TITLE: Bank Loan Applicant's Credit Rating TYPE: CROSS SECTONAL COLUMNS: 11 SERIAL: 1 TARGET: 2 COMMENTS: 100=Approve 0=Reject INPUT: serial rating YearsPresentAddress YearsPreviousAddress payment/income house YearsPresentEmploy YearsPreviousEmploy dependents age citizen DATA: 1 100.00 4.00 2.00 0.6202 1.00 4.00 4.00 1.00 49.00 1.00 2 100.00 2.00 2.00 0.1232 0.00 3.00 5.00 0.00 37.00 1.00 3 100.00 4.00 2.00 0.1018 1.00 1.00 4.00 8.00 45.00 1.00 4 100.00 1.00 0.00 0.0140 1.00 1.00 0.00 5.00 23.00 0.00 5 100.00 0.00 1.00 0.4882 1.00 0.00 3.00 0.00 44.00 1.00 6 100.00 5.00 1.00 0.3410 0.00 5.00 2.00 3.00 50.00 1.00 7 100.00 5.00 1.00 0.9966 1.00 5.00 3.00 4.00 47.00 1.00 8 100.00 3.00 5.00 0.0260 1.00 3.00 0.00 6.00 60.00 1.00 9 100.00 1.00 1.00 0.1060 0.00 0.00 3.00 3.00 58.00 0.00 10 100.00 5.00 2.00 0.0710 1.00 0.00 5.00 0.00 48.00 1.00 11 100.00 2.00 1.00 0.1490 0.00 2.00 4.00 0.00 41.00 1.00 12 0.00 0.00 5.00 0.7512 1.00 0.00 0.00 0.00 37.00 1.00 13 100.00 5.00 0.00 0.2734 0.00 5.00 4.00 0.00 54.00 1.00 14 100.00 4.00 5.00 0.4272 0.00 5.00 3.00 9.00 46.00 1.00 15 0.00 1.00 4.00 0.9708 1.00 0.00 0.00 2.00 29.00 1.00 16 100.00 4.00 0.00 0.7340 1.00 3.00 2.00 0.00 42.00 1.00 17 100.00 3.00 3.00 0.5240 0.00 5.00 1.00 1.00 41.00 0.00 18 100.00 4.00 0.00 0.8342 1.00 4.00 4.00 0.00 43.00 1.00 19 100.00 1.00 0.00 0.2944 1.00 5.00 3.00 1.00 45.00 1.00 20 0.00 0.00 5.00 0.7512 1.00 0.00 0.00 0.00 37.00 1.00 21 100.00 4.00 4.00 0.2350 0.00 2.00 1.00 0.00 21.00 1.00 22 100.00 5.00 5.00 0.5278 1.00 3.00 0.00 9.00 22.00 1.00 23 100.00 3.00 3.00 0.4532 0.00 3.00 0.00 6.00 52.00 1.00 24 100.00 2.00 3.00 0.2282 1.00 3.00 3.00 0.00 41.00 1.00 25 100.00 3.00 4.00 0.3804 1.00 5.00 5.00 4.00 22.00 1.00 26 100.00 2.00 2.00 0.0068 1.00 3.00 4.00 4.00 58.00 1.00 27 100.00 3.00 2.00 0.4420 1.00 5.00 3.00 0.00 46.00 1.00 28 0.00 3.00 4.00 0.9852 0.00 5.00 3.00 0.00 39.00 1.00 29 100.00 1.00 3.00 0.6486 1.00 5.00 1.00 0.00 55.00 1.00 30 100.00 5.00 1.00 0.2176 1.00 4.00 5.00 0.00 47.00 1.00 31 100.00 3.00 1.00 0.0524 0.00 0.00 1.00 1.00 36.00 1.00 32 100.00 0.00 5.00 0.2274 1.00 2.00 3.00 5.00 43.00 1.00 33 100.00 5.00 3.00 0.4622 0.00 3.00 2.00 0.00 36.00 0.00 34 100.00 1.00 3.00 0.0206 1.00 0.00 1.00 1.00 24.00 0.00 35 0.00 4.00 5.00 0.8948 1.00 3.00 4.00 0.00 40.00 1.00 36 100.00 5.00 3.00 0.6066 1.00 0.00 3.00 9.00 57.00 1.00 37 100.00 5.00 3.00 0.3618 1.00 2.00 2.00 4.00 56.00 1.00 38 100.00 3.00 2.00 0.5108 1.00 1.00 0.00 0.00 20.00 1.00 39 100.00 5.00 5.00 0.6818 1.00 3.00 3.00 0.00 47.00 1.00 40 100.00 1.00 1.00 0.5682 1.00 2.00 5.00 3.00 22.00 1.00 41 100.00 1.00 5.00 0.7220 0.00 3.00 3.00 2.00 41.00 1.00 42 0.00 0.00 3.00 0.9988 1.00 4.00 4.00 3.00 30.00 1.00 43 100.00 5.00 2.00 0.3074 0.00 5.00 4.00 0.00 22.00 0.00 44 100.00 2.00 5.00 0.5294 0.00 1.00 1.00 0.00 20.00 1.00 45 100.00 5.00 1.00 0.8076 1.00 3.00 2.00 1.00 39.00 1.00 46 100.00 0.00 0.00 0.7802 0.00 3.00 4.00 8.00 53.00 1.00 47 100.00 5.00 2.00 0.3840 0.00 3.00 2.00 1.00 27.00 1.00 48 100.00 3.00 1.00 0.4864 1.00 4.00 0.00 7.00 41.00 1.00 49 0.00 4.00 1.00 0.7192 0.00 1.00 1.00 1.00 31.00 1.00 50 100.00 5.00 3.00 0.0278 0.00 0.00 5.00 0.00 55.00 1.00 51 0.00 3.00 5.00 0.1852 0.00 1.00 4.00 0.00 48.00 0.00 52 100.00 1.00 0.00 0.2784 0.00 2.00 0.00 0.00 20.00 1.00 53 100.00 1.00 2.00 0.1782 0.00 5.00 5.00 8.00 20.00 1.00 54 100.00 0.00 5.00 0.2900 0.00 1.00 2.00 1.00 38.00 1.00 55 100.00 0.00 3.00 0.6120 0.00 3.00 4.00 7.00 45.00 1.00 56 0.00 1.00 4.00 0.4334 0.00 0.00 4.00 4.00 35.00 1.00 57 100.00 5.00 3.00 0.3568 1.00 0.00 0.00 0.00 44.00 1.00 58 100.00 2.00 0.00 0.5360 0.00 3.00 4.00 0.00 50.00 1.00 59 100.00 1.00 0.00 0.9878 0.00 4.00 1.00 0.00 38.00 1.00 60 0.00 3.00 5.00 0.9710 0.00 3.00 2.00 1.00 21.00 1.00 61 100.00 2.00 1.00 0.5218 1.00 1.00 5.00 0.00 43.00 1.00 62 100.00 0.00 3.00 0.8078 0.00 4.00 2.00 5.00 24.00 1.00 63 100.00 2.00 4.00 0.5930 0.00 4.00 3.00 1.00 58.00 1.00 64 0.00 0.00 0.00 0.9710 0.00 0.00 0.00 1.00 32.00 1.00 65 100.00 1.00 2.00 0.5912 1.00 4.00 4.00 1.00 53.00 1.00 66 0.00 1.00 4.00 0.4334 0.00 0.00 4.00 4.00 35.00 1.00 67 100.00 3.00 1.00 0.0458 0.00 5.00 5.00 1.00 21.00 1.00 68 100.00 3.00 0.00 0.6298 1.00 1.00 3.00 4.00 38.00 1.00 69 100.00 1.00 4.00 0.4300 1.00 2.00 5.00 5.00 25.00 1.00 70 100.00 0.00 0.00 0.4854 1.00 0.00 0.00 0.00 37.00 1.00 71 100.00 5.00 4.00 0.7050 0.00 4.00 3.00 1.00 38.00 1.00 72 100.00 1.00 2.00 0.2050 1.00 2.00 5.00 0.00 60.00 1.00 73 100.00 1.00 1.00 0.1216 0.00 1.00 3.00 1.00 24.00 1.00 74 100.00 0.00 1.00 0.5542 0.00 1.00 3.00 2.00 31.00 1.00 75 0.00 5.00 3.00 0.7078 1.00 1.00 3.00 0.00 30.00 1.00 76 100.00 5.00 2.00 0.5258 1.00 5.00 2.00 3.00 59.00 0.00 77 100.00 5.00 2.00 0.2624 0.00 1.00 1.00 0.00 60.00 1.00 78 100.00 2.00 0.00 0.5080 0.00 1.00 5.00 0.00 58.00 1.00 79 100.00 0.00 4.00 0.4408 0.00 2.00 3.00 0.00 49.00 1.00 80 100.00 0.00 5.00 0.8358 0.00 1.00 0.00 9.00 31.00 1.00 81 100.00 0.00 2.00 0.3902 0.00 0.00 0.00 2.00 49.00 1.00 82 0.00 1.00 5.00 0.0320 0.00 1.00 5.00 0.00 29.00 0.00 83 100.00 2.00 5.00 0.2136 1.00 5.00 4.00 3.00 38.00 1.00 84 100.00 2.00 3.00 0.2106 1.00 4.00 5.00 0.00 41.00 1.00 85 100.00 0.00 5.00 0.0768 1.00 1.00 5.00 4.00 41.00 1.00 86 100.00 4.00 1.00 0.4900 0.00 5.00 5.00 0.00 35.00 1.00 87 0.00 2.00 4.00 0.8564 1.00 0.00 5.00 0.00 25.00 1.00 88 100.00 5.00 3.00 0.5196 1.00 0.00 3.00 4.00 23.00 1.00 89 100.00 2.00 3.00 0.5436 1.00 5.00 5.00 0.00 42.00 1.00 90 100.00 5.00 2.00 0.2030 0.00 2.00 5.00 1.00 47.00 1.00 91 100.00 0.00 1.00 0.5170 0.00 1.00 4.00 2.00 29.00 1.00 92 100.00 2.00 2.00 0.2754 0.00 4.00 0.00 0.00 40.00 1.00 93 100.00 0.00 5.00 0.2174 0.00 4.00 2.00 1.00 3.00 1.00 94 100.00 4.00 3.00 0.4724 0.00 4.00 1.00 2.00 0.00 1.00 95 100.00 0.00 4.00 0.0206 1.00 5.00 1.00 1.00 8.00 1.00 96 100.00 1.00 0.00 0.0490 0.00 3.00 0.00 0.00 1.00 0.00 97 100.00 5.00 4.00 0.2136 1.00 4.00 5.00 0.00 4.00 1.00 98 100.00 4.00 0.00 0.4840 1.00 0.00 4.00 7.00 3.00 1.00 99 100.00 3.00 1.00 0.1960 0.00 0.00 0.00 1.00 1.00 1.00 100 100.00 3.00 4.00 0.4216 1.00 4.00 0.00 0.00 1.00 1.00 101 100.00 3.00 2.00 0.8900 1.00 5.00 3.00 1.00 3.00 1.00 102 0.00 0.00 0.00 1.00 0.00 0.00 0.00 10.00 0.00 0.00 103 0.00 1.00 0.00 0.9000 0.00 1.00 0.00 0.00 0.00 1.00 104 0.00 1.00 4.00 0.9000 0.00 1.00 2.00 2.00 2.00 1.00 105 100.00 4.00 0.00 0.9500 1.00 4.00 0.00 1.00 8.00 1.00 106 100.00 4.00 0.00 0.8800 1.00 4.00 0.00 1.00 28.00 1.00 107 100.00 0.00 3.00 0.7500 0.00 4.00 1.00 2.00 32.00 1.00 108 100.00 5.00 5.00 0.6000 1.00 5.00 5.00 0.00 60.00 1.00 109 0.00 0.00 0.00 0.9700 0.00 1.00 0.00 0.00 21.00 1.00 110 0.00 1.00 5.00 0.9500 0.00 1.00 2.00 10.00 35.00 0.00 111 0.00 2.00 5.00 0.9000 1.00 1.00 5.00 3.00 50.00 0.00 112 100.00 5.00 5.00 0.2500 1.00 5.00 5.00 2.00 60.00 1.00 113 0.00 0.00 3.00 0.9700 0.00 1.00 0.00 4.00 23.00 0.000