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Data

Colleges and Universities Normalized Data Distance Matrix (first five)
School Type Median SAT Acceptance Rate Expenditures/Student Top 10% HS Graduation % School Type Median SAT Acceptance Rate (%) Expenditures/Student Top 10% HS Graduation % Amherst Barnard Bates Berkeley Bowdoin
Amherst Lib Arts 1315 22% $26,636.00 85 93 Amherst Lib Arts 0.8280 -1.2042 -0.2214 0.7967 1.3097 Amherst 0 3.528429241 2.7006876027 4.2454058294 0.7157907639
Barnard Lib Arts 1220 53% $17,653.00 69 80 Barnard Lib Arts -0.6877 1.1141 -0.8024 -0.3840 -0.4356 Barnard 0 1.8790140078 2.8901006639 2.9744381066
Bates Lib Arts 1240 36% $17,554.00 58 88 Bates Lib Arts -0.3686 -0.1572 -0.8088 -1.1958 0.6384 Bates 0 3.9836721315 2.061542031
Berkeley University 1176 37% $23,665.00 95 68 Berkeley University -1.3897 -0.0824 -0.4136 1.5347 -2.0467 Berkeley 0 3.8954242852
Bowdoin Lib Arts 1300 24% $25,703.00 78 90 Bowdoin Lib Arts 0.5887 -1.0546 -0.2818 0.2801 0.9069 Bowdoin 0
Brown University 1281 24% $24,201.00 80 90 Brown University 0.2856 -1.0546 -0.3789 0.4277 0.9069
Bryn Mawr Lib Arts 1255 56% $18,847.00 70 84 Bryn Mawr Lib Arts -0.1293 1.3385 -0.7252 -0.3102 0.1014
Cal Tech University 1400 31% $102,262.00 98 75 Cal Tech University 2.1842 -0.5311 4.6692 1.7561 -1.1069
Carleton Lib Arts 1300 40% $15,904.00 75 80 Carleton Lib Arts 0.5887 0.1419 -0.9155 0.0587 -0.4356
Carnegie Mellon University 1225 64% $33,607.00 52 77 Carnegie Mellon University -0.6079 1.9368 0.2294 -1.6386 -0.8384
Claremont McKenna Lib Arts 1260 36% $20,377.00 68 74 Claremont McKenna Lib Arts -0.0495 -0.1572 -0.6262 -0.4578 -1.2412
Colby Lib Arts 1200 46% $18,872.00 52 84 Colby Lib Arts -1.0068 0.5906 -0.7235 -1.6386 0.1014
Colgate Lib Arts 1258 38% $17,520.00 61 85 Colgate Lib Arts -0.0814 -0.0076 -0.8110 -0.9744 0.2356
Columbia University 1268 29% $45,879.00 78 90 Columbia University 0.0781 -0.6807 1.0230 0.2801 0.9069
Cornell University 1280 30% $37,137.00 85 83 Cornell University 0.2696 -0.6059 0.4576 0.7967 -0.0329
Davisdson Lib Arts 1230 36% $17,721.00 77 89 Davisdson Lib Arts -0.5281 -0.1572 -0.7980 0.2063 0.7727
Duke University 1310 25% $39,504.00 91 91 Duke University 0.7483 -0.9798 0.6107 1.2395 1.0412
Georgetown University 1278 24% $23,115.00 79 89 Georgetown University 0.2377 -1.0546 -0.4491 0.3539 0.7727
Grinnell Lib Arts 1244 67% $22,301.00 65 73 Grinnell Lib Arts -0.3048 2.1611 -0.5018 -0.6792 -1.3754
Hamilton Lib Arts 1215 38% $20,722.00 51 85 Hamilton Lib Arts -0.7675 -0.0076 -0.6039 -1.7124 0.2356
Harvard University 1370 18% $46,918.00 90 90 Harvard University 1.7056 -1.5033 1.0902 1.1657 0.9069
Haverford Lib Arts 1285 35% $19,418.00 71 87 Haverford Lib Arts 0.3494 -0.2320 -0.6882 -0.2364 0.5041
Johns Hopkins University 1290 48% $45,460.00 69 86 Johns Hopkins University 0.4292 0.7402 0.9959 -0.3840 0.3699
Middlebury Lib Arts 1255 25% $24,718.00 65 92 Middlebury Lib Arts -0.1293 -0.9798 -0.3455 -0.6792 1.1754
MIT University 1357 30% $56,766.00 95 86 MIT University 1.4981 -0.6059 1.7270 1.5347 0.3699
Mount Holyoke Lib Arts 1200 61% $23,358.00 47 83 Mount Holyoke Lib Arts -1.0068 1.7124 -0.4334 -2.0076 -0.0329
Northwestern University 1230 47% $28,851.00 77 82 Northwestern University -0.5281 0.6654 -0.0782 0.2063 -0.1671
Oberlin Lib Arts 1247 54% $23,591.00 64 77 Oberlin Lib Arts -0.2569 1.1889 -0.4184 -0.7530 -0.8384
Occidental Lib Arts 1170 49% $20,192.00 54 72 Occidental Lib Arts -1.4854 0.8150 -0.6382 -1.4910 -1.5097
Pomona Lib Arts 1320 33% $26,668.00 79 80 Pomona Lib Arts 0.9078 -0.3816 -0.2194 0.3539 -0.4356
Princeton University 1340 17% $48,123.00 89 93 Princeton University 1.2269 -1.5781 1.1681 1.0919 1.3097
Rice University 1327 24% $26,730.00 85 88 Rice University 1.0195 -1.0546 -0.2154 0.7967 0.6384
Smith Lib Arts 1195 57% $25,271.00 65 87 Smith Lib Arts -1.0866 1.4133 -0.3097 -0.6792 0.5041
Stanford University 1370 18% $61,921.00 92 88 Stanford University 1.7056 -1.5033 2.0604 1.3133 0.6384
Swarthnore Lib Arts 1310 24% $27,487.00 78 88 Swarthnore Lib Arts 0.7483 -1.0546 -0.1664 0.2801 0.6384
U Michigan University 1195 60% $21,853.00 71 77 U Michigan University -1.0866 1.6376 -0.5308 -0.2364 -0.8384
U of Chicago University 1300 45% $38,937.00 74 73 U of Chicago University 0.5887 0.5159 0.5740 -0.0151 -1.3754
U of Rochester University 1155 56% $38,597.00 52 73 U of Rochester University -1.7248 1.3385 0.5521 -1.6386 -1.3754
U Pennsylvania University 1280 41% $30,882.00 87 86 U Pennsylvania University 0.2696 0.2167 0.0531 0.9443 0.3699
U Va University 1218 37% $19,365.00 77 88 U Va University -0.7196 -0.0824 -0.6917 0.2063 0.6384
UCLA University 1142 43% $26,859.00 96 61 UCLA University -1.9322 0.3663 -0.2070 1.6085 -2.9865
UNC University 1109 32% $19,684.00 82 73 UNC University -2.4587 -0.4563 -0.6710 0.5753 -1.3754
Vassar Lib Arts 1287 43% $20,179.00 53 84 Vassar Lib Arts 0.3813 0.3663 -0.6390 -1.5648 0.1014
Washington U (MO) University 1225 54% $39,883.00 71 76 Washington U (MO) University -0.6079 1.1889 0.6352 -0.2364 -0.9727
Washinton and Lee Lib Arts 1234 29% $17,998.00 61 78 Washinton and Lee Lib Arts -0.4643 -0.6807 -0.7801 -0.9744 -0.7042
Wellesley Lib Arts 1250 49% $27,879.00 76 86 Wellesley Lib Arts -0.2090 0.8150 -0.1411 0.1325 0.3699
Wesleyan (CT) Lib Arts 1290 35% $19,948.00 73 91 Wesleyan (CT) Lib Arts 0.4292 -0.2320 -0.6540 -0.0889 1.0412
Williams Lib Arts 1336 28% $23,772.00 86 93 Williams Lib Arts 1.1631 -0.7555 -0.4067 0.8705 1.3097
Yale University 1350 19% $52,468.00 90 93 Yale University 1.3865 -1.4285 1.4491 1.1657 1.3097
Mean 1263.10 0.38 30060.33 74.20 83.24
Std Dev 62.68 0.13 15463.31 13.55 7.45

cluster analysis 1

Colleges and Universities
Overall Mean 1263.10 0.38 30060.33 74.20 83.24
School Type Median SAT Acceptance Rate Expenditures/Student Top 10% HS Graduation % Overall Stdev 62.68 0.13 15463.31 13.55 7.45
Amherst Lib Arts 1315 22% $26,636.00 85 93
Barnard Lib Arts 1220 53% $17,653.00 69 80 Clusters Median SAT Acceptance Rate Expenditures/Student Top 10% HS Graduation %
Bates Lib Arts 1240 36% $17,554.00 58 88 Amherst/Bowdoin
Berkeley University 1176 37% $23,665.00 95 68 Average 1307.5 23.00% $26,169.50 81.5 91.5
Bowdoin Lib Arts 1300 24% $25,703.00 78 90 Stdev 10.607 1.414% $659.73 4.950 2.121
Brown University 1281 24% $24,201.00 80 90 Difference in Mean 44.40 -15.10% -$3,890.83 7.30 8.26
Bryn Mawr Lib Arts 1255 56% $18,847.00 70 84 Difference in Stdev -52.070 -11.96% -$14,803.58 -8.601 -5.327
Cal Tech University 1400 31% $102,262.00 98 75 Barnard/Bates
Carleton Lib Arts 1300 40% $15,904.00 75 80 Average 1230 44.50% $17,603.50 63.5 84
Carnegie Mellon University 1225 64% $33,607.00 52 77 Stdev 14.142 12.02% $70.00 7.778 5.657
Claremont McKenna Lib Arts 1260 36% $20,377.00 68 74 Difference in Mean -33.10 6.40% -$12,456.83 -10.70 0.76
Colby Lib Arts 1200 46% $18,872.00 52 84 Difference in Stdev -48.534 -1.35% -$15,393.30 -5.773 -1.792
Colgate Lib Arts 1258 38% $17,520.00 61 85 Berkeley
Columbia University 1268 29% $45,879.00 78 90 Average 1176 37% $23,665.00 95 68
Cornell University 1280 30% $37,137.00 85 83 Stdev N/A N/A N/A N/A N/A
Davisdson Lib Arts 1230 36% $17,721.00 77 89 Difference in Mean -87.10 -1.10% -$6,395.33 20.80 -15.24
Duke University 1310 25% $39,504.00 91 91
Georgetown University 1278 24% $23,115.00 79 89 There appear to be clear differences among the clusters.
Grinnell Lib Arts 1244 67% $22,301.00 65 73
Hamilton Lib Arts 1215 38% $20,722.00 51 85
Harvard University 1370 18% $46,918.00 90 90
Haverford Lib Arts 1285 35% $19,418.00 71 87
Johns Hopkins University 1290 48% $45,460.00 69 86
Middlebury Lib Arts 1255 25% $24,718.00 65 92
MIT University 1357 30% $56,766.00 95 86
Mount Holyoke Lib Arts 1200 61% $23,358.00 47 83
Northwestern University 1230 47% $28,851.00 77 82
Oberlin Lib Arts 1247 54% $23,591.00 64 77
Occidental Lib Arts 1170 49% $20,192.00 54 72
Pomona Lib Arts 1320 33% $26,668.00 79 80
Princeton University 1340 17% $48,123.00 89 93
Rice University 1327 24% $26,730.00 85 88
Smith Lib Arts 1195 57% $25,271.00 65 87
Stanford University 1370 18% $61,921.00 92 88
Swarthnore Lib Arts 1310 24% $27,487.00 78 88
U Michigan University 1195 60% $21,853.00 71 77
U of Chicago University 1300 45% $38,937.00 74 73
U of Rochester University 1155 56% $38,597.00 52 73
U Pennsylvania University 1280 41% $30,882.00 87 86
U Va University 1218 37% $19,365.00 77 88
UCLA University 1142 43% $26,859.00 96 61
UNC University 1109 32% $19,684.00 82 73
Vassar Lib Arts 1287 43% $20,179.00 53 84
Washington U (MO) University 1225 54% $39,883.00 71 76
Washinton and Lee Lib Arts 1234 29% $17,998.00 61 78
Wellesley Lib Arts 1250 49% $27,879.00 76 86
Wesleyan (CT) Lib Arts 1290 35% $19,948.00 73 91
Williams Lib Arts 1336 28% $23,772.00 86 93
Yale University 1350 19% $52,468.00 90 93
Mean 1263.10 0.38 30060.33 74.20 83.24
Std Dev 62.68 0.13 15463.31 13.55 7.45

cluster analysis 2

Single linkage clustering Normalized Data Distance Matrix
School Type Median SAT Acceptance Rate Expenditures/Student Top 10% HS Graduation % School Type Median SAT Acceptance Rate (%) Expenditures/Student Top 10% HS Graduation % Berkeley Cal Tech UCLA UNC
Amherst Lib Arts 1315 22% $26,636.00 85 93 Amherst Lib Arts 0.8280 -1.2042 -0.2214 0.7967 1.3097 Berkeley 0 6.30407 1.19454 1.64918
Barnard Lib Arts 1220 53% $17,653.00 69 80 Barnard Lib Arts -0.6877 1.1141 -0.8024 -0.3840 -0.4356 Cal Tech 0 6.71434 7.17959
Bates Lib Arts 1240 36% $17,554.00 58 88 Bates Lib Arts -0.3686 -0.1572 -0.8088 -1.1958 0.6384 UCLA 0 2.19821
Berkeley University 1176 37% $23,665.00 95 68 Berkeley University -1.3897 -0.0824 -0.4136 1.5347 -2.0467 UNC 0
Bowdoin Lib Arts 1300 24% $25,703.00 78 90 Bowdoin Lib Arts 0.5887 -1.0546 -0.2818 0.2801 0.9069
Brown University 1281 24% $24,201.00 80 90 Brown University 0.2856 -1.0546 -0.3789 0.4277 0.9069 Step 1: link UCLA and Berkeley
Bryn Mawr Lib Arts 1255 56% $18,847.00 70 84 Bryn Mawr Lib Arts -0.1293 1.3385 -0.7252 -0.3102 0.1014
Cal Tech University 1400 31% $102,262.00 98 75 Cal Tech University 2.1842 -0.5311 4.6692 1.7561 -1.1069 Berkeley/UCLA Cal Tech UNC
Carleton Lib Arts 1300 40% $15,904.00 75 80 Carleton Lib Arts 0.5887 0.1419 -0.9155 0.0587 -0.4356 Berkeley/UCLA 0 6.30407 1.64918
Carnegie Mellon University 1225 64% $33,607.00 52 77 Carnegie Mellon University -0.6079 1.9368 0.2294 -1.6386 -0.8384 Cal Tech 0 7.17959
Claremont McKenna Lib Arts 1260 36% $20,377.00 68 74 Claremont McKenna Lib Arts -0.0495 -0.1572 -0.6262 -0.4578 -1.2412 UNC 0
Colby Lib Arts 1200 46% $18,872.00 52 84 Colby Lib Arts -1.0068 0.5906 -0.7235 -1.6386 0.1014
Colgate Lib Arts 1258 38% $17,520.00 61 85 Colgate Lib Arts -0.0814 -0.0076 -0.8110 -0.9744 0.2356 Step 2: link UNC with Berkeley/UCLA
Columbia University 1268 29% $45,879.00 78 90 Columbia University 0.0781 -0.6807 1.0230 0.2801 0.9069
Cornell University 1280 30% $37,137.00 85 83 Cornell University 0.2696 -0.6059 0.4576 0.7967 -0.0329 Berkeley/UCLA Cal Tech
Davisdson Lib Arts 1230 36% $17,721.00 77 89 Davisdson Lib Arts -0.5281 -0.1572 -0.7980 0.2063 0.7727 Berkeley/UCLA/UNC 0 6.30407
Duke University 1310 25% $39,504.00 91 91 Duke University 0.7483 -0.9798 0.6107 1.2395 1.0412 Cal Tech 0
Georgetown University 1278 24% $23,115.00 79 89 Georgetown University 0.2377 -1.0546 -0.4491 0.3539 0.7727
Grinnell Lib Arts 1244 67% $22,301.00 65 73 Grinnell Lib Arts -0.3048 2.1611 -0.5018 -0.6792 -1.3754 Step 3: link Cal Tech with the others
Hamilton Lib Arts 1215 38% $20,722.00 51 85 Hamilton Lib Arts -0.7675 -0.0076 -0.6039 -1.7124 0.2356
Harvard University 1370 18% $46,918.00 90 90 Harvard University 1.7056 -1.5033 1.0902 1.1657 0.9069
Haverford Lib Arts 1285 35% $19,418.00 71 87 Haverford Lib Arts 0.3494 -0.2320 -0.6882 -0.2364 0.5041 6.30407
Johns Hopkins University 1290 48% $45,460.00 69 86 Johns Hopkins University 0.4292 0.7402 0.9959 -0.3840 0.3699
Middlebury Lib Arts 1255 25% $24,718.00 65 92 Middlebury Lib Arts -0.1293 -0.9798 -0.3455 -0.6792 1.1754
MIT University 1357 30% $56,766.00 95 86 MIT University 1.4981 -0.6059 1.7270 1.5347 0.3699
Mount Holyoke Lib Arts 1200 61% $23,358.00 47 83 Mount Holyoke Lib Arts -1.0068 1.7124 -0.4334 -2.0076 -0.0329
Northwestern University 1230 47% $28,851.00 77 82 Northwestern University -0.5281 0.6654 -0.0782 0.2063 -0.1671
Oberlin Lib Arts 1247 54% $23,591.00 64 77 Oberlin Lib Arts -0.2569 1.1889 -0.4184 -0.7530 -0.8384
Occidental Lib Arts 1170 49% $20,192.00 54 72 Occidental Lib Arts -1.4854 0.8150 -0.6382 -1.4910 -1.5097 1.64918
Pomona Lib Arts 1320 33% $26,668.00 79 80 Pomona Lib Arts 0.9078 -0.3816 -0.2194 0.3539 -0.4356
Princeton University 1340 17% $48,123.00 89 93 Princeton University 1.2269 -1.5781 1.1681 1.0919 1.3097 1.19454
Rice University 1327 24% $26,730.00 85 88 Rice University 1.0195 -1.0546 -0.2154 0.7967 0.6384
Smith Lib Arts 1195 57% $25,271.00 65 87 Smith Lib Arts -1.0866 1.4133 -0.3097 -0.6792 0.5041
Stanford University 1370 18% $61,921.00 92 88 Stanford University 1.7056 -1.5033 2.0604 1.3133 0.6384 Berkeley UCLA UNC Cal Tech
Swarthnore Lib Arts 1310 24% $27,487.00 78 88 Swarthnore Lib Arts 0.7483 -1.0546 -0.1664 0.2801 0.6384
U Michigan University 1195 60% $21,853.00 71 77 U Michigan University -1.0866 1.6376 -0.5308 -0.2364 -0.8384
U of Chicago University 1300 45% $38,937.00 74 73 U of Chicago University 0.5887 0.5159 0.5740 -0.0151 -1.3754
U of Rochester University 1155 56% $38,597.00 52 73 U of Rochester University -1.7248 1.3385 0.5521 -1.6386 -1.3754
U Pennsylvania University 1280 41% $30,882.00 87 86 U Pennsylvania University 0.2696 0.2167 0.0531 0.9443 0.3699
U Va University 1218 37% $19,365.00 77 88 U Va University -0.7196 -0.0824 -0.6917 0.2063 0.6384
UCLA University 1142 43% $26,859.00 96 61 UCLA University -1.9322 0.3663 -0.2070 1.6085 -2.9865
UNC University 1109 32% $19,684.00 82 73 UNC University -2.4587 -0.4563 -0.6710 0.5753 -1.3754
Vassar Lib Arts 1287 43% $20,179.00 53 84 Vassar Lib Arts 0.3813 0.3663 -0.6390 -1.5648 0.1014
Washington U (MO) University 1225 54% $39,883.00 71 76 Washington U (MO) University -0.6079 1.1889 0.6352 -0.2364 -0.9727
Washinton and Lee Lib Arts 1234 29% $17,998.00 61 78 Washinton and Lee Lib Arts -0.4643 -0.6807 -0.7801 -0.9744 -0.7042
Wellesley Lib Arts 1250 49% $27,879.00 76 86 Wellesley Lib Arts -0.2090 0.8150 -0.1411 0.1325 0.3699
Wesleyan (CT) Lib Arts 1290 35% $19,948.00 73 91 Wesleyan (CT) Lib Arts 0.4292 -0.2320 -0.6540 -0.0889 1.0412
Williams Lib Arts 1336 28% $23,772.00 86 93 Williams Lib Arts 1.1631 -0.7555 -0.4067 0.8705 1.3097
Yale University 1350 19% $52,468.00 90 93 Yale University 1.3865 -1.4285 1.4491 1.1657 1.3097
Mean 1263.10 0.38 30060.33 74.20 83.24
Std Dev 62.68 0.13 15463.31 13.55 7.45

Credit Risk Data

Credit Risk Data Normalized Data New Record to Classify
Record Loan Purpose Checking Savings Months Customer Months Employed Gender Marital Status Age Housing Years Job Credit Risk Checking Savings Months Customer Months Employed Credit Risk New Record Distance Checking Savings Months Customer Months Employed Credit Risk
1 Small Appliance $0 $739 13 12 M Single 23 Own 3 Unskilled Low -0.333 -0.298 -0.807 -0.617 Low 1.895 $600 $3,500 30 45
2 Furniture $0 $1,230 25 0 M Divorced 32 Own 1 Skilled High -0.333 -0.162 0.171 -0.989 High 1.596
3 New Car $0 $389 19 119 M Single 38 Own 4 Management High -0.333 -0.396 -0.318 2.700 High 2.617
4 Furniture $638 $347 13 14 M Single 36 Own 2 Unskilled High -0.130 -0.407 -0.807 -0.555 High 1.901 Normalized Records
5 Education $963 $4,754 40 45 M Single 31 Rent 3 Skilled Low -0.027 0.818 1.394 0.406 Low 0.894
6 Furniture $2,827 $0 11 13 M Married 25 Own 1 Skilled Low 0.565 -0.504 -0.970 -0.586 Low 2.198 Checking Savings Months Customer Months Employed Credit Risk
7 New Car $0 $229 13 16 M Married 26 Own 3 Unskilled Low -0.333 -0.440 -0.807 -0.493 Low 1.895 -0.142 0.469 0.579 0.406
8 Business $0 $533 14 2 M Single 27 Own 1 Unskilled Low -0.333 -0.356 -0.725 -0.927 Low 2.048
9 Small Appliance $6,509 $493 37 9 M Single 25 Own 2 Skilled High 1.735 -0.367 1.150 -0.710 High 2.407
10 Small Appliance $966 $0 25 4 F Divorced 43 Own 1 Skilled High -0.026 -0.504 0.171 -0.865 High 1.656 Nearest Neighbors
11 Business $0 $989 49 0 M Single 32 Rent 2 Management High -0.333 -0.229 2.128 -0.989 High 2.206
12 New Car $0 $3,305 11 15 M Single 34 Rent 2 Unskilled Low -0.333 0.415 -0.970 -0.524 Low 1.817 k Distance Record Decision
13 Business $322 $578 10 14 M Married 26 Own 1 Skilled Low -0.231 -0.343 -1.051 -0.555 Low 2.061 1 0.52192 154 Low
14 New Car $0 $821 25 63 M Single 44 Own 1 Skilled High -0.333 -0.276 0.171 0.964 High 1.034 2 0.72300 262 Low
15 New Car $396 $228 13 26 M Single 46 Own 3 Unskilled Low -0.207 -0.440 -0.807 -0.183 Low 1.760 3 0.75312 161 High
16 Used Car $0 $129 31 8 M Divorced 39 Own 4 Management Low -0.333 -0.468 0.661 -0.741 Low 1.496 4 0.76001 393 Low
17 Furniture $652 $732 49 4 F Divorced 25 Own 2 Skilled High -0.126 -0.300 2.128 -0.865 High 2.146 5 0.76227 391 High
18 New Car $708 $683 13 33 M Single 31 Own 2 Skilled Low -0.108 -0.314 -0.807 0.034 Low 1.635
19 Repairs $207 $0 28 116 M Single 47 Own 4 Skilled Low -0.267 -0.504 0.416 2.607 Low 2.415 Three of the five nearest neighbors are classified as low, so we would
20 Education $287 $12,348 7 2 F Divorced 23 Rent 2 Skilled High -0.242 2.929 -1.296 -0.927 High 3.369 classify the credit risk of the new record as low.
21 Furniture $0 $17,545 34 16 F Divorced 22 Own 4 Skilled High -0.333 4.373 0.905 -0.493 High 4.024
22 Furniture $101 $3,871 13 5 F Divorced 26 Rent 4 Skilled High -0.301 0.572 -0.807 -0.834 High 1.869
23 Furniture $0 $0 25 23 M Married 19 Own 4 Skilled High -0.333 -0.504 0.171 -0.276 High 1.271
24 Furniture $0 $485 37 23 F Divorced 27 Own 2 Management High -0.333 -0.369 1.150 -0.276 High 1.237
25 New Car $0 $10,723 11 15 M Single 39 Rent 2 Unskilled Low -0.333 2.477 -0.970 -0.524 Low 2.708
26 Business $141 $245 22 33 M Single 26 Own 3 Skilled Low -0.288 -0.436 -0.073 0.034 Low 1.185
27 Used Car $0 $0 19 58 M Single 50 Other 4 Skilled High -0.333 -0.504 -0.318 0.809 High 1.396
28 Used Car $2,484 $0 49 46 M Single 34 Other 1 Skilled Low 0.456 -0.504 2.128 0.437 Low 1.925
29 Small Appliance $237 $236 37 24 M Single 23 Rent 4 Skilled Low -0.258 -0.438 1.150 -0.245 Low 1.259
30 Small Appliance $0 $485 19 12 M Single 23 Own 2 Skilled Low -0.333 -0.369 -0.318 -0.617 Low 1.609
31 Education $335 $1,708 37 7 M Single 46 Other 4 Skilled High -0.227 -0.029 1.150 -0.772 High 1.403
32 Small Appliance $3,565 $0 31 32 M Single 35 Own 3 Skilled Low 0.800 -0.504 0.661 0.003 Low 1.415
33 Small Appliance $0 $407 13 2 F Divorced 28 Own 2 Skilled Low -0.333 -0.391 -0.807 -0.927 Low 2.115
34 Business $16,647 $895 16 34 M Single 25 Rent 4 Skilled Low 4.956 -0.255 -0.562 0.065 Low 5.286
35 Business $0 $150 49 46 F Divorced 36 Rent 4 Skilled High -0.333 -0.462 2.128 0.437 High 1.818
36 Small Appliance $0 $490 5 41 M Single 41 Own 1 Unskilled Low -0.333 -0.368 -1.459 0.282 Low 2.215
37 Furniture $0 $162 25 1 M Divorced 54 Own 1 Skilled High -0.333 -0.459 0.171 -0.958 High 1.710
38 Small Appliance $940 $715 9 40 F Divorced 43 Own 2 Unskilled Low -0.034 -0.305 -1.133 0.251 Low 1.888
39 Small Appliance $0 $323 49 42 M Married 33 Own 1 Skilled High -0.333 -0.414 2.128 0.313 High 1.795
40 New Car $0 $128 13 74 M Single 34 Own 3 Skilled High -0.333 -0.468 -0.807 1.305 High 1.909
41 Other $218 $0 49 0 M Single 39 Other 4 Unemployed Low -0.264 -0.504 2.128 -0.989 Low 2.303
42 Used Car $0 $109 25 26 M Single 34 Own 3 Unskilled Low -0.333 -0.474 0.171 -0.183 Low 1.199
43 Small Appliance $16,935 $189 37 60 M Single 30 Own 2 Skilled Low 5.048 -0.451 1.150 0.871 Low 5.322
44 Furniture $664 $537 31 33 M Single 48 Own 2 Skilled High -0.122 -0.355 0.661 0.034 High 0.908
45 Furniture $150 $6,520 12 1 F Divorced 19 Own 1 Skilled Low -0.285 1.309 -0.888 -0.958 Low 2.177
46 Small Appliance $0 $138 7 119 M Married 29 Rent 2 Skilled Low -0.333 -0.466 -1.296 2.700 Low 3.112
47 Furniture $216 $0 19 3 F Divorced 26 Rent 3 Skilled High -0.264 -0.504 -0.318 -0.896 High 1.860
48 New Car $0 $660 17 75 M Single 42 Rent 4 Skilled High -0.333 -0.320 -0.481 1.336 High 1.627
49 Business $0 $724 25 8 M Single 30 Rent 2 Skilled High -0.333 -0.303 0.171 -0.741 High 1.454
50 Small Appliance $0 $897 19 5 M Married 38 Own 4 Skilled Low -0.333 -0.255 -0.318 -0.834 Low 1.703
51 Small Appliance $265 $947 25 5 M Married 21 Own 1 Skilled High -0.249 -0.241 0.171 -0.834 High 1.489
52 Furniture $4,256 $0 16 36 F Divorced 32 Rent 4 Unskilled Low 1.019 -0.504 -0.562 0.127 Low 1.917
53 Business $870 $917 28 6 M Single 35 Own 2 Skilled High -0.057 -0.249 0.416 -0.803 High 1.418
54 New Car $162 $595 22 10 M Divorced 46 Own 4 Skilled Low -0.282 -0.338 -0.073 -0.679 Low 1.508
55 Used Car $0 $789 25 28 M Single 37 Own 3 Management Low -0.333 -0.285 0.171 -0.121 Low 1.024
56 Education $0 $0 37 114 M Single 39 Own 4 Management High -0.333 -0.504 1.150 2.545 High 2.426
57 Furniture $0 $746 13 16 F Divorced 29 Own 3 Skilled Low -0.333 -0.296 -0.807 -0.493 Low 1.831
58 New Car $461 $140 19 32 M Single 27 Rent 3 Unskilled Low -0.187 -0.465 -0.318 0.003 Low 1.357
59 New Car $0 $659 19 5 F Divorced 22 Rent 3 Skilled High -0.333 -0.321 -0.318 -0.834 High 1.733
60 Furniture $0 $717 37 60 M Single 40 Own 2 Skilled High -0.333 -0.305 1.150 0.871 High 1.085
61 New Car $0 $667 29 10 M Single 44 Own 2 Unskilled High -0.333 -0.318 0.498 -0.679 High 1.357
62 New Car $580 $0 11 8 M Single 26 Own 4 Unskilled High -0.149 -0.504 -0.970 -0.741 High 2.159
63 Small Appliance $0 $763 13 46 F Divorced 57 Own 3 Unskilled Low -0.333 -0.292 -0.807 0.437 Low 1.593
64 New Car $0 $1,366 19 17 M Single 34 Own 4 Unskilled Low -0.333 -0.124 -0.318 -0.462 Low 1.395
65 Small Appliance $0 $552 25 4 M Married 47 Own 4 Skilled High -0.333 -0.350 0.171 -0.865 High 1.578
66 Small Appliance $0 $14,643 16 115 M Single 46 Own 3 Skilled Low -0.333 3.567 -0.562 2.576 Low 3.955
67 Business $758 $2,665 13 31 M Single 38 Own 4 Unskilled Low -0.092 0.237 -0.807 -0.028 Low 1.471
68 Used Car $399 $0 31 0 F Divorced 52 Own 1 Management High -0.206 -0.504 0.661 -0.989 High 1.704
69 Furniture $513 $442 7 0 M Single 34 Own 1 Management Low -0.170 -0.381 -1.296 -0.989 Low 2.487
70 Furniture $0 $8,357 25 5 M Single 29 Other 4 Skilled High -0.333 1.819 0.171 -0.834 High 1.888
71 New Car $0 $0 22 9 M Single 39 Own 2 Unskilled High -0.333 -0.504 -0.073 -0.710 High 1.629
72 Small Appliance $565 $863 10 81 M Single 36 Own 4 Unskilled Low -0.153 -0.264 -1.051 1.522 Low 2.107
73 Business $0 $322 28 28 M Single 25 Own 4 Skilled Low -0.333 -0.414 0.416 -0.121 Low 1.059
74 Furniture $0 $800 13 69 M Single 59 Own 3 Skilled High -0.333 -0.281 -0.807 1.150 High 1.753
75 Small Appliance $0 $656 37 85 M Single 27 Own 2 Skilled Low -0.333 -0.322 1.150 1.646 Low 1.589
76 New Car $166 $922 13 2 F Divorced 24 Rent 1 Skilled High -0.280 -0.248 -0.807 -0.927 High 2.057
77 Business $9,783 $885 13 3 F Divorced 25 Own 1 Unemployed High 2.775 -0.258 -0.807 -0.896 High 3.558
78 Business $674 $2,886 49 32 M Single 29 Own 2 Skilled Low -0.119 0.298 2.128 0.003 Low 1.610
79 Repairs $0 $626 43 0 M Single 64 Own 4 Unemployed Low -0.333 -0.330 1.639 -0.989 Low 1.935
80 Business $15,328 $0 25 9 M Single 31 Own 4 Skilled Low 4.537 -0.504 0.171 -0.710 Low 4.925
81 New Car $0 $904 12 6 M Single 38 Own 4 Unskilled Low -0.333 -0.253 -0.888 -0.803 Low 2.042
82 Education $713 $784 61 17 M Single 41 Other 4 Skilled High -0.106 -0.286 3.106 -0.462 High 2.777
83 New Car $0 $806 19 3 F Divorced 22 Own 2 Unskilled High -0.333 -0.280 -0.318 -0.896 High 1.760
84 Education $0 $3,281 19 20 F Divorced 29 Own 2 Skilled High -0.333 0.408 -0.318 -0.369 High 1.202
85 New Car $0 $759 16 59 M Single 32 Rent 3 Skilled High -0.333 -0.293 -0.562 0.840 High 1.452
86 Small Appliance $0 $680 25 3 F Divorced 34 Own 4 Skilled High -0.333 -0.315 0.171 -0.896 High 1.585
87 Used Car $0 $104 37 25 M Single 23 Own 4 Skilled High -0.333 -0.475 1.150 -0.214 High 1.280
88 Small Appliance $303 $899 13 3 M Single 21 Own 1 Skilled High -0.237 -0.254 -0.807 -0.896 High 2.036
89 Small Appliance $900 $1,732 37 11 F Divorced 49 Other 4 Skilled High -0.047 -0.022 1.150 -0.648 High 1.299
90 Furniture $0 $706 31 14 M Divorced 31 Own 2 Skilled Low -0.333 -0.308 0.661 -0.555 Low 1.253
91 Education $1,257 $0 10 65 F Divorced 40 Rent 4 Unskilled Low 0.066 -0.504 -1.051 1.026 Low 2.008
92 Small Appliance $0 $576 7 14 F Divorced 28 Own 1 Skilled Low -0.333 -0.344 -1.296 -0.555 Low 2.266
93 Repairs $273 $904 7 2 M Married 21 Own 1 Unskilled Low -0.246 -0.253 -1.296 -0.927 Low 2.413
94 Business $522 $194 25 79 M Divorced 30 Own 4 Skilled High -0.167 -0.450 0.171 1.460 High 1.457
95 Small Appliance $0 $710 25 1 F Divorced 37 Own 3 Skilled Low -0.333 -0.306 0.171 -0.958 Low 1.632
96 Small Appliance $0 $5,564 25 93 M Single 33 Own 2 Skilled Low -0.333 1.043 0.171 1.894 Low 1.657
97 Small Appliance $0 $192 46 13 M Single 22 Other 4 Skilled High -0.333 -0.450 1.883 -0.586 High 1.889
98 New Car $0 $637 13 21 F Divorced 23 Own 2 Unskilled High -0.333 -0.327 -0.807 -0.338 High 1.773
99 Small Appliance $514 $405 49 13 F Divorced 21 Own 2 Skilled High -0.170 -0.391 2.128 -0.586 High 2.031
100 Furniture $457 $318 19 108 M Single 40 Own 1 Skilled Low -0.188 -0.415 -0.318 2.359 Low 2.324
101 Small Appliance $5,133 $698 19 14 M Single 36 Own 2 Skilled High 1.298 -0.310 -0.318 -0.555 High 2.100
102 New Car $0 $369 10 16 M Single 29 Own 1 Skilled Low -0.333 -0.401 -1.051 -0.493 Low 2.064
103 Retraining $644 $0 13 88 M Single 37 Own 4 Skilled Low -0.128 -0.504 -0.807 1.739 Low 2.155
104 Furniture $305 $492 19 1 F Divorced 26 Own 1 Skilled Low -0.236 -0.367 -0.318 -0.958 Low 1.836
105 New Car $9,621 $308 25 41 M Single 37 Other 3 Skilled High 2.724 -0.418 0.171 0.282 High 3.031
106 Education $0 $127 13 22 M Single 39 Rent 4 Unskilled High -0.333 -0.469 -0.807 -0.307 High 1.829
107 Business $0 $565 19 14 M Married 27 Own 2 Skilled High -0.333 -0.347 -0.318 -0.555 High 1.559
108 Furniture $0 $12,632 16 9 F Divorced 19 Rent 4 Skilled Low -0.333 3.008 -0.562 -0.710 Low 3.005
109 New Car $0 $116 49 45 M Single 45 Other 4 Skilled High -0.333 -0.472 2.128 0.406 High 1.822
110 Used Car $0 $178 13 89 M Single 34 Other 4 Skilled High -0.333 -0.454 -0.807 1.770 High 2.161
111 Small Appliance $6,851 $901 13 21 F Divorced 43 Rent 2 Unskilled Low 1.844 -0.253 -0.807 -0.338 Low 2.635
112 Furniture $13,496 $650 19 20 M Single 33 Own 1 Unskilled High 3.955 -0.323 -0.318 -0.369 High 4.339
113 Business $509 $241 25 14 M Single 35 Own 4 Unskilled High -0.171 -0.437 0.171 -0.555 High 1.382
114 Used Car $0 $609 37 6 M Single 31 Other 2 Management Low -0.333 -0.335 1.150 -0.803 Low 1.571
115 Furniture $19,155 $131 25 24 M Single 25 Own 2 Skilled Low 5.753 -0.467 0.171 -0.245 Low 6.019
116 Furniture $0 $544 19 15 F Divorced 27 Own 2 Skilled Low -0.333 -0.353 -0.318 -0.524 Low 1.543
117 Small Appliance $0 $10,853 25 81 F Divorced 56 Rent 4 Management Low -0.333 2.513 0.171 1.522 Low 2.372
118 Used Car $374 $0 25 14 M Single 45 Own 4 Management Low -0.214 -0.504 0.171 -0.555 Low 1.429
119 Large Appliance $0 $409 49 15 M Single 53 Own 4 Skilled High -0.333 -0.390 2.128 -0.524 High 2.010
120 Furniture $828 $391 9 12 F Divorced 23 Own 4 Skilled High -0.070 -0.395 -1.133 -0.617 High 2.175
121 Furniture $0 $322 13 9 F Divorced 25 Own 1 Skilled Low -0.333 -0.414 -0.807 -0.710 Low 1.996
122 Small Appliance $829 $583 7 18 F Divorced 63 Own 3 Skilled Low -0.070 -0.342 -1.296 -0.431 Low 2.209
123 Small Appliance $0 $12,242 25 53 M Single 34 Own 2 Skilled High -0.333 2.899 0.171 0.654 High 2.484
124 Furniture $0 $479 19 0 M Single 24 Own 1 Unemployed High -0.333 -0.371 -0.318 -0.989 High 1.869
125 New Car $939 $496 19 56 M Single 35 Own 4 Skilled High -0.035 -0.366 -0.318 0.747 High 1.276
126 New Car $0 $466 25 42 M Single 30 Own 3 Skilled High -0.333 -0.374 0.171 0.313 High 0.960
127 New Car $889 $1,583 37 79 M Single 29 Other 3 Skilled Low -0.051 -0.064 1.150 1.460 Low 1.315
128 Furniture $876 $1,533 31 21 F Divorced 20 Rent 4 Skilled High -0.055 -0.078 0.661 -0.338 High 0.931
129 Small Appliance $893 $0 16 94 M Single 49 Own 4 Skilled Low -0.049 -0.504 -0.562 1.925 Low 2.137
130 Business $12,760 $4,873 13 73 M Single 56 Rent 4 Unskilled Low 3.721 0.851 -0.807 1.274 Low 4.213
131 Furniture $0 $0 13 94 M Single 48 Rent 4 Skilled Low -0.333 -0.504 -0.807 1.925 Low 2.283
132 Small Appliance $0 $717 22 10 F Divorced 24 Own 2 Skilled High -0.333 -0.305 -0.073 -0.679 High 1.496
133 Small Appliance $959 $7,876 28 20 M Single 22 Own 2 Unskilled High -0.028 1.686 0.416 -0.369 High 1.456
134 Small Appliance $0 $4,449 25 87 M Single 30 Own 4 Skilled High -0.333 0.733 0.171 1.708 High 1.403
135 Other $0 $0 25 54 M Single 39 Own 3 Management High -0.333 -0.504 0.171 0.685 High 1.108
136 Business $0 $104 25 23 M Married 20 Own 2 Unskilled Low -0.333 -0.475 0.171 -0.276 Low 1.249
137 Repairs $0 $897 19 2 F Divorced 22 Own 4 Skilled High -0.333 -0.255 -0.318 -0.927 High 1.772
138 New Car $698 $4,033 16 20 M Married 24 Rent 2 Skilled High -0.111 0.617 -0.562 -0.369 High 1.388
139 Furniture $0 $945 13 6 M Divorced 41 Own 1 Skilled Low -0.333 -0.241 -0.807 -0.803 Low 1.981
140 Furniture $0 $836 25 99 M Single 32 Own 4 Skilled Low -0.333 -0.271 0.171 2.080 Low 1.885
141 Small Appliance $0 $325 19 13 F Divorced 23 Own 2 Skilled High -0.333 -0.414 -0.318 -0.586 High 1.613
142 Small Appliance $12,974 $19,568 13 7 F Divorced 41 Rent 3 Skilled Low 3.789 4.936 -0.807 -0.772 Low 6.222
143 Furniture $0 $803 13 89 M Single 52 Other 4 Management High -0.333 -0.281 -0.807 1.770 High 2.093
144 Small Appliance $317 $10,980 13 17 M Single 65 Own 3 Unskilled High -0.232 2.548 -0.807 -0.462 High 2.647
145 Business $0 $265 13 10 F Divorced 26 Own 2 Skilled Low -0.333 -0.430 -0.807 -0.679 Low 1.986
146 Repairs $0 $609 31 3 M Divorced 33 Own 1 Unskilled High -0.333 -0.335 0.661 -0.896 High 1.544
147 Small Appliance $0 $1,851 12 0 F Divorced 56 Own 4 Unskilled Low -0.333 0.011 -0.888 -0.989 Low 2.085
148 Furniture $192 $199 25 5 F Divorced 24 Own 4 Unskilled High -0.272 -0.449 0.171 -0.834 High 1.601
149 New Car $0 $500 28 7 F Divorced 20 Rent 3 Skilled High -0.333 -0.365 0.416 -0.772 High 1.465
150 New Car $0 $509 16 3 M Single 35 Own 3 Skilled Low -0.333 -0.362 -0.562 -0.896 Low 1.930
151 Used Car $0 $270 25 25 M Single 34 Own 3 Skilled Low -0.333 -0.429 0.171 -0.214 Low 1.180
152 New Car $0 $457 13 63 M Single 38 Own 4 Management Low -0.333 -0.377 -0.807 0.964 Low 1.727
153 Used Car $0 $260 25 78 M Single 34 Own 4 Management Low -0.333 -0.432 0.171 1.429 Low 1.435
154 New Car $942 $3,036 25 36 M Single 37 Own 3 Skilled Low -0.034 0.340 0.171 0.127 Low 0.522
155 Small Appliance $0 $643 19 6 M Single 31 Other 2 Management Low -0.333 -0.325 -0.318 -0.803 Low 1.713
156 New Car $3,329 $0 19 15 M Single 67 Rent 4 Skilled High 0.725 -0.504 -0.318 -0.524 High 1.835
157 Used Car $0 $6,345 25 19 M Single 26 Own 2 Skilled Low -0.333 1.260 0.171 -0.400 Low 1.216
158 Education $0 $922 37 9 F Divorced 24 Own 2 Management High -0.333 -0.248 1.150 -0.710 High 1.456
159 Furniture $0 $909 25 3 M Single 21 Other 1 Skilled Low -0.333 -0.251 0.171 -0.896 Low 1.554
160 Large Appliance $0 $775 19 8 M Married 46 Own 3 Unskilled High -0.333 -0.288 -0.318 -0.741 High 1.652
161 Furniture $0 $979 25 48 M Single 22 Rent 4 Skilled High -0.333 -0.232 0.171 0.499 High 0.838
162 Furniture $0 $948 19 2 F Divorced 20 Rent 4 Skilled Low -0.333 -0.240 -0.318 -0.927 Low 1.766
163 Business $339 $2,790 22 55 M Divorced 60 Rent 2 Unskilled High -0.225 0.272 -0.073 0.716 High 0.753
164 Used Car $0 $309 49 37 M Single 25 Own 3 Skilled Low -0.333 -0.418 2.128 0.158 Low 1.812
165 Small Appliance $0 $762 10 1 F Divorced 21 Rent 4 Skilled High -0.333 -0.292 -1.051 -0.958 High 2.266
166 Small Appliance $0 $970 13 14 F Divorced 22 Own 1 Skilled Low -0.333 -0.234 -0.807 -0.555 Low 1.837
167 Used Car $105 $320 28 54 M Single 29 Own 2 Management Low -0.300 -0.415 0.416 0.685 Low 0.954
168 Small Appliance $0 $861 13 111 M Single 56 Own 4 Unskilled High -0.333 -0.265 -0.807 2.452 High 2.585
169 Repairs $216 $262 37 2 M Single 32 Rent 1 Unskilled High -0.264 -0.431 1.150 -0.927 High 1.711
170 Furniture $113 $692 11 14 M Divorced 30 Own 2 Unskilled Low -0.297 -0.312 -0.970 -0.555 Low 1.989
171 Used Car $109 $540 37 1 M Married 27 Rent 4 Management High -0.298 -0.354 1.150 -0.958 High 1.699
172 New Car $0 $470 13 0 F Divorced 37 Own 2 Unemployed Low -0.333 -0.373 -0.807 -0.989 Low 2.148
173 New Car $0 $192 7 2 M Single 39 Own 4 Unskilled Low -0.333 -0.450 -1.296 -0.927 Low 2.485
174 New Car $8,176 $12,230 7 5 M Married 26 Own 2 Unemployed Low 2.265 2.896 -1.296 -0.834 Low 4.091
175 Repairs $0 $772 25 19 M Divorced 32 Own 2 Skilled Low -0.333 -0.289 0.171 -0.400 Low 1.195
176 Furniture $468 $14,186 22 24 M Single 31 Own 2 Skilled Low -0.184 3.440 -0.073 -0.245 Low 3.110
177 Used Car $7,885 $6,330 16 14 M Single 35 Own 2 Skilled Low 2.172 1.256 -0.562 -0.555 Low 2.864
178 Small Appliance $0 $18,716 19 93 M Single 31 Own 3 Management Low -0.333 4.699 -0.318 1.894 Low 4.577
179 New Car $0 $886 22 96 M Single 64 Own 4 Skilled Low -0.333 -0.258 -0.073 1.987 Low 1.868
180 Business $0 $750 37 2 M Divorced 27 Own 1 Skilled High -0.333 -0.295 1.150 -0.927 High 1.650
181 Small Appliance $0 $3,870 25 11 F Divorced 31 Own 2 Unskilled High -0.333 0.572 0.171 -0.648 High 1.151
182 Small Appliance $0 $3,273 13 4 M Married 32 Own 3 Unskilled High -0.333 0.406 -0.807 -0.865 High 1.891
183 Business $0 $406 6 35 M Single 73 Own 4 Unskilled Low -0.333 -0.391 -1.377 0.096 Low 2.168
184 Furniture $0 $461 13 48 F Divorced 30 Own 4 Unskilled Low -0.333 -0.376 -0.807 0.499 Low 1.637
185 Furniture $0 $340 19 4 M Married 42 Own 1 Unskilled High -0.333 -0.409 -0.318 -0.865 High 1.796
186 Small Appliance $0 $6,490 19 85 M Single 45 Own 4 Skilled Low -0.333 1.300 -0.318 1.646 Low 1.752
187 Small Appliance $734 $348 7 100 M Single 27 Own 4 Skilled Low -0.100 -0.407 -1.296 2.111 Low 2.682
188 Furniture $0 $506 25 3 F Divorced 22 Rent 4 Unskilled High -0.333 -0.363 0.171 -0.896 High 1.609
189 Used Car $0 $14,717 28 7 M Single 26 Own 2 Skilled Low -0.333 3.587 0.416 -0.772 Low 3.343
190 Business $172 $0 25 36 M Single 33 Own 3 Skilled Low -0.278 -0.504 0.171 0.127 Low 1.100
191 New Car $644 $1,571 19 1 F Divorced 27 Own 3 Skilled High -0.128 -0.067 -0.318 -0.958 High 1.718
192 New Car $0 $0 25 19 F Divorced 24 Rent 4 Skilled High -0.333 -0.504 0.171 -0.400 High 1.341
193 Furniture $617 $411 31 3 M Married 21 Own 1 Skilled Low -0.137 -0.390 0.661 -0.896 Low 1.562
194 New Car $0 $544 25 0 F Divorced 28 Rent 4 Unemployed High -0.333 -0.353 0.171 -0.989 High 1.680
195 Small Appliance $586 $0 13 0 M Single 51 Own 1 Management High -0.147 -0.504 -0.807 -0.989 High 2.194
196 Furniture $0 $835 19 42 F Divorced 21 Own 1 Skilled High -0.333 -0.272 -0.318 0.313 High 1.182
197 Small Appliance $0 $823 25 47 M Single 27 Own 2 Skilled Low -0.333 -0.275 0.171 0.468 Low 0.872
198 Business $0 $5,180 22 4 M Single 40 Own 2 Unskilled High -0.333 0.936 -0.073 -0.865 High 1.515
199 Small Appliance $0 $408 16 12 M Single 34 Other 4 Skilled Low -0.333 -0.390 -0.562 -0.617 Low 1.767
200 New Car $0 $821 48 5 F Divorced 34 Own 1 Unskilled Low -0.333 -0.276 2.046 -0.834 Low 2.069
201 Education $522 $385 10 66 M Single 63 Own 4 Unskilled Low -0.167 -0.397 -1.051 1.057 Low 1.958
202 New Car $585 $2,223 16 0 M Single 33 Own 2 Management High -0.147 0.114 -0.562 -0.989 High 1.837
203 New Car $5,588 $0 22 10 F Divorced 28 Own 4 Skilled High 1.443 -0.504 -0.073 -0.679 High 2.250
204 New Car $0 $605 37 20 F Divorced 24 Own 2 Skilled High -0.333 -0.336 1.150 -0.369 High 1.269
205 Furniture $352 $7,525 13 4 F Divorced 18 Rent 4 Unskilled Low -0.221 1.588 -0.807 -0.865 Low 2.189
206 Small Appliance $0 $3,529 14 0 F Divorced 63 Own 4 Skilled Low -0.333 0.477 -0.725 -0.989 Low 1.919
207 Business $2,715 $1,435 49 14 M Divorced 37 Own 2 Skilled High 0.530 -0.105 2.128 -0.555 High 2.026
208 Other $560 $887 25 20 M Single 38 Own 3 Management High -0.155 -0.257 0.171 -0.369 High 1.138
209 Small Appliance $895 $243 13 4 M Married 22 Rent 1 Skilled High -0.049 -0.436 -0.807 -0.865 High 2.089
210 New Car $305 $4,553 7 2 F Divorced 31 Own 1 Unskilled High -0.236 0.762 -1.296 -0.927 High 2.321
211 Small Appliance $0 $418 19 4 M Single 31 Own 2 Skilled Low -0.333 -0.388 -0.318 -0.865 Low 1.786
212 New Car $0 $771 25 0 M Single 42 Other 2 Skilled High -0.333 -0.290 0.171 -0.989 High 1.650
213 Furniture $0 $463 11 13 M Single 24 Rent 2 Unskilled High -0.333 -0.375 -0.970 -0.586 High 2.033
214 Business $8,948 $110 31 90 M Single 65 Own 4 Management High 2.510 -0.473 0.661 1.801 High 3.143
215 Used Car $0 $10,099 16 108 M Single 22 Rent 4 Skilled Low -0.333 2.304 -0.562 2.359 Low 2.919
216 Used Car $0 $13,428 7 0 F Divorced 22 Rent 2 Unemployed Low -0.333 3.229 -1.296 -0.989 Low 3.621
217 Small Appliance $0 $208 13 23 M Single 51 Own 4 Skilled Low -0.333 -0.446 -0.807 -0.276 Low 1.805
218 Small Appliance $0 $552 13 15 F Divorced 23 Own 4 Unskilled High -0.333 -0.350 -0.807 -0.524 High 1.869
219 Education $0 $3,105 16 19 F Divorced 30 Own 3 Skilled Low -0.333 0.359 -0.562 -0.400 Low 1.414
220 Small Appliance $483 $415 19 6 M Married 32 Own 2 Skilled High -0.180 -0.389 -0.318 -0.803 High 1.733
221 Large Appliance $0 $1,238 13 0 F Divorced 21 Own 3 Skilled High -0.333 -0.160 -0.807 -0.989 High 2.073
222 Education $0 $238 13 2 F Divorced 52 Own 4 Skilled High -0.333 -0.438 -0.807 -0.927 High 2.134
223 Furniture $0 $127 31 35 F Divorced 22 Rent 4 Skilled High -0.333 -0.469 0.661 0.096 High 1.009
224 Business $663 $0 19 57 M Single 41 Own 2 Skilled Low -0.122 -0.504 -0.318 0.778 Low 1.375
225 New Car $624 $785 37 9 F Divorced 53 Rent 2 Skilled Low -0.135 -0.286 1.150 -0.710 Low 1.463
226 Repairs $0 $718 19 0 F Divorced 54 Other 4 Unemployed High -0.333 -0.304 -0.318 -0.989 High 1.840
227 Furniture $0 $493 13 21 M Single 37 Own 3 Unskilled Low -0.333 -0.367 -0.807 -0.338 Low 1.791
228 Small Appliance $152 $757 49 45 M Single 27 Own 4 Skilled High -0.285 -0.293 2.128 0.406 High 1.732
229 New Car $0 $9,125 13 24 F Divorced 25 Own 2 Skilled High -0.333 2.033 -0.807 -0.245 High 2.197
230 Small Appliance $0 $364 13 12 F Divorced 34 Own 2 Skilled Low -0.333 -0.403 -0.807 -0.617 Low 1.940
231 Business $498 $598 37 14 M Divorced 29 Own 2 Management High -0.175 -0.338 1.150 -0.555 High 1.379
232 New Car $0 $374 10 19 M Single 27 Own 3 Unskilled High -0.333 -0.400 -1.051 -0.400 High 2.025
233 Small Appliance $156 $0 13 58 F Divorced 32 Own 3 Unskilled High -0.283 -0.504 -0.807 0.809 High 1.746
234 Used Car $1,336 $0 37 11 M Single 29 Own 2 Management Low 0.092 -0.504 1.150 -0.648 Low 1.561
235 New Car $0 $508 13 3 M Single 32 Own 1 Unskilled High -0.333 -0.363 -0.807 -0.896 High 2.084
236 Small Appliance $0 $956 25 4 F Divorced 28 Rent 2 Unskilled High -0.333 -0.238 0.171 -0.865 High 1.522
237 Furniture $0 $636 22 41 F Divorced 25 Rent 4 Unskilled Low -0.333 -0.327 -0.073 0.282 Low 1.054
238 New Car $2,641 $0 13 71 F Divorced 51 Other 4 Management Low 0.506 -0.504 -0.807 1.212 Low 1.984
239 Used Car $0 $1,519 40 74 M Single 44 Own 2 Management Low -0.333 -0.082 1.394 1.305 Low 1.346
240 Business $0 $922 19 29 M Single 33 Own 1 Skilled Low -0.333 -0.248 -0.318 -0.090 Low 1.265
241 Furniture $0 $180 5 2 F Divorced 22 Rent 3 Unskilled Low -0.333 -0.454 -1.459 -0.927 Low 2.611
242 Used Car $0 $701 22 108 M Single 35 Own 4 Management Low -0.333 -0.309 -0.073 2.359 Low 2.209
243 Small Appliance $0 $296 16 8 M Single 30 Own 2 Skilled Low -0.333 -0.422 -0.562 -0.741 Low 1.857
244 Small Appliance $887 $519 7 42 M Married 27 Own 3 Unskilled Low -0.051 -0.360 -1.296 0.313 Low 2.054
245 Business $0 $800 49 2 F Divorced 23 Rent 4 Skilled High -0.333 -0.281 2.128 -0.927 High 2.185
246 Furniture $0 $736 13 6 F Divorced 19 Rent 4 Skilled High -0.333 -0.299 -0.807 -0.803 High 2.002
247 Small Appliance $0 $11,838 7 70 M Single 44 Own 4 Unskilled Low -0.333 2.787 -1.296 1.181 Low 3.086
248 Small Appliance $0 $364 5 35 M Single 41 Own 1 Unskilled Low -0.333 -0.403 -1.459 0.096 Low 2.246
249 New Car $18,408 $212 13 9 F Divorced 35 Own 2 Skilled Low 5.516 -0.445 -0.807 -0.710 Low 6.002
250 New Car $497 $888 16 3 F Divorced 25 Rent 1 Unemployed High -0.175 -0.257 -0.562 -0.896 High 1.878
251 Used Car $0 $999 25 0 M Single 28 Other 2 Management Low -0.333 -0.226 0.171 -0.989 Low 1.622
252 Small Appliance $946 $0 16 83 M Single 34 Own 2 Skilled Low -0.032 -0.504 -0.562 1.584 Low 1.910
253 Business $986 $578 28 1 F Divorced 31 Own 1 Skilled Low -0.020 -0.343 0.416 -0.958 Low 1.601
254 Education $8,122 $136 22 4 M Divorced 32 Rent 1 Skilled High 2.248 -0.466 -0.073 -0.865 High 2.937
255 Furniture $0 $734 37 111 M Single 41 Own 2 Skilled High -0.333 -0.300 1.150 2.452 High 2.267
256 Business $778 $861 49 21 M Single 22 Own 2 Skilled High -0.086 -0.265 2.128 -0.338 High 1.869
257 Other $645 $855 25 17 M Single 28 Own 3 Management High -0.128 -0.266 0.171 -0.462 High 1.208
258 Furniture $0 $4,486 10 3 F Divorced 21 Rent 4 Skilled Low -0.333 0.743 -1.051 -0.896 Low 2.113
259 New Car $682 $2,017 37 85 M Single 41 Own 4 Management High -0.116 0.057 1.150 1.646 High 1.426
260 New Car $19,812 $0 25 37 M Single 36 Own 2 Unskilled High 5.962 -0.504 0.171 0.158 High 6.200
261 Business $0 $500 25 1 M Single 26 Own 2 Skilled High -0.333 -0.365 0.171 -0.958 High 1.661
262 Used Car $0 $859 31 89 M Single 37 Other 4 Management Low -0.333 -0.265 0.661 1.770 Low 1.563
263 Business $859 $3,305 25 26 M Single 35 Rent 4 Management Low -0.060 0.415 0.171 -0.183 Low 0.723
264 Small Appliance $0 $1,218 13 38 M Single 34 Own 1 Skilled Low -0.333 -0.165 -0.807 0.189 Low 1.551
265 New Car $0 $9,016 49 22 M Single 43 Other 2 Skilled High -0.333 2.002 2.128 -0.307 High 2.301
266 New Car $0 $11,587 22 46 F Divorced 30 Own 2 Management Low -0.333 2.717 -0.073 0.437 Low 2.349
267 Furniture $0 $8,944 25 66 M Single 31 Rent 3 Skilled Low -0.333 1.982 0.171 1.057 Low 1.708
268 Repairs $0 $807 25 75 M Single 43 Other 4 Skilled Low -0.333 -0.280 0.171 1.336 Low 1.276
269 Small Appliance $0 $867 31 27 F Divorced 24 Own 2 Skilled Low -0.333 -0.263 0.661 -0.152 Low 0.943
270 Small Appliance $795 $16,804 49 40 M Single 26 Own 2 Skilled High -0.080 4.167 2.128 0.251 High 4.013
271 Furniture $0 $347 16 5 F Divorced 45 Rent 1 Skilled Low -0.333 -0.407 -0.562 -0.834 Low 1.909
272 Furniture $0 $836 16 4 M Single 26 Own 3 Unskilled Low -0.333 -0.271 -0.562 -0.865 Low 1.871
273 Furniture $0 $142 7 53 F Divorced 48 Own 1 Skilled Low -0.333 -0.464 -1.296 0.654 Low 2.118
274 Furniture $0 $169 19 6 M Single 43 Own 3 Skilled High -0.333 -0.457 -0.318 -0.803 High 1.777
275 Other $852 $3,613 61 83 F Divorced 59 Other 4 Management High -0.062 0.500 3.106 1.584 High 2.789
276 Education $0 $403 7 5 F Divorced 55 Own 2 Skilled Low -0.333 -0.392 -1.296 -0.834 Low 2.415
277 Small Appliance $0 $836 25 0 M Single 29 Own 2 Management High -0.333 -0.271 0.171 -0.989 High 1.642
278 New Car $425 $0 19 7 F Divorced 32 Own 2 Skilled High -0.198 -0.504 -0.318 -0.772 High 1.772
279 Business $0 $11,481 25 18 M Single 53 Own 3 Management High -0.333 2.688 0.171 -0.431 High 2.414
280 Business $0 $3,285 7 21 M Single 33 Own 2 Unskilled Low -0.333 0.409 -1.296 -0.338 Low 2.027
281 Education $0 $164 13 65 F Divorced 56 Other 4 Unskilled Low -0.333 -0.458 -0.807 1.026 Low 1.789
282 New Car $11,072 $891 61 17 M Single 33 Other 4 Skilled Low 3.185 -0.256 3.106 -0.462 Low 4.329
283 Used Car $0 $0 37 49 M Single 46 Other 4 Skilled High -0.333 -0.504 1.150 0.530 High 1.151
284 Used Car $219 $841 43 0 M Single 54 Other 2 Management Low -0.263 -0.270 1.639 -0.989 Low 1.905
285 New Car $8,060 $607 19 71 F Divorced 22 Own 2 Management Low 2.228 -0.335 -0.318 1.212 Low 2.778
286 New Car $0 $486 12 22 M Single 35 Rent 2 Skilled Low -0.333 -0.369 -0.888 -0.307 Low 1.844
287 New Car $0 $108 25 52 M Single 46 Own 4 Unskilled High -0.333 -0.474 0.171 0.623 High 1.067
288 Small Appliance $0 $0 43 28 F Divorced 29 Own 3 Management High -0.333 -0.504 1.639 -0.121 High 1.544
289 New Car $0 $113 25 31 F Divorced 22 Rent 4 Skilled High -0.333 -0.472 0.171 -0.028 High 1.130
290 New Car $1,613 $0 25 118 M Married 53 Own 4 Skilled Low 0.180 -0.504 0.171 2.669 Low 2.517
291 Furniture $757 $208 25 36 M Divorced 42 Own 3 Skilled High -0.092 -0.446 0.171 0.127 High 1.041
292 Retraining $0 $603 13 35 M Married 20 Rent 4 Skilled High -0.333 -0.336 -0.807 0.096 High 1.644
293 New Car $0 $343 19 22 F Divorced 35 Own 3 Skilled Low -0.333 -0.409 -0.318 -0.307 Low 1.456
294 Education $977 $463 10 61 F Divorced 33 Own 3 Management High -0.023 -0.375 -1.051 0.902 High 1.906
295 Education $197 $0 37 17 M Married 26 Own 2 Skilled Low -0.270 -0.504 1.150 -0.462 Low 1.429
296 Furniture $0 $299 19 11 M Single 46 Other 4 Skilled Low -0.333 -0.421 -0.318 -0.648 Low 1.656
297 New Car $0 $490 13 15 F Divorced 28 Own 2 Skilled High -0.333 -0.368 -0.807 -0.524 High 1.877
298 Small Appliance $0 $6,628 37 65 M Single 38 Own 4 Skilled Low -0.333 1.339 1.150 1.026 Low 1.226
299 Business $0 $859 19 23 M Single 35 Own 2 Skilled High -0.333 -0.265 -0.318 -0.276 High 1.358
300 New Car $0 $750 13 14 M Single 47 Own 4 Skilled High -0.333 -0.295 -0.807 -0.555 High 1.861
301 Small Appliance $256 $954 10 13 M Single 23 Own 3 Skilled Low -0.252 -0.239 -1.051 -0.586 Low 2.038
302 New Car $296 $591 37 103 M Single 56 Other 4 Skilled High -0.239 -0.340 1.150 2.204 High 2.055
303 Furniture $0 $13,970 13 24 F Divorced 28 Rent 4 Unskilled High -0.333 3.380 -0.807 -0.245 High 3.294
304 New Car $0 $857 11 34 M Single 48 Own 3 Skilled Low -0.333 -0.266 -0.970 0.065 Low 1.758
305 Furniture $0 $5,857 19 20 M Single 27 Own 2 Skilled Low -0.333 1.124 -0.318 -0.369 Low 1.368
306 Small Appliance $298 $3,326 73 15 M Married 23 Own 2 Skilled High -0.238 0.421 4.084 -0.524 High 3.628
307 Small Appliance $0 $726 19 7 F Divorced 24 Rent 4 Skilled High -0.333 -0.302 -0.318 -0.772 High 1.680
308 Furniture $8,636 $214 11 3 F Divorced 22 Own 2 Skilled Low 2.411 -0.444 -0.970 -0.896 Low 3.384
309 New Car $0 $207 13 119 M Single 42 Rent 4 Skilled High -0.333 -0.446 -0.807 2.700 High 2.838
310 New Car $0 $713 13 29 M Single 25 Own 2 Skilled High -0.333 -0.306 -0.807 -0.090 High 1.674
311 New Car $19,766 $2,141 11 54 F Divorced 47 Other 4 Unskilled High 5.948 0.091 -0.970 0.685 High 6.301
312 New Car $0 $483 19 90 F Divorced 32 Rent 4 Skilled High -0.333 -0.370 -0.318 1.801 High 1.868
313 New Car $0 $127 7 13 M Single 25 Rent 3 Skilled Low -0.333 -0.469 -1.296 -0.586 Low 2.327
314 Furniture $0 $367 37 22 M Single 36 Own 2 Skilled Low -0.333 -0.402 1.150 -0.307 Low 1.276
315 Small Appliance $0 $813 43 28 M Single 25 Own 2 Skilled High -0.333 -0.278 1.639 -0.121 High 1.412
316 Furniture $4,089 $0 7 14 M Married 26 Own 2 Skilled Low 0.966 -0.504 -1.296 -0.555 Low 2.572
317 New Car $0 $102 7 0 F Divorced 53 Own 4 Unemployed Low -0.333 -0.476 -1.296 -0.989 Low 2.528
318 Repairs $271 $759 19 0 F Divorced 66 Own 4 Skilled Low -0.247 -0.293 -0.318 -0.989 Low 1.828
319 New Car $949 $0 49 36 F Divorced 23 Own 2 Skilled Low -0.031 -0.504 2.128 0.127 Low 1.854
320 Small Appliance $0 $503 13 62 M Single 25 Own 2 Skilled Low -0.333 -0.364 -0.807 0.933 Low 1.711
321 Small Appliance $911 $823 46 4 M Single 24 Own 2 Unskilled High -0.044 -0.275 1.883 -0.865 High 1.970
322 New Car $0 $693 19 28 M Single 31 Other 4 Unskilled High -0.333 -0.311 -0.318 -0.121 High 1.314
323 Used Car $0 $973 49 81 F Divorced 57 Other 4 Unskilled High -0.333 -0.233 2.128 1.522 High 2.043
324 New Car $0 $648 15 57 M Divorced 44 Own 4 Management High -0.333 -0.324 -0.644 0.778 High 1.516
325 Other $0 $523 37 0 M Divorced 42 Own 3 Management Low -0.333 -0.358 1.150 -0.989 Low 1.730
326 Used Car $271 $7,090 25 2 F Divorced 27 Rent 4 Skilled High -0.247 1.467 0.171 -0.927 High 1.717
327 Small Appliance $0 $596 13 67 M Single 51 Own 4 Skilled Low -0.333 -0.338 -0.807 1.088 Low 1.753
328 Used Car $0 $904 49 119 M Single 23 Other 4 Skilled High -0.333 -0.253 2.128 2.700 High 2.867
329 New Car $0 $541 19 13 M Single 31 Own 2 Skilled High -0.333 -0.353 -0.318 -0.586 High 1.581
330 Furniture $0 $154 37 2 F Divorced 22 Rent 4 Skilled High -0.333 -0.461 1.150 -0.927 High 1.733
331 New Car $4,802 $0 37 12 M Single 35 Own 4 Skilled Low 1.193 -0.504 1.150 -0.617 Low 2.025
332 Business $177 $0 49 9 M Single 37 Other 4 Skilled Low -0.277 -0.504 2.128 -0.710 Low 2.147
333 Small Appliance $0 $337 25 107 M Single 35 Own 1 Management Low -0.333 -0.410 0.171 2.328 Low 2.161
334 New Car $0 $716 19 33 M Single 30 Own 2 Skilled High -0.333 -0.305 -0.318 0.034 High 1.256
335 Education $996 $837 49 83 M Single 49 Other 4 Skilled High -0.017 -0.271 2.128 1.584 High 2.086
336 Education $705 $0 25 24 F Divorced 32 Own 2 Skilled Low -0.109 -0.504 0.171 -0.245 Low 1.240
337 Furniture $0 $7,710 25 114 M Single 52 Own 4 Skilled Low -0.333 1.639 0.171 2.545 Low 2.479
338 New Car $0 $531 13 5 M Single 45 Own 2 Skilled High -0.333 -0.356 -0.807 -0.834 High 2.043
339 Small Appliance $5,960 $129 13 16 M Married 23 Own 1 Skilled Low 1.561 -0.468 -0.807 -0.493 Low 2.551
340 Furniture $0 $941 13 111 M Single 41 Own 4 Skilled Low -0.333 -0.242 -0.807 2.452 Low 2.578
341 Furniture $759 $596 10 18 F Divorced 28 Own 2 Skilled High -0.092 -0.338 -1.051 -0.431 High 2.003
342 Furniture $0 $987 37 101 M Single 30 Own 4 Skilled High -0.333 -0.229 1.150 2.142 High 1.966
343 Small Appliance $651 $0 37 102 M Single 50 Own 2 Skilled Low -0.126 -0.504 1.150 2.173 Low 2.096
344 Business $257 $460 49 75 F Divorced 58 Rent 3 Skilled High -0.251 -0.376 2.128 1.336 High 1.997
345 Small Appliance $955 $0 49 29 M Single 36 Own 3 Skilled Low -0.030 -0.504 2.128 -0.090 Low 1.898
346 Small Appliance $0 $798 25 42 M Single 23 Rent 4 Unskilled High -0.333 -0.282 0.171 0.313 High 0.881
347 Small Appliance $8,249 $0 31 77 M Single 48 Own 4 Unskilled Low 2.288 -0.504 0.661 1.398 Low 2.801
348 Small Appliance $0 $959 11 21 M Single 37 Own 4 Skilled Low -0.333 -0.237 -0.970 -0.338 Low 1.868
349 Small Appliance $956 $1,482 46 19 M Single 20 Rent 4 Skilled High -0.029 -0.092 1.883 -0.400 High 1.637
350 New Car $382 $883 31 20 F Divorced 23 Own 2 Skilled High -0.212 -0.258 0.661 -0.369 High 1.068
351 Furniture $0 $12,721 37 31 F Divorced 39 Own 4 Skilled Low -0.333 3.032 1.150 -0.028 Low 2.669
352 Education $842 $0 37 9 M Single 34 Other 4 Unskilled Low -0.065 -0.504 1.150 -0.710 Low 1.589
353 Repairs $3,111 $0 13 27 F Divorced 22 Own 4 Skilled Low 0.656 -0.504 -0.807 -0.152 Low 1.953
354 Small Appliance $0 $302 10 30 M Single 21 Own 2 Skilled High -0.333 -0.420 -1.051 -0.059 High 1.924
355 Furniture $0 $538 25 59 M Single 38 Rent 2 Management High -0.333 -0.354 0.171 0.840 High 1.034
356 Small Appliance $2,846 $0 13 14 M Single 36 Other 4 Skilled Low 0.571 -0.504 -0.807 -0.555 Low 2.074
357 Small Appliance $231 $702 10 99 M Single 26 Own 4 Unskilled Low -0.260 -0.309 -1.051 2.080 Low 2.466
358 Repairs $0 $2,688 10 89 M Single 47 Own 4 Skilled Low -0.333 0.243 -1.051 1.770 Low 2.146
359 Small Appliance $17,366 $0 16 21 M Single 38 Other 4 Skilled High 5.185 -0.504 -0.562 -0.338 High 5.584
360 Small Appliance $0 $425 13 10 M Single 27 Rent 2 Skilled High -0.333 -0.386 -0.807 -0.679 High 1.966
361 New Car $332 $214 25 2 M Single 25 Own 1 Skilled Low -0.228 -0.444 0.171 -0.927 Low 1.669
362 Small Appliance $242 $0 19 6 M Single 28 Own 3 Skilled Low -0.256 -0.504 -0.318 -0.803 Low 1.796
363 New Car $0 $272 7 90 M Single 67 Own 4 Management High -0.333 -0.428 -1.296 1.801 High 2.510
364 Business $929 $124 9 1 M Married 25 Own 2 Skilled Low -0.038 -0.469 -1.133 -0.958 Low 2.384
365 Small Appliance $0 $17,124 13 95 M Married 34 Own 1 Skilled Low -0.333 4.256 -0.807 1.956 Low 4.325
366 Used Car $0 $612 49 32 M Single 38 Other 4 Skilled High -0.333 -0.334 2.128 0.003 High 1.801
367 New Car $0 $862 49 62 M Single 41 Other 4 Management High -0.333 -0.264 2.128 0.933 High 1.803
368 Furniture $0 $146 25 46 M Single 26 Own 4 Skilled High -0.333 -0.463 0.171 0.437 High 1.036
369 New Car $0 $14,190 37 92 M Single 35 Own 4 Skilled Low -0.333 3.441 1.150 1.863 Low 3.364
370 Used Car $0 $396 49 73 M Single 45 Other 4 Skilled High -0.333 -0.394 2.128 1.274 High 1.983
371 Small Appliance $0 $519 31 23 F Divorced 32 Own 2 Skilled Low -0.333 -0.360 0.661 -0.276 Low 1.093
372 Used Car $646 $0 25 9 M Divorced 47 Other 4 Skilled Low -0.128 -0.504 0.171 -0.710 Low 1.536
373 New Car $538 $344 13 40 M Married 24 Own 3 Unskilled High -0.162 -0.408 -0.807 0.251 High 1.648
374 Furniture $0 $204 31 5 M Divorced 30 Own 4 Unskilled High -0.333 -0.447 0.661 -0.834 High 1.556
375 Small Appliance $0 $148 43 2 M Single 33 Own 3 Skilled High -0.333 -0.463 1.639 -0.927 High 1.950
376 Furniture $0 $435 19 16 F Divorced 23 Rent 4 Skilled High -0.333 -0.383 -0.318 -0.493 High 1.541
377 Small Appliance $0 $914 19 0 F Divorced 21 Rent 4 Skilled High -0.333 -0.250 -0.318 -0.989 High 1.817
378 New Car $135 $0 37 7 M Single 36 Other 4 Skilled High -0.290 -0.504 1.150 -0.772 High 1.638
379 Used Car $2,472 $0 37 41 M Single 30 Own 2 Management Low 0.452 -0.504 1.150 0.282 Low 1.281
380 New Car $0 $412 25 22 M Single 52 Other 4 Skilled High -0.333 -0.389 0.171 -0.307 High 1.203
381 New Car $10,417 $19,811 13 27 M Married 27 Own 2 Skilled High 2.977 5.003 -0.807 -0.152 High 5.703
382 Small Appliance $211 $822 8 5 F Divorced 44 Own 1 Skilled Low -0.266 -0.275 -1.214 -0.834 Low 2.307
383 Small Appliance $16,630 $0 11 47 M Single 26 Own 2 Skilled Low 4.951 -0.504 -0.970 0.468 Low 5.412
384 Furniture $0 $3,369 25 17 M Single 24 Own 1 Skilled Low -0.333 0.433 0.171 -0.462 Low 0.978
385 Furniture $642 $0 13 65 F Divorced 24 Own 2 Skilled High -0.129 -0.504 -0.807 1.026 High 1.803
386 Small Appliance $0 $707 7 26 M Single 50 Own 2 Skilled Low -0.333 -0.307 -1.296 -0.183 Low 2.122
387 Small Appliance $296 $818 19 93 M Married 31 Own 2 Unskilled Low -0.239 -0.276 -0.318 1.894 Low 1.893
388 Business $898 $177 22 105 F Divorced 38 Own 4 Skilled High -0.048 -0.455 -0.073 2.266 High 2.179
389 New Car $478 $4,071 10 40 M Single 28 Own 3 Skilled High -0.181 0.628 -1.051 0.251 High 1.646
390 New Car $315 $466 13 3 M Single 48 Own 3 Unskilled Low -0.233 -0.374 -0.807 -0.896 Low 2.082
391 New Car $122 $460 37 109 M Single 56 Other 2 Management High -0.294 -0.376 1.150 2.390 High 2.236
392 Furniture $0 $991 7 3 F Divorced 31 Own 4 Skilled High -0.333 -0.228 -1.296 -0.896 High 2.394
393 Small Appliance $0 $17,653 22 4 F Divorced 28 Own 2 Skilled Low -0.333 4.403 -0.073 -0.865 Low 4.190
394 Education $0 $497 41 24 M Single 26 Own 3 Skilled High -0.333 -0.366 1.476 -0.245 High 1.400
395 Business $670 $4,014 31 21 F Divorced 25 Rent 4 Unskilled High -0.120 0.612 0.661 -0.338 High 0.762
396 Business $444 $921 28 51 F Divorced 41 Other 4 Management High -0.192 -0.248 0.416 0.592 High 0.760
397 New Car $3,880 $0 23 37 F Divorced 24 Rent 4 Skilled Low 0.900 -0.504 0.008 0.158 Low 1.556
398 Used Car $819 $0 13 23 M Single 29 Own 2 Skilled Low -0.073 -0.504 -0.807 -0.276 Low 1.827
399 Used Car $0 $607 37 17 M Single 25 Own 2 Skilled High -0.333 -0.335 1.150 -0.462 High 1.327
400 Large Appliance $0 $15,800 16 40 M Single 35 Own 3 Skilled Low -0.333 3.888 -0.562 0.251 Low 3.613
401 Furniture $0 $369 7 23 M Single 35 Own 2 Unskilled Low -0.333 -0.401 -1.296 -0.276 Low 2.185
402 Business $0 $4,973 25 17 M Single 26 Own 3 Unskilled Low -0.333 0.879 0.171 -0.462 Low 1.060
403 Furniture $0 $0 40 30 M Single 29 Own 4 Management Low -0.333 -0.504 1.394 -0.059 Low 1.365
404 New Car $0 $761 25 92 M Single 59 Own 4 Unskilled High -0.333 -0.292 0.171 1.863 High 1.704
405 Education $0 $471 7 52 F Divorced 34 Other 4 Skilled High -0.333 -0.373 -1.296 0.623 High 2.075
406 Used Car $0 $674 37 69 M Single 41 Other 4 Skilled Low -0.333 -0.317 1.150 1.150 Low 1.238
407 New Car $0 $547 13 40 M Divorced 35 Own 3 Skilled High -0.333 -0.352 -0.807 0.251 High 1.629
408 Furniture $161 $524 13 106 M Single 27 Rent 4 Skilled Low -0.282 -0.358 -0.807 2.297 Low 2.490
409 Furniture $0 $815 19 13 M Single 41 Own 3 Skilled High -0.333 -0.277 -0.318 -0.586 High 1.543
410 Used Car $0 $0 11 4 F Divorced 30 Rent 4 Skilled Low -0.333 -0.504 -0.970 -0.865 Low 2.235
411 New Car $789 $989 31 0 M Married 27 Own 2 Management High -0.082 -0.229 0.661 -0.989 High 1.563
412 Small Appliance $765 $10,406 10 24 F Divorced 65 Own 3 Unskilled Low -0.090 2.389 -1.051 -0.245 Low 2.602
413 Furniture $0 $957 19 11 F Divorced 19 Rent 4 Skilled High -0.333 -0.238 -0.318 -0.648 High 1.566
414 New Car $0 $770 37 3 F Divorced 33 Own 4 Skilled High -0.333 -0.290 1.150 -0.896 High 1.623
415 Furniture $983 $950 13 5 F Divorced 24 Rent 3 Skilled High -0.021 -0.240 -0.807 -0.834 High 1.994
416 Used Car $0 $160 13 7 M Married 40 Rent 4 Skilled Low -0.333 -0.459 -0.807 -0.772 Low 2.051
417 Used Car $0 $276 25 91 M Single 62 Own 4 Skilled Low -0.333 -0.427 0.171 1.832 Low 1.743
418 Education $798 $137 25 25 F Divorced 33 Other 4 Unskilled High -0.079 -0.466 0.171 -0.214 High 1.195
419 New Car $0 $579 22 70 M Married 29 Own 3 Skilled Low -0.333 -0.343 -0.073 1.181 Low 1.312
420 New Car $193 $2,684 13 5 F Divorced 22 Own 2 Unskilled High -0.272 0.242 -0.807 -0.834 High 1.878
421 Small Appliance $497 $0 7 51 M Single 35 Other 4 Skilled Low -0.175 -0.504 -1.296 0.592 Low 2.121
422 Furniture $0 $0 31 53 M Single 30 Own 4 Skilled High -0.333 -0.504 0.661 0.654 High 1.025
423 New Car $0 $0 25 103 F Divorced 28 Own 2 Skilled High -0.333 -0.504 0.171 2.204 High 2.093
424 New Car $0 $712 16 6 F Divorced 28 Own 2 Skilled High -0.333 -0.306 -0.562 -0.803 High 1.844
425 New Car $0 $912 7 39 M Single 44 Own 3 Management Low -0.333 -0.250 -1.296 0.220 Low 2.026
Average $1,048 $1,813 22.90 31.90
Stdev $3,147.18 $3,597.29 12.27 32.26

Automobile Options 1

Automobile Options
Engine Warranty Wheels Sound System Other Options
Slower Engine Faster engine fastest engine no warranty 3 year warranty 5 year warranty 15 inch 16 inch alloy am/fm amfm/dvd premium Sunroof Traction Control
Slower Engine Faster engine fastest engine no warranty 3 year warranty 5 year warranty 15 inch 16 inch alloy am/fm amfm/dvd premium Sunroof Traction Control Slower Engine 1
1 0 0 0 1 0 0 1 0 0 0 1 1 1 Faster engine -0.6080689921 1
0 1 0 0 1 0 0 0 1 1 0 0 0 0 fastest engine -0.3854955397 -0.4981167541 1
0 0 1 0 0 1 1 0 0 0 1 0 1 1 no warranty 0.2975595179 -0.1809367161 -0.1147078669 1
0 0 1 0 0 1 0 1 0 0 0 1 0 1 3 year warranty 0.1441741971 0.1258090699 -0.3036968577 -0.2124591464 1
0 1 0 0 0 1 1 0 0 1 0 0 0 1 5 year warranty -0.2625752466 -0.0551948052 0.350945895 -0.1809367161 -0.9225998462 1
0 1 0 0 1 0 0 1 0 0 1 0 1 1 15 inch -0.0748481189 0.0351689974 0.040875956 -0.133630621 -0.1572427255 0.2110139845 1
1 0 0 0 1 0 1 0 0 1 0 0 0 0 16 inch -0.0583562226 -0.0451622302 0.1162296616 0.2124591464 0.1217948718 -0.2064559096 -0.628970902 1
1 0 0 1 0 0 0 1 0 0 1 0 1 1 alloy 0.1531805497 0.0155621997 -0.1853970353 -0.1084072726 0.0270587104 0.0155621997 -0.3476767477 -0.5102499677 1
0 1 0 0 0 1 0 0 1 0 1 0 0 0 am/fm -0.0214373231 0.2618924633 -0.2809757435 -0.1020620726 -0.0200160192 0.0604367223 0.1091089451 -0.0800640769 -0.0241402275 1
0 0 1 0 1 0 0 1 0 0 0 1 1 1 amfm/dvd 0.0350070021 0.0657951695 -0.1147078669 0.1666666667 0.0326860225 -0.0986927542 -0.1781741613 0.0490290338 0.1379728924 -0.6123724357 1
0 1 0 0 0 1 0 0 1 0 1 0 0 1 premium -0.0214373231 -0.3424747597 0.4214636152 -0.1020620726 -0.0200160192 0.0604367223 0.1091089451 0.0200160192 -0.1448413649 -0.25 -0.6123724357 1
1 0 0 0 1 0 0 1 0 0 0 1 1 0 Sunroof -0.1572070364 0.0067151914 0.163902517 0.059536209 -0.0300240288 0.0067151914 -0.1272937693 0.2802242692 -0.1971451911 -0.1666666667 -0.1530931089 0.3541666667 1
0 1 0 0 1 0 0 1 0 1 0 0 0 1 Traction Control -0.0506847316 -0.1292831144 0.2056219566 0.1465081788 -0.0980289313 0.0408262466 -0.0829184989 0.0980289313 -0.0264992313 -0.3799802978 0.1895988197 0.1477701158 0.0105550083 1
1 0 0 0 1 0 0 0 1 0 1 0 0 1
0 1 0 0 1 0 0 1 0 0 1 0 1 0 There are few strong positive correlations in these data
0 0 1 0 0 1 0 1 0 0 0 1 1 1 The only ones suggest a relationship between the fastest engine
0 0 1 0 0 1 0 1 0 0 1 0 0 0 and a 5 year warranty and premium sound system, and
0 1 0 0 1 0 0 1 0 0 1 0 1 1 a premium sound system and a sunroof.
0 0 1 0 1 0 0 0 1 0 1 0 0 1
1 0 0 0 0 1 0 0 1 0 1 0 1 1
0 1 0 0 0 1 0 0 1 1 0 0 1 0
1 0 0 0 1 0 0 1 0 0 1 0 0 1
0 0 1 0 0 1 1 0 0 0 0 1 1 0
0 1 0 0 0 1 1 0 0 0 0 1 1 1
1 0 0 0 0 1 1 0 0 1 0 0 0 0
0 0 1 0 0 1 0 1 0 0 1 0 0 1
0 1 0 0 1 0 1 0 0 0 1 0 0 1
0 1 0 0 0 1 0 1 0 1 0 0 0 0
1 0 0 0 1 0 0 1 0 0 1 0 0 0
1 0 0 0 1 0 0 0 1 0 1 0 0 1
1 0 0 0 1 0 1 0 0 0 1 0 0 0
1 0 0 1 0 0 0 1 0 0 1 0 0 1
0 1 0 0 0 1 0 1 0 0 1 0 1 1
0 1 0 0 1 0 0 1 0 0 1 0 0 1
0 1 0 0 1 0 0 0 1 0 1 0 0 0
0 1 0 0 0 1 1 0 0 0 1 0 0 1
0 1 0 0 0 1 1 0 0 0 1 0 0 1
0 1 0 0 1 0 0 1 0 1 0 0 1 0
1 0 0 0 0 1 1 0 0 1 0 0 0 0
1 0 0 0 1 0 0 1 0 0 1 0 0 1
0 1 0 0 1 0 1 0 0 0 1 0 0 0
0 1 0 0 1 0 0 1 0 0 1 0 1 0
1 0 0 0 0 1 0 0 1 0 1 0 0 1
0 0 1 0 0 1 0 1 0 0 1 0 0 1
0 1 0 0 1 0 0 1 0 1 0 0 0 1
1 0 0 0 1 0 0 0 1 0 0 1 0 1
0 0 1 0 1 0 1 0 0 0 0 1 1 1
0 0 1 0 0 1 1 0 0 0 0 1 0 1
0 1 0 0 1 0 1 0 0 0 1 0 0 1
0 0 1 0 0 1 0 1 0 0 1 0 1 1

Automobile Options 2

Automobile Options
Engine Warranty Wheels Sound System Other Options
Support Confidence Expected Confidence Lift
Slower Engine Faster engine fastest engine no warranty 3 year warranty 5 year warranty 15 inch 16 inch alloy am/fm amfm/dvd premium Sunroof Traction Control faster, 16 and 3 yr Rule 1: If Fastest Engine, then Traction Control. 20.00% 83.33% 66.00% 1.26
1 0 0 0 1 0 0 1 0 0 0 1 1 1 0 Rule 2: If Faster Engine and 16-inch Wheels, then 3 Year Warranty. 16.00% 80.00% 52.00% 1.54
0 1 0 0 1 0 0 0 1 1 0 0 0 0 0
0 0 1 0 0 1 1 0 0 0 1 0 1 1 0
0 0 1 0 0 1 0 1 0 0 0 1 0 1 0 fastest engine 12
0 1 0 0 0 1 1 0 0 1 0 0 0 1 0 traction control 33
0 1 0 0 1 0 0 1 0 0 1 0 1 1 1 faster engine and 16 inch wheels 10
1 0 0 0 1 0 1 0 0 1 0 0 0 0 0 faster engine , 16 inch wheels, and 3 yr warranty 8
1 0 0 1 0 0 0 1 0 0 1 0 1 1 0 total observations 50
0 1 0 0 0 1 0 0 1 0 1 0 0 0 0
0 0 1 0 1 0 0 1 0 0 0 1 1 1 0
0 1 0 0 0 1 0 0 1 0 1 0 0 1 0
1 0 0 0 1 0 0 1 0 0 0 1 1 0 0
0 1 0 0 1 0 0 1 0 1 0 0 0 1 1
1 0 0 0 1 0 0 0 1 0 1 0 0 1 0
0 1 0 0 1 0 0 1 0 0 1 0 1 0 1
0 0 1 0 0 1 0 1 0 0 0 1 1 1 0
0 0 1 0 0 1 0 1 0 0 1 0 0 0 0
0 1 0 0 1 0 0 1 0 0 1 0 1 1 1
0 0 1 0 1 0 0 0 1 0 1 0 0 1 0
1 0 0 0 0 1 0 0 1 0 1 0 1 1 0
0 1 0 0 0 1 0 0 1 1 0 0 1 0 0
1 0 0 0 1 0 0 1 0 0 1 0 0 1 0
0 0 1 0 0 1 1 0 0 0 0 1 1 0 0
0 1 0 0 0 1 1 0 0 0 0 1 1 1 0
1 0 0 0 0 1 1 0 0 1 0 0 0 0 0
0 0 1 0 0 1 0 1 0 0 1 0 0 1 0
0 1 0 0 1 0 1 0 0 0 1 0 0 1 0
0 1 0 0 0 1 0 1 0 1 0 0 0 0 0
1 0 0 0 1 0 0 1 0 0 1 0 0 0 0
1 0 0 0 1 0 0 0 1 0 1 0 0 1 0
1 0 0 0 1 0 1 0 0 0 1 0 0 0 0
1 0 0 1 0 0 0 1 0 0 1 0 0 1 0
0 1 0 0 0 1 0 1 0 0 1 0 1 1 0
0 1 0 0 1 0 0 1 0 0 1 0 0 1 1
0 1 0 0 1 0 0 0 1 0 1 0 0 0 0
0 1 0 0 0 1 1 0 0 0 1 0 0 1 0
0 1 0 0 0 1 1 0 0 0 1 0 0 1 0
0 1 0 0 1 0 0 1 0 1 0 0 1 0 1
1 0 0 0 0 1 1 0 0 1 0 0 0 0 0
1 0 0 0 1 0 0 1 0 0 1 0 0 1 0
0 1 0 0 1 0 1 0 0 0 1 0 0 0 0
0 1 0 0 1 0 0 1 0 0 1 0 1 0 1
1 0 0 0 0 1 0 0 1 0 1 0 0 1 0
0 0 1 0 0 1 0 1 0 0 1 0 0 1 0
0 1 0 0 1 0 0 1 0 1 0 0 0 1 1
1 0 0 0 1 0 0 0 1 0 0 1 0 1 0
0 0 1 0 1 0 1 0 0 0 0 1 1 1 0
0 0 1 0 0 1 1 0 0 0 0 1 0 1 0
0 1 0 0 1 0 1 0 0 0 1 0 0 1 0
0 0 1 0 0 1 0 1 0 0 1 0 1 1 0
16 22 12 2 26 22 15 24 11 10 30 10 18 33 Totals 8