3.2 Cust ID Region 10001 East 10002 West 10003 North 10004 West 10005 South 10006 West 10007 East 10008 West 10009 West 10010 South 10011 South 10012 East 10013 North 10014 East 10015 West 10016 West 10017 West 10018 West 10019 West 10020 West 10021 North 10022 West 10023 South 10024 West 10025 West 10026 West 10027 West 10028 South 10029 East 10030 West 10031 North 10032 East 10033 South 10034 West 10035 West 10036 East 10037 South 10038 East 10039 North 10040 South 10041 West 10042 West 10043 South 10044 South 10045 West 10046 South Payment Transaction Code Source Amount Product Paypal Credit Credit Paypal Credit Paypal Credit Credit Paypal Paypal Paypal Credit Paypal Credit Credit Paypal Credit Paypal Credit Credit Paypal Credit Credit Credit Paypal Credit Credit Credit Paypal Paypal Paypal Credit Paypal Credit Credit Credit Paypal Credit Credit Credit Credit Credit Paypal Credit Credit Credit 93816545 74083490 64942368 70560957 35208817 20978903 80103311 14132683 40128225 49073721 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Book Book DVD Book DVD DVD Book DVD DVD Book Book DVD Book 10047 South 10048 West 10049 West 10050 West 10051 East 10052 West 10053 North 10054 East 10055 East 10056 North 10057 West 10058 East 10059 East 10060 East 10061 West 10062 East 10063 South 10064 North 10065 North 10066 East 10067 East 10068 South 10069 South 10070 South 10071 West 10072 South 10073 West 10074 North 10075 East 10076 East 10077 South 10078 North 10079 West 10080 West 10081 North 10082 West 10083 South 10084 North 10085 East 10086 East 10087 East 10088 East 10089 North 10090 West 10091 East 10092 West 10093 West 10094 West 10095 North 10096 North Paypal Paypal Credit Paypal Paypal Credit Credit Credit Credit Paypal Paypal Paypal Credit Credit Credit Paypal Credit Credit Credit Credit Paypal Credit Credit Credit Credit Credit Credit Paypal Credit Credit Credit Credit Paypal Paypal Credit Paypal Credit Paypal Credit Paypal Credit Credit Paypal Credit Credit Credit Paypal Paypal Credit Paypal 43322747 57979095 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Email Web Web Web $15.16 $15.71 $24.65 $24.88 $17.49 $19.71 $17.33 $15.56 $18.94 $22.86 $15.18 $22.46 $21.39 $22.17 $234.63 $24.97 $15.72 $24.35 $16.09 $23.51 $22.59 $15.59 $190.81 $21.12 $24.60 $21.22 $21.78 $16.54 $177.32 $21.50 $24.65 $19.43 $21.12 $18.10 $24.40 $19.37 $19.17 $241.77 $19.65 $19.88 $15.18 $15.08 $23.74 $19.44 $17.70 $16.99 $16.13 $24.80 $17.52 $23.63 DVD Book Book Book Book DVD Book DVD DVD Book Book Book Book DVD Book Book Book Book Book Book Book DVD Book Book DVD DVD DVD DVD Book Book DVD DVD DVD DVD Book Book DVD Book Book Book DVD Book Book Book DVD DVD Book DVD Book Book 10197 West 10198 West 10199 South 10200 South 10201 North 10202 South 10203 East 10204 North 10205 South 10206 South 10207 East 10208 West 10209 West 10210 East 10211 South 10212 West 10213 South 10214 North 10215 East 10216 East 10217 West 10218 West 10219 East 10220 West 10221 West 10222 West 10223 East 10224 West 10225 West 10226 West 10227 South 10228 West 10229 West 10230 North 10231 North 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Web Web Web Web Email Web Web Web Email Email Web Web Web Web Web Email Web Web Web Email Web Email Web Web Web Web Email Web Email Web Web Web Email Email Web Web Web Web Web Web Email Email Web $23.03 $21.03 $21.88 $24.86 $21.43 $16.32 $17.20 $17.87 $17.27 $19.76 $17.10 $15.66 $22.37 $15.81 $18.75 $192.41 $242.52 $20.40 $24.71 $21.49 $22.26 $22.39 $21.01 $226.15 $20.67 $21.72 $16.34 $19.19 $19.21 $16.06 $20.87 $15.33 $23.58 $15.34 $216.20 $21.85 $23.59 $20.44 $22.05 $20.42 $20.49 $161.46 $19.69 $24.16 $22.80 $243.70 $210.38 $161.50 $21.92 $23.75 DVD DVD Book Book DVD DVD DVD DVD DVD Book Book Book Book DVD DVD Book Book Book DVD DVD DVD Book Book Book Book DVD Book Book DVD Book DVD DVD DVD Book Book DVD Book Book DVD Book DVD Book DVD Book DVD Book Book Book DVD DVD 10247 West 10248 West 10249 West 10250 North 10251 South 10252 North 10253 East 10254 East 10255 West 10256 West 10257 East 10258 North 10259 South 10260 East 10261 East 10262 West 10263 South 10264 South 10265 West 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Book DVD Book DVD DVD Book DVD Book Book DVD DVD Book DVD DVD Book Book Book Book Book Book DVD DVD DVD DVD Book Book Book DVD DVD Book Book Book DVD DVD DVD DVD DVD 10347 East 10348 South 10349 East 10350 West 10351 North 10352 West 10353 West 10354 South 10355 East 10356 North 10357 South 10358 North 10359 West 10360 South 10361 North 10362 South 10363 South 10364 West 10365 West 10366 East 10367 East 10368 West 10369 East 10370 North 10371 North 10372 West 10373 West 10374 North 10375 West 10376 South 10377 East 10378 South 10379 North 10380 West 10381 West 10382 South 10383 West 10384 South 10385 West 10386 West 10387 North 10388 South 10389 North 10390 East 10391 West 10392 East 10393 South 10394 West 10395 West 10396 West Paypal Paypal Paypal Paypal Credit Credit Paypal Paypal Credit Paypal Credit Credit Credit Paypal Credit Credit Credit Paypal Credit Credit Paypal Paypal Credit Credit Credit Paypal Credit Credit Credit Paypal Credit Paypal Credit Credit Credit Credit Credit 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19:59 17:35 15:52 10:15 19:53 15:16 13:55 13:34 19:21 15:02 4:04 11:39 20:19 1:01 10:31 10:01 0:00 3:03 10:13 0:00 1:01 11:24 10:23 11:29 4:04 19:02 9:09 12:24 13:33 19:26 22:20 10:20 3:03 5:05 0:00 16:08 18:31 4:04 0:00 13:09 14:44 1:01 18:01 18:29 11:23 2:02 22:40 16:00 10:06 19:02 9:09 16:20 18:52 19:40 10:53 20:11 8:08 10:17 14:34 11:07 10:39 20:46 20:42 12:42 22:31 19:14 12:16 17:50 15:23 5:05 19:30 12:49 14:49 16:24 17:00 16:57 16:50 15:02 8:08 11:14 4:04 18:38 9:09 16:44 16:22 17:54 18:17 9:09 12:29 7:07 11:19 9:09 20:41 15:23 21:46 7:07 2:02 21:07 20:00 16:02 6:06 17:44 17:17 10:23 9:09 22:11 10:53 8:08 8:08 16:18 16:51 9:09 21:57 16:40 20:38 12:20 7:07 17:52 15:52 10:53 20:45 9:09 20:13 20:32 13:25 21:48 0:00 9:09 20:46 8:08 12:30 12:15 5:05 9:09 2:02 17:34 13:37 20:28 20:35 19:47 11:27 19:18 3:03 17:27 7:07 15:09 0:00 7:07 7:07 21:13 6:06 11:18 16:21 12:26 2:02 20:23 9:09 0:00 12:45 8:08 5:05 16:16 8:08 16:41 19:27 20:04 17:53 19:08 2:02 17:30 13:41 5:05 2:02 10:08 10:33 14:28 3:03 11:52 8:08 0:00 20:10 14:23 4:04 2:02 10:59 20:26 12:19 16:15 6:06 20:34 3:03 12:41 3:03 12:55 2:02 14:04 17:19 11:52 12:36 0:00 17:14 16:36 21:59 8:08 3:03 11:43 10:15 15:38 20:39 17:19 17:44 1:01 1:01 9:09 5:05 10:39 5:05 16:09 20:18 20:47 13:59 17:31 19:11 0:00 6:06 8:08 21:41 16:22 15:10 18:00 1:01 18:53 5:05 9:09 16:22 11:17 19:17 17:16 7:07 1:01 6:06 13:08 16:53 12:45 3:03 19:35 22:02 22:55 0:00 10:13 20:25 1:01 1:01 20:19 4:04 20:54 11:48 21:19 9:09 9:09 16:23 0:00 17:37 4:04 19:21 18:45 13:34 16:47 8:08 4:04 11:45 6:06 2:02 0:00 9:09 22:04 0:00 12:19 6:06 21:37 16:23 7:07 3:03 4:04 14:40 0:00 8:08 6:06 20:52 18:10 5:05 2:02 13:45 0:00 11:28 1:01 17:06 10:36 7:07 3:03 3:03 11:13 11:33 5:05 17:22 5:05 14:29 19:36 5:05 2:02 13:17 4:04 13:52 16:04 16:14 18:39 6:06 14:38 4:04 12:35 14:00 20:29 18:38 9:09 0:00 10:43 18:33 8:08 13:40 21:27 11:41 14:32 6:06 9:09 0:00 18:09 8:08 22:41 20:26 0:00 17:46 16:11 16:14 7:07 17:07 19:16 7:07 8:08 22:37 9:09 15:07 15:03 20:02 17:57 19:37 0:00 8:08 0:00 20:15 18:39 11:25 1:01 15:45 8:08 13:50 17:00 19:19 11:53 2:02 14:10 14:14 14:47 14:38 20:13 3:03 8:08 13:23 7:07 21:20 5:05 5:05 15:54 1:01 10:25 3:03 14:37 11:57 16:33 16:11 15:09 0:00 6:06 16:46 17:52 12:33 16:55 21:56 7:07 20:26 15:02 11:02 21:51 7:07 17:16 13:04 22:07 1:01 16:22 8:08 0:00 19:20 10:27 6:06 19:25 3:03 18:02 Credit Risk Data Loan Purpose Checking Savings Months CustomerMonths Employed Gender Marital Status Age Small Appliance 13 12 M Single 23 $0 $739 $0 $1,230 Furniture 25 0 M Divorced 32 $0 $389 New Car 19 119 M Single 38 $638 $347 Furniture 13 14 M Single 36 $963 $4,754 Education 40 45 M Single 31 $2,827 $0 Furniture 11 13 M Married 25 $0 $229 New Car 13 16 M Married 26 $0 $533 Business 14 2 M Single 27 $6,509 $493 Small Appliance 37 9 M Single 25 $966 $0 Small Appliance 25 4 F Divorced 43 $0 $989 Business 49 0 M Single 32 $0 $3,305 New Car 11 15 M Single 34 $322 $578 Business 10 14 M Married 26 $0 $821 New Car 25 63 M Single 44 $396 $228 New Car 13 26 M Single 46 $0 $129 Used Car 31 8 M Divorced 39 $652 $732 Furniture 49 4 F Divorced 25 $708 $683 New Car 13 33 M Single 31 $207 $0 Repairs 28 116 M Single 47 $287 $12,348 Education 7 2 F Divorced 23 $0 $17,545 Furniture 34 16 F Divorced 22 $101 $3,871 Furniture 13 5 F Divorced 26 $0 $0 Furniture 25 23 M Married 19 $0 $485 Furniture 37 23 F Divorced 27 $0 $10,723 New Car 11 15 M Single 39 $141 $245 Business 22 33 M Single 26 $0 $0 Used Car 19 58 M Single 50 $2,484 $0 Used Car 49 46 M Single 34 $237 $236 Small Appliance 37 24 M Single 23 $0 $485 Small Appliance 19 12 M Single 23 $335 $1,708 Education 37 7 M Single 46 $3,565 $0 Small Appliance 31 32 M Single 35 $0 $407 Small Appliance 13 2 F Divorced 28 $16,647 $895 Business 16 34 M Single 25 $0 $150 Business 49 46 F Divorced 36 $0 $490 Small Appliance 5 41 M Single 41 $0 $162 Furniture 25 1 M Divorced 54 $940 $715 Small Appliance 9 40 F Divorced 43 $0 $323 Small Appliance 49 42 M Married 33 $0 $128 New Car 13 74 M Single 34 $218 $0 Other 49 0 M Single 39 $0 $109 Used Car 25 26 M Single 34 $16,935 $189 Small Appliance 37 60 M Single 30 $664 $537 Furniture 31 33 M Single 48 $150 $6,520 Furniture 12 1 F Divorced 19 $0 $138 Small Appliance 7 119 M Married 29 $216 $0 Furniture 19 3 F Divorced 26 $0 $660 New Car 17 75 M Single 42 $0 $724 Business 25 8 M Single 30 $0 $897 Small Appliance 19 5 M Married 38 $265 $947 Small Appliance 25 5 M Married 21 Furniture Business New Car Used Car Education Furniture New Car New Car Furniture New Car New Car Small Appliance New Car Small Appliance Small Appliance Business Used Car Furniture Furniture New Car Small Appliance Business Furniture Small Appliance New Car Business Business Repairs Business New Car Education New Car Education New Car Small Appliance Used Car Small Appliance Small Appliance Furniture Education Small Appliance Repairs Business Small Appliance Small Appliance Small Appliance New Car Small Appliance Furniture Small Appliance New Car Retraining Furniture New Car $4,256 $0 $870 $917 $162 $595 $0 $789 $0 $0 $0 $746 $461 $140 $0 $659 $0 $717 $0 $667 $580 $0 $0 $763 $0 $1,366 $0 $552 $0 $14,643 $758 $2,665 $399 $0 $513 $442 $0 $8,357 $0 $0 $565 $863 $0 $322 $0 $800 $0 $656 $166 $922 $9,783 $885 $674 $2,886 $0 $626 $15,328 $0 $0 $904 $713 $784 $0 $806 $0 $3,281 $0 $759 $0 $680 $0 $104 $303 $899 $900 $1,732 $0 $706 $1,257 $0 $0 $576 $273 $904 $522 $194 $0 $710 $0 $5,564 $0 $192 $0 $637 $514 $405 $457 $318 $5,133 $698 $0 $369 $644 $0 $305 $492 $9,621 $308 16 28 22 25 37 13 19 19 37 29 11 13 19 25 16 13 31 7 25 22 10 28 13 37 13 13 49 43 25 12 61 19 19 16 25 37 13 37 31 10 7 7 25 25 25 46 13 49 19 19 10 13 19 25 36 6 10 28 114 16 32 5 60 10 8 46 17 4 115 31 0 0 5 9 81 28 69 85 2 3 32 0 9 6 17 3 20 59 3 25 3 11 14 65 14 2 79 1 93 13 21 13 108 14 16 88 1 41 F M M M M F M F M M M F M M M M F M M M M M M M F F M M M M M F F M F M M F M F F M M F M M F F M M M M F M Divorced Single Divorced Single Single Divorced Single Divorced Single Single Single Divorced Single Married Single Single Divorced Single Single Single Single Single Single Single Divorced Divorced Single Single Single Single Single Divorced Divorced Single Divorced Single Single Divorced Divorced Divorced Divorced Married Divorced Divorced Single Single Divorced Divorced Single Single Single Single Divorced Single 32 35 46 37 39 29 27 22 40 44 26 57 34 47 46 38 52 34 29 39 36 25 59 27 24 25 29 64 31 38 41 22 29 32 34 23 21 49 31 40 28 21 30 37 33 22 23 21 40 36 29 37 26 37 Education Business Furniture New Car Used Car Small Appliance Furniture Business Used Car Furniture Furniture Small Appliance Used Car Large Appliance Furniture Furniture Small Appliance Small Appliance Furniture New Car New Car New Car Furniture Small Appliance Business Furniture Small Appliance Small Appliance Small Appliance Other Business Repairs New Car Furniture Furniture Small Appliance Small Appliance Furniture Small Appliance Business Repairs Small Appliance Furniture New Car New Car Used Car New Car Used Car New Car Small Appliance New Car Used Car Education Furniture $0 $0 $0 $0 $0 $6,851 $13,496 $509 $0 $19,155 $0 $0 $374 $0 $828 $0 $829 $0 $0 $939 $0 $889 $876 $893 $12,760 $0 $0 $959 $0 $0 $0 $0 $698 $0 $0 $0 $12,974 $0 $317 $0 $0 $0 $192 $0 $0 $0 $0 $0 $942 $0 $3,329 $0 $0 $0 $127 $565 $12,632 $116 $178 $901 $650 $241 $609 $131 $544 $10,853 $0 $409 $391 $322 $583 $12,242 $479 $496 $466 $1,583 $1,533 $0 $4,873 $0 $717 $7,876 $4,449 $0 $104 $897 $4,033 $945 $836 $325 $19,568 $803 $10,980 $265 $609 $1,851 $199 $500 $509 $270 $457 $260 $3,036 $643 $0 $6,345 $922 $909 13 19 16 49 13 13 19 25 37 25 19 25 25 49 9 13 7 25 19 19 25 37 31 16 13 13 22 28 25 25 25 19 16 13 25 19 13 13 13 13 31 12 25 28 16 25 13 25 25 19 19 25 37 25 22 14 9 45 89 21 20 14 6 24 15 81 14 15 12 9 18 53 0 56 42 79 21 94 73 94 10 20 87 54 23 2 20 6 99 13 7 89 17 10 3 0 5 7 3 25 63 78 36 6 15 19 9 3 M M F M M F M M M M F F M M F F F M M M M M F M M M F M M M M F M M M F F M M F M F F F M M M M M M M M F M Single Married Divorced Single Single Divorced Single Single Single Single Divorced Divorced Single Single Divorced Divorced Divorced Single Single Single Single Single Divorced Single Single Single Divorced Single Single Single Married Divorced Married Divorced Single Divorced Divorced Single Single Divorced Divorced Divorced Divorced Divorced Single Single Single Single Single Single Single Single Divorced Single 39 27 19 45 34 43 33 35 31 25 27 56 45 53 23 25 63 34 24 35 30 29 20 49 56 48 24 22 30 39 20 22 24 41 32 23 41 52 65 26 33 56 24 20 35 34 38 34 37 31 67 26 24 21 Large Appliance Furniture Furniture Business Used Car Small Appliance Small Appliance Used Car Small Appliance Repairs Furniture Used Car New Car New Car New Car Repairs Furniture Used Car Small Appliance New Car Business Small Appliance Small Appliance Business Furniture Furniture Small Appliance Small Appliance Furniture Used Car Business New Car New Car Furniture New Car Small Appliance Furniture Small Appliance Business Small Appliance New Car Education New Car New Car New Car Furniture Small Appliance Business Other Small Appliance New Car Small Appliance New Car Furniture $0 $0 $0 $339 $0 $0 $0 $105 $0 $216 $113 $109 $0 $0 $8,176 $0 $468 $7,885 $0 $0 $0 $0 $0 $0 $0 $0 $0 $734 $0 $0 $172 $644 $0 $617 $0 $586 $0 $0 $0 $0 $0 $522 $585 $5,588 $0 $352 $0 $2,715 $560 $895 $305 $0 $0 $0 $775 $979 $948 $2,790 $309 $762 $970 $320 $861 $262 $692 $540 $470 $192 $12,230 $772 $14,186 $6,330 $18,716 $886 $750 $3,870 $3,273 $406 $461 $340 $6,490 $348 $506 $14,717 $0 $1,571 $0 $411 $544 $0 $835 $823 $5,180 $408 $821 $385 $2,223 $0 $605 $7,525 $3,529 $1,435 $887 $243 $4,553 $418 $771 $463 19 25 19 22 49 10 13 28 13 37 11 37 13 7 7 25 22 16 19 22 37 25 13 6 13 19 19 7 25 28 25 19 25 31 25 13 19 25 22 16 48 10 16 22 37 13 14 49 25 13 7 19 25 11 8 48 2 55 37 1 14 54 111 2 14 1 0 2 5 19 24 14 93 96 2 11 4 35 48 4 85 100 3 7 36 1 19 3 0 0 42 47 4 12 5 66 0 10 20 4 0 14 20 4 2 4 0 13 M M F M M F F M M M M M F M M M M M M M M F M M F M M M F M M F F M F M F M M M F M M F F F F M M M F M M M Married Single Divorced Divorced Single Divorced Divorced Single Single Single Divorced Married Divorced Single Married Divorced Single Single Single Single Divorced Divorced Married Single Divorced Married Single Single Divorced Single Single Divorced Divorced Married Divorced Single Divorced Single Single Single Divorced Single Single Divorced Divorced Divorced Divorced Divorced Single Married Divorced Single Single Single 46 22 20 60 25 21 22 29 56 32 30 27 37 39 26 32 31 35 31 64 27 31 32 73 30 42 45 27 22 26 33 27 24 21 28 51 21 27 40 34 34 63 33 28 24 18 63 37 38 22 31 31 42 24 Business Used Car Used Car Small Appliance Small Appliance Education Small Appliance Large Appliance Education Furniture Business New Car Repairs Furniture Small Appliance New Car Small Appliance Business New Car Small Appliance Used Car New Car Small Appliance Furniture New Car Used Car Business Furniture Used Car Small Appliance Small Appliance Business Furniture Small Appliance Small Appliance New Car New Car Used Car Small Appliance Business Education Furniture Business Other Furniture New Car New Car Business Used Car Business Small Appliance New Car New Car Furniture $8,948 $0 $0 $0 $0 $0 $483 $0 $0 $0 $663 $624 $0 $0 $152 $0 $0 $498 $0 $156 $1,336 $0 $0 $0 $2,641 $0 $0 $0 $0 $0 $887 $0 $0 $0 $0 $18,408 $497 $0 $946 $986 $8,122 $0 $778 $645 $0 $682 $19,812 $0 $0 $859 $0 $0 $0 $0 $110 $10,099 $13,428 $208 $552 $3,105 $415 $1,238 $238 $127 $0 $785 $718 $493 $757 $9,125 $364 $598 $374 $0 $0 $508 $956 $636 $0 $1,519 $922 $180 $701 $296 $519 $800 $736 $11,838 $364 $212 $888 $999 $0 $578 $136 $734 $861 $855 $4,486 $2,017 $0 $500 $859 $3,305 $1,218 $9,016 $11,587 $8,944 31 16 7 13 13 16 19 13 13 31 19 37 19 13 49 13 13 37 10 13 37 13 25 22 13 40 19 5 22 16 7 49 13 7 5 13 16 25 16 28 22 37 49 25 10 37 25 25 31 25 13 49 22 25 90 108 0 23 15 19 6 0 2 35 57 9 0 21 45 24 12 14 19 58 11 3 4 41 71 74 29 2 108 8 42 2 6 70 35 9 3 0 83 1 4 111 21 17 3 85 37 1 89 26 38 22 46 66 M M F M F F M F F F M F F M M F F M M F M M F F F M M F M M M F F M M F F M M F M M M M F M M M M M M M F M Single Single Divorced Single Divorced Divorced Married Divorced Divorced Divorced Single Divorced Divorced Single Single Divorced Divorced Divorced Single Divorced Single Single Divorced Divorced Divorced Single Single Divorced Single Single Married Divorced Divorced Single Single Divorced Divorced Single Single Divorced Divorced Single Single Single Divorced Single Single Single Single Single Single Single Divorced Single 65 22 22 51 23 30 32 21 52 22 41 53 54 37 27 25 34 29 27 32 29 32 28 25 51 44 33 22 35 30 27 23 19 44 41 35 25 28 34 31 32 41 22 28 21 41 36 26 37 35 34 43 30 31 Repairs Small Appliance Small Appliance Furniture Furniture Furniture Furniture Other Education Small Appliance New Car Business Business Education New Car Used Car Used Car New Car New Car New Car Small Appliance New Car New Car Furniture Retraining New Car Education Education Furniture New Car Small Appliance Business New Car Small Appliance New Car Furniture New Car Furniture Small Appliance Small Appliance Furniture New Car New Car New Car New Car New Car Furniture Small Appliance Furniture New Car Repairs New Car Small Appliance Small Appliance $0 $807 $0 $867 $795 $16,804 $0 $347 $0 $836 $0 $142 $0 $169 $852 $3,613 $0 $403 $0 $836 $425 $0 $0 $11,481 $0 $3,285 $0 $164 $11,072 $891 $0 $0 $219 $841 $8,060 $607 $0 $486 $0 $108 $0 $0 $0 $113 $1,613 $0 $757 $208 $0 $603 $0 $343 $977 $463 $197 $0 $0 $299 $0 $490 $0 $6,628 $0 $859 $0 $750 $256 $954 $296 $591 $0 $13,970 $0 $857 $0 $5,857 $298 $3,326 $0 $726 $8,636 $214 $0 $207 $0 $713 $19,766 $2,141 $0 $483 $0 $127 $0 $367 $0 $813 $4,089 $0 $0 $102 $271 $759 $949 $0 $0 $503 $911 $823 25 31 49 16 16 7 19 61 7 25 19 25 7 13 61 37 43 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 19 7 37 43 7 7 19 49 13 46 75 27 40 5 4 53 6 83 5 0 7 18 21 65 17 49 0 71 22 52 28 31 118 36 35 22 61 17 11 15 65 23 14 13 103 24 34 20 15 7 3 119 29 54 90 13 22 28 14 0 0 36 62 4 M F M F M F M F F M F M M F M M M 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 F M M M M F F F M M Single Divorced Single Divorced Single Divorced Single Divorced Divorced Single Divorced Single Single Divorced Single Single Single Divorced Single Single Divorced Divorced Married Divorced Married Divorced Divorced Married Single Divorced Single Single Single Single Single Divorced Single Single Married Divorced Divorced Single Single Divorced Divorced Single Single Single Married Divorced Divorced Divorced Single Single 43 24 26 45 26 48 43 59 55 29 32 53 33 56 33 46 54 22 35 46 29 22 53 42 20 35 33 26 46 28 38 35 47 23 56 28 48 27 23 24 22 42 25 47 32 25 36 25 26 53 66 23 25 24 New Car Used Car New Car Other Used Car Small Appliance Used Car New Car Furniture New Car Business Small Appliance New Car Education Education Furniture New Car Small Appliance Furniture Furniture Furniture Small Appliance Business Small Appliance Small Appliance Small Appliance Small Appliance Small Appliance New Car Furniture Education Repairs Small Appliance Furniture Small Appliance Small Appliance Repairs Small Appliance Small Appliance New Car Small Appliance New Car Business Small Appliance Used Car New Car Furniture New Car Used Car Small Appliance Used Car New Car Furniture Small Appliance $0 $693 $0 $973 $0 $648 $0 $523 $271 $7,090 $0 $596 $0 $904 $0 $541 $0 $154 $4,802 $0 $177 $0 $0 $337 $0 $716 $996 $837 $705 $0 $0 $7,710 $0 $531 $5,960 $129 $0 $941 $759 $596 $0 $987 $651 $0 $257 $460 $955 $0 $0 $798 $8,249 $0 $0 $959 $956 $1,482 $382 $883 $0 $12,721 $842 $0 $3,111 $0 $0 $302 $0 $538 $2,846 $0 $231 $702 $0 $2,688 $17,366 $0 $0 $425 $332 $214 $242 $0 $0 $272 $929 $124 $0 $17,124 $0 $612 $0 $862 $0 $146 $0 $14,190 $0 $396 $0 $519 $646 $0 $538 $344 $0 $204 $0 $148 19 49 15 37 25 13 49 19 37 37 49 25 19 49 25 25 13 13 13 10 37 37 49 49 25 31 11 46 31 37 37 13 10 25 13 10 10 16 13 25 19 7 9 13 49 49 25 37 49 31 25 13 31 43 28 81 57 0 2 67 119 13 2 12 9 107 33 83 24 114 5 16 111 18 101 102 75 29 42 77 21 19 20 31 9 27 30 59 14 99 89 21 10 2 6 90 1 95 32 62 46 92 73 23 9 40 5 2 M F M M F M M M F M M M M M F M M M M F M M F M M M M M F F M F M M M M M M M M M M M M M M M M M F M M M M Single Divorced Divorced Divorced Divorced Single Single Single Divorced Single Single Single Single Single Divorced Single Single Married Single Divorced Single Single Divorced Single Single Single Single Single Divorced Divorced Single Divorced Single Single Single Single Single Single Single Single Single Single Married Married Single Single Single Single Single Divorced Divorced Married Divorced Single 31 57 44 42 27 51 23 31 22 35 37 35 30 49 32 52 45 23 41 28 30 50 58 36 23 48 37 20 23 39 34 22 21 38 36 26 47 38 27 25 28 67 25 34 38 41 26 35 45 32 47 24 30 33 Furniture Small Appliance New Car Used Car New Car New Car Small Appliance Small Appliance Furniture Furniture Small Appliance Small Appliance Business New Car New Car New Car Furniture Small Appliance Education Business Business New Car Used Car Used Car Large Appliance Furniture Business Furniture New Car Education Used Car New Car Furniture Furniture Used Car New Car Small Appliance Furniture New Car Furniture Used Car Used Car Education New Car New Car Small Appliance Furniture New Car New Car New Car $0 $0 $135 $2,472 $0 $10,417 $211 $16,630 $0 $642 $0 $296 $898 $478 $315 $122 $0 $0 $0 $670 $444 $3,880 $819 $0 $0 $0 $0 $0 $0 $0 $0 $0 $161 $0 $0 $789 $765 $0 $0 $983 $0 $0 $798 $0 $193 $497 $0 $0 $0 $0 $435 $914 $0 $0 $412 $19,811 $822 $0 $3,369 $0 $707 $818 $177 $4,071 $466 $460 $991 $17,653 $497 $4,014 $921 $0 $0 $607 $15,800 $369 $4,973 $0 $761 $471 $674 $547 $524 $815 $0 $989 $10,406 $957 $770 $950 $160 $276 $137 $579 $2,684 $0 $0 $0 $712 $912 19 19 37 37 25 13 8 11 25 13 7 19 22 10 13 37 7 22 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 22 13 7 31 25 16 7 16 0 7 41 22 27 5 47 17 65 26 93 105 40 3 109 3 4 24 21 51 37 23 17 40 23 17 30 92 52 69 40 106 13 4 0 24 11 3 5 7 91 25 70 5 51 53 103 6 39 F F M M M M F M M F M M F M M M F F M F F F M M M M M M M F M M M M F M F F F F M M F M F M M F F M Divorced Divorced Single Single Single Married Divorced Single Single Divorced Single Married Divorced Single Single Single Divorced Divorced Single Divorced Divorced Divorced Single Single Single Single Single Single Single Divorced Single Divorced Single Single Divorced Married Divorced Divorced Divorced Divorced Married Single Divorced Married Divorced Single Single Divorced Divorced Single 23 21 36 30 52 27 44 26 24 24 50 31 38 28 48 56 31 28 26 25 41 24 29 25 35 35 26 29 59 34 41 35 27 41 30 27 65 19 33 24 40 62 33 29 22 35 30 28 28 44 Housing Years Job Credit Risk Own 3 Unskilled Low Own 1 Skilled High Own 4 Management High Own 2 Unskilled High Rent 3 Skilled Low Own 1 Skilled Low Own 3 Unskilled Low Own 1 Unskilled Low Own 2 Skilled High Own 1 Skilled High Rent 2 Management High Rent 2 Unskilled Low Own 1 Skilled Low Own 1 Skilled High Own 3 Unskilled Low Own 4 Management Low Own 2 Skilled High Own 2 Skilled Low Own 4 Skilled Low Rent 2 Skilled High Own 4 Skilled High Rent 4 Skilled High Own 4 Skilled High Own 2 Management High Rent 2 Unskilled Low Own 3 Skilled Low Other 4 Skilled High Other 1 Skilled Low Rent 4 Skilled Low Own 2 Skilled Low Other 4 Skilled High Own 3 Skilled Low Own 2 Skilled Low Rent 4 Skilled Low Rent 4 Skilled High Own 1 Unskilled Low Own 1 Skilled High Own 2 Unskilled Low Own 1 Skilled High Own 3 Skilled High Other 4 Unemployed Low Own 3 Unskilled Low Own 2 Skilled Low Own 2 Skilled High Own 1 Skilled Low Rent 2 Skilled Low Rent 3 Skilled High Rent 4 Skilled High Rent 2 Skilled High Own 4 Skilled Low Own 1 Skilled High Rent Own Own Own Own Own Rent Rent Own Own Own Own Own Own Own Own Own Own Other Own Own Own Own Own Rent Own Own Own Own Own Other Own Own Rent Own Own Own Other Own Rent Own Own Own Own Own Other Own Own Own Own Own Own Own Other 4 Unskilled 2 Skilled 4 Skilled 3 Management 4 Management 3 Skilled 3 Unskilled 3 Skilled 2 Skilled 2 Unskilled 4 Unskilled 3 Unskilled 4 Unskilled 4 Skilled 3 Skilled 4 Unskilled 1 Management 1 Management 4 Skilled 2 Unskilled 4 Unskilled 4 Skilled 3 Skilled 2 Skilled 1 Skilled 1 Unemployed 2 Skilled 4 Unemployed 4 Skilled 4 Unskilled 4 Skilled 2 Unskilled 2 Skilled 3 Skilled 4 Skilled 4 Skilled 1 Skilled 4 Skilled 2 Skilled 4 Unskilled 1 Skilled 1 Unskilled 4 Skilled 3 Skilled 2 Skilled 4 Skilled 2 Unskilled 2 Skilled 1 Skilled 2 Skilled 1 Skilled 4 Skilled 1 Skilled 3 Skilled Low High Low Low High Low Low High High High High Low Low High Low Low High Low High High Low Low High Low High High Low Low Low Low High High High High High High High High Low Low Low Low High Low Low High High High Low High Low Low Low High Rent Own Rent Other Other Rent Own Own Other Own Own Rent Own Own Own Own Own Own Own Own Own Other Rent Own Rent Rent Own Own Own Own Own Own Rent Own Own Own Rent Other Own Own Own Own Own Rent Own Own Own Own Own Other Rent Own Own Other 4 Unskilled 2 Skilled 4 Skilled 4 Skilled 4 Skilled 2 Unskilled 1 Unskilled 4 Unskilled 2 Management 2 Skilled 2 Skilled 4 Management 4 Management 4 Skilled 4 Skilled 1 Skilled 3 Skilled 2 Skilled 1 Unemployed 4 Skilled 3 Skilled 3 Skilled 4 Skilled 4 Skilled 4 Unskilled 4 Skilled 2 Skilled 2 Unskilled 4 Skilled 3 Management 2 Unskilled 4 Skilled 2 Skilled 1 Skilled 4 Skilled 2 Skilled 3 Skilled 4 Management 3 Unskilled 2 Skilled 1 Unskilled 4 Unskilled 4 Unskilled 3 Skilled 3 Skilled 3 Skilled 4 Management 4 Management 3 Skilled 2 Management 4 Skilled 2 Skilled 2 Management 1 Skilled High High Low High High Low High High Low Low Low Low Low High High Low Low High High High High Low High Low Low Low High High High High Low High High Low Low High Low High High Low High Low High High Low Low Low Low Low Low High Low High Low Own Rent Rent Rent Own Rent Own Own Own Rent Own Rent Own Own Own Own Own Own Own Own Own Own Own Own Own Own Own Own Rent Own Own Own Rent Own Rent Own Own Own Own Other Own Own Own Own Own Rent Own Own Own Rent Own Own Other Rent 3 Unskilled 4 Skilled 4 Skilled 2 Unskilled 3 Skilled 4 Skilled 1 Skilled 2 Management 4 Unskilled 1 Unskilled 2 Unskilled 4 Management 2 Unemployed 4 Unskilled 2 Unemployed 2 Skilled 2 Skilled 2 Skilled 3 Management 4 Skilled 1 Skilled 2 Unskilled 3 Unskilled 4 Unskilled 4 Unskilled 1 Unskilled 4 Skilled 4 Skilled 4 Unskilled 2 Skilled 3 Skilled 3 Skilled 4 Skilled 1 Skilled 4 Unemployed 1 Management 1 Skilled 2 Skilled 2 Unskilled 4 Skilled 1 Unskilled 4 Unskilled 2 Management 4 Skilled 2 Skilled 4 Unskilled 4 Skilled 2 Skilled 3 Management 1 Skilled 1 Unskilled 2 Skilled 2 Skilled 2 Unskilled High High Low High Low High Low Low High High Low High Low Low Low Low Low Low Low Low High High High Low Low High Low Low High Low Low High High Low High High High Low High Low Low Low High High High Low Low High High High High Low High High Own Rent Rent Own Own Own Own Own Own Rent Own Rent Other Own Own Own Own Own Own Own Own Own Rent Rent Other Own Own Rent Own Own Own Rent Rent Own Own Own Rent Other Own Own Rent Own Own Own Rent Own Own Own Other Rent Own Other Own Rent 4 Management 4 Skilled 2 Unemployed 4 Skilled 4 Unskilled 3 Skilled 2 Skilled 3 Skilled 4 Skilled 4 Skilled 2 Skilled 2 Skilled 4 Unemployed 3 Unskilled 4 Skilled 2 Skilled 2 Skilled 2 Management 3 Unskilled 3 Unskilled 2 Management 1 Unskilled 2 Unskilled 4 Unskilled 4 Management 2 Management 1 Skilled 3 Unskilled 4 Management 2 Skilled 3 Unskilled 4 Skilled 4 Skilled 4 Unskilled 1 Unskilled 2 Skilled 1 Unemployed 2 Management 2 Skilled 1 Skilled 1 Skilled 2 Skilled 2 Skilled 3 Management 4 Skilled 4 Management 2 Unskilled 2 Skilled 4 Management 4 Management 1 Skilled 2 Skilled 2 Management 3 Skilled High Low Low Low High Low High High High High Low Low High Low High High Low High High High Low High High Low Low Low Low Low Low Low Low High High Low Low Low High Low Low Low High High High High Low High High High Low Low Low High Low Low Other Own Own Rent Own Own Own Other Own Own Own Own Own Other Other Other Other Own Rent Own Own Rent Own Own Rent Own Own Own Other Own Own Own Own Own Other Rent Own Own Own Rent Own Rent Own Other Rent Rent Own Own Own Own Own Own Own Own 4 Skilled 2 Skilled 2 Skilled 1 Skilled 3 Unskilled 1 Skilled 3 Skilled 4 Management 2 Skilled 2 Management 2 Skilled 3 Management 2 Unskilled 4 Unskilled 4 Skilled 4 Skilled 2 Management 2 Management 2 Skilled 4 Unskilled 3 Management 4 Skilled 4 Skilled 3 Skilled 4 Skilled 3 Skilled 3 Management 2 Skilled 4 Skilled 2 Skilled 4 Skilled 2 Skilled 4 Skilled 3 Skilled 4 Skilled 4 Unskilled 3 Skilled 2 Skilled 2 Skilled 4 Skilled 2 Skilled 4 Skilled 2 Skilled 4 Unskilled 4 Skilled 3 Skilled 2 Skilled 2 Skilled 2 Skilled 4 Unemployed 4 Skilled 2 Skilled 2 Skilled 2 Unskilled Low Low High Low Low Low High High Low High High High Low Low Low High Low Low Low High High High Low High High Low High Low Low High Low High High Low High High Low Low High High Low High High High High Low Low High Low Low Low Low Low High Other Other Own Own Rent Own Other Own Rent Own Other Own Own Other Own Own Own Own Own Own Own Own Rent Own Rent Own Own Rent Own Own Other Own Own Rent Other Own Own Other Rent Own Own Own Own Own Other Other Own Own Other Own Other Own Own Own 4 Unskilled 4 Unskilled 4 Management 3 Management 4 Skilled 4 Skilled 4 Skilled 2 Skilled 4 Skilled 4 Skilled 4 Skilled 1 Management 2 Skilled 4 Skilled 2 Skilled 4 Skilled 2 Skilled 1 Skilled 4 Skilled 2 Skilled 4 Skilled 2 Skilled 3 Skilled 3 Skilled 4 Unskilled 4 Unskilled 4 Skilled 4 Skilled 2 Skilled 4 Skilled 4 Unskilled 4 Skilled 2 Skilled 2 Management 4 Skilled 4 Unskilled 4 Skilled 4 Skilled 2 Skilled 1 Skilled 3 Skilled 4 Management 2 Skilled 1 Skilled 4 Skilled 4 Management 4 Skilled 4 Skilled 4 Skilled 2 Skilled 4 Skilled 3 Unskilled 4 Unskilled 3 Skilled High High High Low High Low High High High Low Low Low High High Low Low High Low Low High High Low High Low High Low Low High High Low Low Low High High Low Low Low High High Low Low High Low Low High High High Low High Low Low High High High Rent Rent Other Own Other Own Own Own Own Own Own Own Own Own Own Other Own Own Own Rent Other Rent Own Own Own Own Own Own Own Other Other Own Rent Own Rent Own Own Rent Own Rent Rent Own Other Own Own Other Own Own Own Own 4 Skilled 4 Skilled 4 Skilled 2 Management 4 Skilled 2 Skilled 1 Skilled 2 Skilled 1 Skilled 2 Skilled 2 Skilled 2 Unskilled 4 Skilled 3 Skilled 3 Unskilled 2 Management 4 Skilled 2 Skilled 3 Skilled 4 Unskilled 4 Management 4 Skilled 2 Skilled 2 Skilled 3 Skilled 2 Unskilled 3 Unskilled 4 Management 4 Unskilled 4 Skilled 4 Skilled 3 Skilled 4 Skilled 3 Skilled 4 Skilled 2 Management 3 Unskilled 4 Skilled 4 Skilled 3 Skilled 4 Skilled 4 Skilled 4 Unskilled 3 Skilled 2 Unskilled 4 Skilled 4 Skilled 2 Skilled 2 Skilled 3 Management High High High Low High High Low Low Low High Low Low High High Low High High Low High High High Low Low High Low Low Low Low High High Low High Low High Low High Low High High High Low Low High Low High Low High High High Low Loan Purpose Checking Savings Months CustomerMonths Employed Gender Marital Status Age Education 30 45 M Single 27 $600 $3,500 $500 $800 Business 15 20 f Married 26 $250 $250 New Car 15 48 M Single 25 $101 $3,871 Furniture 10 16 F Single 26 $300 $400 Small Appliance 10 5 m Divorced 28 $790 $3,000 Business 8 24 M Single 38 $680 $600 Education 50 18 f Married 37 $644 $2,000 Retraining 20 60 M Single 30 $100 $8,000 Small Appliance 12 90 F Single 33 $0 $900 Repairs 25 4 m Divorced 29 Housing Years Job Credit Risk Rent 3 Skilled Rent 1 Unskilled Own 3 Skilled Own 4 Skilled Own 2 Skilled Rent 7 Unskilled Other 6 Management Own 4 Skilled Rent 9 Management Own 3 Management qattachments_c653456c71934bfc0ef7f834c48bf5c65e83fefc Customer George Williams John Jacobs Thomas Jackson Jane Watson Joan Mason Jack Thompson Andrew Clifton date product amount 4/3/2013 pro putter $189.99 6/12/2013 golf video 23.95 5/24/2013 golf mat 28.99 4/22/2013 head covers 35.99 6/18/2013 golf shirt 25.99 5/6/2013 golf shoes 89.99 7/14/13 golf balls 23.59 Page 1