3 Sited High 3 Sed 4 Used High 4 Unse Low 4 Sed Sed Shed High Slow Used Low 4 Salled 2 Med 2 Management . United Low Sed Sledo 3 Sed 3 Stod LOW Management High Low 1 Sad LOR nh 27 30 Ow Own 25 13 10 14 M M M M M M M M M M M 10 13 25 0212 0. 2005 0650 0333 0.333 571 200 03:33 5105 0333 - 220 0250 0333 0.030 0.333 0 250 3033 0504 04 04430 0354 050 -0-300 8243 0504 -0.100 -04 0504 21 10 Other Own Own Other Rent Owl ws Ow Own Own Sange 20 Sage 47 Single 20 Single 27 Tingle 25 Single 20 Single Mamed25 Mamed 4 Sinne 165 16 SO 58.8 -0.400 13 49 SOR M Hig Hig LOW O Low Low M M M M F M M M M 37 49 31 25 13 31 43 19 10 37 High 48 92 73 23 . 40 5 2 16 o 7 41 22 27 $ High High High High Hy D 367 New Car $0 S882 Furniture 30 $100 100 New Car 50514190 370 Used Car SO $90 371 Small Applace 50 5510 372 Used Car 3600 50 373 New Car 5538 5344 374 Future 30 5204 375 Small Appliance 50 5143 370 Furniture 50 5435 377 Small Appliance 50 9914 370 New C 5135 50 379 Used Car 52.472 30 300 New Car 50 1412 301 New Car 510417 519,011 502mal Appliance 5211 3822 303 Amal Appliance 576,630 50 304 Fum 50 53300 Future 5642 30 300 Small Appliance 50 5707 307 Amal Appliance 5205 Business $800 5171 New Car STO 14071 300 New Car 5315 S 291 New Car 5122 SO 392 Furniture SO 5001 193 Small Appliance 50517653 104 E 1070707 F bnb,D7657 M M M 1 Other 4 Management Own 4 Sed 4 Sed Other 4 Slied Own 2 Skilled 4 Suited w 3 Und Own 4 Unailed Own 3 Skiled Rent Sed Rent Se Omer Sed Own 2 Management Other sed Ow 2 Sed Ows 1 ed O 2 Own Sted Own 2 Owe 2 United OW Sied Ow 3 Own 3 rates) Other 2 Management Own 4 Own 2 1 Single 41 Single 26 Single 15 Single 45 Divorced 32 Divorced 47 Mamed 24 Divorced 30 Single 33 Divorced Divorced 21 Single Single 30 Mamed 27 Dworced Single 20 Single 24 Oored24 Single 50 Marned 11 Divorced Sagle Single 50 Divorced 31 Divorced 20 25 0330 -0 264 -0.03 -0.330 3441 0333 0394 0 333 6360 0.120 0250 0100 0400 0 333 0441 0300 0403 0330 03 -0.333 3250 -0 290 3504 0412 504 0133 0300 2977 5003 0200 0275 4051 0 500 03 0120 0133 0301 -0.2 020 00 05 0101 00 023 -3314 -0204 01133 022 0333 1403 YO 8 M M 17 25 13 52899 Low Low Low HR Low Low 5010 M M 22 10 20 03 105 40 3 100 M M M 37 LOW High High Low 4 F M 19 N 1 M High HP G M F F F M M M M M M M High Low Low High Low LOW LOW 30 HO M Education 395 Business 300 Business 397 New Car 28 Used Car 399 Used Car 400 Large Appliance 401 Furniture 402 Business 103 Furnih 404 New Car 405 Education 400 Used Car 407 New Car 400 Fumire 400 Furniture 410 Used Car 411 New Car 412 Small Appliance 413 Fumure 414 New Car 415 Fumbre 410 Used Car 417 Used Car 418 Education 410 New Car 420 New Car SA D 50 $497 5670 54014 Suu $921 $3,880 50 $819 30 50 5607 $0$15,800 30 5360 50 54973 50 $0 30 5761 50 $471 30 5874 50 $547 $161 5524 30 $815 50 50 $780 5980 5765 510,400 $0 5957 SO $770 SO 5050 $0 $100 50 3276 5790 $137 30 5579 5103 $2014 CA 50 in 41 31 28 23 13 37 16 7 25 40 25 7 37 13 13 19 11 31 10 19 37 13 13 25 25 ,;msun Hig Low High ::",nage: Single 28 Divorced 25 Divorced 41 Divorced 24 Single 29 Single 25 Single 35 Single 35 Single 20 Single 29 Single 59 Divorced 34 Single 41 Divorced 35 Single 27 Single 41 Divorced 30 Married 27 Divorced 65 Divorced 10 Divorced 33 Divorced 24 Married 40 Single Divorced Married 29 Divorced 22 Own Rent Other Rent Own Own Own Own Own Own Own Other Other Own Rent Own Rent Own Own Rent Own Rent Rent Own Othe Own Own Oth 3 Sed 4 Unskilled 4 Management 4 Skiled 2 Skilled 2 Skiled 3 Skie 2 Unsked 3 Unske 4 Management 4 Unskilled 4 Skilled 4 Skiled 3 Stiled 4 Skiled 3 Sled 4 Sied 2 Management 3 United Sed 4 ad 4 4 Sed 4 Unsed 3 Sed Uns bed OS -0.133 3305 -0.120 0812 -0.192 -02:48 0.000 -0.504 -0,073 -0.504 0333 -0335 -0.333 3880 0233 0401 -330 0.970 0.330 -0564 -0.330 -0.22 -333 0373 0333 0317 0 333 -0.353 022 -0350 -6330 -0 277 -6333 -504 -0.02 0 000 230 0.333 0.238 0233 0290 0021 0 240 013 0450 03 04 0070 -0.450 -0335 -027 0.242 17 - 100 Low High Low HO Low M M F M F F F F M V HO Low Low High Low High M M N M HO -0.021 F M M F 415 Furniture 416 Used Car 417 Used Car 412 Eocation 410 New Car 20 New Car 221 Small Appliance 422 Furniture 423 New Car 424 New Cu 125 New Car 5983 $0 50 5790 so 5195 5497 50 50 30 30 D 5950 $100 $275 $137 $570 $2684 50 50 $0 5712 5912 13 25 25 22 13 7 31 25 15 7 7 91 25 70 S 55 53 103 6 19 F M Divorced 24 Mamed 40 Single 2 Divorced 33 Married 20 Divorced 22 Single 35 Single 30 Divorced 28 Divorced 20 Single 44 1 Rent Rent Own Other Own Own Other Own Own Own Own 1 3 Sed 4 Skilled 4 Skilled 4 United 3 Skilled 2 Urskie Sed 4 Skilled 2 Skiled 2 Sed Management Low High Low High Low High High High Low -0.33 -0.070 10333 -0.272 0175 033 0333 -6330 0:10 - 240 -0.450 -0.427 -0.006 0343 0.22 -0.504 0504 -0.504 3306 0.250 F M Nero 51 04 51313 13.107 10 33.50725 2200 12.27 3100 7. Using the approach described in Example 10.6, clas- sify first record in the worksheet Records to Classify in the Excel file Credit Risk Data using the k-NN algorithm for k = 1 to 5. Use only Checking, Savings, Months Customer, and Months Employed. New Record to Classify Checking Savings Months Customer Months Employed Credit Risk $600 $3,500 45 30 Normalized Records Checking Savings Months Customer Months Employed Credit Risk -0.142 0.469 0.579 0.406 Nearest Neighbors Distance Record Decision DAWN k 1 2 3 4 5 D Credit Risk Data Normale Data Record Ow 0133 Loan Purpose Checking Savings Months Customer Months Employed Gender Marital Status Age Housing Years Job Credit Risk Smal Appliance 50 5730 13 12 M Single 23 3 Low Furniture United 30 51 230 0 M Divorced Own + 3 New Car 50 $380 Sed Hon 10 110 M Single 30 Own Management 4 Furniture Hg 5638 5347 13 14 M Singe 30 Own 2 5 Und $4754 HOR Education 3983 40 45 M Single 31 Rem 3 Suited Furniture 52.827 30 11 13 M Married 25 Own 1 Low 7 New Car 50 5220 13 10 M Marted 26 Own 3 United Low 8 Business 50 5533 14 2 M Single 27 Ow + United Low Simal Appliance 56.500 5493 37 M Single 25 Own 2 sed 10 Small Appliance 3000 50 25 4 F Divorced 45 Ow 1 HO 11 Business 30 599 49 o M Single 32 Rent 2 Management 12 New Car 30 53305 11 15 M Segle 34 Rent 2 United Low 13 Business 3322 5578 10 14 M Married 20 + Sed 14 New Car 50 $821 25 33 M Single 44 Own 1 sed High 15 New Car $390 $228 13 20 M Single 46 Own 3 Unded LOW Used Car 50 $129 21 M Divorced 39 Own 4 Management Low Furniture 5652 5732 49 F Divorced 25 Own 2 Skiled High New Car 5700 5683 13 33 M Single 31 Own 2 Skilled Low 19 Repairs 5207 $0 28 118 M Single 47 Own Sked Low 20 Education $287 $12.340 7 2 F Divorced 23 Ro 2 Skilled 21 Furniture $0 517 545 34 18 F Divorced 22 Own 4 Sed Hig 22 Furniture 5101 $3,871 13 5 Divorced 20 Rent 4 Sed Hig 22 Furniture $0 $0 25 23 M Marned 50 Own 4 Skilled High 24 Furniture 50 $485 37 23 F Divorced 27 2 Management High 10.750 Checking Savings 033) 0 0333 010 0333 03 0 130 0402 2007 Oto 0505 0504 0339 0.440 0.150 0561 0.020 14 333 0229 0333 0416 0231 0343 0333 0270 0.201 0440 -0330 0404 -0.126 0300 -0.100 0314 2017 0504 9242 2.990 0333 1973 0.101 0572 -0.330 0504 -0.333 -6300 Own 1 ... 12 **, O 27 S10 111 10333 40333 106 37 13 13 19 11 31 10 19 37 13 $14 M M M M F M F F F LOW High LOM High Low High LOW $15 -1333 002 0.000 033 1 5 406 Used Car 407 New Car 408 Furniture 409 Furniture 410 Used Car 411 New Car 412 Smal Appliance 413 Furniture 414 New Car 415 Furniture 416 Used Car 417 Used Car 418 Education 410 New Car 420 New Car 421 Small Appliance 422 Furniture 423 New Car 424 New Car 425 New Car $0 5674 $0 $547 5161 5524 SO 5815 50 SO $789 5989 $765 $10.406 30 $957 50 5770 5983 $950 50 $100 $0 $276 5790 $137 50 $570 $123 52684 $497 $0 50 50 $0 $0 SO $712 SO $912 ,, 415 . 1 22 23 120 125 120 13 25 25 22 13 o wasauctor Other Own Rent Own Rent Own Own Rent Own Rent Rent Ow Other Own Own Other Own Own Own Own Single 41 Divorced 35 Single 27 Single 41 Divorced 30 Married 27 Divorced 65 Divorced 19 Divorced 33 Divorced 24 Married 40 Single 52 Divorced 33 Married 20 Divorced 22 Single 35 Singe 30 Divorced 28 Divorced 28 Single 44 High High Low LOW High LOW M M F M F M M F F M 4 Skilled 3 Sited 4 Sainted 3 Shaled 4 Sed 2 Management 2 Used 4 Skilled 4 Bed 3 4 Sited 4 Sied 4 Used 3 Sted 2 Unse 4 Sied 4 Sed 2 Sed 2 Slied 3 Management -0.021 0 333 033 0079 0313 0272 0.175 0 333 013 033 -033 LOW High 31 25 16 7 103 6 High Low 29 31.90 Average $1,048 $1 813 Side 53,147 18 $3,597 29 22.00 12 27 32 20 411 $32 133 134 N 16 5 23 4 4 5 Sed M High High BOYS 35 F F M F M M M M M M M M 16 24 12 7 0 21 Furt 50 517,545 22 Furniture 5101 52.07 23 Forte 50 50 24 Forniture 50 3485 25 New Car $0 $10,723 20 Business 5141 3265 Used Car 50 30 20 Used Car 12.454 50 20 Small Appliance 123 5230 30 ml Appliance 50 5485 31 Education $335 51,709 32 mal Appliance $0 33 Salalance 50 5407 Bus 516647 5805 15 Business 50 30 Small Appliance 50 5400 37 Fum 50 5162 38 Small Appliance 3040 5715 3 Sual Appliance 30 3322 40 New Car 50 5128 41 5210 50 12 tised 50 5100 43 Small Apple 55.95 44 45 Fushi 5150 56520 46mal Alance 50 5138 5210 50 Newa San 101 10101011 - 71 **m Dvored 22 Devoted 26 Marned 10 Divorced 27 Single Single 20 Single 50 Single 4 Single 23 Segle 23 Single 16 Single 35 Divorced 20 Single 25 Choiced 30 Single 41 Cated 54 Dived 43 Married 33 Segle 34 Segit Sagle 4 Sage 30 Own Re Own Ow Rent Own Other Other Hent Own Other Own Own Net Ron Ow 2 34 40 41 1 40 42 5150 2 Management High Low 3 Sed Low 4 Sited High Sted Low Sted LOW Sed Low 2 Sited Low Skiled Low 4 Sited + Unded LOW + Skid gh 2 United Low 1 3 Uployed Low Unted to 2 Sed Low M F M M F M 0001 052 0333 04 -0.333 300 -0 333 2477 -0260 -0.430 -0.333 0504 04450 0504 -9 250 0430 033 0 300 0227 0020 0.000 0530 0.333 0191 48:50 0255 0333 0.40 0333 0388 0 333 -0.450 GO -0.305 033 -0.414 033 40 -024 0504 0.333 5000 0 451 0123 0355 -0295 1.309 030 -1.400 0204 054 Own Own O Oh Furniture 33 1 Own F + 2 LOW LO F Mared29 Overced Rent Rent Rant Sud 75 M N LOW High Rent Own Own Rent Own Own Own Low 29 Sed 25 49 Business 50 Small Appliance 31 Small Appliance 52 Furniture 53 Business 56 New Car 55 Used Car so Education 57 Furniture 58 New Car 50 New Car 00 Furniture New Car 2 New Car 63 Small Appliance 54 New Car 65 Small Appliance 00 Small Appliance Business 68 Used Car 60 Furniture 70 Furniture 71 New Cor 72 Amal Appliance 7 Business 24 Furniture 75 Small App 50 5724 $0 $897 5265 $947 54.256 $0 5870 5917 $162 5595 50 3780 $0 30 50 5746 3481 $140 50 5550 50 5717 50 5867 5580 50 50 5763 50 51,360 50 5552 30514543 5750 52665 $300 50 5513 5442 SO 58,357 50 50 5505 3603 30 3322 30 5100 50 5656 49 G 8 M 5 M 5 M 30 5 M 10 M 28 M 114 M 10 F 32 M 5 F 50 M 10 M M 40 17 4 M M 31 M 37 H Single 30 Married 38 Married 21 Divorced 32 Segle 35 Divorced 46 Single 37 Single 39 Divorced 20 Single 27 Divorced 22 Single 40 Single 4 Single 2 Divorced S7 Single 34 Married 47 Single 46 Single 30 Divorced 52 Siege 34 Siege >> Single 10 Single Single 25 Single 50 27 2 Sed 4 Skilled 1 Sed 4 Used 2 4 Skiled 3 Management 4 Management 3 Sied 3 United 3 Sed 2 Sed 2 Unslied Unslied 3 Unokilled 4 Unaked High Low Low High Low Low High High High High Low Low Own Rent Rent Own Own Own Own Own Own Own Own Ow Own ====; 0333 -0.30 03 02 -0249 0241 1.01 0504 0057 -0240 -022 033 -0.30 - 205 0 333 0504 -0.333 -0,290 -0.187 0/605 -0333 -0.121 0333 0305 -0.333 0313 0 140 0504 -0.33 0.292 -0.333 0124 0330 0350 0330 3507 -0.003 02 0208 0504 0170 0391 0333 100 0.333 0.534 015) 0133 0414 03 -0201 033 19 M 10 7 25 0 M 5 M 4 M 81 M M 60 M 85 M 3 Sed United 1 Management 1 Management 4 Ded United United 4 3 sed 2 LOW Low High Low High High Low Low High Low Own On Own Ow Ow M LOW High Low Low Low LOW High High High 37 13 13 49 43 25 12 61 19 19 16 25 37 13 37 31 10 020 D 5858 5922 $385 $2.886 3820 $0 5904 $754 5806 53,281 $759 5580 5104 $890 51732 $700 50 5570 1904 3194 5710 $5.564 $132 SOSY 5400 5310 sos 75 Small Appliance 50 78 Newca $100 77 Business 59,783 78 Baness 5674 79 Repairs 50 80 Business 515,320 51 New Car 50 82 Education 3713 83 New Car $0 84 Education 50 85 New Car 50 Small Appliance $0 Used Car 50 28 Small Appliance OSmall Apie 5900 00 Furniture SO 91 Education $1257 92 Small Appliance 50 93 Fans 3273 94 Business 5522 Small Apple 50 00 Small Appliance 30 97 Sal Appliance 50 90 New Car sa 90 ml Appliance 5514 100 Furniture 5457 101 Small Aplanta 55.133 12 New High High G M F F M M M M M F F M F M M F M F F M M F M M F 5303 85 2 3 32 0 9 6 17 3 20 50 3 25 3 11 14 65 14 2 TO 1 93 13 21 13 100 14 TA pnn, Single 27 Divorced 24 Divorced 25 Single 20 Single 64 Single 31 Single 38 Segle 41 Divorced 22 Divorced 29 Single 22 Divorced 34 Single 23 Single 21 Divorced Divorced 11 Divorced 40 Divorced 20 Married 21 Divorced 30 Divorced 37 Single 30 Single 22 Divorced 23 Divorced 21 Single 40 Single 24 1 Own Rent Own Own Ows Own Own Other Own Owe Rent Own Own Own Other Own Rent Own Own Own Own Own Other Ow Own Own Own Own 2 Sited + Skilled 1 Unemployed 2 Sked 4 Unemployed 4 Skibed 4 Unsed 4 Skilled 2 Unskiled 2 Skilled 3 Sited Skilled 4 Skilled 1 Slited 4 Sed 2 Sed 4 Unslated + Sited 1 Used 4 Sed 3 Sed 2 Sed . Sed 2 Unslied 2 ed 1 ned 2 Sed High 0.333 -0322 -0.280 -0.246 2.775 -0.258 -0.110 0290 -0.333 0330 4.537 0.504 0333 0.253 -0.100 0295 0.333 0333 0408 0333 0293 0.333 0313 -0.333 -0.475 3237 -0.254 2047 0.022 0333 030 0.000 -0.504 0910 :-0344 -0.246 -0.250 -0.107 04450 0.333 -5.300 0 333 013 -0.450 0333 0337 0170 0.101 2100 0415 1.200 0310 0 7 25 25 25 18 13 High Low Low Low Low High LOW Low High HO 1043 10 18 10 M M M Low High 16 19 M M M F M M M 5127 Low Low LOW High High righ 41 22 14 13 Own Own Own Own Or Rent Own Rent Other Other 49 45 High High LOW 3550 21 20 14 101 Small Appiance 55.133 $898 102 New Car 50 $369 103 Retraining 5844 50 104 Furniture $305 $492 105 New Car 59.521 $300 108 Education 50 107 Business 50 5565 108 Furniture $0 $12.632 100 New Car 50 $110 110 Used Car 50 3178 111 Small Appliance 58.851 S001 112 Furniture $13.400 113 Business $500 5241 114 Used Car 50 5000 115 Furniture $19.155 3131 116 Furniture 50 5564 117mal Appliance 3510,055 110 Used Car 3374 50 119 wge Appliance 50 5400 120 Furniture 5128 3391 120 Fume 50 3322 122 al Apple $820 1583 123mal Appliance 50512242 124 Puri 30 5470 New 3030 5400 120 New Car 30 5000 Now car 51,583 13 193-ENERRENO mup?m 298aats High High M M F M M M M F Single 38 Single 29 Single 37 Divorced 20 Single 37 Single 39 Married 27 Divorced to Single 45 Single 34 Divorced 43 Single Single 15 Single 31 Segle 25 Divorced 27 Divorced 50 Single 45 Single 50 Divorced 23 Divorced 25 Divorced 03 Singe Single Single 35 Single 30 Single 29 2 Skilled 1 Skilled 1 Skilled 1 Sud 3 Skilled 4 Unskilled 2 Skilled 4 Skilled 4 Sted 4 Stiled 2 United 1 Unseed 4 Unted 2 Management 2 Skilled 2 Skilled 4 Management 4 Management 4 sed 4 Sled 1 Sed 3 sed 2 Sulled 1 yed Low 1290 0310 -0.333 -0.401 -0.128 -0.504 -0230 -0.30 2.724 -0/41 -0.333 -0.480 0333 -0.347 -0.133 3.000 0.333 0.472 0.333 -0.450 1.340 -0.250 33.955 0123 0170 0437 -0.333 0335 5.753 -0.407 -0.333 -0.35 0333 2.513 0214 0504 0730 0300 0070 0.39 -0.333 0414 0.00 0.32 0330 2090 09 07 0.03 0-100 333 14 000004 25 19 24 15 Low Low Own Own O Own Own Rent Ow Own Own Own Own Own Own Own Ow 14 15 12 M M Low HO High LOW LOW 25 M M M M M MO High High Low Other 31 54873 F M M M F M M M M $950 23 128 Furniture $876 51.533 129 Small Appliance $493 50 130 Business $12,760 131 Furniture 50 50 132 Small Appliance $0 5717 133 Small Appliance $7,670 134 Small Appliance 50 $4,440 135 Other 50 $0 136 Business $0 $104 137 Repairs 50 $897 13 New CM 5690 54,033 130 Fumitur 50 3945 140 Furniture 50 $530 141 Smal Appliance $0 5325 142 Small Appliance 512,074 510,660 143 Furniture 50 5803 144 Small Appliance $317 310,000 Business 50 5205 140 Repair 50 3600 147 Small Appliance 50 51 851 143 Furniture 5102 $100 140 New Car 50 $500 150 New Co 30 5500 151 Used Car 30 3270 152 New Car 10 5457 153 Used Car 30 3200 114 New Car 1082 33.0 mal Annance GE 13 22 28 25 25 25 19 16 13 25 10 13 13 -58 8M Divorced 20 Single 49 Single 50 Single 40 Divorced 24 Single 22 Single 30 Single 30 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