3.15 Respondent 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 Age 32 35 29 31 32 66 64 22 21 33 38 31 39 30 52 35 29 29 20 32 32 31 37 29 38 21 41 26 25 30 27 32 37 33 27 30 27 28 27 64 34 30 35 25 33 32 29 37 33 Gender Male Female Female Female Male Female Male Male Male Female Male Female Male Male Female Female Male Female Male Female Male Female Female Male Male Male Male Female Female Male Female Female Male Male Male Female Female Female Female Male Female Male Female Female Male Female Female Female Female Years College 2 2 4 0 5 4 4 3 2 1 0 0 4 0 5 2 4 0 1 2 2 2 4 3 0 2 4 4 1 4 0 4 2 2 2 6 0 2 5 4 7 5 7 4 2 4 0 6 6 Political Party Democrat Republican Independent Republican Republican Republican Republican Democrat Republican Independent Independent Republican Democrat Independent Republican Republican Democrat Democrat Independent Democrat Independent Independent Independent Independent Independent Republican Republican Independent Republican Republican Democrat Independent Democrat Democrat Republican Independent Independent Democrat Independent Independent Independent Republican Democrat Independent Independent Independent Independent Independent Democrat 50 66 Male 2 Republican Home Owner Yes No No No No Yes Yes No No No No No No No Yes No No No No No No Yes No No No No No Yes Yes Yes No No Yes No No Yes Yes Yes Yes Yes Yes Yes Yes Yes Yes Yes No Yes Yes Voted in Last Election Yes Yes No Yes Yes Yes Yes Yes Yes Yes No Yes Yes No Yes Yes Yes Yes No Yes Yes No Yes No Yes Yes Yes No Yes Yes No No Yes No Yes Yes Yes Yes Yes Yes Yes Yes Yes Yes Yes No No Yes Yes Economy Perception Yes No No No No No No Yes No No No No Yes No No No Yes No No Yes No No No No No No No No No Yes No No Yes No No No Yes Yes No No No No Yes Yes No No No No No Yes Yes Yes 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 Purchase Orders Supplier Hulkey Fasteners Alum Sheeting Fast-Tie Aerospace Fast-Tie Aerospace Steelpin Inc. Fast-Tie Aerospace Steelpin Inc. Durrable Products Fast-Tie Aerospace Fast-Tie Aerospace Steelpin Inc. Hulkey Fasteners Hulkey Fasteners Steelpin Inc. Steelpin Inc. Alum Sheeting Hulkey Fasteners Steelpin Inc. Steelpin Inc. Hulkey Fasteners Spacetime Technologies Alum Sheeting Durrable Products Steelpin Inc. Hulkey Fasteners Hulkey Fasteners Hulkey Fasteners Hulkey Fasteners Spacetime Technologies Hulkey Fasteners Fast-Tie Aerospace Steelpin Inc. Spacetime Technologies Hulkey Fasteners Spacetime Technologies Spacetime Technologies Pylon Accessories Pylon Accessories Spacetime Technologies Spacetime Technologies Durrable Products Manley Valve Fast-Tie Aerospace Pylon Accessories Durrable Products Hulkey Fasteners Pylon Accessories Order No. Aug11001 Aug11002 Aug11003 Aug11004 Aug11005 Aug11006 Aug11007 Aug11008 Aug11009 Aug11010 Aug11011 Aug11012 Aug11013 Aug11014 Sep11001 Sep11002 Sep11003 Sep11004 Sep11005 Sep11006 Sep11007 Sep11008 Sep11009 Sep11010 Sep11011 Sep11012 Sep11013 Sep11014 Sep11015 Sep11016 Sep11017 Sep11018 Sep11019 Sep11020 Sep11021 Sep11022 Sep11023 Sep11024 Sep11025 Sep11026 Sep11027 Sep11028 Sep11029 Sep11030 Sep11031 Sep11032 Sep11033 Item No. 1122 1243 5462 5462 5319 5462 4312 7258 6321 5462 5319 3166 9966 5234 4312 5417 3166 5234 4312 1122 4111 1243 7258 5234 1122 5066 3166 1122 4111 3166 6321 5319 4111 5066 9752 4111 9764 9764 9752 4111 1369 6431 6321 9764 1369 1122 9764 Item Description Airframe fasteners Airframe fasteners Shielded Cable/ft. Shielded Cable/ft. Shielded Cable/ft. Shielded Cable/ft. Bolt-nut package Pressure Gauge O-Ring Shielded Cable/ft. Shielded Cable/ft. Electrical Connector Hatch Decal Electrical Connector Bolt-nut package Control Panel Electrical Connector Electrical Connector Bolt-nut package Airframe fasteners Bolt-nut package Airframe fasteners Pressure Gauge Electrical Connector Airframe fasteners Shielded Cable/ft. Electrical Connector Airframe fasteners Bolt-nut package Electrical Connector O-Ring Shielded Cable/ft. Bolt-nut package Shielded Cable/ft. Gasket Bolt-nut package Gasket Gasket Gasket Bolt-nut package Airframe fasteners O-Ring O-Ring Gasket Airframe fasteners Airframe fasteners Gasket Item Cost Quantity $ 4.25 19,500 $ 4.25 10,000 $ 1.05 23,000 $ 1.05 21,500 $ 1.10 17,500 $ 1.05 22,500 $ 3.75 4,250 $ 90.00 100 $ 2.45 1,300 $ 1.05 22,500 $ 1.10 18,100 $ 1.25 5,600 $ 0.75 500 $ 1.65 4,500 $ 3.75 4,200 $ 255.00 406 $ 1.25 5,500 $ 1.65 4,850 $ 3.75 4,150 $ 4.25 15,500 $ 3.55 4,800 $ 4.25 9,000 $ 90.00 120 $ 1.65 4,750 $ 4.25 12,500 $ 0.95 25,000 $ 1.25 5,650 $ 4.25 15,000 $ 3.55 4,585 $ 1.25 5,425 $ 2.45 1,200 $ 1.10 16,500 $ 3.55 4,200 $ 0.95 17,500 $ 4.05 1,500 $ 3.55 4,250 $ 3.75 1,980 $ 3.75 1,750 $ 4.05 1,550 $ 3.55 4,200 $ 4.20 15,000 $ 2.85 1,300 $ 2.45 2,500 $ 3.75 1,850 $ 4.20 14,000 $ 4.25 14,500 $ 3.75 1,800 Durrable Products Spacetime Technologies Durrable Products Manley Valve Pylon Accessories Fast-Tie Aerospace Hulkey Fasteners Durrable Products Spacetime Technologies Durrable Products Spacetime Technologies Durrable Products Manley Valve Durrable Products Durrable Products Spacetime Technologies Alum Sheeting Steelpin Inc. Manley Valve Manley Valve Hulkey Fasteners Fast-Tie Aerospace Alum Sheeting Durrable Products Manley Valve Steelpin Inc. Alum Sheeting Manley Valve Alum Sheeting Durrable Products Fast-Tie Aerospace Fast-Tie Aerospace Hulkey Fasteners Steelpin Inc. Steelpin Inc. Spacetime Technologies Alum Sheeting Manley Valve Manley Valve Fast-Tie Aerospace Fast-Tie Aerospace Steelpin Inc. Manley Valve Fast-Tie Aerospace Fast-Tie Aerospace Steelpin Inc. Manley Valve Sep11034 Oct11001 Oct11002 Oct11003 Oct11004 Oct11005 Oct11006 Oct11007 Oct11008 Oct11009 Oct11010 Oct11011 Oct11012 Oct11013 Oct11014 Oct11015 Oct11016 Oct11017 Oct11018 Oct11019 Oct11020 Oct11021 Oct11022 Oct11023 Oct11024 Oct11025 Oct11026 Oct11027 Oct11028 Oct11029 Oct11030 Oct11031 Oct11032 Oct11033 Oct11034 Oct11035 Oct11036 Nov11001 Nov11002 Nov11003 Nov11004 Nov11005 Nov11006 Nov11007 Nov11008 Nov11009 Nov11010 1369 5125 9399 6431 6433 5166 1122 9399 6489 9399 4111 4569 6431 9399 5454 6489 1243 8008 7258 8148 1122 6321 4224 5454 7258 8008 5417 7258 5634 5275 6321 5689 1122 5677 8008 6489 5634 9977 9955 5689 7268 5677 9967 7268 5689 5677 9955 Airframe fasteners Shielded Cable/ft. Gasket O-Ring O-Ring Electrical Connector Airframe fasteners Gasket O-Ring Gasket Bolt-nut package Bolt-nut package O-Ring Gasket Control Panel O-Ring Airframe fasteners Machined Valve Pressure Gauge Machined Valve Airframe fasteners O-Ring Bolt-nut package Control Panel Pressure Gauge Machined Valve Control Panel Pressure Gauge Side Panel Shielded Cable/ft. O-Ring Side Panel Airframe fasteners Side Panel Machined Valve O-Ring Side Panel Panel Decal Door Decal Side Panel Pressure Gauge Side Panel Hatch Decal Pressure Gauge Side Panel Side Panel Door Decal $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ 4.20 1.15 3.65 2.85 2.95 1.25 4.25 3.65 3.00 3.65 3.55 3.50 2.85 3.65 220.00 3.00 4.25 645.00 100.50 655.50 4.25 2.45 3.95 220.00 100.50 645.00 255.00 100.50 185.00 1.00 2.45 175.00 4.25 195.00 645.00 3.00 185.00 1.00 0.55 175.00 95.00 195.00 0.85 95.00 175.00 195.00 0.55 10,000 15,000 1,250 1,350 1,500 5,650 18,000 1,450 1,100 1,985 4,600 3,900 1,250 1,470 550 900 10,500 100 90 125 17,000 1,250 4,500 500 100 150 500 95 150 25,000 1,500 155 17,500 130 120 1,050 140 525 150 150 110 120 550 105 175 110 125 Cost per order A/P Terms (Months) $ 82,875.00 30 $ 42,500.00 30 $ 24,150.00 30 $ 22,575.00 30 $ 19,250.00 30 $ 23,625.00 30 $ 15,937.50 30 $ 9,000.00 45 $ 3,185.00 30 $ 23,625.00 30 $ 19,910.00 30 $ 7,000.00 30 $ 375.00 30 $ 7,425.00 30 $ 15,750.00 30 $ 103,530.00 30 $ 6,875.00 30 $ 8,002.50 30 $ 15,562.50 30 $ 65,875.00 30 $ 17,040.00 25 $ 38,250.00 30 $ 10,800.00 45 $ 7,837.50 30 $ 53,125.00 30 $ 23,750.00 30 $ 7,062.50 30 $ 63,750.00 30 $ 16,276.75 25 $ 6,781.25 30 $ 2,940.00 30 $ 18,150.00 30 $ 14,910.00 25 $ 16,625.00 30 $ 6,075.00 25 $ 15,087.50 25 $ 7,425.00 15 $ 6,562.50 15 $ 6,277.50 25 $ 14,910.00 25 $ 63,000.00 45 $ 3,705.00 30 $ 6,125.00 30 $ 6,937.50 15 $ 58,800.00 45 $ 61,625.00 30 $ 6,750.00 15 Order Date 08/05/11 08/08/11 08/10/11 08/15/11 08/20/11 08/20/11 08/25/11 08/25/11 08/25/11 08/25/11 08/25/11 08/25/11 08/25/11 08/28/11 09/01/11 09/01/11 09/01/11 09/02/11 09/03/11 09/04/11 09/05/11 09/05/11 09/05/11 09/05/11 09/05/11 09/05/11 09/05/11 09/08/11 09/10/11 09/10/11 09/12/11 09/15/11 09/15/11 09/15/11 09/20/11 09/20/11 09/20/11 09/20/11 09/25/11 09/25/11 09/25/11 09/25/11 09/25/11 09/25/11 09/27/11 09/28/11 09/28/11 Arrival Date 08/13/11 08/14/11 08/15/11 08/22/11 08/31/11 08/26/11 09/01/11 08/28/11 09/04/11 09/02/11 09/05/11 08/29/11 08/31/11 09/05/11 09/10/11 09/10/11 09/06/11 09/11/11 09/11/11 09/12/11 09/20/11 09/12/11 09/09/11 09/13/11 09/11/11 09/12/11 09/10/11 09/15/11 09/30/11 09/15/11 09/23/11 10/05/11 10/15/11 09/22/11 09/25/11 10/10/11 09/29/11 09/25/11 10/05/11 10/25/11 09/30/11 10/01/11 10/04/11 10/05/11 10/03/11 10/03/11 10/05/11 $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ $ 42,000.00 17,250.00 4,562.50 3,847.50 4,425.00 7,062.50 76,500.00 5,292.50 3,300.00 7,245.25 16,330.00 13,650.00 3,562.50 5,365.50 121,000.00 2,700.00 44,625.00 64,500.00 9,045.00 81,937.50 72,250.00 3,062.50 17,775.00 110,000.00 10,050.00 96,750.00 127,500.00 9,547.50 27,750.00 25,000.00 3,675.00 27,125.00 74,375.00 25,350.00 77,400.00 3,150.00 25,900.00 525.00 82.50 26,250.00 10,450.00 23,400.00 467.50 9,975.00 30,625.00 21,450.00 68.75 45 25 45 30 15 30 30 45 25 45 25 45 30 45 45 25 30 30 30 30 30 30 30 45 30 30 30 30 30 45 30 30 30 30 30 25 30 30 30 30 30 30 30 30 30 30 30 09/29/11 10/01/11 10/01/11 10/01/11 10/01/11 10/01/11 10/01/11 10/03/11 10/05/11 10/05/11 10/05/11 10/05/11 10/05/11 10/07/11 10/09/11 10/10/11 10/10/11 10/10/11 10/10/11 10/10/11 10/11/11 10/12/11 10/15/11 10/15/11 10/15/11 10/15/11 10/20/11 10/20/11 10/25/11 10/25/11 10/25/11 10/25/11 10/25/11 10/28/11 10/28/11 10/29/11 10/29/11 11/01/11 11/01/11 11/01/11 11/01/11 11/02/11 11/05/11 11/05/11 11/05/11 11/05/11 11/05/11 10/04/11 10/15/11 10/06/11 10/07/11 10/10/11 10/06/11 10/08/11 10/08/11 10/10/11 10/11/11 10/19/11 10/10/11 10/10/11 10/12/11 10/14/11 10/18/11 10/17/11 10/21/11 10/17/11 10/17/11 10/19/11 10/21/11 10/20/11 10/20/11 10/24/11 10/26/11 10/27/11 10/29/11 11/03/11 10/30/11 11/02/11 11/03/11 11/03/11 11/07/11 11/04/11 11/10/11 11/04/11 11/07/11 11/06/11 11/09/11 11/12/11 11/13/11 11/11/11 11/16/11 11/15/11 11/17/11 11/10/11 Observation x1 x2 x3 x4 x5 x6 x7 x8 x9 x10 x11 x12 x13 x14 x15 x16 x17 x18 x19 x20 x21 x22 x23 x24 x25 x26 x27 x28 x29 x30 x31 x32 x33 x34 x35 x36 x37 x38 x39 x40 x41 x42 x43 x44 x45 x46 x47 x48 x49 x50 x51 x52 Cost per order $2,700.00 $19,250.00 $15,937.50 $18,150.00 $23,400.00 $15,750.00 $17,775.00 $127,500.00 $42,500.00 $103,530.00 $6,075.00 $3,300.00 $6,277.50 $17,250.00 $3,150.00 $14,910.00 $4,562.50 $5,292.50 $121,000.00 $5,365.50 $7,245.25 $15,087.50 $14,910.00 $16,330.00 $110,000.00 $13,650.00 $63,000.00 $3,562.50 $9,547.50 $525.00 $3,847.50 $17,040.00 $16,276.75 $3,705.00 $10,050.00 $467.50 $82.50 $4,425.00 $38,250.00 $15,562.50 $27,750.00 $25,900.00 $44,625.00 $7,425.00 $9,000.00 $10,800.00 $58,800.00 $25,000.00 $42,000.00 $3,185.00 $2,940.00 $6,125.00 x53 x54 x55 x56 x57 x58 x59 x60 x61 x62 x63 x64 x65 x66 x67 x68 x69 x70 x71 x72 x73 x74 x75 x76 x77 x78 x79 x80 x81 x82 x83 x84 x85 x86 x87 x88 x89 x90 x91 x92 x93 x94 Sum of cost/order Number of observations $3,062.50 $3,675.00 $26,250.00 $10,450.00 $9,975.00 $23,625.00 $30,625.00 $22,575.00 $24,150.00 $21,450.00 $7,425.00 $7,837.50 $8,002.50 $96,750.00 $64,500.00 $7,062.50 $27,125.00 $23,625.00 $25,350.00 $77,400.00 $19,910.00 $68.75 $82,875.00 $7,000.00 $6,937.50 $9,045.00 $65,875.00 $6,875.00 $76,500.00 $81,937.50 $53,125.00 $63,750.00 $61,625.00 $23,750.00 $7,062.50 $6,781.25 $375.00 $6,750.00 $16,625.00 $74,375.00 $72,250.00 $6,562.50 $2,471,760.00 94 Mean cost/order $26,295.32 Excel AVERAGE function $26,295.32 Rank Cost per order 1 $68.75 2 $82.50 3 $375.00 4 $467.50 5 $525.00 6 $2,700.00 7 $2,940.00 8 $3,062.50 9 $3,150.00 10 $3,185.00 11 $3,300.00 12 $3,562.50 13 $3,675.00 14 $3,705.00 15 $3,847.50 16 $4,425.00 17 $4,562.50 18 $5,292.50 19 $5,365.50 20 $6,075.00 21 $6,125.00 22 $6,277.50 23 $6,562.50 24 $6,750.00 25 $6,781.25 26 $6,875.00 27 $6,937.50 28 $7,000.00 29 $7,062.50 30 $7,062.50 31 $7,245.25 32 $7,425.00 33 $7,425.00 34 $7,837.50 35 $8,002.50 36 $9,000.00 37 $9,045.00 38 $9,547.50 39 $9,975.00 40 $10,050.00 41 $10,450.00 42 $10,800.00 43 $13,650.00 44 $14,910.00 45 $14,910.00 46 $15,087.50 47 $15,562.50 48 $15,750.00 49 $15,937.50 50 $16,276.75 51 $16,330.00 52 $16,625.00 53 $17,040.00 54 $17,250.00 55 $17,775.00 56 $18,150.00 $15,562.50 $15,750.00 Average $15,656.25 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 $19,250.00 $19,910.00 $21,450.00 $22,575.00 $23,400.00 $23,625.00 $23,625.00 $23,750.00 $24,150.00 $25,000.00 $25,350.00 $25,900.00 $26,250.00 $27,125.00 $27,750.00 $30,625.00 $38,250.00 $42,000.00 $42,500.00 $44,625.00 $53,125.00 $58,800.00 $61,625.00 $63,000.00 $63,750.00 $64,500.00 $65,875.00 $72,250.00 $74,375.00 $76,500.00 $77,400.00 $81,937.50 $82,875.00 $96,750.00 $103,530.00 $110,000.00 $121,000.00 $127,500.00 Observation x1 x2 x3 x4 x5 x6 x7 x8 x9 x10 x11 x12 x13 x14 x15 x16 x17 x18 x19 x20 x21 x22 x23 x24 x25 x26 x27 x28 x29 x30 x31 x32 x33 x34 x35 x36 x37 x38 x39 x40 x41 x42 x43 x44 x45 x46 x47 x48 x49 x50 x51 x52 x53 x54 x55 x56 Cost per order $2,700.00 $19,250.00 $15,937.50 $18,150.00 $23,400.00 $15,750.00 $17,775.00 $127,500.00 $42,500.00 $103,530.00 $6,075.00 $3,300.00 $6,277.50 $17,250.00 $3,150.00 $14,910.00 $4,562.50 $5,292.50 $121,000.00 $5,365.50 $7,245.25 $15,087.50 $14,910.00 $16,330.00 $110,000.00 $13,650.00 $63,000.00 $3,562.50 $9,547.50 $525.00 $3,847.50 $17,040.00 $16,276.75 $3,705.00 $10,050.00 $467.50 $82.50 $4,425.00 $38,250.00 $15,562.50 $27,750.00 $25,900.00 $44,625.00 $7,425.00 $9,000.00 $10,800.00 $58,800.00 $25,000.00 $42,000.00 $3,185.00 $2,940.00 $6,125.00 $3,062.50 $3,675.00 $26,250.00 $10,450.00 (xi - mean) -$23,595.32 -$7,045.32 -$10,357.82 -$8,145.32 -$2,895.32 -$10,545.32 -$8,520.32 $101,204.68 $16,204.68 $77,234.68 -$20,220.32 -$22,995.32 -$20,017.82 -$9,045.32 -$23,145.32 -$11,385.32 -$21,732.82 -$21,002.82 $94,704.68 -$20,929.82 -$19,050.07 -$11,207.82 -$11,385.32 -$9,965.32 $83,704.68 -$12,645.32 $36,704.68 -$22,732.82 -$16,747.82 -$25,770.32 -$22,447.82 -$9,255.32 -$10,018.57 -$22,590.32 -$16,245.32 -$25,827.82 -$26,212.82 -$21,870.32 $11,954.68 -$10,732.82 $1,454.68 -$395.32 $18,329.68 -$18,870.32 -$17,295.32 -$15,495.32 $32,504.68 -$1,295.32 $15,704.68 -$23,110.32 -$23,355.32 -$20,170.32 -$23,232.82 -$22,620.32 -$45.32 -$15,845.32 (xi - mean)^2 $556,739,085.74 $49,636,521.91 $107,284,417.52 $66,346,224.04 $8,382,872.97 $111,203,755.95 $72,595,838.40 $10,242,387,426.17 $262,591,681.48 $5,965,195,926.17 $408,861,306.48 $528,784,702.76 $400,713,083.48 $81,817,798.51 $535,705,798.51 $129,625,492.12 $472,315,428.16 $441,118,412.20 $8,968,976,575.10 $438,057,329.61 $362,905,134.58 $125,615,210.08 $129,625,492.12 $99,307,585.74 $7,006,473,596.38 $159,904,096.38 $1,347,233,596.38 $516,781,066.46 $280,489,446.25 $664,109,349.04 $503,904,584.54 $85,660,932.55 $100,371,727.79 $510,322,519.25 $263,910,394.25 $667,076,241.99 $687,111,887.73 $478,310,859.68 $142,914,394.25 $115,193,406.88 $2,116,096.38 $156,277.23 $335,977,200.10 $356,088,944.78 $299,128,064.46 $240,104,915.53 $1,056,554,277.23 $1,677,851.70 $246,637,000.63 $534,086,851.17 $545,470,932.55 $406,841,774.57 $539,763,885.61 $511,678,838.40 $2,053.83 $251,074,138.93 x57 x58 x59 x60 x61 x62 x63 x64 x65 x66 x67 x68 x69 x70 x71 x72 x73 x74 x75 x76 x77 x78 x79 x80 x81 x82 x83 x84 x85 x86 x87 x88 x89 x90 x91 x92 x93 x94 Sum of cost/order Number of observations Mean cost/order $9,975.00 -$16,320.32 $23,625.00 -$2,670.32 $30,625.00 $4,329.68 $22,575.00 -$3,720.32 $24,150.00 -$2,145.32 $21,450.00 -$4,845.32 $7,425.00 -$18,870.32 $7,837.50 -$18,457.82 $8,002.50 -$18,292.82 $96,750.00 $70,454.68 $64,500.00 $38,204.68 $7,062.50 -$19,232.82 $27,125.00 $829.68 $23,625.00 -$2,670.32 $25,350.00 -$945.32 $77,400.00 $51,104.68 $19,910.00 -$6,385.32 $68.75 -$26,226.57 $82,875.00 $56,579.68 $7,000.00 -$19,295.32 $6,937.50 -$19,357.82 $9,045.00 -$17,250.32 $65,875.00 $39,579.68 $6,875.00 -$19,420.32 $76,500.00 $50,204.68 $81,937.50 $55,642.18 $53,125.00 $26,829.68 $63,750.00 $37,454.68 $61,625.00 $35,329.68 $23,750.00 -$2,545.32 $7,062.50 -$19,232.82 $6,781.25 -$19,514.07 $375.00 -$25,920.32 $6,750.00 -$19,545.32 $16,625.00 -$9,670.32 $74,375.00 $48,079.68 $72,250.00 $45,954.68 $6,562.50 -$19,732.82 $2,471,760.00 Sum of squared deviations 94 $26,295.32 $266,352,817.12 $7,130,604.36 $18,746,136.27 $13,840,774.57 $4,602,394.25 $23,477,117.66 $356,088,944.78 $340,691,087.73 $334,627,232.42 $4,963,862,053.83 $1,459,597,638.93 $369,901,332.42 $688,370.31 $7,130,604.36 $893,628.29 $2,611,688,404.89 $40,772,300.63 $687,832,929.32 $3,201,260,285.21 $372,309,341.06 $374,725,162.20 $297,573,510.74 $1,566,551,136.27 $377,148,795.85 $2,520,509,979.36 $3,096,052,289.86 $719,831,774.57 $1,402,853,117.66 $1,248,186,349.04 $6,478,649.57 $369,901,332.42 $380,798,894.75 $671,862,944.78 $382,019,500.63 $93,515,072.44 $2,311,655,710.74 $2,111,832,692.12 $389,384,151.56 $82,825,295,365.68 Variance 890,594,573.82 Excel VAR.S function 890,594,573.82 Observation x74 x37 x89 x36 x30 x1 x51 x53 x15 x50 x12 x28 x54 x34 x31 x38 x17 x18 x20 x11 x52 x13 x94 x90 x88 x80 x77 x76 x68 x87 x21 x44 x63 x64 x65 x45 x78 x29 x57 x35 x56 x46 x26 x16 x23 x22 x40 x6 x3 x33 x24 x91 x32 x14 x7 x4 Cost per order $68.75 $82.50 $375.00 $467.50 $525.00 $2,700.00 $2,940.00 $3,062.50 $3,150.00 $3,185.00 $3,300.00 $3,562.50 $3,675.00 $3,705.00 $3,847.50 $4,425.00 $4,562.50 $5,292.50 $5,365.50 $6,075.00 $6,125.00 $6,277.50 $6,562.50 $6,750.00 $6,781.25 $6,875.00 $6,937.50 $7,000.00 $7,062.50 $7,062.50 $7,245.25 $7,425.00 $7,425.00 $7,837.50 $8,002.50 $9,000.00 $9,045.00 $9,547.50 $9,975.00 $10,050.00 $10,450.00 $10,800.00 $13,650.00 $14,910.00 $14,910.00 $15,087.50 $15,562.50 $15,750.00 $15,937.50 $16,276.75 $16,330.00 $16,625.00 $17,040.00 $17,250.00 $17,775.00 $18,150.00 z-score -0.88 -0.88 -0.87 -0.87 -0.86 -0.79 -0.78 -0.78 -0.78 -0.77 -0.77 -0.76 -0.76 -0.76 -0.75 -0.73 -0.73 -0.70 -0.70 -0.68 -0.68 -0.67 -0.66 -0.65 -0.65 -0.65 -0.65 -0.65 -0.64 -0.64 -0.64 -0.63 -0.63 -0.62 -0.61 -0.58 -0.58 -0.56 -0.55 -0.54 -0.53 -0.52 -0.42 -0.38 -0.38 -0.38 -0.36 -0.35 -0.35 -0.34 -0.33 -0.32 -0.31 -0.30 -0.29 -0.27 x2 x73 x62 x60 x5 x58 x70 x86 x61 x48 x71 x42 x55 x69 x41 x59 x39 x49 x9 x43 x83 x47 x85 x27 x84 x67 x79 x93 x92 x81 x72 x82 x75 x66 x10 x25 x19 x8 $19,250.00 $19,910.00 $21,450.00 $22,575.00 $23,400.00 $23,625.00 $23,625.00 $23,750.00 $24,150.00 $25,000.00 $25,350.00 $25,900.00 $26,250.00 $27,125.00 $27,750.00 $30,625.00 $38,250.00 $42,000.00 $42,500.00 $44,625.00 $53,125.00 $58,800.00 $61,625.00 $63,000.00 $63,750.00 $64,500.00 $65,875.00 $72,250.00 $74,375.00 $76,500.00 $77,400.00 $81,937.50 $82,875.00 $96,750.00 $103,530.00 $110,000.00 $121,000.00 $127,500.00 Mean Standard Deviation $26,295.32 $29,842.83 -0.24 -0.21 -0.16 -0.12 -0.10 -0.09 -0.09 -0.09 -0.07 -0.04 -0.03 -0.01 0.00 0.03 0.05 0.15 0.40 0.53 0.54 0.61 0.90 1.09 1.18 1.23 1.26 1.28 1.33 1.54 1.61 1.68 1.71 1.86 1.90 2.36 2.59 2.80 3.17 3.39 Cost per order Mean Standard Error Median Mode Standard Deviation Sample Variance Kurtosis Skewness Range Minimum Maximum Sum Count A/P Terms (Months) 26295.319149 Mean 3078.0530145 Standard Error 15656.25 Median 14910 Mode 29842.831197 Standard Deviation 890594573.82 Sample Variance 2.0796373023 Kurtosis 1.6642715186 Skewness 127431.25 Range 68.75 Minimum 127500 Maximum 2471760 Sum 94 Count 30.638297872 0.7022940258 30 30 6.8089932053 46.362388469 1.512188562 0.5992650034 30 15 45 2880 94 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