Bank Churners Pythons Bank Churners Project. Appreciate fast response. I will give the detailed requirement on this via PM. Thank you. CLIENTNUM Attrition_

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Bank Churners Pythons Bank Churners Project. Appreciate fast response. I will give the detailed requirement on this via PM. Thank you. CLIENTNUM Attrition_Flag Customer_Age Gender Dependent_count Education_Level Marital_Status Income_Category Card_Category Months_on_book Total_Relationship_Count Months_Inactive_12_mon Contacts_Count_12_mon Credit_Limit Total_Revolving_Bal Avg_Open_To_Buy Total_Amt_Chng_Q4_Q1 Total_Trans_Amt Total_Trans_Ct Total_Ct_Chng_Q4_Q1 Avg_Utilization_Ratio

768805383 Existing Customer 45 M 3 High School Married $60K – $80K Blue 39 5 1 3 12691 777 11914 1.335 1144 42 1.625 0.061

818770008 Existing Customer 49 F 5 Graduate Single Less than $40K Blue 44 6 1 2 8256 864 7392 1.541 1291 33 3.714 0.105

713982108 Existing Customer 51 M 3 Graduate Married $80K – $120K Blue 36 4 1 0 3418 0 3418 2.594 1887 20 2.333 0

769911858 Existing Customer 40 F 4 High School NaN Less than $40K Blue 34 3 4 1 3313 2517 796 1.405 1171 20 2.333 0.76

709106358 Existing Customer 40 M 3 Uneducated Married $60K – $80K Blue 21 5 1 0 4716 0 4716 2.175 816 28 2.5 0

713061558 Existing Customer 44 M 2 Graduate Married $40K – $60K Blue 36 3 1 2 4010 1247 2763 1.376 1088 24 0.846 0.311

810347208 Existing Customer 51 M 4 N/A Married $120K + Gold 46 6 1 3 34516 2264 32252 1.975 1330 31 0.722 0.066

818906208 Existing Customer 32 M 0 High School NaN $60K – $80K Silver 27 2 2 2 29081 1396 27685 2.204 1538 36 0.714 0.048

710930508 Existing Customer 37 M 3 Uneducated Single $60K – $80K Blue 36 5 2 0 22352 2517 19835 3.355 1350 24 1.182 0.113

719661558 Existing Customer 48 M 2 Graduate Single $80K – $120K Blue 36 6 3 3 11656 1677 9979 1.524 1441 32 0.882 0.144

708790833 Existing Customer 42 M 5 Uneducated NaN $120K + Blue 31 5 3 2 6748 1467 5281 0.831 1201 42 0.68 0.217

710821833 Existing Customer 65 M 1 N/A Married $40K – $60K Blue 54 6 2 3 9095 1587 7508 1.433 1314 26 1.364 0.174

710599683 Existing Customer 56 M 1 College Single $80K – $120K Blue 36 3 6 0 11751 0 11751 3.397 1539 17 3.25 0

816082233 Existing Customer 35 M 3 Graduate NaN $60K – $80K Blue 30 5 1 3 8547 1666 6881 1.163 1311 33 2 0.195

712396908 Existing Customer 57 F 2 Graduate Married Less than $40K Blue 48 5 2 2 2436 680 1756 1.19 1570 29 0.611 0.279

714885258 Existing Customer 44 M 4 N/A NaN $80K – $120K Blue 37 5 1 2 4234 972 3262 1.707 1348 27 1.7 0.23

709967358 Existing Customer 48 M 4 Post-Graduate Single $80K – $120K Blue 36 6 2 3 30367 2362 28005 1.708 1671 27 0.929 0.078

753327333 Existing Customer 41 M 3 N/A Married $80K – $120K Blue 34 4 4 1 13535 1291 12244 0.653 1028 21 1.625 0.095

806160108 Existing Customer 61 M 1 High School Married $40K – $60K Blue 56 2 2 3 3193 2517 676 1.831 1336 30 1.143 0.788

709327383 Existing Customer 45 F 2 Graduate Married abc Blue 37 6 1 2 14470 1157 13313 0.966 1207 21 0.909 0.08

806165208 Existing Customer 47 M 1 Doctorate Divorced $60K – $80K Blue 42 5 2 0 20979 1800 19179 0.906 1178 27 0.929 0.086

708508758 Attrited Customer 62 F 0 Graduate Married Less than $40K Blue 49 2 3 3 1438.3 0 1438.3 1.047 692 16 0.6 0

784725333 Existing Customer 41 M 3 High School Married $40K – $60K Blue 33 4 2 1 4470 680 3790 1.608 931 18 1.571 0.152

811604133 Existing Customer 47 F 4 N/A Single Less than $40K Blue 36 3 3 2 2492 1560 932 0.573 1126 23 0.353 0.626

789124683 Existing Customer 54 M 2 N/A Married $80K – $120K Blue 42 4 2 3 12217 0 12217 1.075 1110 21 0.75 0

771071958 Existing Customer 41 F 3 Graduate Single Less than $40K Blue 28 6 1 2 7768 1669 6099 0.797 1051 22 0.833 0.215

720466383 Existing Customer 59 M 1 High School NaN $40K – $60K Blue 46 4 1 2 14784 1374 13410 0.921 1197 23 1.3 0.093

804424383 Existing Customer 63 M 1 N/A Married $60K – $80K Blue 56 3 3 2 10215 1010 9205 0.843 1904 40 1 0.099

718813833 Existing Customer 44 F 3 Uneducated Single abc Blue 34 5 2 2 10100 0 10100 0.525 1052 18 1.571 0

806624208 Existing Customer 47 M 4 High School Married $40K – $60K Blue 42 6 0 0 4785 1362 3423 0.739 1045 38 0.9 0.285

778348233 Existing Customer 53 M 3 N/A Married $80K – $120K Blue 33 3 2 3 2753 1811 942 0.977 1038 25 2.571 0.658

712991808 Existing Customer 53 M 2 Uneducated Married $60K – $80K Blue 48 2 5 1 2451 1690 761 1.323 1596 26 1.6 0.69

709029408 Existing Customer 41 M 4 Graduate Married $60K – $80K Blue 36 4 1 2 8923 2517 6406 1.726 1589 24 1.667 0.282

788658483 Existing Customer 53 F 2 College Married Less than $40K Blue 38 5 2 3 2650 1490 1160 1.75 1411 28 1 0.562

787937058 Existing Customer 58 M 0 Graduate Married $80K – $120K Blue 49 6 2 2 12555 1696 10859 0.519 1291 24 0.714 0.135

715318008 Existing Customer 55 F 1 College Single Less than $40K Blue 36 4 2 1 3520 1914 1606 0.51 1407 43 0.483 0.544

713962233 Existing Customer 55 F 3 Graduate Married Less than $40K Blue 36 6 2 3 3035 2298 737 1.724 1877 37 1.176 0.757

785432733 Existing Customer 42 F 4 High School Married Less than $40K Gold 36 2 3 3 15433 0 15433 0.865 966 22 1.2 0

715190283 Existing Customer 57 F 1 Graduate NaN $40K – $60K Blue 49 3 3 2 3672 886 2786 1.32 1464 28 0.556 0.241

708300483 Attrited Customer 66 F 0 Doctorate Married abc Blue 56 5 4 3 7882 605 7277 1.052 704 16 0.143 0.077

827111283 Existing Customer 45 M 3 Graduate Single $80K – $120K Blue 41 2 2 2 32426 578 31848 1.042 1109 28 0.474 0.018

758551608 Existing Customer 51 M 2 N/A Married $40K – $60K Blue 44 4 1 0 6205 2204 4001 0.803 1347 28 0.556 0.355

773146383 Existing Customer 50 F 1 College Single $40K – $60K Silver 43 3 2 3 17304 2517 14787 1.449 1756 33 1.2 0.145

778493808 Existing Customer 49 M 3 High School Married $60K – $80K Blue 37 5 2 1 3906 0 3906 1.214 1756 32 1 0

720572508 Existing Customer 38 F 4 Graduate Single abc Blue 28 2 3 3 9830 2055 7775 0.977 1042 23 0.917 0.209

712661433 Existing Customer 49 M 4 Uneducated Single $80K – $120K Blue 30 3 2 3 34516 0 34516 1.621 1444 28 1.333 0

789172683 Existing Customer 56 M 2 Doctorate Married $60K – $80K Blue 45 6 2 0 2283 1430 853 2.316 1741 27 0.588 0.626

738406533 Existing Customer 59 M 1 Doctorate Married $40K – $60K Blue 52 3 2 2 2548 2020 528 2.357 1719 27 1.7 0.793

799723908 Existing Customer 46 M 3 High School Married $80K – $120K Blue 40 4 3 3 19458 1435 18023 0.787 1217 27 0.8 0.074

771490833 Existing Customer 52 M 1 College Single $80K – $120K Blue 40 5 1 1 4745 1227 3518 0.624 1140 40 0.6 0.259

720756708 Existing Customer 52 F 3 N/A Married Less than $40K Blue 41 6 3 2 2622 1549 1073 1.321 1878 30 1.143 0.591

779471883 Attrited Customer 54 F 1 Graduate Married Less than $40K Blue 40 2 3 1 1438.3 808 630.3 0.997 705 19 0.9 0.562

711525033 Existing Customer 66 F 0 High School Married Less than $40K Blue 54 3 4 2 3171 2179 992 1.224 1946 38 1.923 0.687

712813458 Existing Customer 49 M 2 N/A Married $120K + Blue 36 4 2 0 19763 2517 17246 0.664 1414 35 0.25 0.127

714374133 Attrited Customer 56 M 2 Graduate Married $120K + Blue 36 1 3 3 15769 0 15769 1.041 602 15 0.364 0

717891558 Existing Customer 49 F 4 Graduate NaN Less than $40K Blue 36 6 4 2 3298 2200 1098 0.678 1052 32 0.6 0.667

716632758 Existing Customer 49 F 3 Graduate Single Less than $40K Blue 36 2 2 0 2802 2363 439 0.75 1295 40 0.6 0.843

768563658 Existing Customer 56 M 2 Uneducated Married $40K – $60K Blue 50 4 2 3 4458 1880 2578 1.107 1424 29 1.417 0.422

711427458 Existing Customer 44 F 5 Graduate Married abc Blue 35 4 1 2 6273 978 5295 2.275 1359 25 1.083 0.156

714091983 Existing Customer 42 M 2 High School Single $60K – $80K Blue 34 4 4 3 3336 1753 1583 0.69 1168 27 1.25 0.525

787584108 Existing Customer 55 M 3 N/A Married $80K – $120K Blue 47 4 2 3 3436 2016 1420 0.901 1097 33 0.833 0.587

712030833 Attrited Customer 48 M 2 Graduate Married $60K – $80K Silver 35 2 4 4 34516 0 34516 0.763 691 15 0.5 0

711481533 Existing Customer 39 M 1 High School Divorced $60K – $80K Blue 33 5 3 3 5926 1251 4675 0.944 1316 28 1.154 0.211

710082708 Existing Customer 44 M 4 Post-Graduate Single $120K + Blue 32 2 4 2 23957 2102 21855 0.997 1276 26 0.733 0.088

708155733 Existing Customer 53 M 2 High School Single $120K + Blue 44 4 2 2 14734 1634 13100 0.989 1289 23 0.917 0.111

788979258 Existing Customer 51 M 4 Uneducated Single $80K – $120K Silver 38 4 1 4 34516 1515 33001 0.592 1293 32 0.6 0.044

807986133 Existing Customer 57 M 2 College Married $60K – $80K Blue 52 5 3 3 6584 1817 4767 0.62 1353 35 0.667 0.276

788730933 Existing Customer 44 F 2 Uneducated Single Less than $40K Blue 20 6 3 3 2084 1468 616 1.004 1132 28 0.556 0.704

711314058 Existing Customer 49 M 2 Graduate Married $60K – $80K Blue 32 2 2 2 1687 1107 580 1.715 1670 17 2.4 0.656

717975333 Existing Customer 50 M 2 Doctorate Married $80K – $120K Blue 38 6 2 2 25300 1330 23970 1.072 837 15 2 0.053

715971108 Existing Customer 51 M 4 Graduate Single $120K + Blue 42 3 2 3 34516 1763 32753 1.266 1550 41 1.05 0.051

720096558 Existing Customer 55 F 2 Graduate Married Less than $40K Blue 42 5 3 3 2216 1034 1182 0.758 1540 36 0.286 0.467

719580033 Existing Customer 54 M 1 Graduate NaN $60K – $80K Blue 43 4 2 3 2910 2030 880 0.769 1256 21 0.4 0.698

820582308 Existing Customer 42 M 5 Uneducated Married $80K – $120K Blue 37 6 2 2 22913 1528 21385 0.414 1394 35 0.522 0.067

789973308 Existing Customer 44 M 1 College Single $60K – $80K Blue 35 3 3 3 24312 1932 22380 1.312 1341 24 1.182 0.079

712876233 Existing Customer 53 M 2 Graduate Single $80K – $120K Blue 36 5 3 2 5272 1515 3757 0.857 1289 33 0.435 0.287

804595158 Existing Customer 44 F 4 Graduate Single Less than $40K Blue 36 6 4 2 7000 2517 4483 0.475 1112 23 1.875 0.36

714826758 Existing Customer 37 F 3 Uneducated Single Less than $40K Blue 29 4 4 2 7038 1801 5237 0.751 2339 57 0.966 0.256

779058108 Existing Customer 49 M 3 Graduate Divorced $60K – $80K Blue 30 6 1 2 2536 1823 713 0.703 1468 23 0.353 0.719

710790258 Existing Customer 47 M 2 Graduate Married $80K – $120K Blue 38 6 3 2 28904 1899 27005 0.85 1334 35 0.4 0.066

715623483 Existing Customer 47 M 3 Graduate Married $60K – $80K Blue 37 4 4 0 8567 1695 6872 1.242 1457 41 1.412 0.198

715156383 Existing Customer 44 M 1 N/A NaN $120K + Blue 36 6 2 2 34516 1533 32983 0.924 1603 29 0.526 0.044

711013983 Attrited Customer 55 F 4 N/A Married $40K – $60K Blue 45 2 4 3 2158 0 2158 0.585 615 12 0.714 0

755420433 Existing Customer 59 F 1 Graduate Married abc Blue 52 2 3 3 10133 1417 8716 0.383 1068 20 0.818 0.14

794543958 Existing Customer 53 M 1 Graduate Divorced $80K – $120K Blue 35 5 4 2 34516 1219 33297 1.129 1590 27 2 0.035

716396358 Existing Customer 52 M 2 Graduate Married $60K – $80K Blue 47 5 3 0 3085 1910 1175 0.921 1531 35 0.667 0.619

715398033 Existing Customer 53 M 2 High School Single $120K + Blue 35 4 2 1 19040 2056 16984 0.607 1212 31 0.722 0.108

711743883 Existing Customer 43 F 3 Uneducated Single Less than $40K Blue 35 5 2 3 4026 0 4026 0.483 1237 32 0.6 0

719720058 Existing Customer 44 M 3 High School Single $60K – $80K Blue 31 4 3 1 12756 837 11919 1.932 1413 14 1.8 0.066

778992108 Existing Customer 57 M 2 N/A Married $120K + Blue 45 5 3 3 5266 0 5266 1.702 1516 29 1.636 0

717539808 Existing Customer 51 F 2 High School Single Less than $40K Blue 36 3 2 2 9930 0 9930 0.731 1276 21 1.333 0

714070758 Existing Customer 49 M 4 High School Single $80K – $120K Blue 38 4 3 0 31302 1953 29349 0.875 1564 35 2.182 0.062

714107958 Existing Customer 45 M 1 Graduate Single $40K – $60K Blue 36 4 4 3 6576 0 6576 0.579 1465 34 0.619 0

789140283 Existing Customer 53 M 0 Graduate Single $80K – $120K Blue 42 5 4 1 2664 2037 627 0.85 1286 29 0.933 0.765

715550508 Existing Customer 45 F 3 N/A Married abc Blue 28 5 1 2 2535 2440 95 1.705 1312 20 1.222 0.963

719712633 Existing Customer 64 M 1 Graduate Married Less than $40K Blue 52 6 4 3 1709 895 814 1.656 1673 32 0.882 0.524

772629333 Existing Customer 45 M 3 Graduate Married $40K – $60K Blue 35 5 4 2 3454 1200 2254 0.597 1313 30 0.304 0.347

720336708 Existing Customer 53 M 3 Doctorate Married $40K – $60K Blue 35 5 3 2 3789 1706 2083 1.047 1609 42 0.68 0.45

802013583 Existing Customer 56 M 3 College Married $120K + Blue 50 3 2 0 9689 2250 7439 0.576 1158 19 0.727 0.232

711887583 Attrited Customer 47 M 2 N/A Married $80K – $120K Blue 37 2 3 3 5449 1628 3821 0.696 836 18 0.385 0.299

714778833 Existing Customer 49 F 3 College Single abc Blue 43 4 4 0 23032 1960 21072 0.619 1289 22 1 0.085

713843283 Existing Customer 41 F 3 N/A Married abc Silver 34 5 3 3 34516 2053 32463 1.034 1487 26 0.733 0.059

779155158 Existing Customer 53 M 3 Graduate Married $120K + Blue 34 6 2 2 2940 1264 1676 0.562 1259 33 0.5 0.43

721091583 Existing Customer 44 F 2 Graduate Single Less than $40K Blue 32 3 3 3 3031 1879 1152 0.788 1298 15 1.5 0.62

713572683 Existing Customer 44 M 3 High School NaN $60K – $80K Blue 25 3 3 0 1862 0 1862 0.883 1226 34 0.789 0

716657058 Existing Customer 43 F 4 Post-Graduate Married Less than $40K Blue 33 2 3 3 8358 926 7432 0.762 1566 37 0.542 0.111

779509983 Existing Customer 53 M 2 Post-Graduate Single $120K + Blue 36 6 1 2 34516 931 33585 0.828 1022 21 1.1 0.027

717929133 Existing Customer 44 M 1 Uneducated Married $60K – $80K Blue 36 5 2 3 14450 2440 12010 1.283 1235 30 0.667 0.169

808284783 Existing Customer 62 F 1 N/A Married Less than $40K Blue 56 6 0 0 1438.3 0 1438.3 0.813 1951 44 1.095 0

708476808 Existing Customer 54 M 4 N/A Divorced $120K + Blue 36 6 3 2 33791 1960 31831 0.618 1047 31 0.824 0.058

710916408 Existing Customer 57 M 4 Graduate Married $60K – $80K Blue 39 4 3 0 8466 1886 6580 0.56 1342 32 0.391 0.223

708492558 Existing Customer 42 M 3 N/A Married $60K – $80K Blue 36 5 3 3 15088 865 14223 0.939 1107 21 1.625 0.057

799825758 Existing Customer 42 M 4 High School Divorced $60K – $80K Blue 36 5 1 2 3263 1674 1589 0.588 1251 35 0.346 0.513

718619883 Existing Customer 54 F 0 Uneducated Married Less than $40K Blue 36 2 2 2 1494 706 788 1.674 1305 24 3 0.473

711844758 Existing Customer 48 M 3 Graduate Single $80K – $120K Blue 35 6 1 0 13551 1294 12257 0.791 1388 37 1.056 0.095

714798783 Existing Customer 49 M 1 Graduate Single $80K – $120K Blue 36 6 2 2 18886 895 17991 1.826 1235 18 1.571 0.047

826762908 Existing Customer 52 M 3 High School NaN $80K – $120K Blue 48 3 2 0 11976 1273 10703 1.024 2089 36 1.118 0.106

771894558 Existing Customer 50 M 3 High School Single $80K – $120K Blue 39 4 1 4 9964 1559 8405 1.873 1626 25 0.786 0.156

721074183 Existing Customer 49 M 1 Doctorate Married $60K – $80K Blue 36 4 6 3 24159 1196 22963 0.712 1111 24 1 0.05

715259583 Existing Customer 53 F 2 High School Married Less than $40K Blue 44 3 2 3 5362 1901 3461 0.816 1553 38 1 0.355

718414008 Existing Customer 50 M 2 Graduate Single $120K + Blue 36 3 2 2 34516 1023 33493 1.004 1064 13 0.625 0.03

719666283 Existing Customer 55 F 1 Doctorate Married Less than $40K Blue 36 4 1 0 3174 1951 1223 0.766 1243 29 0.611 0.615

714877233 Existing Customer 53 M 1 High School Married $80K – $120K Blue 47 3 2 2 12262 1836 10426 1.584 1659 38 1.533 0.15

785387883 Existing Customer 47 F 3 High School Single $40K – $60K Blue 41 4 3 3 3788 1540 2248 0.566 1594 47 0.382 0.407

771075258 Existing Customer 55 M 2 College Single $120K + Silver 42 2 3 2 34516 1527 32989 0.526 1268 42 0.355 0.044

711318033 Existing Customer 47 M 3 Graduate Single $60K – $80K Blue 36 4 2 2 2926 0 2926 0.676 1304 24 0.846 0

783554958 Existing Customer 58 M 4 Graduate Single $120K + Blue 52 6 1 0 32090 0 32090 0.567 1368 30 0.364 0

720201033 Attrited Customer 53 M 2 Graduate Married $80K – $120K Blue 41 3 3 2 11669 2227 9442 0.622 720 23 0.353 0.191

718039683 Existing Customer 52 M 2 High School Single $40K – $60K Blue 45 3 1 2 13532 1300 12232 0.846 1521 29 1.417 0.096

710806083 Existing Customer 50 F 1 Uneducated NaN Less than $40K Silver 36 4 2 2 11888 2090 9798 0.7 1137 30 0.765 0.176

714752208 Existing Customer 42 F 1 Graduate Married Less than $40K Blue 36 5 1 2 2393 1985 408 0.788 978 16 0.778 0.83

822063408 Existing Customer 43 M 4 N/A Married $40K – $60K Blue 39 5 1 2 6111 2517 3594 0.632 1221 16 2.2 0.412

714490308 Existing Customer 57 M 4 Graduate Married $80K – $120K Blue 46 3 2 3 19270 1662 17608 1.186 1565 28 1.545 0.086

713356833 Existing Customer 52 M 1 Graduate Married $80K – $120K Blue 43 3 1 4 3710 2517 1193 1.541 1578 34 0.7 0.678

711402333 Existing Customer 47 M 2 Doctorate Single Less than $40K Blue 37 2 1 3 3235 797 2438 0.541 1493 32 1 0.246

708296883 Existing Customer 44 F 3 Graduate Single $40K – $60K Blue 38 3 1 0 11749 788 10961 0.688 1178 27 0.929 0.067

719154483 Existing Customer 53 M 2 High School Divorced $60K – $80K Blue 36 5 3 2 7753 2100 5653 0.839 991 26 0.733 0.271

717721458 Existing Customer 45 M 4 College Divorced $60K – $80K Blue 40 5 1 0 10408 1186 9222 1.689 2560 42 1.211 0.114

711112683 Existing Customer 63 F 1 College Married abc Blue 36 6 2 3 3967 1568 2399 1.236 1657 29 1.231 0.395

715674483 Existing Customer 39 F 2 Post-Graduate Single Less than $40K Blue 27 4 2 2 6205 2517 3688 0.939 1204 19 0.727 0.406

789322833 Attrited Customer 48 F 5 High School Married Less than $40K Blue 38 1 3 3 8025 0 8025 0.654 673 18 0.8 0

789968058 Existing Customer 51 M 1 N/A Single $120K + Blue 42 6 2 3 9036 2327 6709 0.649 1131 18 0.636 0.258

709919283 Existing Customer 54 M 4 Graduate Married $80K – $120K Blue 34 2 3 2 14926 2517 12409 1.996 1576 25 1.5 0.169

718744008 Existing Customer 59 F 1 Graduate Single Less than $40K Blue 36 3 2 3 6335 1128 5207 0.397 1217 20 0.667 0.178

767712558 Attrited Customer 59 M 1 College Single $60K – $80K Blue 53 2 3 3 14979 0 14979 0.71 530 10 1 0

712950783 Attrited Customer 48 F 4 Uneducated Married Less than $40K Blue 38 3 2 3 2732 0 2732 0.76 739 16 0.455 0

716104983 Existing Customer 41 F 2 Graduate Single Less than $40K Blue 32 6 3 2 2250 2117 133 1.162 1617 31 2.875 0.941

818839983 Existing Customer 55 M 2 Graduate Married $120K + Blue 50 3 2 0 10916 1536 9380 1.317 1592 34 1 0.141

772288758 Existing Customer 47 F 4 Graduate Married abc Blue 36 4 1 3 5349 1228 4121 0.728 1343 30 1.308 0.23

712350858 Existing Customer 41 M 2 High School Married $80K – $120K Blue 24 4 1 3 9366 1104 8262 0.572 1303 39 0.625 0.118

711009708 Existing Customer 40 M 3 High School Single $80K – $120K Blue 28 5 1 0 21617 0 21617 1.047 1351 22 0.467 0

712720158 Existing Customer 68 M 1 Graduate Married abc Blue 56 5 2 3 13860 1652 12208 1.255 1910 32 1.909 0.119

712215258 Existing Customer 50 F 1 Graduate Single $40K – $60K Silver 31 2 2 3 18386 0 18386 0.868 1298 22 0.571 0

773827008 Existing Customer 47 M 4 Uneducated Single $60K – $80K Blue 41 6 2 2 2405 1540 865 0.469 1087 29 1.231 0.64

795232683 Existing Customer 53 F 1 College Married Less than $40K Blue 47 4 2 3 2154 930 1224 2.121 1439 26 1.364 0.432

713786508 Existing Customer 42 F 5 N/A Married $40K – $60K Blue 36 3 3 3 2038 0 2038 0.786 1238 28 0.75 0

713539833 Existing Customer 48 F 4 High School Single $40K – $60K Blue 38 6 1 3 8135 0 8135 1.373 1716 29 0.812 0

712454058 Existing Customer 49 M 1 Doctorate Married $120K + Blue 38 6 1 3 9364 618 8746 0.554 1099 27 0.8 0.066

718759833 Existing Customer 44 F 2 Uneducated Married abc Silver 35 4 3 2 32643 0 32643 1.3 1058 24 2.429 0

718803333 Existing Customer 43 F 4 Graduate Divorced Less than $40K Blue 34 2 3 1 3195 1954 1241 0.971 1285 29 0.706 0.612

720253908 Existing Customer 56 M 0 High School Married $80K – $120K Blue 43 5 2 1 2852 1024 1828 1.009 1651 28 1 0.359

714133158 Existing Customer 59 F 1 College Single abc Blue 36 2 3 3 4224 1305 2919 0.852 1152 31 0.824 0.309

713187033 Existing Customer 46 M 1 Uneducated Married $60K – $80K Blue 36 3 2 2 20459 2071 18388 1.248 1767 38 2.167 0.101

714791208 Existing Customer 47 F 4 N/A Divorced Less than $40K Blue 41 6 5 3 3482 2114 1368 0.508 1039 24 0.263 0.607

772426383 Existing Customer 50 F 4 Uneducated Married $40K – $60K Blue 40 5 2 3 3065 1570 1495 1.077 1130 28 1.333 0.512

710975883 Existing Customer 51 F 3 Uneducated Married Less than $40K Blue 43 3 1 2 2185 1761 424 0.682 1645 30 0.429 0.806

714264408 Existing Customer 47 F 3 Uneducated Married Less than $40K Blue 36 4 1 0 1611 746 865 0.993 1413 29 0.706 0.463

715827858 Existing Customer 58 F 4 Uneducated Married Less than $40K Blue 47 3 3 3 2822 2173 649 1.456 1218 23 2.286 0.77

713741358 Attrited Customer 46 M 5 Graduate Single $80K – $120K Blue 33 6 3 3 32975 2517 30458 0.658 597 17 0.7 0.076

709531908 Existing Customer 53 M 3 High School Married $60K – $80K Blue 47 5 2 2 1438.3 0 1438.3 0.776 2184 53 0.828 0

716493408 Existing Customer 45 F 4 Uneducated Divorced abc Blue 36 4 3 3 15875 1719 14156 0.86 1592 37 1.467 0.108

714141108 Existing Customer 52 F 1 High School Married Less than $40K Blue 45 6 3 3 6703 893 5810 0.567 1388 28 0.75 0.133

708953883 Attrited Customer 53 M 2 N/A Married $80K – $120K Blue 36 2 2 1 3212 0 3212 0.713 757 20 0.25 0

712608783 Existing Customer 50 M 2 High School Married $80K – $120K Silver 45 3 1 3 34516 1260 33256 0.588 1504 34 0.789 0.037

820353558 Existing Customer 41 F 3 High School Married $40K – $60K Blue 36 4 1 2 9797 1434 8363 0.644 1503 34 0.478 0.146

714964758 Existing Customer 45 F 5 Graduate Divorced $40K – $60K Blue 36 5 2 2 10400 1777 8623 0.791 1105 28 0.867 0.171

716264358 Existing Customer 53 M 3 Uneducated Married $80K – $120K Blue 42 2 1 2 26792 1836 24956 1.432 2398 47 0.88 0.069

717296808 Existing Customer 67 F 1 Graduate Married Less than $40K Blue 56 4 3 2 3006 2517 489 2.053 1661 32 1 0.837

712977183 Existing Customer 57 F 2 Uneducated Single $40K – $60K Silver 36 6 3 0 19482 1072 18410 0.706 1421 22 1.444 0.055

710829108 Existing Customer 59 F 1 Uneducated Married $40K – $60K Blue 36 4 2 3 3356 985 2371 0.35 999 28 0.556 0.294

779562633 Existing Customer 45 M 2 Uneducated Married $40K – $60K Blue 34 3 2 1 5771 2248 3523 1.791 1387 18 0.8 0.39

715315833 Existing Customer 51 M 3 Graduate Married $80K – $120K Blue 36 6 2 3 11106 2107 8999 0.948 1243 24 1 0.19

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709752183 Existing Customer 48 M 3 High School Single $60K – $80K Blue 36 4 2 2 11432 2517 8915 0.615 1374 37 0.762 0.22

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758348808 Existing Customer 51 M 2 Graduate Married $120K + Blue 44 4 3 3 34516 1666 32850 0.613 1218 18 0.8 0.048

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720997383 Attrited Customer 52 M 1 Uneducated Married $80K – $120K Blue 36 2 3 3 1857 1833 24 0.723 829 17 0.7 0.987

787541883 Existing Customer 44 M 3 Graduate NaN $80K – $120K Blue 33 3 3 3 34516 0 34516 0.483 1120 27 0.35 0

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710741208 Existing Customer 39 M 2 High School Single $80K – $120K Blue 36 4 2 2 5269 1475 3794 1.148 2094 25 0.667 0.28

821797008 Attrited Customer 49 M 5 College Married $40K – $60K Blue 45 2 2 3 1438.3 0 1438.3 0.734 815 21 0.615 0

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793636308 Existing Customer 49 M 3 Uneducated Single $80K – $120K Blue 43 2 2 2 4645 1650 2995 0.912 1193 33 0.65 0.355

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712125258 Attrited Customer 46 M 4 High School Married $120K + Blue 30 3 3 3 2442 0 2442 0.98 701 19 0.727 0

709703433 Existing …

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