Clean Excel Data - Marketing
Clean excel data in attached file named BUHI Customer Data. The U.S. demographics data will help you replace missing cells within the customer data.  Interpolate missing data using the estimated values from the U.S. demographics dataset based on the customers' zip codes Remove extreme outliers Correct incorrect value formats (e.g., age = “twelve” instead of 12) Remove impossible values (e.g., age = 203) Identify categories from granular data (e.g., determine the state to which a zip code belongs) Identify problem data with complex problems (e.g., the state is Montana, but the country is Canada; the purchase was $100, but the item is a new car; one column says the gender is female, but another says it is male) ID Zip Average Annual Income Average annual disposable funds Education Average age age18-25 age 26-35 age 36-50 age 51-69 age 70+ Population Female Male State 100001 601 40317 4843 Some College 31 0.24 0.18 0.26 0.25 0.07 18570 0.52 0.48 Puerto Rico 100002 602 171862 18804 Some High School 31 0.23 0.2 0.23 0.27 0.07 41520 0.61 0.39 Puerto Rico 100003 603 114528 12932 Some College 33 0.18 0.23 0.25 0.26 0.08 54689 0.63 0.37 Puerto Rico 100004 606 28613 2229 GED 29 0.22 0.21 0.25 0.24 0.08 6615 0.65 0.35 Puerto Rico 100005 610 127263 15719 Master's Degree 27 0.24 0.2 0.3 0.17 0.09 29016 0.43 0.57 Puerto Rico 100006 612 72353 10560 Some College 20 0.39 0.18 0.18 0.18 0.07 67010 0.47 0.53 Puerto Rico 100007 616 39947 3742 Associate's Degree 34 0.18 0.28 0.18 0.28 0.08 11017 0.6 0.4 Puerto Rico 100008 617 57831 6120 Some High School 34 0.23 0.3 0.2 0.19 0.08 24597 0.58 0.42 Puerto Rico 100009 622 179465 15832 Bachelor's Degree 14 0.38 0.19 0.2 0.17 0.06 7853 0.41 0.59 Puerto Rico 100010 623 115604 11600 High School Diploma 33 0.24 0.3 0.2 0.17 0.09 43061 0.55 0.45 Puerto Rico 100011 624 100843 9621 Master's Degree 31 0.18 0.26 0.29 0.2 0.07 26241 0.47 0.53 Puerto Rico 100012 627 83423 5062 High School Diploma 31 0.23 0.17 0.25 0.26 0.09 35159 0.4 0.6 Puerto Rico 100013 631 101315 7554 Associate's Degree 31 0.14 0.26 0.23 0.3 0.07 1852 0.47 0.53 Puerto Rico 100014 637 76277 6383 Some College 31 0.18 0.24 0.23 0.28 0.07 25287 0.55 0.45 Puerto Rico 100015 638 59195 8638 Some High School 31 0.19 0.23 0.29 0.23 0.06 18941 0.47 0.53 Puerto Rico 100016 641 158158 19826 Some High School 28 0.32 0.24 0.17 0.21 0.06 31191 0.58 0.42 Puerto Rico 100017 646 82744 9808 Bachelor's Degree 39 0.25 0.24 0.18 0.27 0.06 38199 0.44 0.56 Puerto Rico 100018 647 27278 2964 Bachelor's Degree 22 0.3 0.23 0.17 0.23 0.07 6172 0.45 0.55 Puerto Rico 100019 650 36587 2246 GED 21 0.26 0.17 0.25 0.25 0.07 14998 0.48 0.52 Puerto Rico 100020 652 156818 18038 High School Diploma 30 0.3 0.22 0.17 0.24 0.07 4715 0.67 0.33 Puerto Rico 100021 653 171023 17599 Some College 30 0.23 0.23 0.19 0.26 0.09 13307 0.42 0.58 Puerto Rico 100022 656 154181 11813 Some College 36 0.18 0.2 0.29 0.27 0.06 21481 0.49 0.51 Puerto Rico 100023 659 116916 11517 GED 29 0.27 0.23 0.22 0.22 0.06 41953 0.58 0.42 Puerto Rico 100024 660 100505 13934 Some High School 30 0.31 0.18 0.25 0.2 0.06 17250 0.52 0.48 Puerto Rico 100025 662 51517 4641 GED 30 0.2 0.18 0.27 0.27 0.08 43282 0.45 0.55 Puerto Rico 100026 664 60270 7061 Associate's Degree 33 0.08 0.3 0.26 0.28 0.08 16784 0.51 0.49 Puerto Rico 100027 667 57881 5247 Doctorate Degree 37 0.2 0.18 0.24 0.3 0.08 25968 0.64 0.36 Puerto Rico 100028 669 106673 12887 Master's Degree 37 0.19 0.22 0.28 0.24 0.07 29744 0.56 0.44 Puerto Rico 100029 670 113713 10741 GED 29 0.31 0.2 0.24 0.17 0.08 9807 0.44 0.56 Puerto Rico 100030 674 101227 9203 Master's Degree 26 0.21 0.25 0.2 0.26 0.08 44457 0.47 0.53 Puerto Rico 100031 676 165476 24297 Bachelor's Degree 30 0.2 0.26 0.18 0.28 0.08 40316 0.49 0.51 Puerto Rico 100032 677 112661 7756 GED 22 0.24 0.26 0.21 0.22 0.07 15272 0.54 0.46 Puerto Rico 100033 678 152943 18787 Master's Degree 31 0.25 0.18 0.21 0.29 0.07 27819 0.59 0.41 Puerto Rico 100034 680 161645 14696 Associate's Degree 30 0.27 0.17 0.25 0.22 0.09 58140 0.5 0.5 Puerto Rico 100035 682 75296 8157 Bachelor's Degree 34 0.24 0.19 0.29 0.21 0.07 32615 0.6 0.4 Puerto Rico 100036 683 81452 5617 Bachelor's Degree 26 0.23 0.27 0.19 0.23 0.08 33772 0.64 0.36 Puerto Rico 100037 685 109887 12628 Some High School 32 0.19 0.28 0.22 0.22 0.09 42831 0.56 0.44 Puerto Rico 100038 687 115822 10296 Some High School 32 0.25 0.18 0.29 0.22 0.06 32610 0.45 0.55 Puerto Rico 100039 688 75857 10060 Master's Degree 32 0.22 0.29 0.17 0.24 0.08 13543 0.54 0.46 Puerto Rico 100040 690 133558 16974 Master's Degree 26 0.28 0.22 0.26 0.18 0.06 6255 0.44 0.56 Puerto Rico 100041 692 112251 12391 Some College 30 0.22 0.17 0.26 0.26 0.09 37511 0.46 0.54 Puerto Rico 100042 693 101274 10693 GED 33 0.22 0.21 0.29 0.2 0.08 61038 0.51 0.49 Puerto Rico 100043 694 59383 3635 Associate's Degree 36 0.26 0.21 0.29 0.17 0.07 328 0.66 0.34 Puerto Rico 100044 698 73257 10678 High School Diploma 28 0.32 0.19 0.22 0.2 0.07 41782 0.46 0.54 Puerto Rico 100045 703 106969 14989 High School Diploma 20 0.23 0.21 0.24 0.24 0.08 28605 0.62 0.38 Puerto Rico 100046 704 112881 12882 Some High School 33 0.27 0.21 0.26 0.2 0.06 8577 0.44 0.56 Puerto Rico 100047 705 130825 10795 Doctorate Degree 37 0.26 0.22 0.26 0.2 0.06 25598 0.58 0.42 Puerto Rico 100048 707 90585 9596 Master's Degree 33 0.18 0.3 0.19 0.25 0.08 12225 0.53 0.47 Puerto Rico 100049 714 131818 8553 Master's Degree 22 0.3 0.18 0.25 0.19 0.08 19566 0.5 0.5 Puerto Rico 100050 715 67745 8702 Some High School 29 0.3 0.25 0.17 0.22 0.06 3656 0.46 0.54 Puerto Rico 100051 716 32098 2643 Associate's Degree 31 0.28 0.2 0.19 0.26 0.07 33779 0.43 0.57 Puerto Rico 100052 717 92805 5253 Bachelor's Degree 28 0.21 0.22 0.3 0.19 0.08 18457 0.67 0.33 Puerto Rico 100053 718 95784 7498 Bachelor's Degree 32 0.22 0.29 0.17 0.25 0.07 26606 0.67 0.33 Puerto Rico 100054 719 151163 9825 Some College 28 0.22 0.25 0.29 0.17 0.07 30990 0.4 0.6 Puerto Rico 100055 720 164173 21937 Bachelor's Degree 30 0.17 0.24 0.27 0.23 0.09 23129 0.49 0.51 Puerto Rico 100056 723 154539 13705 Bachelor's Degree 35 0.18 0.29 0.27 0.18 0.08 19277 0.62 0.38 Puerto Rico 100057 725 51914 5112 Bachelor's Degree 28 0.17 0.29 0.23 0.23 0.08 89374 0.4 0.6 Puerto Rico 100058 727 118925 13656 Some College 30 0.19 0.21 0.23 0.3 0.07 58382 0.64 0.36 Puerto Rico 100059 728 48784 4668 Some High School 40 0.13 0.24 0.24 0.3 0.09 44908 0.52 0.48 Puerto Rico 100060 729 167252 17142 Associate's Degree 33 0.28 0.3 0.19 0.17 0.06 53750 0.63 0.37 Puerto Rico 100061 730 154921 15205 Doctorate Degree 38 0.28 0.29 0.19 0.17 0.07 35742 0.66 0.34 Puerto Rico 100062 731 60275 6657 Master's Degree 18 0.32 0.18 0.17 0.24 0.09 15524 0.55 0.45 Puerto Rico 100063 735 111486 8456 High School Diploma 29 0.21 0.28 0.17 0.26 0.08 13730 0.42 0.58 Puerto Rico 100064 736 61435 8555 Some College 30 0.24 0.28 0.19 0.23 0.06 51532 0.56 0.44 Puerto Rico 100065 738 49989 6270 High School Diploma 41 0.24 0.22 0.17 0.29 0.08 34922 0.55 0.45 Puerto Rico 100066 739 161676 10023 Master's Degree 24 0.3 0.23 0.18 0.22 0.07 39678 0.44 0.56 Puerto Rico 100067 740 162278 17840 Bachelor's Degree 29 0.26 0.18 0.27 0.21 0.08 2071 0.52 0.48 Puerto Rico 100068 741 94334 8648 Doctorate Degree 28 0.24 0.29 0.23 0.18 0.06 4971 0.61 0.39 Puerto Rico 100069 745 135539 9256 High School Diploma 31 0.22 0.28 0.22 0.19 0.09 55062 0.51 0.49 Puerto Rico 100070 751 63904 3844 Bachelor's Degree 26 0.36 0.17 0.23 0.17 0.07 23129 0.43 0.57 Puerto Rico 100071 754 72160 6342 Some College 30 0.19 0.28 0.21 0.26 0.06 40828 0.46 0.54 Puerto Rico 100072 757 51299 6389 Master's Degree 38 0.18 0.2 0.28 0.27 0.07 23263 0.56 0.44 Puerto Rico 100073 765 115724 11378 Associate's Degree 30 0.11 0.27 0.26 0.29 0.07 9098 0.5 0.5 Puerto Rico 100074 766 32054 3648 Master's Degree 39 0.11 0.27 0.3 0.26 0.06 26488 0.45 0.55 Puerto Rico 100075 767 163121 22970 Doctorate Degree 23 0.23 0.17 0.25 0.26 0.09 38019 0.5 0.5 Puerto Rico 100076 769 31581 2360 Associate's Degree 23 0.18 0.25 0.29 0.19 0.09 40248 0.46 0.54 Puerto Rico 100077 771 77193 9629 GED 29 0.29 0.17 0.18 0.28 0.08 38394 0.45 0.55 Puerto Rico 100078 772 29862 1684 Some College 36 0.11 0.26 0.26 0.3 0.07 23105 0.64 0.36 Puerto Rico 100079 773 106782 7601 Bachelor's Degree 38 0.04 0.3 0.28 0.3 0.08 20068 0.56 0.44 Puerto Rico 100080 775 172007 16970 Some High School 26 0.1 0.26 0.27 0.29 0.08 1786 0.48 0.52 Puerto Rico 100081 777 101516 13536 Some High School 30 0.28 0.17 0.25 0.24 0.06 40684 0.48 0.52 Puerto Rico 100082 778 170199 22301 Doctorate Degree 28 0.09 0.27 0.29 0.26 0.09 45429 0.62 0.38 Puerto Rico 100083 780 127579 15937 Bachelor's Degree 22 0.31 0.2 0.18 0.22 0.09 13800 0.48 0.52 Puerto Rico 100084 782 105597 8966 Some College 24 0.41 0.17 0.17 0.19 0.06 19304 0.6 0.4 Puerto Rico 100085 783 108507 9456 Master's Degree 31 0.17 0.24 0.29 0.22 0.08 36557 0.47 0.53 Puerto Rico 100086 784 131804 7427 GED 24 0.23 0.22 0.26 0.2 0.09 44637 0.58 0.42 Puerto Rico 100087 786 69392 6007 Bachelor's Degree 30 0.22 0.18 0.24 0.28 0.08 357 0.52 0.48 Puerto Rico 100088 791 35033 3538 Bachelor's Degree 27 0.23 0.2 0.23 0.26 0.08 53417 0.55 0.45 Puerto Rico 100089 794 116297 5935 Doctorate Degree 27 0.22 0.23 0.24 0.24 0.07 30585 0.5 0.5 Puerto Rico 100090 795 140412 15425 Some College 35 0.2 0.22 0.24 0.26 0.08 48736 0.67 0.33 Puerto Rico 100091 901 100005 9057 Master's Degree 27 0.15 0.23 0.28 0.25 0.09 7080 0.44 0.56 Puerto Rico 100092 906 99232 10926 Associate's Degree 30 0.18 0.24 0.27 0.24 0.07 28 0.48 0.52 Puerto Rico 100093 907 112786 6893 Doctorate Degree 27 0.29 0.18 0.29 0.18 0.06 17458 0.42 0.58 Puerto Rico 100094 909 159163 23184 Master's Degree 28 0.31 0.26 0.17 0.18 0.08 6230 0.52 0.48 Puerto Rico 100095 911 30349 1806 Associate's Degree 36 0.18 0.26 0.3 0.2 0.06 8623 0.54 0.46 Puerto Rico 100096 912 158371 21305 GED 33 0.22 0.19 0.29 0.23 0.07 6801 0.44 0.56 Puerto Rico 100097 913 153684 21690 High School Diploma 31 0.28 0.2 0.18 0.26 0.08 9312 0.61 0.39 Puerto Rico 100098 915 93725 6222 Some High School 25 0.19 0.24 0.3 0.19 0.08 32820 0.42 0.58 Puerto Rico 100099 917 33164 3564 Doctorate Degree 28 0.27 0.28 0.19 0.18 0.08 21053 0.56 0.44 Puerto Rico 100100 918 89609 10415 Some College 31 0.12 0.29 0.22 0.29 0.08 18056 0.62 0.38 Puerto Rico 100101 920 38005 4929 Doctorate Degree 42 0.17 0.28 0.29 0.18 0.08 17893 0.43 0.57 Puerto Rico 100102 921 151030 14498 High School Diploma 26 0.2 0.24 0.22 0.28 0.06 37763 0.59 0.41 Puerto Rico 100103 923 95961 10387 Master's Degree 32 0.15 0.29 0.29 0.18 0.09 29086 0.55 0.45 Puerto Rico 100104 924 34164 2145 Doctorate Degree 23 0.37 0.17 0.22 0.18 0.06 56691 0.54 0.46 Puerto Rico 100105 925 90198 12393 Some High School 37 0.24 0.27 0.2 0.23 0.06 8696 0.55 0.45 Puerto Rico 100106 926 46413 3967 Doctorate Degree 23 0.35 0.19 0.21 0.19 0.06 108862 0.47 0.53 Puerto Rico 100107 927 70518 6277 Some College 25 0.24 0.25 0.2 0.22 0.09 14936 0.6 0.4 Puerto Rico 100108 934 91427 6593 Some College 34 0.25 0.24 0.22 0.22 0.07 288 0.61 0.39 Puerto Rico 100109 936 177921 11177 High School Diploma 26 0.3 0.19 0.17 0.27 0.07 681 0.6 0.4 Puerto Rico 100110 949 66660 4661 Associate's Degree 24 0.24 0.18 0.27 0.25 0.06 82278 0.43 0.57 Puerto Rico 100111 950 121629 11991 Some High School 35 0.21 0.28 0.17 0.25 0.09 33 0.55 0.45 Puerto Rico 100112 951 96624 10713 Doctorate Degree 30 0.19 0.23 0.24 0.26 0.08 59 0.46 0.54 Puerto Rico 100113 952 107815 12113 Associate's Degree 38 0.19 0.2 0.24 0.3 0.07 10008 0.66 0.34 Puerto Rico 100114 953 67735 7126 Some High School 27 0.19 0.29 0.27 0.19 0.06 73014 0.54 0.46 Puerto Rico 100115 956 170575 22417 Associate's Degree 27 0.22 0.25 0.25 0.21 0.07 79304 0.62 0.38 Puerto Rico 100116 957 90098 10315 Master's Degree 32 0.27 0.21 0.26 0.19 0.07 45680 0.45 0.55 Puerto Rico 100117 959 133089 8678 Bachelor's Degree 36 0.14 0.26 0.21 0.3 0.09 50560 0.67 0.33 Puerto Rico 100118 960 169797 20632 Master's Degree 30 0.21 0.24 0.23 0.23 0.09 1779 0.53 0.47 Puerto Rico 100119 961 163970 19010 Doctorate Degree 33 0.13 0.3 0.21 0.28 0.08 32429 0.55 0.45 Puerto Rico 100120 962 55495 5483 Doctorate Degree 24 0.3 0.18 0.23 0.23 0.06 22491 0.55 0.45 Puerto Rico 100121 965 81305 11875 Master's Degree 23 0.38 0.19 0.18 0.18 0.07 9134 0.65 0.35 Puerto Rico 100122 966 44384 4795 Some College 38 0.22 0.29 0.2 0.2 0.09 16676 0.44 0.56 Puerto Rico 100123 968 113483 9473 Some High School 30 0.24 0.25 0.27 0.18 0.06 3478 0.4 0.6 Puerto Rico 100124 969 50910 2559 Some High School 35 0.17 0.27 0.28 0.21 0.07 42219 0.46 0.54 Puerto Rico 100125 971 130097 15650 Bachelor's Degree 24 0.37 0.18 0.19 0.19 0.07 30986 0.57 0.43 Puerto Rico 100126 976 157493 18855 Some College 21 0.32 0.2 0.22 0.2 0.06 65136 0.65 0.35 Puerto Rico 100127 979 28469 3684 Master's Degree 29 0.2 0.25 0.3 0.18 0.07 17030 0.54 0.46 Puerto Rico 100128 982 44428 2764 Bachelor's Degree 28 0.13 0.27 0.27 0.26 0.07 16428 0.42 0.58 Puerto Rico 100129 983 79916 5413 Bachelor's Degree 41 0.14 0.25 0.28 0.24 0.09 39234 0.54 0.46 Puerto Rico 100130 985 135491 12504 Some High School 28 0.12 0.26 0.27 0.29 0.06 36553 0.62 0.38 Puerto Rico 100131 987 164013 19364 Doctorate Degree 36 0.12 0.26 0.26 0.28 0.08 63661 0.6 0.4 Puerto Rico 100132 1001 31748 3970 Some College 29 0.3 0.17 0.25 0.21 0.07 16769 0.46 0.54 Massachusetts 100133 1002 163617 19418 Some College 37 0.16 0.26 0.22 0.27 0.09 29049 0.57 0.43 Massachusetts 100134 1003 138278 14392 GED 23 0.3 0.21 0.23 0.18 0.08 10372 0.63 0.37 Massachusetts 100135 1005 162780 22960 Some College 30 0.16 0.29 0.17 0.3 0.08 5079 0.65 0.35 Massachusetts 100136 1007 136267 19805 Associate's Degree 40 0.18 0.22 0.27 0.24 0.09 14649 0.6 0.4 Massachusetts 100137 1008 150633 10748 Master's Degree 25 0.3 0.17 0.2 0.26 0.07 1263 0.43 0.57 Massachusetts 100138 1009 121118 12842 Associate's Degree 32 0.35 0.17 0.17 0.25 0.06 741 0.56 0.44 Massachusetts 100139 1010 136564 19745 High School Diploma 31 0.28 0.2 0.22 0.24 0.06 3609 0.45 0.55 Massachusetts 100140 1011 172005 11384 Some High School 25 0.27 0.24 0.24 0.18 0.07 1370 0.59 0.41 Massachusetts 100141 1012 152549 15412 Doctorate Degree 28 0.32 0.18 0.23 0.18 0.09 661 0.45 0.55 Massachusetts 100142 1013 97110 13728 Bachelor's Degree 25 0.22 0.23 0.22 0.25 0.08 23188 0.6 0.4 Massachusetts 100143 1020 171538 19671 Associate's Degree 28 0.25 0.18 0.29 0.2 0.08 29668 0.53 0.47 Massachusetts 100144 1022 134499 14505 Master's Degree 31 0.32 0.21 0.18 0.2 0.09 2451 0.59 0.41 Massachusetts 100145 1026 36263 5150 Doctorate Degree 35 0.24 0.18 0.25 0.25 0.08 946 0.46 0.54 Massachusetts 100146 1027 170625 12740 Some College 32 0.19 0.22 0.27 0.25 0.07 17660 0.54 0.46 Massachusetts 100147 1028 170558 9409 Some High School 29 0.17 0.28 0.28 0.2 0.07 15720 0.51 0.49 Massachusetts 100148 1029 131712 14937 Some College 26 0.27 0.25 0.24 0.18 0.06 789 0.6 0.4 Massachusetts 100149 1030 39769 2500 Bachelor's Degree 32 0.12 0.24 0.28 0.3 0.06 11669 0.63 0.37 Massachusetts 100150 1031 126575 14224 GED 35 0.2 0.22 0.2 0.3 0.08 1308 0.47 0.53 Massachusetts 100151 1032 119292 9128 Some High School 27 0.26 0.24 0.19 0.23 0.08 570 0.61 0.39 Massachusetts 100152 1033 119970 10560 Doctorate Degree 25 0.34 0.19 0.23 0.18 0.06 6227 0.46 0.54 Massachusetts 100153 1034 176218 12330 Master's Degree 35 0.25 0.22 0.17 0.3 0.06 2021 0.65 0.35 Massachusetts 100154 1035 42655 5300 High School Diploma 20 0.38 0.19 0.18 0.19 0.06 5250 0.4 0.6 Massachusetts 100155 1036 85580 6858 Bachelor's Degree 29 0.25 0.17 0.23 0.26 0.09 5109 0.43 0.57 Massachusetts 100156 1037 73514 9108 Some College 25 0.23 0.18 0.28 0.23 0.08 838 0.51 0.49 Massachusetts 100157 1038 31291 4646 GED 39 0.13 0.29 0.29 0.23 0.06 2545 0.47 0.53 Massachusetts 100158 1039 77918 10264 Some College 19 0.3 0.17 0.25 0.19 0.09 1336 0.42 0.58 Massachusetts 100159 1040 66783 8290 GED 28 0.2 0.19 0.27 0.28 0.06 39880 0.61 0.39 Massachusetts 100160 1050 64807 5474 Bachelor's Degree 28 0.21 0.28 0.25 0.17 0.09 2530 0.64 0.36 Massachusetts 100161 1053 93409 11112 Bachelor's Degree 34 0.19 0.29 0.23 0.2 0.09 1685 0.58 0.42 Massachusetts 100162 1054 46339 6047 Associate's Degree 28 0.33 0.18 0.22 0.19 0.08 1851 0.62 0.38 Massachusetts 100163 1056 166295 12747 Associate's Degree 33 0.1 0.26 0.3 0.27 0.07 21103 0.44 0.56 Massachusetts 100164 1057 113982 10266 GED 36 0.15 0.19 0.29 0.28 0.09 8534 0.67 0.33 Massachusetts 100165 1060 90638 12609 Master's Degree 28 0.14 0.25 0.3 0.23 0.08 15284 0.62 0.38 Massachusetts 100166 1062 138602 16986 Bachelor's Degree 20 0.24 0.23 0.26 0.21 0.06 11150 0.48 0.52 Massachusetts 100167 1063 67448 7581 Bachelor's Degree 34 0.12 0.3 0.24 0.28 0.06 430 0.65 0.35 Massachusetts 100168 1066 70333 10343 GED 28 0.26 0.2 0.23 0.25 0.06 64 0.63 0.37 Massachusetts 100169 1068 141727 8816 Some High School 27 0.34 0.18 0.24 0.17 0.07 1902 0.53 0.47 Massachusetts 100170 1069 101502 10391 Master's Degree 32 0.32 0.25 0.18 0.18 0.07 8469 0.61 0.39 Massachusetts 100171 1070 97901 11917 Some College 36 0.26 0.19 0.2 0.28 0.07 629 0.46 0.54 Massachusetts 100172 1071 126561 15183 Some College 32 0.24 0.25 0.17 0.27 0.07 1596 0.47 0.53 Massachusetts 100173 1072 163257 14979 Bachelor's Degree 34 0.24 0.17 0.26 0.27 0.06 1478 0.43 0.57 Massachusetts 100174 1073 151782 22228 Some High School 28 0.3 0.18 0.26 0.18 0.08 5792 0.64 0.36 Massachusetts 100175 1074 91482 10769 Master's Degree 31 0.26 0.21 0.26 0.21 0.06 319 0.6 0.4 Massachusetts 100176 1075 152760 22785 High School Diploma 23 0.23 0.27 0.23 0.18 0.09 17527 0.47 0.53 Massachusetts 100177 1077 157505 20286 High School Diploma 33 0.23 0.23 0.3 0.18 0.06 9502 0.61 0.39 Massachusetts 100178 1079 120885 12587 Doctorate Degree 37 0.28 0.27 0.19 0.17 0.09 692 0.63 0.37 Massachusetts 100179 1080 165800 13591 Master's Degree 35 0.07 0.27 0.3 0.28 0.08 2334 0.58 0.42 Massachusetts 100180 1081 58715 7592 Bachelor's Degree 26 0.29 0.17 0.23 0.22 0.09 1698 0.57 0.43 Massachusetts 100181 1082 125930 6629 Doctorate Degree 33 0.21 0.27 0.19 0.25 0.08 10322 0.47 0.53 Massachusetts 100182 1083 84410 4362 GED 38 0.3 0.27 0.2 0.17 0.06 2888 0.52 0.48 Massachusetts 100183 1084 37365 3203 Associate's Degree 24 0.19 0.27 0.22 0.23 0.09 176 0.52 0.48 Massachusetts 100184 1085 109141 8423 Associate's Degree 16 0.28 0.23 0.21 0.22 0.06 41117 0.63 0.37 Massachusetts 100185 1086 56514 8135 Doctorate Degree 33 0.17 0.25 0.23 0.28 0.07 687 0.46 0.54 Massachusetts 100186 1088 158892 21809 Master's Degree 26 0.15 0.22 0.29 0.27 0.07 670 0.49 0.51 Massachusetts 100187 1089 33701 1842 Some High School 29 0.14 0.27 0.26 0.24 0.09 28391 0.6 0.4 Massachusetts 100188 1092 175716 23908 Some High School 31 0.27 0.17 0.2 0.27 0.09 1394 0.62 0.38 Massachusetts 100189 1093 65883 7596 High School Diploma 35 0.23 0.17 0.23 0.3 0.07 325 0.53 0.47 Massachusetts 100190 1094 47525 3274 Associate's Degree 35 0.17 0.29 0.29 0.17 0.08 351 0.59 0.41 Massachusetts 100191 1095 74509 8770 Doctorate Degree 29 0.22 0.27 0.25 0.19 0.07 14319 0.58 0.42 Massachusetts 100192 1096 87940 10243 Bachelor's Degree 27 0.2 0.18 0.27 0.26 0.09 2217 0.63 0.37 Massachusetts 100193 1097 34015 4997 Some College 38 0.26 0.28 0.17 0.23 0.06 111 0.46 0.54 Massachusetts 100194 1098 109321 15457 Bachelor's Degree 24 0.23 0.25 0.25 0.2 0.07 1101 0.41 0.59 Massachusetts 100195 1103 75244 6565 Some High School 23 0.19 0.3 0.24 0.21 0.06 2479 0.48 0.52 Massachusetts 100196 1104 121923 17458 Some High School 37 0.17 0.22 0.23 0.29 0.09 22865 0.6 0.4 Massachusetts 100197 1105 97166 10996 GED 31 0.29 0.27 0.17 0.18 0.09 12350 0.65 0.35 Massachusetts 100198 1106 155218 16636 High School Diploma 26 0.35 0.22 0.17 0.18 0.08 16021 0.57 0.43 Massachusetts 100199 1107 31562 3790 Doctorate Degree 27 0.15 0.27 0.21 0.28 0.09 11611 0.57 0.43 Massachusetts 100200 1108 83178 8805 High School Diploma 37 0.24 0.2 0.2 0.3 0.06 26688 0.45 0.55 Massachusetts 100201 1109 104350 7994 Some College 27 0.24 0.3 0.18 0.2 0.08 30250 0.53 0.47 Massachusetts 100202 1118 34194 4040 Some College 35 0.27 0.19 0.21 0.24 0.09 14071 0.53 0.47 Massachusetts 100203 1119 140366 11491 Some High School 21 0.28 0.17 0.22 0.26 0.07 14152 0.6 0.4 Massachusetts 100204 1128 95007 9871 Associate's Degree 24 0.19 0.3 0.18 0.27 0.06 2631 0.67 0.33 Massachusetts 100205 1129 151699 16897 Doctorate Degree 42 0.06 0.27 0.3 0.28 0.09 7019 0.51 0.49 Massachusetts 100206 1151 124123 9993 Some High School 35 0.18 0.26 0.29 0.18 0.09 8698 0.51 0.49 Massachusetts 100207 1199 140322 13228 Some High School 34 0.3 0.27 0.18 0.18 0.07 24 0.46 0.54 Massachusetts 100208 1201 103167 8586 GED 40 0.18 0.24 0.3 0.21 0.07 46504 0.46 0.54 Massachusetts 100209 1220 155628 15887 Some High School 32 0.24 0.29 0.22 0.17 0.08 8603 0.47 0.53 Massachusetts 100210 1222 61582 6399 Bachelor's Degree 25 0.35 0.17 0.19 0.21 0.08 829 0.42 0.58 Massachusetts 100211 1223 117397 6673 High School Diploma 29 0.23 0.25 0.27 0.17 0.08 2314 0.63 0.37 Massachusetts 100212 1224 163026 22753 Bachelor's Degree 25 0.17 0.27 0.28 0.19 0.09 182 0.5 0.5 Massachusetts 100213 1225 51738 5800 Doctorate Degree 32 0.22 0.26 0.22 0.24 0.06 3117 0.45 0.55 Massachusetts 100214 1226 85377 7495 Bachelor's Degree 37 0.24 0.29 0.2 0.18 0.09 6945 0.62 0.38 Massachusetts 100215 1229 126711 13146 Associate's Degree 28 0.16 0.28 0.26 0.24 0.06 95 0.6 0.4 Massachusetts 100216 1230 107232 13279 Some College 25 0.37 0.2 0.17 0.2 0.06 8430 0.61 0.39 Massachusetts 100217 1235 105223 8103 High School Diploma 30 0.23 0.27 0.23 0.18 0.09 2766 0.62 0.38 Massachusetts 100218 1236 141717 14002 GED 30 0.15 0.29 0.17 0.3 0.09 1509 0.44 0.56 Massachusetts 100219 1237 144912 14565 Some High School 20 0.29 0.22 0.22 0.2 0.07 2496 0.42 0.58 Massachusetts 100220 1238 91107 6566 Master's Degree 34 0.18 0.23 0.23 0.27 0.09 6047 0.54 0.46 Massachusetts 100221 1240 113945 12508 Associate's Degree 32 0.13 0.29 0.24 0.26 0.08 4534 0.61 0.39 Massachusetts 100222 1242 98218 13669 GED 29 0.22 0.3 0.2 0.2 0.08 476 0.6 0.4 Massachusetts 100223 1243 106393 7584 GED 39 0.19 0.19 0.3 0.26 0.06 334 0.66 0.34 Massachusetts 100224 1244 68204 5298 Master's Degree 39 0.24 0.22 0.28 0.19 0.07 151 0.46 0.54 Massachusetts 100225 1245 40535 2093 Some College 27 0.15 0.29 0.25 0.23 0.08 985 0.42 0.58 Massachusetts 100226 1247 55565 4285 Master's Degree 25 0.28 0.18 0.22 0.26 0.06 16087 0.64 0.36 Massachusetts 100227 1253 119821 9192 Master's Degree 26 0.12 0.26 0.28 0.25 0.09 731 0.63 0.37 Massachusetts 100228 1254 154485 20229 Bachelor's Degree 27 0.32 0.21 0.18 0.23 0.06 972 0.46 0.54 Massachusetts 100229 1255 55278 5094 Some High School 22 0.29 0.2 0.21 0.23 0.07 915 0.52 0.48 Massachusetts 100230 1256 70321 10444 Some College 31 0.15 0.23 0.24 0.29 0.09 692 0.56 0.44 Massachusetts 100231 1257 168357 16385 Bachelor's Degree 29 0.3 0.17 0.19 0.25 0.09 2121 0.42 0.58 Massachusetts 100232 1258 156661 13671 Doctorate Degree 31 0.17 0.26 0.22 0.28 0.07 374 0.49 0.51 Massachusetts 100233 1259 133352 18538 Master's Degree 33 0.33 0.22 0.17 0.2 0.08 635 0.59 0.41 Massachusetts 100234 1260 85786 6868 Bachelor's Degree 30 0.26 0.26 0.18 0.23 0.07 240 0.65 0.35 Massachusetts 100235 1262 140201 16904 GED 29 0.23 0.21 0.25 0.23 0.08 1238 0.57 0.43 Massachusetts 100236 1264 34395 3721 Bachelor's Degree 34 0.24 0.21 0.29 0.18 0.08 137 0.6 0.4 Massachusetts 100237 1266 128710 10141 GED 21 0.3 0.21 0.2 0.21 0.08 1463 0.66 0.34 Massachusetts 100238 1267 156157 17895 Master's Degree 30 0.18 0.19 0.28 0.28 0.07 7989 0.6 0.4 Massachusetts 100239 1270 154518 9270 Some College 41 0.17 0.19 0.3 0.28 0.06 778 0.66 0.34 Massachusetts 100240 1301 178431 19227 Associate's Degree 19 0.32 0.19 0.23 0.19 0.07 17700 0.66 0.34 Massachusetts 100241 1330 79030 7193 Associate's Degree 30 0.18 0.27 0.23 0.26 0.06 1506 0.55 0.45 Massachusetts 100242 1331 88779 10127 High School Diploma 36 0.11 0.26 0.26 0.3 0.07 13263 0.57 0.43 Massachusetts 100243 1337 69244 6286 Doctorate Degree 30 0.24 0.25 0.26 0.18 0.07 2596 0.59 0.41 Massachusetts 100244 1338 135319 18143 Associate's Degree 28 0.27 0.2 0.26 0.2 0.07 187 0.43 0.57 Massachusetts 100245 1339 42658 5912 Associate's Degree 33 0.14 0.3 0.3 0.2 0.06 1438 0.61 0.39 Massachusetts 100246 1340 52580 5691 Associate's Degree 34 0.19 0.17 0.3 0.25 0.09 1701 0.44 0.56 Massachusetts 100247 1341 84138 10185 Master's Degree 39 0.2 0.29 0.2 0.25 0.06 1833 0.65 0.35 Massachusetts 100248 1342 128659 12605 High School Diploma 25 0.18 0.25 0.23 0.25 0.09 1492 0.45 0.55 Massachusetts 100249 1343 61820 6244 Associate's Degree 29 0.24 0.21 0.3 0.19 0.06 75 0.46 0.54 Massachusetts 100250 1344 97182 10069 Some College 27 0.33 0.23 0.17 0.18 0.09 1498 0.44 0.56 Massachusetts 100251 1346 149703 8572 Doctorate Degree 27 0.18 0.25 0.24 0.26 0.07 533 0.51 0.49 Massachusetts 100252 1347 142253 13016 High School Diploma 28 0.13 0.25 0.3 0.24 0.08 166 0.55 0.45 Massachusetts 100253 1349 111920 11639 High School Diploma 19 0.26 0.23 0.2 0.22 0.09 1091 0.65 0.35 Massachusetts 100254 1350 110863 13415 GED 30 0.26 0.29 0.22 0.17 0.06 121 0.4 0.6 Massachusetts 100255 1351 101463 7374 Master's Degree 36 0.16 0.18 0.28 0.3 0.08 2270 0.66 0.34 Massachusetts 100256 1354 153000 9769 Some College 29 0.33 0.25 0.18 0.17 0.07 1500 0.5 0.5 Massachusetts 100257 1355 28250 1557 GED 22 0.19 0.23 0.21 0.28 0.09 878 0.56 0.44 Massachusetts 100258 1360 161528 18224 Some High School 19 0.2 0.24 0.24 0.24 0.08 3032 0.65 0.35 Massachusetts 100259 1364 111238 7573 Associate's Degree 25 0.23 0.23 0.19 0.27 0.08 7969 0.41 0.59 Massachusetts 100260 1366 175414 10393 Doctorate Degree 22 0.22 0.26 0.21 0.25 0.06 1277 0.52 0.48 Massachusetts 100261 1367 153294 16682 Associate's Degree 31 0.3 0.27 0.2 0.17 0.06 522 0.44 0.56 Massachusetts 100262 1368 68415 9711 Doctorate Degree 35 0.22 0.28 0.22 0.22 0.06 1261 0.47 0.53 Massachusetts 100263 1370 135659 18493 Doctorate Degree 40 0.24 0.3 0.19 0.19 0.08 4084 0.4 0.6 Massachusetts 100264 1373 158556 13282 Some College 28 0.18 0.28 0.23 0.23 0.08 4600 0.51 0.49 Massachusetts 100265 1375 70298 7767 Associate's Degree 33 0.26 0.28 0.2 0.2 0.06 3684 0.53 0.47 Massachusetts 100266 1376 90429 9016 Some High School 30 0.28 0.22 0.25 0.17 0.08 5247 0.62 0.38 Massachusetts 100267 1378 71863 4434 Doctorate Degree 42 0.11 0.23 0.3 0.29 0.07 774 0.64 0.36 Massachusetts 100268 1379 73127 5057 Doctorate Degree 36 0.12 0.29 0.26 0.25 0.08 813 0.45 0.55 Massachusetts 100269 1420 104241 14643 Associate's Degree 23 0.3 0.2 0.19 0.22 0.09 40337 0.63 0.37 Massachusetts 100270 1430 110939 12720 Some High School 34 0.24 0.23 0.27 0.18 0.08 6089 0.66 0.34 Massachusetts 100271 1431 161061 20427 Bachelor's Degree 39 0.26 0.17 0.2 0.29 0.08 3074 0.55 0.45 Massachusetts 100272 1432 27170 3276 Some High School 32 0.27 0.29 0.19 0.19 0.06 7089 0.49 0.51 Massachusetts 100273 1434 106231 9958 Bachelor's Degree 22 0.21 0.24 0.25 0.23 0.07 1795 0.5 0.5 Massachusetts 100274 1436 148630 11759 Some High School 25 0.08 0.29 0.29 0.25 0.09 3336 0.59 0.41 Massachusetts 100275 1438 105292 5981 Some High School 37 0.13 0.28 0.29 0.22 0.08 559 0.66 0.34 Massachusetts 100276 1440 50930 5987 Master's Degree 30 0.3 0.18 0.19 0.26 0.07 20347 0.49 0.51 Massachusetts 100277 1450 121609 16183 Associate's Degree 27 0.28 0.22 0.22 0.2 0.08 10646 0.43 0.57 Massachusetts 100278 1451 29546 1677 Associate's Degree 33 0.2 0.17 0.29 0.25 0.09 4747 0.48 0.52 Massachusetts 100279 1452 162266 20665 Associate's Degree 32 0.09 0.29 0.24 0.29 0.09 4382 0.45 0.55 Massachusetts 100280 1453 96579 12682 Associate's Degree 34 0.23 0.18 0.26 0.24 0.09 40883 0.59 0.41 Massachusetts 100281 1460 94180 8064 GED 29 0.25 0.2 0.21 0.27 0.07 8924 0.65 0.35 Massachusetts 100282 1462 179485 10291 Master's Degree 38 0.25 0.19 0.28 0.22 0.06 10086 0.62 0.38 Massachusetts 100283 1463 39106 3235 Doctorate Degree 35 0.21 0.3 0.17 0.25 0.07 11497 0.54 0.46 Massachusetts 100284 1464 154953 16740 High School Diploma 36 0.08 0.3 0.29 0.24 0.09 7211 0.62 0.38 Massachusetts 100285 1467 179342 10942 GED 28 0.34 0.23 0.19 0.17 0.07 316 0.45 0.55 Massachusetts 100286 1468 149554 16367 Associate's Degree 34 0.23 0.29 0.24 0.17 0.07 4021 0.47 0.53 Massachusetts 100287 1469 146863 20071 Some High School 32 0.11 0.27 0.28 0.26 0.08 6801 0.46 0.54 Massachusetts 100288 1473 119291 9339 Some High School 31 0.04 0.29 0.3 0.3 0.07 7277 0.51 0.49 Massachusetts 100289 1474 33596 2819 Bachelor's Degree 27 0.23 0.28 0.18 0.25 0.06 2125 0.4 0.6 Massachusetts 100290 1475 111723 16311 Associate's Degree 33 0.3 0.21 0.21 0.21 0.07 10270 0.56 0.44 Massachusetts 100291 1501 38172 3653 High School Diploma 34 0.23 0.19 0.22 0.3 0.06 16075 0.45 0.55 Massachusetts 100292 1503 124774 8708 Associate's Degree 31 0.25 0.27 0.2 0.2 0.08 2866 0.42 0.58 Massachusetts 100293 1504 137134 13681 GED 30 0.28 0.18 0.25 0.22 0.07 9026 0.64 0.36 Massachusetts 100294 1505 50545 6680 GED 29 0.25 0.26 0.19 0.24 0.06 4355 0.41 0.59 Massachusetts 100295 1506 160213 20986 Doctorate Degree 28 0.25 0.21 0.21 0.26 0.07 3390 0.58 0.42 Massachusetts 100296 1507 165318 16159 Bachelor's Degree 36 0.26 0.18 0.2 0.28 0.08 12981 0.4 0.6 Massachusetts 100297 1510 157280 23170 Master's Degree 36 0.2 0.23 0.24 0.25 0.08 13606 0.54 0.46 Massachusetts 100298 1515 85986 9902 Some High School 37 0.13 0.28 0.26 0.25 0.08 2183 0.62 0.38 Massachusetts 100299 1516 76533 11100 Doctorate Degree 39 0.11 0.25 0.27 0.29 0.08 8500 0.4 0.6 Massachusetts 100300 1518 69296 10085 GED 27 0.24 0.23 0.18 0.26 0.09 2974 0.44 0.56 Massachusetts 100301 1519 164602 17715 Doctorate Degree 40 0.13 0.25 0.25 0.3 0.07 6595 0.56 0.44 Massachusetts 100302 1520 … ID Customer ID Age Gender State Annual Income Annual Disposal Education Level Zip Code 785 CB001785 29 Male Alaska $35,000 $1,750 Master's Degree 99756 1354 CB002354 24 Female Oregon $24,000 $1,200 High School Diploma 97329 1161 CB002161 33 Female Maryland $28,000 $840 Associate's Degree 20833 1230 CB002230 27 Male New Mexico $34,000 $1,360 Bachelor's Degree 88267 1015 CB002015 19 Female Arkansas $4,400 $264 None 72752 782 CB001782 21 Other California $22,000 $880 Some High School 95432 1220 CB002220 35 Female Oklahoma $98,000 $3,920 Master's Degree 74421 1414 CB002414 23 Male Maine $12,000 $840 Some High School 4024 137 CB001137 37 Male Wisconsin $60,000 $3,600 Master's Degree 54425 541 CB001541 20 Male Maryland $8,100 $729 High School Diploma 20626 500 CB001500 40 Male California $140,000 $5,600 GED 95228 1006 CB002006 42 Male Montana $100,000 $4,000 Master's Degree 59440 1171 CB002171 33 Male North Carolina $44,000 $3,520 GED 27953 799 CB001799 25 Male State $36,000 $1,440 Master's Degree 48759 114 CB001114 39 Male Wisconsin $79,000 $6,320 Bachelor's Degree 53716 617 CB001617 36 Male Oklahoma $58,000 $4,060 Some College 74352 399 CB001399 46 Male Mississippi $110,000 $6,600 High School Diploma 38917 1456 CB002456 21 Other Utah $1,050 High School Diploma 84304 1013 CB002013 42 Male Texas $120,000 $9,600 Associate's Degree 75206 807 CB001807 18 Female South Carolina $4,500 $135 None 29377 194 CB001194 30 Female Florida $49,000 $3,430 High School Diploma 33014 882 CB001882 31 Male Carson City $31,000 $2,790 Master's Degree 95825 1053 CB002053 36 Female New York $63,000 $1,890 Associate's Degree 12861 1122 CB002122 44 Other Pennsylvania $120,000 $8,400 GED 18826 196 CB001196 24 Female Kansas $13,000 $1,040 Associate's Degree 66840 217 CB001217 21 Male Oregon $14,000 $840 Associate's Degree 97865 730 CB001730 45 Male Indiana $100,000 $5,000 Some College 46379 78 CB001078 20 Male Georgia $8,200 $492 High School Diploma 31512 50 CB001050 170 Male Michigan $33,000 $2,310 Master's Degree 49705 367 CB001367 16 Male Virginia $1,300 $104 None 24656 421 CB001421 32 Female Idaho $39,000 $2,340 High School Diploma 83648 39 CB001039 31 Male Florida $36,000 $1,080 Bachelor's Degree 32771 624 CB001624 39 Female Arkansas $78,000 $4,680 Bachelor's Degree 71749 374 CB001374 22 Male Georgia $19,000 $1,140 GED 30182 408 CB001408 35 Male New Mexico $76,000 $3,040 GED 88417 404 CB001404 32 Other Georgia $47,000 $1,880 Some High School 30216 560 CB001560 28 Male Georgia $30,000 $1,500 Some High School 31805 1090 CB002090 48 Female Texas $110,000 $5,500 GED 79110 623 CB001623 39 Male New Mexico $89,000 $3,560 Some High School 87321 592 CB001592 30 Male New Hampshire $27,000 $2,430 High School Diploma 3033 949 CB001949 37 Male Tennessee $63,000 $5,040 Master's Degree 38034 257 CB001257 27 Male Arizona $31,000 $930 Master's Degree 85373 679 CB001679 36 Male Pennsylvania $72,000 $5,040 Some High School 15715 783 CB001783 30 Male Michigan $42,000 $2,100 Associate's Degree 49959 331 CB001331 35 Male Virginia $81,000 $6,480 Master's Degree 23294 1496 CB002496 27 Female Indiana $42,000 $1,260 Master's Degree 46045 1263 CB002263 46 Male Minnesota $140,000 $7,000 Some High School 56308 113 CB001113 37 Male Kansas $97,000 $7,760 Some High School 66769 989 CB001989 37 Male Michigan $65,000 $3,250 Doctorate Degree 49963 1382 CB002382 47 Male New Jersey $130,000 $10,400 Master's Degree 7727 1404 CB002404 28 Other California $40,000 $3,600 High School Diploma 92518 1033 CB002033 17 Female Minnesota $1,100 $33 Some High School 55798 1149 CB002149 44 Male Nebraska $120,000 $8,400 Some High School 68362 801 CB001801 48 Female Pennsylvania $110,000 $5,500 Master's Degree 19142 299 CB001299 30 Male Montana $44,000 $2,640 Some High School 59722 1448 CB002448 18 Male Missouri $5,000 $150 None 63045 43 CB001043 31 Male Massachusetts $39,000 $1,170 Some High School 2557 888 CB001888 46 Male Idaho $130,000 $3,900 GED 83822 256 CB001256 26 Male New York $26,000 $1,560 Some High School 12523 587 CB001587 17 Male Missouri $1,100 $77 High School Diploma 64636 1279 CB002279 39 Female New York $72,000 $5,040 Bachelor's Degree 10168 630 CB001630 29 Female Montana $27,000 $1,080 Bachelor's Degree 59035 1206 CB002206 41 Male Wyoming $120,000 $4,800 Associate's Degree 82435 962 CB001962 31 Male Indiana $31,000 $2,170 Some College 47324 529 CB001529 32 Female New Hampshire $48,000 $4,320 Some College 3442 1396 CB002396 18 Female Oklahoma $2,100 $147 None 73620 980 CB001980 45 Male Mississippi $120,000 $7,200 Bachelor's Degree 39426 517 CB001517 47 Male Tennessee $110,000 $5,500 Bachelor's Degree 38333 1135 CB002135 27 Male Mississippi $45,000 $2,700 Some High School 38865 1250 CB002250 42 Female Arkansas $140,000 $4,200 Some College 72017 139 CB001139 22 Male Minnesota $18,000 $720 Associate's Degree 56120 1447 CB002447 40 Male North Carolina $150,000 $9,000 Master's Degree 27890 14 CB001014 42 Male Iowa $120,000 $6,000 High School Diploma 50668 990 CB001990 42 Other Idaho $110,000 $6,600 Associate's Degree 83676 3 CB001003 19 Male Arkansas $3,300 $297 GED 72442 1499 CB002499 41 Male Arkansas $140,000 $8,400 Some College 72644 388 CB001388 23 Female Virginia $15,000 $450 Associate's Degree 23829 170 CB001170 22 Male Colorado $18,000 $1,260 GED 80449 694 CB001694 45 Female Minnesota $150,000 $6,000 Bachelor's Degree 55965 892 CB001892 38 Male New York $76,000 $6,840 Some High School 10199 323 CB001323 39 Male Mississippi $54,000 $2,700 Bachelor's Degree 39744 1075 CB002075 41 Male Nevada $130,000 $7,800 Associate's Degree 89440 237 CB001237 41 Female Minnesota $140,000 $5,600 High School Diploma 56343 1259 CB002259 43 Other Wisconsin $120,000 $7,200 High School Diploma 53556 1478 CB002478 19 Other Nebraska $3,200 $96 Some High School 68462 1009 CB002009 32 Male Pennsylvania $28,000 $1,120 Bachelor's Degree 19153 1076 CB002076 26 Male Colorado $32,000 224O GED 80610 729 CB001729 27 Female New York $33,000 $2,640 Some College 12953 470 CB001470 32 Female Texas $28,000 $2,520 Associate's Degree 79789 1355 CB002355 16 Male Texas $1,300 $65 None 77562 627 CB001627 34 Female New Jersey $40,000 $2,800 Bachelor's Degree 7950 891 CB001891 41 Male Arizona $130,000 $6,500 Some College 85268 67 CB001067 44 Female Oklahoma $120,000 $8,400 GED 73532 297 CB001297 41 Female Montana $150,000 $10,500 Some College 59918 754 CB001754 36 Male Oregon $75,000 $6,000 Master's Degree 97431 1289 CB002289 47 Female Florida $120,000 $10,800 High School Diploma 32052 936 CB001936 41 Male Nebraska $140,000 $4,200 Bachelor's Degree 68883 1305 CB002305 39 Other Arkansas $72,000 $4,320 GED 72950 362 CB001362 16 Male Ohio $420 None 44504 1401 CB002401 23 Male Kentucky $17,000 $510 Some High School 41543 1089 CB002089 16 Other Florida $1,600 $64 None 34785 1363 CB002363 23 Male Virginia $21,000 $840 Some High School 23505 559 CB001559 21 Female Minnesota $12,000 $720 High School Diploma 55036 1068 CB002068 34 Female Massachusetts $47,000 $3,760 Bachelor's Degree 1331 31 CB001031 22 Other Oklahoma $12,000 $360 Associate's Degree 74342 808 CB001808 45 Male New Hampshire $120,000 $8,400 Associate's Degree 3838 1185 CB002185 34 Male Iowa $35,000 $2,450 Associate's Degree 50510 221 CB001221 35 Female Florida $60,000 $1,800 Master's Degree 34769 716 CB001716 45 Male California $140,000 $12,600 Some College 95497 490 CB001490 27 Female Michigan $29,000 $2,320 Master's Degree 49051 1035 CB002035 35 Female Montana $69,000 $3,450 Bachelor's Degree 59864 1375 CB002375 25 Female New Jersey $46,000 $4,140 GED 8105 160 CB001160 16 Female Oklahoma $870 $44 None 73547 284 CB001284 23 Female Pennsylvania $21,000 $1,470 Associate's Degree 18657 1341 CB002341 23 Female Texas $21,000 $630 Associate's Degree 78670 30 CB001030 30 New Jersey $40,000 $3,600 High School Diploma 7630 70 CB001070 16 Female Pennsylvania $840 $50 None 18463 1267 CB002267 43 mallll Virginia $140,000 $12,600 GED 24577 814 CB001814 33 Male Washington $49,000 $3,920 Bachelor's Degree 98045 1270 CB002270 27 Male Iowa $40,000 $3,200 Master's Degree 50626 952 CB001952 26 Female Colorado $47,000 $3,760 Master's Degree 80864 1098 CB002098 21 Female Texas $14,000 $700 Bachelor's Degree 77436 1136 CB002136 45 Female Washington $110,000 $8,800 High School Diploma 98022 280 CB001280 40 Female New York $140,000 $9,800 Some College 12496 1326 CB002326 38 Male New Jersey $51,000 $1,530 High School Diploma 8502 1455 CB002455 37 Female Wyoming $85,000 $4,250 Doctorate Degree 82217 342 CB001342 22 Male Maryland $17,000 $850 Associate's Degree 20882 431 CB001431 25 Female Illinois $46,000 $1,840 High School Diploma 60514 1174 CB002174 30 Male Mississippi $42,000 $2,520 Associate's Degree 39362 95 CB001095 44 Female Maryland $150,000 $7,500 Bachelor's Degree 21863 576 CB001576 20 Female Utah $6,400 $576 High School Diploma 84733 501 CB001501 17 Male North Dakota blank $91 GED 58402 677 CB001677 34 Female New York $36,000 $2,880 Some High School 12086 350 CB001350 33 Female Colorado $49,000 $1,470 Bachelor's Degree 80488 572 CB001572 26 Male Louisiana $37,000 $2,220 Bachelor's Degree 70802 789 CB001789 30 Other North Dakota $28,000 $1,120 Master's Degree 58704 685 CB001685 43 Male Nevada $110,000 $6,600 Some High School 89004 674 CB001674 43 Male Mississippi $130,000 $3,900 GED 39771 633 CB001633 27 Male Vermont $28,000 $1,680 Some High School 5068 1387 CB002387 23 Male North Carolina $13,000 $520 Some College 28901 1256 CB002256 41 Female Nevada $130,000 $10,400 Some High School 89801 479 CB001479 43 Female Texas $100,000 $6,000 Associate's Degree 75705 1358 CB002358 29 Male Michigan $45,000 $3,150 Associate's Degree 49104 579 CB001579 35 Female North Dakota $63,000 $5,040 Master's Degree 58707 5 CB001005 19 Female New York $3,600 $288 High School Diploma 11720 996 CB001996 27 Male Pennsylvania $41,000 $1,230 Some College 15764 1093 CB002093 34 Male Texas $31,000 $1,240 None 75778 48 CB001048 25 Female Maine $43,000 $1,290 Associate's Degree 4862 922 CB001922 29 Other Maryland $33,000 $1,980 Associate's Degree 21853 1369 CB002369 40 Male Oregon $130,000 $3,900 GED 97014 1032 CB002032 42 Female Michigan $110,000 $3,300 Associate's Degree 48661 205 CB001205 23 Male North Dakota $21,000 $1,260 Associate's Degree 58277 872 CB001872 18 Female Washington $3,300 $99 High School Diploma 99029 743 CB001743 16 Female $1,700 $119 None 46928 1143 CB002143 43 Male Connecticut $140,000 $9,800 Some College 6401 268 CB001268 19 Male Michigan $2,600 $104 GED 49249 306 CB001306 44 Other West Virginia $130,000 $3,900 High School Diploma 25103 1088 CB002088 46 Male Ohio $140,000 $7,000 High School Diploma 43974 1254 CB002254 34 Other Oklahoma $25,000 $1,500 Master's Degree 74126 1287 CB002287 45 Male Texas $140,000 $7,000 High School Diploma 77984 1180 CB002180 48 Female Utah $150,000 $12,000 Some College 84540 389 CB001389 29 Male Michigan $45,000 $4,050 Master's Degree 49265 97 CB001097 31 Female Virginia $40,000 $3,600 None 22623 702 CB001702 16 Other Indiana $920 $55 None 46990 1384 CB002384 31 Female Ohio $37,000 $2,590 None 44230 573 CB001573 41 Female Nebraska $130,000 $5,200 Master's Degree 68116 92 CB001092 41 Male Indiana $110,000 $8,800 Bachelor's Degree 46988 84 CB001084 21 Male Washington $16,000 $1,440 Associate's Degree 98408 81 CB001081 27 Male South Dakota $48,000 $2,400 Associate's Degree 57278 1178 CB002178 40 Male Mississippi $130,000 $11,700 Associate's Degree 39325 660 CB001660 222 Male Florida $9,100 $637 None 33035 6 CB001006 26 Female Massachusetts $27,000 $2,160 High School Diploma 2108 1480 CB002480 26 Male Pennsylvania $29,000 $1,740 Master's Degree 16351 1239 CB002239 33 Texas $38,000 $3,040 None 77964 1471 CB002471 30 Female South Dakota $43,000 $3,010 None 57758 1061 CB002061 47 Female Missouri $110,000 $3,300 Associate's Degree 64153 761 CB001761 26 Female Louisiana $37,000 $2,590 Master's Degree 71101 162 CB001162 46 Male Michigan $130,000 $3,900 Master's Degree 48335 1348 CB002348 46 Male Texas $150,000 $9,000 Bachelor's Degree 75657 718 CB001718 37 Other Massachusetts $72,000 $3,600 Associate's Degree 1431 305 CB001305 30 Male New Jersey $35,000 $1,400 Some College 8011 1131 CB002131 41 Male Georgia $130,000 $5,200 Some College 30189 199 CB001199 -2 Female Illinois $26,000 $1,560 Bachelor's Degree 61323 303 CB001303 47 Other Connecticut $120,000 $9,600 Master's Degree 6442 1479 CB002479 42 Other Massachusetts $110,000 $9,900 Some High School 1740 976 CB001976 38 Other Illinois $100,000 $7,000 Bachelor's Degree 62951 831 CB001831 16 Female Arkansas $1,900 $171 None 71956 1195 CB002195 19 Male Missouri $3,900 $273 None 64652 489 CB001489 43 Female California $150,000 $6,000 GED 93313 926 CB001926 29 Gender Utah $43,000 $2,580 GED 84062 544 CB001544 19 Female New Jersey $5,000 $400 GED 7023 15 CB001015 31 Male Arkansas $38,000 $1,900 High School Diploma 71937 112 CB001112 39 Male Oregon $71,000 $4,260 Some College 97636 1146 CB002146 18 Female Washington $2,700 $162 None 98362 302 CB001302 31 Male Connecticut $49,000 $4,410 None 6373 696 CB001696 28 Male Washington $34,000 $1,700 Some College 98649 939 CB001939 48 Male Michigan $150,000 $6,000 High School Diploma 48050 829 CB001829 33 Female Missouri $1,550 Associate's Degree 65692 844 CB001844 23 Male Minnesota $13,000 $390 High School Diploma 55003 142 CB001142 43 Male Texas $130,000 $10,400 Master's Degree 76557 1306 CB002306 48 Other Oklahoma $120,000 $8,400 Bachelor's Degree 73057 671 CB001671 17 Male Pennsylvania $1,200 $84 GED 17935 1483 CB002483 48 Female West Virginia $120,000 $8,400 Associate's Degree 24898 125 CB001125 33 Male Massachusetts $37,000 $1,110 Associate's Degree 1940 1293 CB002293 46 Male California $100,000 $6,000 Some College 96141 1388 CB002388 45 Other Tennessee $140,000 $8,400 Master's Degree 37134 1158 CB002158 42 Male Ohio $150,000 $9,000 Bachelor's Degree 44682 1157 CB002157 19 Male California $2,200 $110 High School Diploma 92567 1059 CB002059 48 Male Wyoming $140,000 $12,600 Bachelor's Degree 82435 1030 CB002030 35 Male Kansas $95,000 $5,700 High School Diploma 67213 356 CB001356 43 Female Kansas $100,000 $9,000 Master's Degree 66833 461 CB001461 21 Male Minnesota $12,000 $960 Bachelor's Degree 55049 1005 CB002005 26 Male New Hampshire $29,000 $1,450 Bachelor's Degree 3598 428 CB001428 43 Male Indiana $150,000 $4,500 Some High School 46350 1429 CB002429 38 Male New Mexico $58,000 $4,640 GED 87539 947 CB001947 35 Male New Mexico $88,000 $2,640 GED 88250 1350 CB002350 37 Male West Virginia $84,000 $6,720 Master's Degree 26134 668 CB001668 33 Male Maine $26,000 $2,340 High School Diploma 4769 1020 CB002020 27 Male Massachusetts $48,000 $3,360 Master's Degree 1260 798 CB001798 43 Male West Virginia $140,000 $8,400 GED 25646 498 CB001498 34 Other Alaska $44,000 $3,520 Master's Degree 99761 818 CB001818 39 Male Maine $66,000 $5,280 Doctorate Degree 3904 1360 CB002360 47 Female Colorado $120,000 $6,000 Bachelor's Degree 80422 201 CB001201 35 Female Indiana $98,000 $6,860 Doctorate Degree 47130 597 CB001597 28 Female Washington $28,000 $2,240 Some High School 98012 267 CB001267 37 Male North Dakota $98,000 $5,880 GED 58741 64 CB001064 38 Other South Dakota $95,000 $6,650 High School Diploma 57748 1261 CB002261 33 Female Virginia $40,000 $2,000 Some High School 22079 721 CB001721 23 Female California $19,000 $1,140 GED 92553 277 CB001277 16 Female Wyoming $1,500 $60 None 82801 524 CB001524 42 Other $130,000 $11,700 GED 4255 912 CB001912 31 Male Illinois $47,000 $3,760 None 61072 777 CB001777 19 Male Montana $4,900 $343 education 59064 74 CB001074 22 Male North Dakota $19,000 $1,330 Some High School 58366 995 CB001995 43 Male Washington $150,000 $4,500 Some College 98846 979 CB001979 26 Male Virginia $47,000 $2,350 High School Diploma 23110 1200 CB002200 21 Female Pennsylvania $17,000 $850 Some High School 19562 1169 CB002169 36 Female Wisconsin $78,000 $3,900 Master's Degree 54737 488 CB001488 21 Female Pennsylvania $23,000 Bachelor's Degree 16232 588 CB001588 22 Male California $16,000 $800 Bachelor's Degree 95482 626 CB001626 28 Other Florida $44,000 $0 Associate's Degree 32804 1436 CB002436 20 Female Pennsylvania $9,800 $294 High School Diploma 16410 599 CB001599 445 Male Wisconsin $130,000 $3,900 Associate's Degree 54555 1268 CB002268 38 Male Nebraska $53,000 $3,180 Some College 68327 229 CB001229 39 Male Wisconsin $84,000 $7,560 Some High School 53928 1364 CB002364 23 Other Kansas $25,000 $1,750 Associate's Degree 67643 615 CB001615 46 Male California $110,000 $3,300 GED 92868 1156 CB002156 48 Male Washington $140,000 $12,600 High School Diploma 98568 648 CB001648 21 Male Ohio $12,000 $1,080 GED 43950 386 CB001386 47 Male Washington $130,000 $6,500 Some College 99152 1476 CB002476 18 Other Missouri $2,600 $234 Some High School 65705 87 CB001087 43 Female Virginia $110,000 $7,700 Master's Degree 22312 311 CB001311 41 Female Nebraska $140,000 $9,800 Bachelor's Degree 68448 603 CB001603 24 Male Illinois $14,000 $700 Bachelor's Degree 62886 1155 CB002155 17 Female Missouri $1,800 $108 Some High School 64781 994 CB001994 36 Female Delaware $6,030 Some College 19706 714 CB001714 36 Other Wisconsin $71,000 $6,390 Doctorate Degree 54739 1500 CB002500 22 Male Kentucky $23,000 $920 GED 41544 686 CB001686 23 Female Illinois $16,000 $800 Associate's Degree 61815 1411 CB002411 19 Female Kansas $4,800 $144 Some High School 67491 1017 CB002017 34 Male California $43,000 $3,870 Some College 91205 723 CB001723 38 Female West Virginia $95,000 $5,700 Some College 26739 1432 CB002432 33 Male Nevada $48,000 $1,440 Associate's Degree 89109 1389 CB002389 41 Male North Dakota $140,000 $7,000 Some High School 58421 1201 CB002201 38 Female Kentucky $96,000 $6,720 Master's Degree 41052 751 CB001751 41 Female New Hampshire $140,000 $4,200 Master's Degree 3832 839 CB001839 35 Female Kansas $86,000 $6,880 Master's Degree 67212 1164 CB002164 45 Other Oregon $110,000 $7,700 GED 97535 535 CB001535 28 Male Illinois $36,000 $3,240 GED 60406 118 CB001118 42 Female North Dakota $140,000 $7,000 High School Diploma 58763 1228 CB002228 20 Female Montana $8,800 $704 Some High School 59469 491 CB001491 34 Female Pennsylvania $43,000 $1,290 Master's Degree 15927 228 CB001228 46 Female Florida $140,000 $11,200 Some College 32202 1176 CB002176 3 Other Maryland $29,000 $2,610 Some High School 21911 168 CB001168 34 Male Kansas $35,000 $2,450 Associate's Degree 66026 816 CB001816 17 Male California $1,200 $72 High School Diploma 95672 842 CB001842 29 Female Virginia $41,000 $2,460 High School Diploma 23875 188 CB001188 25 Female North Carolina $48,000 $1,440 Bachelor's Degree 27343 49 CB001049 25 Male South Dakota $47,000 $3,760 Associate's Degree 57747 1304 CB002304 18 Female Iowa $4,100 $246 None 51022 616 CB001616 30 Male Minnesota $43,000 $3,440 High School Diploma 56657 13 CB001013 43 Male Louisiana $130,000 $5,200 Bachelor's Degree 71232 968 CB001968 19 Male Montana $3,100 $186 None 59854 1209 CB002209 48 Male South Carolina $130,000 $7,800 High School Diploma 29911 44 CB001044 34 Other Iowa $26,000 $780 High School Diploma 52748 1183 CB002183 23 Female New York $22,000 $1,540 Associate's Degree 13850 607 CB001607 17 Male Kansas $1,700 $136 High School Diploma 67008 561 CB001561 32 Female Montana $47,000 $3,290 Associate's Degree 59826 862 CB001862 36 Other New Jersey $75,000 $6,750 High School Diploma 7436 1339 CB002339 36 Male Ohio $72,000 $5,760 Bachelor's Degree 44139 20 CB001020 30 Female Minnesota $35,000 $1,050 Bachelor's Degree 55609 1464 CB002464 43 Male Nevada $150,000 $6,000 Some College 89830 509 CB001509 20 Male Florida $9,500 $855 GED 33809 1203 CB002203 20 Other Michigan $7,300 $438 None 49236 1029 CB002029 37 Female Ohio $80,000 $6,400 GED 45158 1222 CB002222 30 Female Virginia $33,000 $1,980 Associate's Degree 24148 965 CB001965 35 Female Ohio $96,000 $2,880 Some High School 45132 735 CB001735 23 Female Minnesota $14,000 $560 High School Diploma 55322 492 CB001492 48 Male Indiana $140,000 $9,800 Bachelor's Degree 47946 32 CB001032 43 Male Illinois ($150,000) $9,000 Bachelor's Degree 61434 924 CB001924 44 Female Arizona $120,000 $6,000 Some College 85281 206 CB001206 39 Female West Virginia $71,000 $4,970 Bachelor's Degree 25688 1332 CB002332 29 Male California $28,000 $1,400 Master's Degree 95670 259 CB001259 25 Male Missouri $27,000 $810 Associate's Degree 64109 1474 CB002474 40 Other New Jersey $150,000 $12,000 Some High School 7068 533 CB001533 43 Male Texas $120,000 $8,400 High School Diploma 79021 468 CB001468 38 Female Tennessee $94,000 $5,640 GED 37779 82 CB001082 41 Female Iowa $150,000 $7,500 Associate's Degree 51346 1193 CB002193 47 Male Idaho $6,500 Some College 83647 680 CB001680 35 Female Wisconsin $100,000 $5,000 High School Diploma 54474 806 CB001806 18 Female Texas $4,200 $378 Some High School 76109 1237 CB002237 21 Male Arkansas $15,000 $750 Bachelor's Degree 71973 407 CB001407 48 Female Virginia $120,000 $9,600 GED 22821 200 CB001200 2 Female Connecticut $120,000 $8,400 Master's Degree 6811 900 CB001900 29 Male Hawaii $31,000 $1,860 High School Diploma 96783 300 CB001300 28 Female California $49,000 $4,410 Some High School 94618 963 CB001963 31 Female $34,000 $2,040 GED 55711 263 CB001263 33 Male Oklahoma $31,000 $2,170 Some College 73505 1182 CB002182 23 Male Arizona $20,000 $1,400 Some High School 85339 1278 CB002278 36 Male South Carolina $69,000 $4,140 Some High School 29407 348 CB001348 37 Female New Jersey $66,000 $2,640 7979 1095 CB002095 29 Female Pennsylvania $49,000 $3,920 High School Diploma 15051 786 CB001786 22 Male California $21,000 $630 Some High School 94586 715 CB001715 23 Female Indiana $18,000 $720 GED 46408 1393 CB002393 45 Female Pennsylvania $120,000 $8,400 15137 1240 CB002240 34 Female Massachusetts $30,000 $2,400 High School Diploma 2723 688 CB001688 31 Male California $39,000 $3,510 Some High School 94618 474 CB001474 16 Male Missouri $1,200 $60 None 63648 1134 CB002134 29 Female Idaho $40,000 $1,600 Some High School 83554 1407 CB002407 24 Male Michigan $22,000 $1,980 Associate's Degree 48727 1462 CB002462 37 Other Georgia $76,000 $5,320 Bachelor's Degree 39859 209 CB001209 37 Female Washington $74,000 $2,220 Associate's Degree 98862 216 CB001216 34 Female Oklahoma $38,000 $1,900 Education unknown 73840 1399 CB002399 17 Female Kentucky $1,200 $96 None 42518 938 CB001938 35 Male Georgia $72,000 $5,760 GED 30650 824 CB001824 43 Male Massachusetts $150,000 $6,000 Some College 1778 770 CB001770 16 Female California $940 $47 None 90640 57 CB001057 39 Male Alabama $72,000 $3,600 High School Diploma 35212 1425 CB002425 30 Female Pennsylvania $30,000 $2,700 None 16826 1373 CB002373 39 Male Arkansas $90,000 $4,500 Doctorate Degree 72940 1335 CB002335 18 Female Texas $5,000 $400 Some High School 77861 141 CB001141 43 Male Nebraska $130,000 $10,400 Associate's Degree 68128 121 CB001121 41 Male Colorado $130,000 $3,900 Bachelor's Degree 81036 10 CB001010 39 Female Ohio $67,000 $4,690 Some High School 44266 126 CB001126 35 Other Maine $69,000 $3,450 Master's Degree 4736 1391 CB002391 44 Male Ohio $150,000 $10,500 GED 43032 1421 CB002421 39 Male Montana $59,000 $1,770 Master's Degree 59226 33 CB001033 38 Female North Carolina $72,000 $4,320 Some High School 28032 1452 CB002452 38 Male Florida $92,000 $7,360 High School Diploma 32780 40 CB001040 18 Male Alabama $4,400 $396 Some High School 35441 984 CB001984 32 Male Pennsylvania $45,000 $1,350 Master's Degree 17017 918 CB001918 29 Female Texas $29,000 $870 Some College 76490 393 CB001393 40 Female Idaho $120,000 $4,800 Associate's Degree 83848 950 CB001950 32 Male New Hampshire $45,000 $3,150 Some College 3604 823 CB001823 26 Female California $26,000 $2,340 Some College 94509 795 CB001795 38 Female Texas $63,000 $3,150 Some College 79521 110 CB001110 30 Male Indiana $28,000 $2,520 None 46978 1236 CB002236 25 Male North Dakota $36,000 $1,080 High School Diploma 58442 7 CB001007 43 Female Massachusetts $150,000 $9,000 Some High School 1030 349 CB001349 42 Male West Virginia $110,000 $4,400 High School Diploma 25162 1249 CB002249 25 Female Kentucky $38,000 $3,420 Bachelor's Degree 42440 943 CB001943 29 Male Utah $47,000 $3,290 Master's Degree 84109 856 CB001856 20 Female Michigan $9,700 $776 None 49861 1050 CB002050 16 Male Indiana $1,600 $112 None 46530 574 CB001574 37 Male New Jersey $59,000 $4,720 Some High School 8752 52 CB001052 16 Male Virginia $190 $11 None 24225 1345 CB002345 37 Michigan $66,000 $2,640 Some High School 48168 172 CB001172 40 Male Illinois $130,000 $7,800 Some High School 61332 709 CB001709 46 Male Missouri $140,000 $9,800 GED 63735 787 CB001787 20 Male Michigan $8,400 $672 GED 48853 23 CB001023 44 Female New York $110,000 $8,800 Bachelor's Degree 10306 845 CB001845 31 Male Ohio $35,000 $1,400 GED 44417 320 CB001320 16 Male New York $1,700 $68 None 14802 255 CB001255 39 Alabama Alabama $92,000 $8,280 Bachelor's Degree 35083 187 CB001187 39 Male Massachusetts $54,000 $3,780 GED 2645 63 CB001063 41 Male Kentucky $100,000 $3,000 High School Diploma 41045 195 CB001195 40 Male Ohio $130,000 $9,100 Some College 44815 1 CB001001 16 Female Missouri $630 $32 None 63656 220 CB001220 44 Male Illinois $130,000 $7,800 Some College 60146 701 CB001701 31 Male Utah $44,000 $3,520 GED 84723 934 CB001934 43 Female Kentucky $120,000 $8,400 Bachelor's Degree 41526 970 CB001970 16 Other California $720 $22 None 94938 1054 CB002054 40 Male Indiana $120,000 $9,600 GED 47424 971 CB001971 26 Female Nebraska $42,000 $3,360 High School Diploma 68855 301 CB001301 24 Male Pennsylvania $22,000 $1,980 16364 1187 CB002187 45 Female Ohio $130,000 $3,900 GED 43723 726 CB001726 27 Male Tennessee $41,000 $1,230 Associate's Degree 38128 400 CB001400 20 Female Kentucky $7,100 $213 High School Diploma 41234 614 CB001614 42 Other Rhode Island $150,000 $13,500 Some College 2859 18 CB001018 43 Other Illinois $130,000 $5,200 Some High School 61438 1423 CB002423 36 Male Kansas $94,000 $5,640 GED 67563 921 CB001921 41 Male Arizona $120,000 $6,000 Bachelor's Degree 85137 447 CB001447 47 Male Pennsylvania $100,000 $4,000 Some High School 18237 122 CB001122 42 Female California $140,000 $5,600 Some College 95930 1497 CB002497 31 Female Texas $28,000 $1,400 None 77075 1333 CB002333 32 Other North Carolina $28,000 $1,400 Some College 28610 450 CB001450 22 Male Virginia $19,000 $760 Some High School 22932 449 CB001449 44 Female Pennsylvania $130,000 $6,500 Master's Degree 16142 620 CB001620 42 Female Montana $130,000 $7,800 Bachelor's Degree 59482 1298 CB002298 44 Male Illinois $130,000 $6,500 Bachelor's Degree 60957 681 CB001681 20 Female New Jersey $8,800 $616 High School Diploma 7847 1299 CB002299 34 Female Oregon $28,000 $1,960 Master's Degree 97419 211 CB001211 44 Male New York $140,000 $7,000 GED 14843 370 CB001370 24 Male New Mexico $18,000 $540 Associate's Degree 87749 853 CB001853 31 Other Oklahoma $48,000 $1,440 Associate's Degree 73127 1336 CB002336 45 Male Ohio $140,000 $7,000 Some High School 45115 1273 CB002273 26 Male Kansas $27,000 $2,160 High School Diploma 67576 275 CB001275 33 Male Illinois $41,000 $1,640 Some High School 60053 822 CB001822 33 Male Minnesota $39,000 $2,730 Some High School 56434 203 CB001203 27 Male Florida $42,000 $3,780 Some High School 33478 1127 CB002127 41 Male Tennessee $100,000 $8,000 Master's Degree 37641 1337 CB002337 23 Female Missouri $18,000 $1,440 Some High School 64720 543 CB001543 33 Female Missouri $34,000 $1,700 Associate's Degree 64477 764 CB001764 41 Male Ohio $140,000 $11,200 Some High School 44288 643 CB001643 41 Female
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Indigenous Australian Entrepreneurs Exami Calculus (people influence of  others) processes that you perceived occurs in this specific Institution Select one of the forms of stratification highlighted (focus on inter the intersectionalities  of these three) to reflect and analyze the potential ways these ( American history Pharmacology Ancient history . Also Numerical analysis Environmental science Electrical Engineering Precalculus Physiology Civil Engineering Electronic Engineering ness Horizons Algebra Geology Physical chemistry nt When considering both O lassrooms Civil Probability ions Identify a specific consumer product that you or your family have used for quite some time. This might be a branded smartphone (if you have used several versions over the years) or the court to consider in its deliberations. Locard’s exchange principle argues that during the commission of a crime Chemical Engineering Ecology aragraphs (meaning 25 sentences or more). Your assignment may be more than 5 paragraphs but not less. INSTRUCTIONS:  To access the FNU Online Library for journals and articles you can go the FNU library link here:  https://www.fnu.edu/library/ In order to n that draws upon the theoretical reading to explain and contextualize the design choices. Be sure to directly quote or paraphrase the reading ce to the vaccine. Your campaign must educate and inform the audience on the benefits but also create for safe and open dialogue. A key metric of your campaign will be the direct increase in numbers.  Key outcomes: The approach that you take must be clear Mechanical Engineering Organic chemistry Geometry nment Topic You will need to pick one topic for your project (5 pts) Literature search You will need to perform a literature search for your topic Geophysics you been involved with a company doing a redesign of business processes Communication on Customer Relations. Discuss how two-way communication on social media channels impacts businesses both positively and negatively. Provide any personal examples from your experience od pressure and hypertension via a community-wide intervention that targets the problem across the lifespan (i.e. includes all ages). Develop a community-wide intervention to reduce elevated blood pressure and hypertension in the State of Alabama that in in body of the report Conclusions References (8 References Minimum) *** Words count = 2000 words. *** In-Text Citations and References using Harvard style. *** In Task section I’ve chose (Economic issues in overseas contracting)" Electromagnetism w or quality improvement; it was just all part of good nursing care.  The goal for quality improvement is to monitor patient outcomes using statistics for comparison to standards of care for different diseases e a 1 to 2 slide Microsoft PowerPoint presentation on the different models of case management.  Include speaker notes... .....Describe three different models of case management. visual representations of information. They can include numbers SSAY ame workbook for all 3 milestones. You do not need to download a new copy for Milestones 2 or 3. When you submit Milestone 3 pages): Provide a description of an existing intervention in Canada making the appropriate buying decisions in an ethical and professional manner. Topic: Purchasing and Technology You read about blockchain ledger technology. Now do some additional research out on the Internet and share your URL with the rest of the class be aware of which features their competitors are opting to include so the product development teams can design similar or enhanced features to attract more of the market. The more unique low (The Top Health Industry Trends to Watch in 2015) to assist you with this discussion.         https://youtu.be/fRym_jyuBc0 Next year the $2.8 trillion U.S. healthcare industry will   finally begin to look and feel more like the rest of the business wo evidence-based primary care curriculum. Throughout your nurse practitioner program Vignette Understanding Gender Fluidity Providing Inclusive Quality Care Affirming Clinical Encounters Conclusion References Nurse Practitioner Knowledge Mechanics and word limit is unit as a guide only. The assessment may be re-attempted on two further occasions (maximum three attempts in total). All assessments must be resubmitted 3 days within receiving your unsatisfactory grade. You must clearly indicate “Re-su Trigonometry Article writing Other 5. June 29 After the components sending to the manufacturing house 1. In 1972 the Furman v. Georgia case resulted in a decision that would put action into motion. Furman was originally sentenced to death because of a murder he committed in Georgia but the court debated whether or not this was a violation of his 8th amend One of the first conflicts that would need to be investigated would be whether the human service professional followed the responsibility to client ethical standard.  While developing a relationship with client it is important to clarify that if danger or Ethical behavior is a critical topic in the workplace because the impact of it can make or break a business No matter which type of health care organization With a direct sale During the pandemic Computers are being used to monitor the spread of outbreaks in different areas of the world and with this record 3. Furman v. Georgia is a U.S Supreme Court case that resolves around the Eighth Amendments ban on cruel and unsual punishment in death penalty cases. The Furman v. Georgia case was based on Furman being convicted of murder in Georgia. Furman was caught i One major ethical conflict that may arise in my investigation is the Responsibility to Client in both Standard 3 and Standard 4 of the Ethical Standards for Human Service Professionals (2015).  Making sure we do not disclose information without consent ev 4. Identify two examples of real world problems that you have observed in your personal Summary & Evaluation: Reference & 188. Academic Search Ultimate Ethics We can mention at least one example of how the violation of ethical standards can be prevented. Many organizations promote ethical self-regulation by creating moral codes to help direct their business activities *DDB is used for the first three years For example The inbound logistics for William Instrument refer to purchase components from various electronic firms. During the purchase process William need to consider the quality and price of the components. In this case 4. A U.S. Supreme Court case known as Furman v. Georgia (1972) is a landmark case that involved Eighth Amendment’s ban of unusual and cruel punishment in death penalty cases (Furman v. Georgia (1972) With covid coming into place In my opinion with Not necessarily all home buyers are the same! When you choose to work with we buy ugly houses Baltimore & nationwide USA The ability to view ourselves from an unbiased perspective allows us to critically assess our personal strengths and weaknesses. This is an important step in the process of finding the right resources for our personal learning style. Ego and pride can be · By Day 1 of this week While you must form your answers to the questions below from our assigned reading material CliftonLarsonAllen LLP (2013) 5 The family dynamic is awkward at first since the most outgoing and straight forward person in the family in Linda Urien The most important benefit of my statistical analysis would be the accuracy with which I interpret the data. The greatest obstacle From a similar but larger point of view 4 In order to get the entire family to come back for another session I would suggest coming in on a day the restaurant is not open When seeking to identify a patient’s health condition After viewing the you tube videos on prayer Your paper must be at least two pages in length (not counting the title and reference pages) The word assimilate is negative to me. I believe everyone should learn about a country that they are going to live in. It doesnt mean that they have to believe that everything in America is better than where they came from. It means that they care enough Data collection Single Subject Chris is a social worker in a geriatric case management program located in a midsize Northeastern town. She has an MSW and is part of a team of case managers that likes to continuously improve on its practice. The team is currently using an I would start off with Linda on repeating her options for the child and going over what she is feeling with each option.  I would want to find out what she is afraid of.  I would avoid asking her any “why” questions because I want her to be in the here an Summarize the advantages and disadvantages of using an Internet site as means of collecting data for psychological research (Comp 2.1) 25.0\% Summarization of the advantages and disadvantages of using an Internet site as means of collecting data for psych Identify the type of research used in a chosen study Compose a 1 Optics effect relationship becomes more difficult—as the researcher cannot enact total control of another person even in an experimental environment. Social workers serve clients in highly complex real-world environments. Clients often implement recommended inte I think knowing more about you will allow you to be able to choose the right resources Be 4 pages in length soft MB-920 dumps review and documentation and high-quality listing pdf MB-920 braindumps also recommended and approved by Microsoft experts. The practical test g One thing you will need to do in college is learn how to find and use references. References support your ideas. College-level work must be supported by research. You are expected to do that for this paper. You will research Elaborate on any potential confounds or ethical concerns while participating in the psychological study 20.0\% Elaboration on any potential confounds or ethical concerns while participating in the psychological study is missing. Elaboration on any potenti 3 The first thing I would do in the family’s first session is develop a genogram of the family to get an idea of all the individuals who play a major role in Linda’s life. After establishing where each member is in relation to the family A Health in All Policies approach Note: The requirements outlined below correspond to the grading criteria in the scoring guide. At a minimum Chen Read Connecting Communities and Complexity: A Case Study in Creating the Conditions for Transformational Change Read Reflections on Cultural Humility Read A Basic Guide to ABCD Community Organizing Use the bolded black section and sub-section titles below to organize your paper. For each section Losinski forwarded the article on a priority basis to Mary Scott Losinksi wanted details on use of the ED at CGH. He asked the administrative resident